[
  {
    "study_id": 16,
    "specification_id": "S16-P001",
    "source_specification_id": "GIFT-F4-LOGIMR-CSA-BLACK",
    "role": "active_comparison",
    "published_source_location": "Main Figure4 row3",
    "outcome_label": "",
    "outcome_variable": "",
    "treatment_label": "",
    "unit_fixed_effects": "",
    "time_fixed_effects": "",
    "allowed_adjustments": "",
    "published_weights": "",
    "published_clustering": "",
    "panel_structure": "aggregate_county_panel",
    "design": "panel",
    "descriptive_metadata_status": "recorded_source_fields",
    "title": "The Gift of a Lifetime",
    "status": "ready",
    "reason": "",
    "config": "analyses/full-archive/configs/S16-P001.json",
    "input_bytes": 21635,
    "specification_type": "event_study_post_average",
    "run_status": "completed",
    "expanded_status": "processed",
    "expanded_reason": null,
    "regression_result": {
      "schema": "did-replication-v2",
      "config": {
        "outcomes": [
          "y"
        ],
        "treatments": [
          "d"
        ],
        "unit": "unit",
        "time": "time",
        "cluster": "cluster",
        "covariates": [],
        "baseline_by_time": [],
        "weight": "weight",
        "period_step": 1,
        "period_values": null,
        "display_window": [
          -10,
          10
        ],
        "seed": 20261008,
        "panelview_max_units": 100,
        "test_mode": "classical",
        "test_horizon": null,
        "post_horizon": 6,
        "post_weighting": "equal_periods",
        "sample_query": null,
        "reversal_policy": "drop_post_untreated",
        "labels": {},
        "allow_repeated_cells": true,
        "time_fe": null,
        "unit_fe": null,
        "frequency_weights": false,
        "source_sd": null,
        "require_never_control_periods": false,
        "latest_cohort_control": true,
        "slug": "s16-p001",
        "specification_id": "S16-P001",
        "source_specification_id": "GIFT-F4-LOGIMR-CSA-BLACK",
        "study_id": 16,
        "study": "The Gift of a Lifetime",
        "citation": "Hollingsworth et al. (2024), AER. https://doi.org/10.1257/aer.20230008",
        "description": "GIFT-F4-LOGIMR-CSA-BLACK",
        "data": "analyses/full-archive/prepared/S16-P001.parquet",
        "output_dir": "analyses/full-archive/results/S16-P001"
      },
      "source": {
        "file": "S16-P001.parquet",
        "bytes": 21635,
        "sha256": "9472cd18fdaf12913cb3ab3435d519f4ca03237b76566e579ca304033c7e68d7"
      },
      "versions": {
        "pyfixest": "0.60.0",
        "polars": "2.0.0",
        "duckreg": "0.4.1",
        "numpy": "2.5.3",
        "pandas": "3.0.6"
      },
      "specifications": {
        "y__d": {
          "sample": {
            "outcome": "y",
            "treatment": "d",
            "source_rows": 1872,
            "source_sd": 0.6100572680620235,
            "rows": 1826,
            "units": 91,
            "clusters": 91,
            "treated_units": 41,
            "never_treated_units": 50,
            "treated_cohorts": 12,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 1826,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 0,
            "post_adoption_untreated_rows_removed": 0,
            "units_without_minus_one_removed": 3,
            "additional_rows_removed": 46
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.23366691007488224,
              "se": 0.07845165503137717,
              "pvalue": 0.00372262813523846,
              "lower": -0.38952481580179393,
              "upper": -0.07780900434797056
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.1709364855805352,
              "se": 0.08317486134625926,
              "pvalue": 0.042763266112499365,
              "lower": -0.3361778650437144,
              "upper": -0.005695106117355991
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.25921862959596104,
              "se": 0.06952085018734032,
              "pvalue": 0.0003361486075923555,
              "lower": -0.39733393271123085,
              "upper": -0.12110332648069125
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": -0.2413395907640687,
              "se": 0.06611497792219405,
              "pvalue": 0.000439109303492441,
              "lower": -0.37268853416128334,
              "upper": -0.10999064736685407
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -18,
                "estimate": -0.10578481902882444,
                "se": 0.18595362404054006,
                "pvalue": 0.5708562351893772,
                "lower": -0.47521414966176556,
                "upper": 0.2636445116041166
              },
              {
                "event_time": -17,
                "estimate": 0.41005113088289824,
                "se": 0.1311899977942,
                "pvalue": 0.002388811137963505,
                "lower": 0.14941930227017763,
                "upper": 0.6706829594956188
              },
              {
                "event_time": -16,
                "estimate": 0.857957222671461,
                "se": 0.2225695876038095,
                "pvalue": 0.00021701639274676,
                "lower": 0.4157838894440357,
                "upper": 1.3001305558988863
              },
              {
                "event_time": -15,
                "estimate": 0.6532072507550521,
                "se": 0.17601564537410574,
                "pvalue": 0.00035701883294867923,
                "lower": 0.3035214493247733,
                "upper": 1.002893052185331
              },
              {
                "event_time": -14,
                "estimate": 0.1787562194351306,
                "se": 0.16736598386047877,
                "pvalue": 0.28835177905224224,
                "lower": -0.1537455196803203,
                "upper": 0.5112579585505814
              },
              {
                "event_time": -13,
                "estimate": 0.2860908093933286,
                "se": 0.17031232386334913,
                "pvalue": 0.09646430765507832,
                "lower": -0.05226434839408195,
                "upper": 0.6244459671807392
              },
              {
                "event_time": -12,
                "estimate": -0.09223734497291078,
                "se": 0.25533900869046156,
                "pvalue": 0.7187705073004472,
                "lower": -0.5995128527867889,
                "upper": 0.4150381628409673
              },
              {
                "event_time": -11,
                "estimate": 0.1586462698330304,
                "se": 0.307485684960647,
                "pvalue": 0.6071567806468471,
                "lower": -0.4522277121091465,
                "upper": 0.7695202517752073
              },
              {
                "event_time": -10,
                "estimate": 0.1382418131395373,
                "se": 0.23302953649011252,
                "pvalue": 0.5545102586479654,
                "lower": -0.32471203423736894,
                "upper": 0.6011956605164436
              },
              {
                "event_time": -9,
                "estimate": 0.16000416744364276,
                "se": 0.18907492010836577,
                "pvalue": 0.39965918205722234,
                "lower": -0.21562616262124645,
                "upper": 0.535634497508532
              },
              {
                "event_time": -8,
                "estimate": -0.13999693166697066,
                "se": 0.1625430240316266,
                "pvalue": 0.3913663798047121,
                "lower": -0.46291701927960394,
                "upper": 0.18292315594566264
              },
              {
                "event_time": -7,
                "estimate": -0.0014553156935785596,
                "se": 0.13366163713118526,
                "pvalue": 0.991336857204299,
                "lower": -0.26699748725088973,
                "upper": 0.26408685586373265
              },
              {
                "event_time": -6,
                "estimate": 0.06890933805077802,
                "se": 0.1102152252729104,
                "pvalue": 0.5334053620641231,
                "lower": -0.1500524439968436,
                "upper": 0.2878711200983996
              },
              {
                "event_time": -5,
                "estimate": 0.06024128155749766,
                "se": 0.10409344855990153,
                "pvalue": 0.5642215583510077,
                "lower": -0.14655852255051602,
                "upper": 0.2670410856655113
              },
              {
                "event_time": -4,
                "estimate": -0.05147430934184381,
                "se": 0.10211079514128364,
                "pvalue": 0.6154211834683325,
                "lower": -0.25433522638005,
                "upper": 0.15138660769636242
              },
              {
                "event_time": -3,
                "estimate": 0.08906795913348353,
                "se": 0.10354956283084175,
                "pvalue": 0.39199293160416215,
                "lower": -0.11665132104355497,
                "upper": 0.29478723931052203
              },
              {
                "event_time": -2,
                "estimate": 0.1616743773805554,
                "se": 0.07876303245674715,
                "pvalue": 0.043008524076019405,
                "lower": 0.005197866050111272,
                "upper": 0.3181508887109995
              },
              {
                "event_time": 0,
                "estimate": -0.13783738277825017,
                "se": 0.08171526265272847,
                "pvalue": 0.095105055551508,
                "lower": -0.30017901467734726,
                "upper": 0.02450424912084692
              },
              {
                "event_time": 1,
                "estimate": -0.028007897750338323,
                "se": 0.081355976679418,
                "pvalue": 0.7314511812712767,
                "lower": -0.18963574535342756,
                "upper": 0.1336199498527509
              },
              {
                "event_time": 2,
                "estimate": -0.18811975077534732,
                "se": 0.09778588152222721,
                "pvalue": 0.057540963309054616,
                "lower": -0.38238847203583115,
                "upper": 0.006148970485136518
              },
              {
                "event_time": 3,
                "estimate": -0.1439868244157276,
                "se": 0.11083265908065017,
                "pvalue": 0.1972151867062056,
                "lower": -0.3641752464897556,
                "upper": 0.07620159765830037
              },
              {
                "event_time": 4,
                "estimate": -0.10407674384722693,
                "se": 0.11802123229616963,
                "pvalue": 0.38020835629311717,
                "lower": -0.33854652131251245,
                "upper": 0.1303930336180586
              },
              {
                "event_time": 5,
                "estimate": -0.25251214045999626,
                "se": 0.12225307315188864,
                "pvalue": 0.04175260765104335,
                "lower": -0.49538920841364875,
                "upper": -0.00963507250634374
              },
              {
                "event_time": 6,
                "estimate": -0.34201465903686,
                "se": 0.12304102863282092,
                "pvalue": 0.0066247073080701185,
                "lower": -0.5864571380836887,
                "upper": -0.09757217999003134
              },
              {
                "event_time": 7,
                "estimate": -0.2619350121286721,
                "se": 0.15101066960708565,
                "pvalue": 0.08624478201884572,
                "lower": -0.5619440648116975,
                "upper": 0.03807404055435326
              },
              {
                "event_time": 8,
                "estimate": -0.24277534343042523,
                "se": 0.14156812008722627,
                "pvalue": 0.08980474218467098,
                "lower": -0.5240251233830113,
                "upper": 0.038474436522160926
              },
              {
                "event_time": 9,
                "estimate": -0.25888333328847973,
                "se": 0.12142260410850313,
                "pvalue": 0.035723736828898456,
                "lower": -0.5001105295367956,
                "upper": -0.017656137040163833
              },
              {
                "event_time": 10,
                "estimate": -0.25242000636373924,
                "se": 0.13498599112355997,
                "pvalue": 0.06473852166063696,
                "lower": -0.5205932382805807,
                "upper": 0.015753225553102157
              },
              {
                "event_time": 11,
                "estimate": -0.3113002322158414,
                "se": 0.14739412270896174,
                "pvalue": 0.03745476160919294,
                "lower": -0.6041243832511027,
                "upper": -0.01847608118058003
              },
              {
                "event_time": 12,
                "estimate": -0.1421965741160866,
                "se": 0.17630371088212757,
                "pvalue": 0.42205583903443633,
                "lower": -0.4924546679572073,
                "upper": 0.20806151972503412
              },
              {
                "event_time": 13,
                "estimate": -0.20684123379820515,
                "se": 0.17224274410596052,
                "pvalue": 0.23295242625403403,
                "lower": -0.5490315083344709,
                "upper": 0.13534904073806062
              },
              {
                "event_time": 14,
                "estimate": -0.7472233044895952,
                "se": 0.23304248398355412,
                "pvalue": 0.0018613801329453198,
                "lower": -1.2102028743220878,
                "upper": -0.28424373465710256
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -18,
                "estimate": -0.22943135516420726,
                "se": 0.08553009538473305,
                "pvalue": 0.008695490340375471,
                "lower": -0.39935181812902126,
                "upper": -0.05951089219939326
              },
              {
                "event_time": -17,
                "estimate": 0.2686843623088248,
                "se": 0.05622087105716954,
                "pvalue": 6.818098783199874e-06,
                "lower": 0.15699178912335676,
                "upper": 0.38037693549429286
              },
              {
                "event_time": -16,
                "estimate": 0.731259953229439,
                "se": 0.12476203457535197,
                "pvalue": 7.45682064188393e-08,
                "lower": 0.48339839549218405,
                "upper": 0.979121510966694
              },
              {
                "event_time": -15,
                "estimate": 0.5249506800604649,
                "se": 0.12622008207757285,
                "pvalue": 7.285809789832952e-05,
                "lower": 0.27419245647141094,
                "upper": 0.7757089036495188
              },
              {
                "event_time": -14,
                "estimate": 0.02269846865322927,
                "se": 0.09195654178955048,
                "pvalue": 0.8055949308350304,
                "lower": -0.15998925177123277,
                "upper": 0.20538618907769132
              },
              {
                "event_time": -13,
                "estimate": 0.14248062712501075,
                "se": 0.12236880758576904,
                "pvalue": 0.24735773868355684,
                "lower": -0.10062636748191472,
                "upper": 0.3855876217319362
              },
              {
                "event_time": -12,
                "estimate": -0.12407296492537245,
                "se": 0.13678621456602977,
                "pvalue": 0.3667986014239829,
                "lower": -0.3958226549229467,
                "upper": 0.1476767250722018
              },
              {
                "event_time": -11,
                "estimate": 0.0980943190516879,
                "se": 0.17805625095701944,
                "pvalue": 0.5830552034880145,
                "lower": -0.25564550153778354,
                "upper": 0.45183413964115937
              },
              {
                "event_time": -10,
                "estimate": 0.11440430917615646,
                "se": 0.08697359248818005,
                "pvalue": 0.1917197105332161,
                "lower": -0.05838391273365534,
                "upper": 0.28719253108596826
              },
              {
                "event_time": -9,
                "estimate": 0.14380974479685527,
                "se": 0.08724938548338514,
                "pvalue": 0.10278598684453628,
                "lower": -0.029526388035034906,
                "upper": 0.31714587762874547
              },
              {
                "event_time": -8,
                "estimate": -0.1273577850546455,
                "se": 0.10795644576853976,
                "pvalue": 0.24122274871332786,
                "lower": -0.3418321073678705,
                "upper": 0.08711653725857946
              },
              {
                "event_time": -7,
                "estimate": -0.004492790455018383,
                "se": 0.05718446658318721,
                "pvalue": 0.9375517548703177,
                "lower": -0.1180997143395618,
                "upper": 0.10911413342952504
              },
              {
                "event_time": -6,
                "estimate": 0.011283072902743071,
                "se": 0.0490996954139378,
                "pvalue": 0.8187692459896839,
                "lower": -0.08626204193243672,
                "upper": 0.10882818773792285
              },
              {
                "event_time": -5,
                "estimate": -0.0049507077735779295,
                "se": 0.046727126636055015,
                "pvalue": 0.9158583466781659,
                "lower": -0.09778230062166934,
                "upper": 0.08788088507451347
              },
              {
                "event_time": -4,
                "estimate": -0.10877193822530465,
                "se": 0.03843805458072509,
                "pvalue": 0.00574329896730637,
                "lower": -0.18513584265501304,
                "upper": -0.03240803379559626
              },
              {
                "event_time": -3,
                "estimate": 0.0196601565537265,
                "se": 0.04784938033024684,
                "pvalue": 0.6821401881411296,
                "lower": -0.07540098913682655,
                "upper": 0.11472130224427957
              },
              {
                "event_time": -2,
                "estimate": 0.07846755751929234,
                "se": 0.060632296629998035,
                "pvalue": 0.19892307127494532,
                "lower": -0.04198908253992363,
                "upper": 0.19892419757850832
              },
              {
                "event_time": -1,
                "estimate": -0.07648258878621982,
                "se": 0.05982555904520191,
                "pvalue": 0.2043860882430682,
                "lower": -0.19533650382469248,
                "upper": 0.042371326252252844
              },
              {
                "event_time": 0,
                "estimate": -0.22921078904269246,
                "se": 0.07502828211993692,
                "pvalue": 0.0029610375866048495,
                "lower": -0.37826756696311087,
                "upper": -0.08015401112227405
              },
              {
                "event_time": 1,
                "estimate": -0.11672444273932965,
                "se": 0.071897333356714,
                "pvalue": 0.10798279037217372,
                "lower": -0.2595610444636051,
                "upper": 0.02611215898494583
              },
              {
                "event_time": 2,
                "estimate": -0.28466687166828125,
                "se": 0.09297486468851772,
                "pvalue": 0.00290113015879127,
                "lower": -0.46937766827033717,
                "upper": -0.09995607506622534
              },
              {
                "event_time": 3,
                "estimate": -0.2273595009187836,
                "se": 0.09826789049095745,
                "pvalue": 0.0229637011245625,
                "lower": -0.42258581712583465,
                "upper": -0.032133184711732515
              },
              {
                "event_time": 4,
                "estimate": -0.18328932250459243,
                "se": 0.1096305287120143,
                "pvalue": 0.09802099329450537,
                "lower": -0.4010895027806447,
                "upper": 0.034510857771459846
              },
              {
                "event_time": 5,
                "estimate": -0.32136292659999655,
                "se": 0.11530815497683886,
                "pvalue": 0.0064888334803457366,
                "lower": -0.5504427024280067,
                "upper": -0.09228315077198632
              },
              {
                "event_time": 6,
                "estimate": -0.4519165536980515,
                "se": 0.1178110626583401,
                "pvalue": 0.00023180520612900416,
                "lower": -0.6859687924946322,
                "upper": -0.21786431490147085
              },
              {
                "event_time": 7,
                "estimate": -0.34795398828359997,
                "se": 0.14596362925378226,
                "pvalue": 0.019233846514597013,
                "lower": -0.6379362143908129,
                "upper": -0.057971762176387
              },
              {
                "event_time": 8,
                "estimate": -0.2907439361395594,
                "se": 0.13395795428651483,
                "pvalue": 0.03260848813339832,
                "lower": -0.5568747934453375,
                "upper": -0.02461307883378122
              },
              {
                "event_time": 9,
                "estimate": -0.34487481414985255,
                "se": 0.12451957731346273,
                "pvalue": 0.006815433520905018,
                "lower": -0.5922546882177034,
                "upper": -0.09749494008200163
              },
              {
                "event_time": 10,
                "estimate": -0.33117778506487444,
                "se": 0.13303946371123807,
                "pvalue": 0.014636679716827356,
                "lower": -0.5954839005288739,
                "upper": -0.06687166960087493
              },
              {
                "event_time": 11,
                "estimate": -0.4291134768201489,
                "se": 0.14552059679563412,
                "pvalue": 0.004063868668778473,
                "lower": -0.7182155416220535,
                "upper": -0.14001141201824424
              },
              {
                "event_time": 12,
                "estimate": -0.23627379113825575,
                "se": 0.1852014657022905,
                "pvalue": 0.20532101759386068,
                "lower": -0.6042088279500184,
                "upper": 0.1316612456735069
              },
              {
                "event_time": 13,
                "estimate": -0.24872231689796398,
                "se": 0.17100510244454387,
                "pvalue": 0.14929394407914504,
                "lower": -0.588453800254979,
                "upper": 0.091009166459051
              },
              {
                "event_time": 14,
                "estimate": -0.939727292082225,
                "se": 0.25895907792635015,
                "pvalue": 0.0004721217175883821,
                "lower": -1.454194699282628,
                "upper": -0.4252598848818221
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -18,
                "estimate": 0.6149726122670623,
                "se": 0.22911180661297934,
                "pvalue": 0.008654814590208112,
                "lower": 0.1598020190944111,
                "upper": 1.0701432054397135
              },
              {
                "event_time": -17,
                "estimate": 1.0919036158427393,
                "se": 0.12957992431171178,
                "pvalue": 5.353645118668772e-13,
                "lower": 0.8344704792263402,
                "upper": 1.3493367524591384
              },
              {
                "event_time": -16,
                "estimate": 1.6319314813816737,
                "se": 0.2859435443824717,
                "pvalue": 1.4537969253879159e-07,
                "lower": 1.063854721678419,
                "upper": 2.2000082410849284
              },
              {
                "event_time": -15,
                "estimate": 0.853590093085878,
                "se": 0.09561008971280748,
                "pvalue": 4.8648507205969876e-14,
                "lower": 0.6636439620190401,
                "upper": 1.0435362241527157
              },
              {
                "event_time": -14,
                "estimate": 0.4776471149099366,
                "se": 0.117161201679221,
                "pvalue": 9.831789857529696e-05,
                "lower": 0.24488593837556868,
                "upper": 0.7104082914443045
              },
              {
                "event_time": -13,
                "estimate": 0.5929072502302208,
                "se": 0.09042216212807992,
                "pvalue": 3.3703418321450913e-09,
                "lower": 0.41326784281497597,
                "upper": 0.7725466576454657
              },
              {
                "event_time": -12,
                "estimate": 0.2723025160664065,
                "se": 0.08990439373078023,
                "pvalue": 0.003203778173740974,
                "lower": 0.09369174594405796,
                "upper": 0.45091328618875504
              },
              {
                "event_time": -11,
                "estimate": 0.5562859545636256,
                "se": 0.20163895597759973,
                "pvalue": 0.007026687286914341,
                "lower": 0.15569497430884038,
                "upper": 0.9568769348184109
              },
              {
                "event_time": -10,
                "estimate": 0.44294329161783,
                "se": 0.18485740600155778,
                "pvalue": 0.018638849050783918,
                "lower": 0.07569178945399524,
                "upper": 0.8101947937816648
              },
              {
                "event_time": -9,
                "estimate": 0.4763373036065426,
                "se": 0.16072109229430978,
                "pvalue": 0.0038886263619049713,
                "lower": 0.1570368013913368,
                "upper": 0.7956378058217484
              },
              {
                "event_time": -8,
                "estimate": 0.03814286101788529,
                "se": 0.13051839576866073,
                "pvalue": 0.7707747888348815,
                "lower": -0.2211547129492114,
                "upper": 0.29744043498498196
              },
              {
                "event_time": -7,
                "estimate": 0.09168513325434066,
                "se": 0.12478624519291934,
                "pvalue": 0.4644095223025835,
                "lower": -0.15622452310045015,
                "upper": 0.3395947896091315
              },
              {
                "event_time": -6,
                "estimate": 0.029185967973730513,
                "se": 0.09762648288312321,
                "pvalue": 0.7656632690205398,
                "lower": -0.16476608006862256,
                "upper": 0.2231380160160836
              },
              {
                "event_time": -5,
                "estimate": 0.03941368566368125,
                "se": 0.089733113157711,
                "pvalue": 0.6615459661752775,
                "lower": -0.1388568057048335,
                "upper": 0.217684177032196
              },
              {
                "event_time": -4,
                "estimate": -0.07494727044433261,
                "se": 0.080416334077261,
                "pvalue": 0.3538348115260341,
                "lower": -0.23470835401235587,
                "upper": 0.08481381312369066
              },
              {
                "event_time": -3,
                "estimate": 0.086907268671989,
                "se": 0.08893461741596087,
                "pvalue": 0.33108754308136285,
                "lower": -0.08977687153553038,
                "upper": 0.2635914088795084
              },
              {
                "event_time": -2,
                "estimate": 0.2021026298570368,
                "se": 0.06590016745281764,
                "pvalue": 0.0028572768973806183,
                "lower": 0.07118044495040893,
                "upper": 0.3330248147636647
              },
              {
                "event_time": 0,
                "estimate": -0.17604294170426227,
                "se": 0.07254005769911359,
                "pvalue": 0.017223902371341568,
                "lower": -0.3201564275162736,
                "upper": -0.031929455892250935
              },
              {
                "event_time": 1,
                "estimate": -0.07671333804199135,
                "se": 0.08177205995682242,
                "pvalue": 0.35068519121785063,
                "lower": -0.2391678076991125,
                "upper": 0.0857411316151298
              },
              {
                "event_time": 2,
                "estimate": -0.2648058846674419,
                "se": 0.090626026791472,
                "pvalue": 0.004397403916379904,
                "lower": -0.44485030481919696,
                "upper": -0.08476146451568692
              },
              {
                "event_time": 3,
                "estimate": -0.2154042130149179,
                "se": 0.09501340086208802,
                "pvalue": 0.025779500978300732,
                "lower": -0.40416491753330963,
                "upper": -0.02664350849652619
              },
              {
                "event_time": 4,
                "estimate": -0.19250550845746328,
                "se": 0.11034697932491115,
                "pvalue": 0.08447751660062626,
                "lower": -0.41172904292582935,
                "upper": 0.026718026010902757
              },
              {
                "event_time": 5,
                "estimate": -0.3272104377665433,
                "se": 0.1026394468359834,
                "pvalue": 0.0019711195399572602,
                "lower": -0.5311216136675094,
                "upper": -0.12329926186557716
              },
              {
                "event_time": 6,
                "estimate": -0.43669481169586066,
                "se": 0.1022141414373767,
                "pvalue": 4.7914975318287195e-05,
                "lower": -0.6397610441893911,
                "upper": -0.23362857920233032
              },
              {
                "event_time": 7,
                "estimate": -0.35055412777080364,
                "se": 0.08771550114519641,
                "pvalue": 0.0001313390534196092,
                "lower": -0.5248162807210376,
                "upper": -0.1762919748205697
              },
              {
                "event_time": 8,
                "estimate": -0.27219998898982467,
                "se": 0.11856676736078127,
                "pvalue": 0.024013042464885028,
                "lower": -0.5077535670790353,
                "upper": -0.03664641090061402
              },
              {
                "event_time": 9,
                "estimate": -0.37561122647707346,
                "se": 0.12580847829717692,
                "pvalue": 0.003645021631762509,
                "lower": -0.6255517273147574,
                "upper": -0.12567072563938952
              },
              {
                "event_time": 10,
                "estimate": -0.3996891191236457,
                "se": 0.11971934660382601,
                "pvalue": 0.0012263186696907476,
                "lower": -0.6375324970511569,
                "upper": -0.16184574119613443
              },
              {
                "event_time": 11,
                "estimate": -0.4655718353735126,
                "se": 0.13125512426458805,
                "pvalue": 0.0006209835984277087,
                "lower": -0.7263330490868791,
                "upper": -0.20481062166014613
              },
              {
                "event_time": 12,
                "estimate": -0.27998067138756483,
                "se": 0.15146320443775474,
                "pvalue": 0.06781279483578882,
                "lower": -0.5808887634974622,
                "upper": 0.0209274207223325
              },
              {
                "event_time": 13,
                "estimate": -0.24781364756073043,
                "se": 0.15098770628798158,
                "pvalue": 0.10422876498802064,
                "lower": -0.5477770796023217,
                "upper": 0.05214978448086083
              },
              {
                "event_time": 14,
                "estimate": -1.077777662337704,
                "se": 0.2470734856129216,
                "pvalue": 3.421656384634269e-05,
                "lower": -1.568632265887834,
                "upper": -0.5869230587875739
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0,
              6.0
            ],
            "weights": [
              0.14285714285714285,
              0.14285714285714285,
              0.14285714285714285,
              0.14285714285714285,
              0.14285714285714285,
              0.14285714285714285,
              0.14285714285714285
            ],
            "weighting": "equal_periods"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 2.220446049250313e-16,
            "package_aggregate_vs_estimable_cell_weights": null,
            "saturated_vs_deviations_relative_rss_difference": 3.204158003005168e-16
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "F": 1.123659407846873,
            "df_num": 92,
            "df_den": 1481,
            "pvalue": 0.2047592728987791,
            "log10_pvalue": -0.688756421300971,
            "inference": "Homoskedastic nested-model F",
            "observations": 1826,
            "design_columns": 234,
            "restricted_design_columns": 142,
            "fixed_effect_rank": 111,
            "covariance_rank": 92,
            "rss_unrestricted": 90831.44598186898,
            "rss_restricted": 97171.6566571825,
            "test_horizon": null,
            "reference_cohort": 6,
            "pyfixest": "0.27.0",
            "formulaic": "1.0.2",
            "design_head": {
              "index": [
                0,
                1,
                2,
                3,
                4
              ],
              "columns": [
                "C(rel_time, contr.treatment(base=-1.0))[T.-18.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-17.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-16.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-15.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-14.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-13.0]"
              ],
              "data": [
                [
                  -0.19742523099202564,
                  0.01024685288921514,
                  0.01092846707529541,
                  -0.24307098689766257,
                  -0.24969700713730159,
                  -0.16315806422770834
                ],
                [
                  0.010552261653948111,
                  -0.18356859549180718,
                  0.009693687977799145,
                  0.02230850062935609,
                  -0.1981112242981839,
                  -0.23360936961414164
                ],
                [
                  0.010815914246688367,
                  0.00925186482125372,
                  -0.17980814763252775,
                  0.02423447705428733,
                  0.03597536938081087,
                  -0.2301621814966539
                ],
                [
                  0.010105727261145054,
                  0.009187094795977352,
                  0.009006421121708845,
                  -0.1618309228533141,
                  0.03491634921689189,
                  0.047448122191999204
                ],
                [
                  0.00940907743659117,
                  0.008382693905534228,
                  0.008588479438948771,
                  0.021769754746402276,
                  -0.1375134083213398,
                  0.044380671109984095
                ]
              ]
            },
            "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_7,ref=-1.0)+i(rel_time,cohort_dummy_8,ref=-1.0)+i(rel_time,cohort_dummy_9,ref=-1.0)+i(rel_time,cohort_dummy_10,ref=-1.0)+i(rel_time,cohort_dummy_11,ref=-1.0)+i(rel_time,cohort_dummy_12,ref=-1.0)+i(rel_time,cohort_dummy_13,ref=-1.0)+i(rel_time,cohort_dummy_14,ref=-1.0)+i(rel_time,cohort_dummy_15,ref=-1.0)+i(rel_time,cohort_dummy_16,ref=-1.0)+i(rel_time,cohort_dummy_19,ref=-1.0)|unit_fe+time_fe",
            "restriction_names": [
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_19",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_19"
            ],
            "deviations": [
              {
                "event_time": -6.0,
                "cohort": 7,
                "estimate": -0.2118603639379416
              },
              {
                "event_time": -5.0,
                "cohort": 7,
                "estimate": -0.2060642146816411
              },
              {
                "event_time": -4.0,
                "cohort": 7,
                "estimate": -0.5203358341653473
              },
              {
                "event_time": -3.0,
                "cohort": 7,
                "estimate": -1.184530218864413
              },
              {
                "event_time": -2.0,
                "cohort": 7,
                "estimate": 0.9451104241227974
              },
              {
                "event_time": 0.0,
                "cohort": 7,
                "estimate": -0.4472283693980967
              },
              {
                "event_time": 1.0,
                "cohort": 7,
                "estimate": 0.773162496759278
              },
              {
                "event_time": 2.0,
                "cohort": 7,
                "estimate": 0.6673995578829149
              },
              {
                "event_time": 3.0,
                "cohort": 7,
                "estimate": -1.9471032299186912
              },
              {
                "event_time": 4.0,
                "cohort": 7,
                "estimate": 1.2460370137328067
              },
              {
                "event_time": 5.0,
                "cohort": 7,
                "estimate": -0.21528514003707555
              },
              {
                "event_time": 6.0,
                "cohort": 7,
                "estimate": -1.145166659081247
              },
              {
                "event_time": 7.0,
                "cohort": 7,
                "estimate": -0.9749123194960748
              },
              {
                "event_time": 8.0,
                "cohort": 7,
                "estimate": -0.42037388802117315
              },
              {
                "event_time": 9.0,
                "cohort": 7,
                "estimate": -0.35168857324370306
              },
              {
                "event_time": 10.0,
                "cohort": 7,
                "estimate": 0.12520024246825523
              },
              {
                "event_time": 11.0,
                "cohort": 7,
                "estimate": -1.2091860206566276
              },
              {
                "event_time": 12.0,
                "cohort": 7,
                "estimate": -2.8902386747752193
              },
              {
                "event_time": 13.0,
                "cohort": 7,
                "estimate": -1.1910169541735889
              },
              {
                "event_time": -7.0,
                "cohort": 8,
                "estimate": -0.05126094123560443
              },
              {
                "event_time": -6.0,
                "cohort": 8,
                "estimate": 0.005530621446326545
              },
              {
                "event_time": -5.0,
                "cohort": 8,
                "estimate": 0.29454954603669514
              },
              {
                "event_time": -4.0,
                "cohort": 8,
                "estimate": -0.3971044050172859
              },
              {
                "event_time": -3.0,
                "cohort": 8,
                "estimate": -0.8276869948253833
              },
              {
                "event_time": -2.0,
                "cohort": 8,
                "estimate": 1.1536332264079334
              },
              {
                "event_time": 0.0,
                "cohort": 8,
                "estimate": -0.4025300424256026
              },
              {
                "event_time": 1.0,
                "cohort": 8,
                "estimate": 0.9122830558355679
              },
              {
                "event_time": 2.0,
                "cohort": 8,
                "estimate": 0.7938433978098332
              },
              {
                "event_time": 3.0,
                "cohort": 8,
                "estimate": -1.2072568994393893
              },
              {
                "event_time": 4.0,
                "cohort": 8,
                "estimate": 1.6918793126629486
              },
              {
                "event_time": 5.0,
                "cohort": 8,
                "estimate": 0.47341458766992506
              },
              {
                "event_time": 6.0,
                "cohort": 8,
                "estimate": -0.4901507343012609
              },
              {
                "event_time": 7.0,
                "cohort": 8,
                "estimate": 0.15315914022614607
              },
              {
                "event_time": 8.0,
                "cohort": 8,
                "estimate": 0.18990509600019934
              },
              {
                "event_time": 9.0,
                "cohort": 8,
                "estimate": -0.06526825336158304
              },
              {
                "event_time": 10.0,
                "cohort": 8,
                "estimate": 0.8468274513000863
              },
              {
                "event_time": 11.0,
                "cohort": 8,
                "estimate": -0.6229760838603249
              },
              {
                "event_time": 12.0,
                "cohort": 8,
                "estimate": -1.907282230726004
              },
              {
                "event_time": 13.0,
                "cohort": 8,
                "estimate": -0.426571595337861
              },
              {
                "event_time": -8.0,
                "cohort": 9,
                "estimate": -0.6288879678121433
              },
              {
                "event_time": -7.0,
                "cohort": 9,
                "estimate": -0.9607882344281858
              },
              {
                "event_time": -6.0,
                "cohort": 9,
                "estimate": -0.7933130922695102
              },
              {
                "event_time": -5.0,
                "cohort": 9,
                "estimate": -0.31894196934624275
              },
              {
                "event_time": -4.0,
                "cohort": 9,
                "estimate": -0.6167127108107554
              },
              {
                "event_time": -3.0,
                "cohort": 9,
                "estimate": -1.255110216062739
              },
              {
                "event_time": -2.0,
                "cohort": 9,
                "estimate": 0.5433239124363596
              },
              {
                "event_time": 0.0,
                "cohort": 9,
                "estimate": -0.4469258643572089
              },
              {
                "event_time": 1.0,
                "cohort": 9,
                "estimate": 0.7247220423977395
              },
              {
                "event_time": 2.0,
                "cohort": 9,
                "estimate": 0.45417554036951385
              },
              {
                "event_time": 3.0,
                "cohort": 9,
                "estimate": -1.8401398675229466
              },
              {
                "event_time": 4.0,
                "cohort": 9,
                "estimate": 1.3251566349274135
              },
              {
                "event_time": 5.0,
                "cohort": 9,
                "estimate": -0.1868943340054227
              },
              {
                "event_time": 6.0,
                "cohort": 9,
                "estimate": -1.069380351652815
              },
              {
                "event_time": 7.0,
                "cohort": 9,
                "estimate": -0.09903097007061515
              },
              {
                "event_time": 8.0,
                "cohort": 9,
                "estimate": -0.38898600335122213
              },
              {
                "event_time": 9.0,
                "cohort": 9,
                "estimate": -0.472771432396462
              },
              {
                "event_time": 10.0,
                "cohort": 9,
                "estimate": 0.4696230470040048
              },
              {
                "event_time": 11.0,
                "cohort": 9,
                "estimate": -0.5964463645658395
              },
              {
                "event_time": 12.0,
                "cohort": 9,
                "estimate": -2.3158617125918126
              },
              {
                "event_time": -9.0,
                "cohort": 10,
                "estimate": -0.8313656447692763
              },
              {
                "event_time": -8.0,
                "cohort": 10,
                "estimate": 0.4306926927361966
              },
              {
                "event_time": -7.0,
                "cohort": 10,
                "estimate": 0.341760578736672
              },
              {
                "event_time": -6.0,
                "cohort": 10,
                "estimate": 0.39807107048467427
              },
              {
                "event_time": -5.0,
                "cohort": 10,
                "estimate": 0.6019473605430152
              },
              {
                "event_time": -4.0,
                "cohort": 10,
                "estimate": 0.24033099470106806
              },
              {
                "event_time": -3.0,
                "cohort": 10,
                "estimate": -0.4081449613031768
              },
              {
                "event_time": -2.0,
                "cohort": 10,
                "estimate": 0.7772599638239159
              },
              {
                "event_time": 0.0,
                "cohort": 10,
                "estimate": 0.23167803090132763
              },
              {
                "event_time": 1.0,
                "cohort": 10,
                "estimate": 1.3223847354087992
              },
              {
                "event_time": 2.0,
                "cohort": 10,
                "estimate": 1.3149096353442011
              },
              {
                "event_time": 3.0,
                "cohort": 10,
                "estimate": -0.8353116130239677
              },
              {
                "event_time": 4.0,
                "cohort": 10,
                "estimate": 1.948149579298458
              },
              {
                "event_time": 5.0,
                "cohort": 10,
                "estimate": 1.0262756477995476
              },
              {
                "event_time": 6.0,
                "cohort": 10,
                "estimate": 0.08596927584284628
              },
              {
                "event_time": 7.0,
                "cohort": 10,
                "estimate": 0.546919286497511
              },
              {
                "event_time": 8.0,
                "cohort": 10,
                "estimate": 0.6517080275646931
              },
              {
                "event_time": 9.0,
                "cohort": 10,
                "estimate": 0.12874038499740265
              },
              {
                "event_time": 10.0,
                "cohort": 10,
                "estimate": 1.4402450221619334
              },
              {
                "event_time": -10.0,
                "cohort": 11,
                "estimate": -2.8321735862648483
              },
              {
                "event_time": -9.0,
                "cohort": 11,
                "estimate": -1.847725335148654
              },
              {
                "event_time": -8.0,
                "cohort": 11,
                "estimate": -0.5827675047066889
              },
              {
                "event_time": -7.0,
                "cohort": 11,
                "estimate": -1.5531479232379912
              },
              {
                "event_time": -6.0,
                "cohort": 11,
                "estimate": -1.0095348814491953
              },
              {
                "event_time": -5.0,
                "cohort": 11,
                "estimate": -0.9884311101767604
              },
              {
                "event_time": -4.0,
                "cohort": 11,
                "estimate": -2.4305271795769716
              },
              {
                "event_time": -3.0,
                "cohort": 11,
                "estimate": -2.270881157137439
              },
              {
                "event_time": -2.0,
                "cohort": 11,
                "estimate": 0.09358037809184527
              },
              {
                "event_time": 0.0,
                "cohort": 11,
                "estimate": -1.1873977257942443
              },
              {
                "event_time": 1.0,
                "cohort": 11,
                "estimate": 0.5417183188012026
              },
              {
                "event_time": 2.0,
                "cohort": 11,
                "estimate": -0.08032642112265445
              },
              {
                "event_time": 3.0,
                "cohort": 11,
                "estimate": -1.4412292155280553
              },
              {
                "event_time": 4.0,
                "cohort": 11,
                "estimate": 0.8137933954658246
              },
              {
                "event_time": 5.0,
                "cohort": 11,
                "estimate": -0.5024505279753473
              },
              {
                "event_time": 6.0,
                "cohort": 11,
                "estimate": -1.0959979242428772
              },
              {
                "event_time": 7.0,
                "cohort": 11,
                "estimate": -1.0077034777090543
              },
              {
                "event_time": 8.0,
                "cohort": 11,
                "estimate": -0.13507953675271075
              },
              {
                "event_time": 9.0,
                "cohort": 11,
                "estimate": 0.041932011056079826
              },
              {
                "event_time": -11.0,
                "cohort": 12,
                "estimate": -0.4967831387665007
              },
              {
                "event_time": -10.0,
                "cohort": 12,
                "estimate": -0.4770004748162542
              },
              {
                "event_time": -9.0,
                "cohort": 12,
                "estimate": -0.07469654126196845
              },
              {
                "event_time": -8.0,
                "cohort": 12,
                "estimate": 1.553175481410931
              },
              {
                "event_time": -7.0,
                "cohort": 12,
                "estimate": 1.068123223425082
              },
              {
                "event_time": -6.0,
                "cohort": 12,
                "estimate": 1.795656961881696
              },
              {
                "event_time": -5.0,
                "cohort": 12,
                "estimate": 1.9501471812496571
              },
              {
                "event_time": -4.0,
                "cohort": 12,
                "estimate": 0.7985875875524806
              },
              {
                "event_time": -3.0,
                "cohort": 12,
                "estimate": -0.5911061956569765
              },
              {
                "event_time": -2.0,
                "cohort": 12,
                "estimate": 1.1132791914050115
              },
              {
                "event_time": 0.0,
                "cohort": 12,
                "estimate": 0.21790326297927046
              },
              {
                "event_time": 1.0,
                "cohort": 12,
                "estimate": 1.7002840584119294
              },
              {
                "event_time": 2.0,
                "cohort": 12,
                "estimate": 0.42214052021312226
              },
              {
                "event_time": 3.0,
                "cohort": 12,
                "estimate": -0.4840166353619662
              },
              {
                "event_time": 4.0,
                "cohort": 12,
                "estimate": 2.53948105002932
              },
              {
                "event_time": 5.0,
                "cohort": 12,
                "estimate": 1.3273916251896538
              },
              {
                "event_time": 6.0,
                "cohort": 12,
                "estimate": 0.6025073656736558
              },
              {
                "event_time": 7.0,
                "cohort": 12,
                "estimate": 0.7567212242023208
              },
              {
                "event_time": 8.0,
                "cohort": 12,
                "estimate": 0.4155871519010538
              },
              {
                "event_time": -12.0,
                "cohort": 13,
                "estimate": -1.0922244200951718
              },
              {
                "event_time": -11.0,
                "cohort": 13,
                "estimate": -1.1831298608215643
              },
              {
                "event_time": -10.0,
                "cohort": 13,
                "estimate": -1.1286276537150348
              },
              {
                "event_time": -9.0,
                "cohort": 13,
                "estimate": -1.0166171474968517
              },
              {
                "event_time": -8.0,
                "cohort": 13,
                "estimate": 0.8716773868604335
              },
              {
                "event_time": -7.0,
                "cohort": 13,
                "estimate": 0.4306133085187879
              },
              {
                "event_time": -6.0,
                "cohort": 13,
                "estimate": 0.42984159283402346
              },
              {
                "event_time": -5.0,
                "cohort": 13,
                "estimate": 0.7226022585674519
              },
              {
                "event_time": -4.0,
                "cohort": 13,
                "estimate": -0.008093047876262832
              },
              {
                "event_time": -3.0,
                "cohort": 13,
                "estimate": -0.40117804185630196
              },
              {
                "event_time": -2.0,
                "cohort": 13,
                "estimate": 1.6280757257859473
              },
              {
                "event_time": 0.0,
                "cohort": 13,
                "estimate": 0.43926697540487725
              },
              {
                "event_time": 1.0,
                "cohort": 13,
                "estimate": 1.2516506201042885
              },
              {
                "event_time": 2.0,
                "cohort": 13,
                "estimate": 1.1918856667550368
              },
              {
                "event_time": 3.0,
                "cohort": 13,
                "estimate": -0.2697140892821883
              },
              {
                "event_time": 4.0,
                "cohort": 13,
                "estimate": 2.1745192890517133
              },
              {
                "event_time": 5.0,
                "cohort": 13,
                "estimate": 1.3248542187468122
              },
              {
                "event_time": 6.0,
                "cohort": 13,
                "estimate": -0.33912236898834003
              },
              {
                "event_time": 7.0,
                "cohort": 13,
                "estimate": 1.2098408100062035
              },
              {
                "event_time": 8.0,
                "cohort": 13,
                "estimate": 1.426281768764097
              },
              {
                "event_time": -13.0,
                "cohort": 14,
                "estimate": -0.7573240744960327
              },
              {
                "event_time": -12.0,
                "cohort": 14,
                "estimate": -0.4502571769287014
              },
              {
                "event_time": -11.0,
                "cohort": 14,
                "estimate": 0.18478391268216005
              },
              {
                "event_time": -10.0,
                "cohort": 14,
                "estimate": -1.1178431751477615
              },
              {
                "event_time": -9.0,
                "cohort": 14,
                "estimate": -0.7571443066706678
              },
              {
                "event_time": -8.0,
                "cohort": 14,
                "estimate": 0.642180391441801
              },
              {
                "event_time": -7.0,
                "cohort": 14,
                "estimate": 0.4108459388178961
              },
              {
                "event_time": -6.0,
                "cohort": 14,
                "estimate": 0.49162509645523633
              },
              {
                "event_time": -5.0,
                "cohort": 14,
                "estimate": 0.6941906354106526
              },
              {
                "event_time": -4.0,
                "cohort": 14,
                "estimate": -0.19961488833573376
              },
              {
                "event_time": -3.0,
                "cohort": 14,
                "estimate": -0.4251651189587852
              },
              {
                "event_time": -2.0,
                "cohort": 14,
                "estimate": 1.475903479245147
              },
              {
                "event_time": 0.0,
                "cohort": 14,
                "estimate": -0.18060862090393223
              },
              {
                "event_time": 1.0,
                "cohort": 14,
                "estimate": 1.590767143388892
              },
              {
                "event_time": 2.0,
                "cohort": 14,
                "estimate": 1.1018790322669962
              },
              {
                "event_time": 3.0,
                "cohort": 14,
                "estimate": -0.8922959414299391
              },
              {
                "event_time": 4.0,
                "cohort": 14,
                "estimate": 2.3897357463575597
              },
              {
                "event_time": 5.0,
                "cohort": 14,
                "estimate": 0.7175327561741112
              },
              {
                "event_time": 6.0,
                "cohort": 14,
                "estimate": -0.380290529550543
              },
              {
                "event_time": 7.0,
                "cohort": 14,
                "estimate": 0.49187426505393844
              },
              {
                "event_time": -14.0,
                "cohort": 15,
                "estimate": -0.8439340183182801
              },
              {
                "event_time": -13.0,
                "cohort": 15,
                "estimate": -1.1881292911701637
              },
              {
                "event_time": -12.0,
                "cohort": 15,
                "estimate": 0.011906405757431349
              },
              {
                "event_time": -11.0,
                "cohort": 15,
                "estimate": -0.39510614183404
              },
              {
                "event_time": -10.0,
                "cohort": 15,
                "estimate": -0.41171250686872846
              },
              {
                "event_time": -9.0,
                "cohort": 15,
                "estimate": -0.20460706054132377
              },
              {
                "event_time": -8.0,
                "cohort": 15,
                "estimate": 1.3706848497910549
              },
              {
                "event_time": -7.0,
                "cohort": 15,
                "estimate": 0.28406765523611194
              },
              {
                "event_time": -6.0,
                "cohort": 15,
                "estimate": 0.6434517515235914
              },
              {
                "event_time": -5.0,
                "cohort": 15,
                "estimate": -0.08051312358917403
              },
              {
                "event_time": -4.0,
                "cohort": 15,
                "estimate": 0.057024483404211124
              },
              {
                "event_time": -3.0,
                "cohort": 15,
                "estimate": -0.5814207226837169
              },
              {
                "event_time": -2.0,
                "cohort": 15,
                "estimate": 1.6820554591034
              },
              {
                "event_time": 0.0,
                "cohort": 15,
                "estimate": -0.07081364635018306
              },
              {
                "event_time": 1.0,
                "cohort": 15,
                "estimate": 1.072508022442496
              },
              {
                "event_time": 2.0,
                "cohort": 15,
                "estimate": 0.9617296154300504
              },
              {
                "event_time": 3.0,
                "cohort": 15,
                "estimate": -1.0681711590025076
              },
              {
                "event_time": 4.0,
                "cohort": 15,
                "estimate": 1.881281141554057
              },
              {
                "event_time": 5.0,
                "cohort": 15,
                "estimate": 0.5046772406714171
              },
              {
                "event_time": -15.0,
                "cohort": 16,
                "estimate": -0.5138252528303104
              },
              {
                "event_time": -14.0,
                "cohort": 16,
                "estimate": -1.3672319659504755
              },
              {
                "event_time": -13.0,
                "cohort": 16,
                "estimate": -1.6514101777969785
              },
              {
                "event_time": -12.0,
                "cohort": 16,
                "estimate": -0.677878895631949
              },
              {
                "event_time": -11.0,
                "cohort": 16,
                "estimate": -0.5558407714883655
              },
              {
                "event_time": -10.0,
                "cohort": 16,
                "estimate": -1.1458855600678683
              },
              {
                "event_time": -9.0,
                "cohort": 16,
                "estimate": -1.368824505178332
              },
              {
                "event_time": -8.0,
                "cohort": 16,
                "estimate": 0.48552132287887145
              },
              {
                "event_time": -7.0,
                "cohort": 16,
                "estimate": -0.5749334126517666
              },
              {
                "event_time": -6.0,
                "cohort": 16,
                "estimate": -0.09984882586895966
              },
              {
                "event_time": -5.0,
                "cohort": 16,
                "estimate": -0.09909959608590885
              },
              {
                "event_time": -4.0,
                "cohort": 16,
                "estimate": -0.6490148082347239
              },
              {
                "event_time": -3.0,
                "cohort": 16,
                "estimate": -1.2355245404512498
              },
              {
                "event_time": -2.0,
                "cohort": 16,
                "estimate": 0.00400188363399398
              },
              {
                "event_time": 0.0,
                "cohort": 16,
                "estimate": 0.054438660482055534
              },
              {
                "event_time": 1.0,
                "cohort": 16,
                "estimate": 1.0897128664916493
              },
              {
                "event_time": 2.0,
                "cohort": 16,
                "estimate": 0.740066175851046
              },
              {
                "event_time": 3.0,
                "cohort": 16,
                "estimate": -1.967870434433888
              },
              {
                "event_time": 4.0,
                "cohort": 16,
                "estimate": 1.03625843003702
              },
              {
                "event_time": 5.0,
                "cohort": 16,
                "estimate": 0.30265306970381073
              },
              {
                "event_time": -5.0,
                "cohort": 19,
                "estimate": 0.6701887557012591
              },
              {
                "event_time": -4.0,
                "cohort": 19,
                "estimate": 0.8163074391250138
              },
              {
                "event_time": -3.0,
                "cohort": 19,
                "estimate": 0.8881279350975213
              },
              {
                "event_time": -2.0,
                "cohort": 19,
                "estimate": 1.081534502780632
              },
              {
                "event_time": 0.0,
                "cohort": 19,
                "estimate": -0.1565322148303817
              },
              {
                "event_time": 1.0,
                "cohort": 19,
                "estimate": 2.0961024041587497
              },
              {
                "event_time": 2.0,
                "cohort": 19,
                "estimate": 2.408857853836897
              }
            ]
          }
        }
      },
      "code_sha256": {
        "replication_engine.py": "4d1c3ebb7851c82ad64d9ac8e54247610500cbb6d72e579ec3a30184da092d06",
        "reference_f_test.py": "9cf8f31eeda89784ac1750ea22c35401ae46e24e06279acf938d2d103b78cccf",
        "sparse_did2s.py": "75169d7fbba6e1bad163e564ac9b5b1262a04033eda925dc379dc3eef64c59fa",
        "frequency.py": "8f922ae4be2b63ad9b89515d8e665cda4e11a354258b54ef3b820648243642eb",
        "sparse_models.py": "538c06b81a46a104838d662d6e6489d0d2daa7f680fd234049f28c97c87ef555"
      }
    },
    "comparison": {
      "schema": "expensive-replication-v1",
      "config": {
        "outcomes": [
          "y"
        ],
        "treatments": [
          "d"
        ],
        "unit": "unit",
        "time": "time",
        "cluster": "cluster",
        "covariates": [],
        "baseline_by_time": [],
        "weight": "weight",
        "period_step": 1,
        "period_values": null,
        "display_window": [
          -10,
          10
        ],
        "seed": 20261008,
        "panelview_max_units": 100,
        "test_mode": "classical",
        "test_horizon": null,
        "post_horizon": 6,
        "post_weighting": "equal_periods",
        "sample_query": null,
        "reversal_policy": "drop_post_untreated",
        "labels": {},
        "allow_repeated_cells": true,
        "time_fe": null,
        "unit_fe": null,
        "frequency_weights": false,
        "source_sd": null,
        "require_never_control_periods": false,
        "latest_cohort_control": true,
        "slug": "s16-p001",
        "specification_id": "S16-P001",
        "source_specification_id": "GIFT-F4-LOGIMR-CSA-BLACK",
        "study_id": 16,
        "study": "The Gift of a Lifetime",
        "citation": "Hollingsworth et al. (2024), AER. https://doi.org/10.1257/aer.20230008",
        "description": "GIFT-F4-LOGIMR-CSA-BLACK",
        "data": "analyses/full-archive/prepared/S16-P001.parquet",
        "output_dir": "analyses/archive-expanded/fits/S16-P001"
      },
      "options": {
        "output_dir": "analyses/archive-expanded/fits/S16-P001",
        "regression_results": "analyses/archive-expanded/baselines/S16-P001.json",
        "display_window": [
          -10,
          10
        ],
        "timeout_seconds": 3600,
        "estimators": {
          "sdid": {
            "max_iterations": 20000
          }
        }
      },
      "source": {
        "file": "S16-P001.parquet",
        "bytes": 21635,
        "sha256": "9472cd18fdaf12913cb3ab3435d519f4ca03237b76566e579ca304033c7e68d7"
      },
      "regressions": {
        "y__d": {
          "sample": {
            "outcome": "y",
            "treatment": "d",
            "source_rows": 1872,
            "source_sd": 0.6100572680620235,
            "rows": 1826,
            "units": 91,
            "clusters": 91,
            "treated_units": 41,
            "never_treated_units": 50,
            "treated_cohorts": 12,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 1826,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 0,
            "post_adoption_untreated_rows_removed": 0,
            "units_without_minus_one_removed": 3,
            "additional_rows_removed": 46
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.23366691007488224,
              "se": 0.07845165503137717,
              "pvalue": 0.00372262813523846,
              "lower": -0.38952481580179393,
              "upper": -0.07780900434797056
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.1709364855805352,
              "se": 0.08317486134625926,
              "pvalue": 0.042763266112499365,
              "lower": -0.3361778650437144,
              "upper": -0.005695106117355991
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.25921862959596104,
              "se": 0.06952085018734032,
              "pvalue": 0.0003361486075923555,
              "lower": -0.39733393271123085,
              "upper": -0.12110332648069125
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": -0.2413395907640687,
              "se": 0.06611497792219405,
              "pvalue": 0.000439109303492441,
              "lower": -0.37268853416128334,
              "upper": -0.10999064736685407
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -18,
                "estimate": -0.10578481902882444,
                "se": 0.18595362404054006,
                "pvalue": 0.5708562351893772,
                "lower": -0.47521414966176556,
                "upper": 0.2636445116041166
              },
              {
                "event_time": -17,
                "estimate": 0.41005113088289824,
                "se": 0.1311899977942,
                "pvalue": 0.002388811137963505,
                "lower": 0.14941930227017763,
                "upper": 0.6706829594956188
              },
              {
                "event_time": -16,
                "estimate": 0.857957222671461,
                "se": 0.2225695876038095,
                "pvalue": 0.00021701639274676,
                "lower": 0.4157838894440357,
                "upper": 1.3001305558988863
              },
              {
                "event_time": -15,
                "estimate": 0.6532072507550521,
                "se": 0.17601564537410574,
                "pvalue": 0.00035701883294867923,
                "lower": 0.3035214493247733,
                "upper": 1.002893052185331
              },
              {
                "event_time": -14,
                "estimate": 0.1787562194351306,
                "se": 0.16736598386047877,
                "pvalue": 0.28835177905224224,
                "lower": -0.1537455196803203,
                "upper": 0.5112579585505814
              },
              {
                "event_time": -13,
                "estimate": 0.2860908093933286,
                "se": 0.17031232386334913,
                "pvalue": 0.09646430765507832,
                "lower": -0.05226434839408195,
                "upper": 0.6244459671807392
              },
              {
                "event_time": -12,
                "estimate": -0.09223734497291078,
                "se": 0.25533900869046156,
                "pvalue": 0.7187705073004472,
                "lower": -0.5995128527867889,
                "upper": 0.4150381628409673
              },
              {
                "event_time": -11,
                "estimate": 0.1586462698330304,
                "se": 0.307485684960647,
                "pvalue": 0.6071567806468471,
                "lower": -0.4522277121091465,
                "upper": 0.7695202517752073
              },
              {
                "event_time": -10,
                "estimate": 0.1382418131395373,
                "se": 0.23302953649011252,
                "pvalue": 0.5545102586479654,
                "lower": -0.32471203423736894,
                "upper": 0.6011956605164436
              },
              {
                "event_time": -9,
                "estimate": 0.16000416744364276,
                "se": 0.18907492010836577,
                "pvalue": 0.39965918205722234,
                "lower": -0.21562616262124645,
                "upper": 0.535634497508532
              },
              {
                "event_time": -8,
                "estimate": -0.13999693166697066,
                "se": 0.1625430240316266,
                "pvalue": 0.3913663798047121,
                "lower": -0.46291701927960394,
                "upper": 0.18292315594566264
              },
              {
                "event_time": -7,
                "estimate": -0.0014553156935785596,
                "se": 0.13366163713118526,
                "pvalue": 0.991336857204299,
                "lower": -0.26699748725088973,
                "upper": 0.26408685586373265
              },
              {
                "event_time": -6,
                "estimate": 0.06890933805077802,
                "se": 0.1102152252729104,
                "pvalue": 0.5334053620641231,
                "lower": -0.1500524439968436,
                "upper": 0.2878711200983996
              },
              {
                "event_time": -5,
                "estimate": 0.06024128155749766,
                "se": 0.10409344855990153,
                "pvalue": 0.5642215583510077,
                "lower": -0.14655852255051602,
                "upper": 0.2670410856655113
              },
              {
                "event_time": -4,
                "estimate": -0.05147430934184381,
                "se": 0.10211079514128364,
                "pvalue": 0.6154211834683325,
                "lower": -0.25433522638005,
                "upper": 0.15138660769636242
              },
              {
                "event_time": -3,
                "estimate": 0.08906795913348353,
                "se": 0.10354956283084175,
                "pvalue": 0.39199293160416215,
                "lower": -0.11665132104355497,
                "upper": 0.29478723931052203
              },
              {
                "event_time": -2,
                "estimate": 0.1616743773805554,
                "se": 0.07876303245674715,
                "pvalue": 0.043008524076019405,
                "lower": 0.005197866050111272,
                "upper": 0.3181508887109995
              },
              {
                "event_time": 0,
                "estimate": -0.13783738277825017,
                "se": 0.08171526265272847,
                "pvalue": 0.095105055551508,
                "lower": -0.30017901467734726,
                "upper": 0.02450424912084692
              },
              {
                "event_time": 1,
                "estimate": -0.028007897750338323,
                "se": 0.081355976679418,
                "pvalue": 0.7314511812712767,
                "lower": -0.18963574535342756,
                "upper": 0.1336199498527509
              },
              {
                "event_time": 2,
                "estimate": -0.18811975077534732,
                "se": 0.09778588152222721,
                "pvalue": 0.057540963309054616,
                "lower": -0.38238847203583115,
                "upper": 0.006148970485136518
              },
              {
                "event_time": 3,
                "estimate": -0.1439868244157276,
                "se": 0.11083265908065017,
                "pvalue": 0.1972151867062056,
                "lower": -0.3641752464897556,
                "upper": 0.07620159765830037
              },
              {
                "event_time": 4,
                "estimate": -0.10407674384722693,
                "se": 0.11802123229616963,
                "pvalue": 0.38020835629311717,
                "lower": -0.33854652131251245,
                "upper": 0.1303930336180586
              },
              {
                "event_time": 5,
                "estimate": -0.25251214045999626,
                "se": 0.12225307315188864,
                "pvalue": 0.04175260765104335,
                "lower": -0.49538920841364875,
                "upper": -0.00963507250634374
              },
              {
                "event_time": 6,
                "estimate": -0.34201465903686,
                "se": 0.12304102863282092,
                "pvalue": 0.0066247073080701185,
                "lower": -0.5864571380836887,
                "upper": -0.09757217999003134
              },
              {
                "event_time": 7,
                "estimate": -0.2619350121286721,
                "se": 0.15101066960708565,
                "pvalue": 0.08624478201884572,
                "lower": -0.5619440648116975,
                "upper": 0.03807404055435326
              },
              {
                "event_time": 8,
                "estimate": -0.24277534343042523,
                "se": 0.14156812008722627,
                "pvalue": 0.08980474218467098,
                "lower": -0.5240251233830113,
                "upper": 0.038474436522160926
              },
              {
                "event_time": 9,
                "estimate": -0.25888333328847973,
                "se": 0.12142260410850313,
                "pvalue": 0.035723736828898456,
                "lower": -0.5001105295367956,
                "upper": -0.017656137040163833
              },
              {
                "event_time": 10,
                "estimate": -0.25242000636373924,
                "se": 0.13498599112355997,
                "pvalue": 0.06473852166063696,
                "lower": -0.5205932382805807,
                "upper": 0.015753225553102157
              },
              {
                "event_time": 11,
                "estimate": -0.3113002322158414,
                "se": 0.14739412270896174,
                "pvalue": 0.03745476160919294,
                "lower": -0.6041243832511027,
                "upper": -0.01847608118058003
              },
              {
                "event_time": 12,
                "estimate": -0.1421965741160866,
                "se": 0.17630371088212757,
                "pvalue": 0.42205583903443633,
                "lower": -0.4924546679572073,
                "upper": 0.20806151972503412
              },
              {
                "event_time": 13,
                "estimate": -0.20684123379820515,
                "se": 0.17224274410596052,
                "pvalue": 0.23295242625403403,
                "lower": -0.5490315083344709,
                "upper": 0.13534904073806062
              },
              {
                "event_time": 14,
                "estimate": -0.7472233044895952,
                "se": 0.23304248398355412,
                "pvalue": 0.0018613801329453198,
                "lower": -1.2102028743220878,
                "upper": -0.28424373465710256
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -18,
                "estimate": -0.22943135516420726,
                "se": 0.08553009538473305,
                "pvalue": 0.008695490340375471,
                "lower": -0.39935181812902126,
                "upper": -0.05951089219939326
              },
              {
                "event_time": -17,
                "estimate": 0.2686843623088248,
                "se": 0.05622087105716954,
                "pvalue": 6.818098783199874e-06,
                "lower": 0.15699178912335676,
                "upper": 0.38037693549429286
              },
              {
                "event_time": -16,
                "estimate": 0.731259953229439,
                "se": 0.12476203457535197,
                "pvalue": 7.45682064188393e-08,
                "lower": 0.48339839549218405,
                "upper": 0.979121510966694
              },
              {
                "event_time": -15,
                "estimate": 0.5249506800604649,
                "se": 0.12622008207757285,
                "pvalue": 7.285809789832952e-05,
                "lower": 0.27419245647141094,
                "upper": 0.7757089036495188
              },
              {
                "event_time": -14,
                "estimate": 0.02269846865322927,
                "se": 0.09195654178955048,
                "pvalue": 0.8055949308350304,
                "lower": -0.15998925177123277,
                "upper": 0.20538618907769132
              },
              {
                "event_time": -13,
                "estimate": 0.14248062712501075,
                "se": 0.12236880758576904,
                "pvalue": 0.24735773868355684,
                "lower": -0.10062636748191472,
                "upper": 0.3855876217319362
              },
              {
                "event_time": -12,
                "estimate": -0.12407296492537245,
                "se": 0.13678621456602977,
                "pvalue": 0.3667986014239829,
                "lower": -0.3958226549229467,
                "upper": 0.1476767250722018
              },
              {
                "event_time": -11,
                "estimate": 0.0980943190516879,
                "se": 0.17805625095701944,
                "pvalue": 0.5830552034880145,
                "lower": -0.25564550153778354,
                "upper": 0.45183413964115937
              },
              {
                "event_time": -10,
                "estimate": 0.11440430917615646,
                "se": 0.08697359248818005,
                "pvalue": 0.1917197105332161,
                "lower": -0.05838391273365534,
                "upper": 0.28719253108596826
              },
              {
                "event_time": -9,
                "estimate": 0.14380974479685527,
                "se": 0.08724938548338514,
                "pvalue": 0.10278598684453628,
                "lower": -0.029526388035034906,
                "upper": 0.31714587762874547
              },
              {
                "event_time": -8,
                "estimate": -0.1273577850546455,
                "se": 0.10795644576853976,
                "pvalue": 0.24122274871332786,
                "lower": -0.3418321073678705,
                "upper": 0.08711653725857946
              },
              {
                "event_time": -7,
                "estimate": -0.004492790455018383,
                "se": 0.05718446658318721,
                "pvalue": 0.9375517548703177,
                "lower": -0.1180997143395618,
                "upper": 0.10911413342952504
              },
              {
                "event_time": -6,
                "estimate": 0.011283072902743071,
                "se": 0.0490996954139378,
                "pvalue": 0.8187692459896839,
                "lower": -0.08626204193243672,
                "upper": 0.10882818773792285
              },
              {
                "event_time": -5,
                "estimate": -0.0049507077735779295,
                "se": 0.046727126636055015,
                "pvalue": 0.9158583466781659,
                "lower": -0.09778230062166934,
                "upper": 0.08788088507451347
              },
              {
                "event_time": -4,
                "estimate": -0.10877193822530465,
                "se": 0.03843805458072509,
                "pvalue": 0.00574329896730637,
                "lower": -0.18513584265501304,
                "upper": -0.03240803379559626
              },
              {
                "event_time": -3,
                "estimate": 0.0196601565537265,
                "se": 0.04784938033024684,
                "pvalue": 0.6821401881411296,
                "lower": -0.07540098913682655,
                "upper": 0.11472130224427957
              },
              {
                "event_time": -2,
                "estimate": 0.07846755751929234,
                "se": 0.060632296629998035,
                "pvalue": 0.19892307127494532,
                "lower": -0.04198908253992363,
                "upper": 0.19892419757850832
              },
              {
                "event_time": -1,
                "estimate": -0.07648258878621982,
                "se": 0.05982555904520191,
                "pvalue": 0.2043860882430682,
                "lower": -0.19533650382469248,
                "upper": 0.042371326252252844
              },
              {
                "event_time": 0,
                "estimate": -0.22921078904269246,
                "se": 0.07502828211993692,
                "pvalue": 0.0029610375866048495,
                "lower": -0.37826756696311087,
                "upper": -0.08015401112227405
              },
              {
                "event_time": 1,
                "estimate": -0.11672444273932965,
                "se": 0.071897333356714,
                "pvalue": 0.10798279037217372,
                "lower": -0.2595610444636051,
                "upper": 0.02611215898494583
              },
              {
                "event_time": 2,
                "estimate": -0.28466687166828125,
                "se": 0.09297486468851772,
                "pvalue": 0.00290113015879127,
                "lower": -0.46937766827033717,
                "upper": -0.09995607506622534
              },
              {
                "event_time": 3,
                "estimate": -0.2273595009187836,
                "se": 0.09826789049095745,
                "pvalue": 0.0229637011245625,
                "lower": -0.42258581712583465,
                "upper": -0.032133184711732515
              },
              {
                "event_time": 4,
                "estimate": -0.18328932250459243,
                "se": 0.1096305287120143,
                "pvalue": 0.09802099329450537,
                "lower": -0.4010895027806447,
                "upper": 0.034510857771459846
              },
              {
                "event_time": 5,
                "estimate": -0.32136292659999655,
                "se": 0.11530815497683886,
                "pvalue": 0.0064888334803457366,
                "lower": -0.5504427024280067,
                "upper": -0.09228315077198632
              },
              {
                "event_time": 6,
                "estimate": -0.4519165536980515,
                "se": 0.1178110626583401,
                "pvalue": 0.00023180520612900416,
                "lower": -0.6859687924946322,
                "upper": -0.21786431490147085
              },
              {
                "event_time": 7,
                "estimate": -0.34795398828359997,
                "se": 0.14596362925378226,
                "pvalue": 0.019233846514597013,
                "lower": -0.6379362143908129,
                "upper": -0.057971762176387
              },
              {
                "event_time": 8,
                "estimate": -0.2907439361395594,
                "se": 0.13395795428651483,
                "pvalue": 0.03260848813339832,
                "lower": -0.5568747934453375,
                "upper": -0.02461307883378122
              },
              {
                "event_time": 9,
                "estimate": -0.34487481414985255,
                "se": 0.12451957731346273,
                "pvalue": 0.006815433520905018,
                "lower": -0.5922546882177034,
                "upper": -0.09749494008200163
              },
              {
                "event_time": 10,
                "estimate": -0.33117778506487444,
                "se": 0.13303946371123807,
                "pvalue": 0.014636679716827356,
                "lower": -0.5954839005288739,
                "upper": -0.06687166960087493
              },
              {
                "event_time": 11,
                "estimate": -0.4291134768201489,
                "se": 0.14552059679563412,
                "pvalue": 0.004063868668778473,
                "lower": -0.7182155416220535,
                "upper": -0.14001141201824424
              },
              {
                "event_time": 12,
                "estimate": -0.23627379113825575,
                "se": 0.1852014657022905,
                "pvalue": 0.20532101759386068,
                "lower": -0.6042088279500184,
                "upper": 0.1316612456735069
              },
              {
                "event_time": 13,
                "estimate": -0.24872231689796398,
                "se": 0.17100510244454387,
                "pvalue": 0.14929394407914504,
                "lower": -0.588453800254979,
                "upper": 0.091009166459051
              },
              {
                "event_time": 14,
                "estimate": -0.939727292082225,
                "se": 0.25895907792635015,
                "pvalue": 0.0004721217175883821,
                "lower": -1.454194699282628,
                "upper": -0.4252598848818221
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -18,
                "estimate": 0.6149726122670623,
                "se": 0.22911180661297934,
                "pvalue": 0.008654814590208112,
                "lower": 0.1598020190944111,
                "upper": 1.0701432054397135
              },
              {
                "event_time": -17,
                "estimate": 1.0919036158427393,
                "se": 0.12957992431171178,
                "pvalue": 5.353645118668772e-13,
                "lower": 0.8344704792263402,
                "upper": 1.3493367524591384
              },
              {
                "event_time": -16,
                "estimate": 1.6319314813816737,
                "se": 0.2859435443824717,
                "pvalue": 1.4537969253879159e-07,
                "lower": 1.063854721678419,
                "upper": 2.2000082410849284
              },
              {
                "event_time": -15,
                "estimate": 0.853590093085878,
                "se": 0.09561008971280748,
                "pvalue": 4.8648507205969876e-14,
                "lower": 0.6636439620190401,
                "upper": 1.0435362241527157
              },
              {
                "event_time": -14,
                "estimate": 0.4776471149099366,
                "se": 0.117161201679221,
                "pvalue": 9.831789857529696e-05,
                "lower": 0.24488593837556868,
                "upper": 0.7104082914443045
              },
              {
                "event_time": -13,
                "estimate": 0.5929072502302208,
                "se": 0.09042216212807992,
                "pvalue": 3.3703418321450913e-09,
                "lower": 0.41326784281497597,
                "upper": 0.7725466576454657
              },
              {
                "event_time": -12,
                "estimate": 0.2723025160664065,
                "se": 0.08990439373078023,
                "pvalue": 0.003203778173740974,
                "lower": 0.09369174594405796,
                "upper": 0.45091328618875504
              },
              {
                "event_time": -11,
                "estimate": 0.5562859545636256,
                "se": 0.20163895597759973,
                "pvalue": 0.007026687286914341,
                "lower": 0.15569497430884038,
                "upper": 0.9568769348184109
              },
              {
                "event_time": -10,
                "estimate": 0.44294329161783,
                "se": 0.18485740600155778,
                "pvalue": 0.018638849050783918,
                "lower": 0.07569178945399524,
                "upper": 0.8101947937816648
              },
              {
                "event_time": -9,
                "estimate": 0.4763373036065426,
                "se": 0.16072109229430978,
                "pvalue": 0.0038886263619049713,
                "lower": 0.1570368013913368,
                "upper": 0.7956378058217484
              },
              {
                "event_time": -8,
                "estimate": 0.03814286101788529,
                "se": 0.13051839576866073,
                "pvalue": 0.7707747888348815,
                "lower": -0.2211547129492114,
                "upper": 0.29744043498498196
              },
              {
                "event_time": -7,
                "estimate": 0.09168513325434066,
                "se": 0.12478624519291934,
                "pvalue": 0.4644095223025835,
                "lower": -0.15622452310045015,
                "upper": 0.3395947896091315
              },
              {
                "event_time": -6,
                "estimate": 0.029185967973730513,
                "se": 0.09762648288312321,
                "pvalue": 0.7656632690205398,
                "lower": -0.16476608006862256,
                "upper": 0.2231380160160836
              },
              {
                "event_time": -5,
                "estimate": 0.03941368566368125,
                "se": 0.089733113157711,
                "pvalue": 0.6615459661752775,
                "lower": -0.1388568057048335,
                "upper": 0.217684177032196
              },
              {
                "event_time": -4,
                "estimate": -0.07494727044433261,
                "se": 0.080416334077261,
                "pvalue": 0.3538348115260341,
                "lower": -0.23470835401235587,
                "upper": 0.08481381312369066
              },
              {
                "event_time": -3,
                "estimate": 0.086907268671989,
                "se": 0.08893461741596087,
                "pvalue": 0.33108754308136285,
                "lower": -0.08977687153553038,
                "upper": 0.2635914088795084
              },
              {
                "event_time": -2,
                "estimate": 0.2021026298570368,
                "se": 0.06590016745281764,
                "pvalue": 0.0028572768973806183,
                "lower": 0.07118044495040893,
                "upper": 0.3330248147636647
              },
              {
                "event_time": 0,
                "estimate": -0.17604294170426227,
                "se": 0.07254005769911359,
                "pvalue": 0.017223902371341568,
                "lower": -0.3201564275162736,
                "upper": -0.031929455892250935
              },
              {
                "event_time": 1,
                "estimate": -0.07671333804199135,
                "se": 0.08177205995682242,
                "pvalue": 0.35068519121785063,
                "lower": -0.2391678076991125,
                "upper": 0.0857411316151298
              },
              {
                "event_time": 2,
                "estimate": -0.2648058846674419,
                "se": 0.090626026791472,
                "pvalue": 0.004397403916379904,
                "lower": -0.44485030481919696,
                "upper": -0.08476146451568692
              },
              {
                "event_time": 3,
                "estimate": -0.2154042130149179,
                "se": 0.09501340086208802,
                "pvalue": 0.025779500978300732,
                "lower": -0.40416491753330963,
                "upper": -0.02664350849652619
              },
              {
                "event_time": 4,
                "estimate": -0.19250550845746328,
                "se": 0.11034697932491115,
                "pvalue": 0.08447751660062626,
                "lower": -0.41172904292582935,
                "upper": 0.026718026010902757
              },
              {
                "event_time": 5,
                "estimate": -0.3272104377665433,
                "se": 0.1026394468359834,
                "pvalue": 0.0019711195399572602,
                "lower": -0.5311216136675094,
                "upper": -0.12329926186557716
              },
              {
                "event_time": 6,
                "estimate": -0.43669481169586066,
                "se": 0.1022141414373767,
                "pvalue": 4.7914975318287195e-05,
                "lower": -0.6397610441893911,
                "upper": -0.23362857920233032
              },
              {
                "event_time": 7,
                "estimate": -0.35055412777080364,
                "se": 0.08771550114519641,
                "pvalue": 0.0001313390534196092,
                "lower": -0.5248162807210376,
                "upper": -0.1762919748205697
              },
              {
                "event_time": 8,
                "estimate": -0.27219998898982467,
                "se": 0.11856676736078127,
                "pvalue": 0.024013042464885028,
                "lower": -0.5077535670790353,
                "upper": -0.03664641090061402
              },
              {
                "event_time": 9,
                "estimate": -0.37561122647707346,
                "se": 0.12580847829717692,
                "pvalue": 0.003645021631762509,
                "lower": -0.6255517273147574,
                "upper": -0.12567072563938952
              },
              {
                "event_time": 10,
                "estimate": -0.3996891191236457,
                "se": 0.11971934660382601,
                "pvalue": 0.0012263186696907476,
                "lower": -0.6375324970511569,
                "upper": -0.16184574119613443
              },
              {
                "event_time": 11,
                "estimate": -0.4655718353735126,
                "se": 0.13125512426458805,
                "pvalue": 0.0006209835984277087,
                "lower": -0.7263330490868791,
                "upper": -0.20481062166014613
              },
              {
                "event_time": 12,
                "estimate": -0.27998067138756483,
                "se": 0.15146320443775474,
                "pvalue": 0.06781279483578882,
                "lower": -0.5808887634974622,
                "upper": 0.0209274207223325
              },
              {
                "event_time": 13,
                "estimate": -0.24781364756073043,
                "se": 0.15098770628798158,
                "pvalue": 0.10422876498802064,
                "lower": -0.5477770796023217,
                "upper": 0.05214978448086083
              },
              {
                "event_time": 14,
                "estimate": -1.077777662337704,
                "se": 0.2470734856129216,
                "pvalue": 3.421656384634269e-05,
                "lower": -1.568632265887834,
                "upper": -0.5869230587875739
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0,
              6.0
            ],
            "weights": [
              0.14285714285714285,
              0.14285714285714285,
              0.14285714285714285,
              0.14285714285714285,
              0.14285714285714285,
              0.14285714285714285,
              0.14285714285714285
            ],
            "weighting": "equal_periods"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 2.220446049250313e-16,
            "package_aggregate_vs_estimable_cell_weights": null,
            "saturated_vs_deviations_relative_rss_difference": 3.204158003005168e-16
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "F": 1.123659407846873,
            "df_num": 92,
            "df_den": 1481,
            "pvalue": 0.2047592728987791,
            "log10_pvalue": -0.688756421300971,
            "inference": "Homoskedastic nested-model F",
            "observations": 1826,
            "design_columns": 234,
            "restricted_design_columns": 142,
            "fixed_effect_rank": 111,
            "covariance_rank": 92,
            "rss_unrestricted": 90831.44598186898,
            "rss_restricted": 97171.6566571825,
            "test_horizon": null,
            "reference_cohort": 6,
            "pyfixest": "0.27.0",
            "formulaic": "1.0.2",
            "design_head": {
              "index": [
                0,
                1,
                2,
                3,
                4
              ],
              "columns": [
                "C(rel_time, contr.treatment(base=-1.0))[T.-18.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-17.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-16.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-15.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-14.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-13.0]"
              ],
              "data": [
                [
                  -0.19742523099202564,
                  0.01024685288921514,
                  0.01092846707529541,
                  -0.24307098689766257,
                  -0.24969700713730159,
                  -0.16315806422770834
                ],
                [
                  0.010552261653948111,
                  -0.18356859549180718,
                  0.009693687977799145,
                  0.02230850062935609,
                  -0.1981112242981839,
                  -0.23360936961414164
                ],
                [
                  0.010815914246688367,
                  0.00925186482125372,
                  -0.17980814763252775,
                  0.02423447705428733,
                  0.03597536938081087,
                  -0.2301621814966539
                ],
                [
                  0.010105727261145054,
                  0.009187094795977352,
                  0.009006421121708845,
                  -0.1618309228533141,
                  0.03491634921689189,
                  0.047448122191999204
                ],
                [
                  0.00940907743659117,
                  0.008382693905534228,
                  0.008588479438948771,
                  0.021769754746402276,
                  -0.1375134083213398,
                  0.044380671109984095
                ]
              ]
            },
            "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_7,ref=-1.0)+i(rel_time,cohort_dummy_8,ref=-1.0)+i(rel_time,cohort_dummy_9,ref=-1.0)+i(rel_time,cohort_dummy_10,ref=-1.0)+i(rel_time,cohort_dummy_11,ref=-1.0)+i(rel_time,cohort_dummy_12,ref=-1.0)+i(rel_time,cohort_dummy_13,ref=-1.0)+i(rel_time,cohort_dummy_14,ref=-1.0)+i(rel_time,cohort_dummy_15,ref=-1.0)+i(rel_time,cohort_dummy_16,ref=-1.0)+i(rel_time,cohort_dummy_19,ref=-1.0)|unit_fe+time_fe",
            "restriction_names": [
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_19",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_19"
            ],
            "deviations": [
              {
                "event_time": -6.0,
                "cohort": 7,
                "estimate": -0.2118603639379416
              },
              {
                "event_time": -5.0,
                "cohort": 7,
                "estimate": -0.2060642146816411
              },
              {
                "event_time": -4.0,
                "cohort": 7,
                "estimate": -0.5203358341653473
              },
              {
                "event_time": -3.0,
                "cohort": 7,
                "estimate": -1.184530218864413
              },
              {
                "event_time": -2.0,
                "cohort": 7,
                "estimate": 0.9451104241227974
              },
              {
                "event_time": 0.0,
                "cohort": 7,
                "estimate": -0.4472283693980967
              },
              {
                "event_time": 1.0,
                "cohort": 7,
                "estimate": 0.773162496759278
              },
              {
                "event_time": 2.0,
                "cohort": 7,
                "estimate": 0.6673995578829149
              },
              {
                "event_time": 3.0,
                "cohort": 7,
                "estimate": -1.9471032299186912
              },
              {
                "event_time": 4.0,
                "cohort": 7,
                "estimate": 1.2460370137328067
              },
              {
                "event_time": 5.0,
                "cohort": 7,
                "estimate": -0.21528514003707555
              },
              {
                "event_time": 6.0,
                "cohort": 7,
                "estimate": -1.145166659081247
              },
              {
                "event_time": 7.0,
                "cohort": 7,
                "estimate": -0.9749123194960748
              },
              {
                "event_time": 8.0,
                "cohort": 7,
                "estimate": -0.42037388802117315
              },
              {
                "event_time": 9.0,
                "cohort": 7,
                "estimate": -0.35168857324370306
              },
              {
                "event_time": 10.0,
                "cohort": 7,
                "estimate": 0.12520024246825523
              },
              {
                "event_time": 11.0,
                "cohort": 7,
                "estimate": -1.2091860206566276
              },
              {
                "event_time": 12.0,
                "cohort": 7,
                "estimate": -2.8902386747752193
              },
              {
                "event_time": 13.0,
                "cohort": 7,
                "estimate": -1.1910169541735889
              },
              {
                "event_time": -7.0,
                "cohort": 8,
                "estimate": -0.05126094123560443
              },
              {
                "event_time": -6.0,
                "cohort": 8,
                "estimate": 0.005530621446326545
              },
              {
                "event_time": -5.0,
                "cohort": 8,
                "estimate": 0.29454954603669514
              },
              {
                "event_time": -4.0,
                "cohort": 8,
                "estimate": -0.3971044050172859
              },
              {
                "event_time": -3.0,
                "cohort": 8,
                "estimate": -0.8276869948253833
              },
              {
                "event_time": -2.0,
                "cohort": 8,
                "estimate": 1.1536332264079334
              },
              {
                "event_time": 0.0,
                "cohort": 8,
                "estimate": -0.4025300424256026
              },
              {
                "event_time": 1.0,
                "cohort": 8,
                "estimate": 0.9122830558355679
              },
              {
                "event_time": 2.0,
                "cohort": 8,
                "estimate": 0.7938433978098332
              },
              {
                "event_time": 3.0,
                "cohort": 8,
                "estimate": -1.2072568994393893
              },
              {
                "event_time": 4.0,
                "cohort": 8,
                "estimate": 1.6918793126629486
              },
              {
                "event_time": 5.0,
                "cohort": 8,
                "estimate": 0.47341458766992506
              },
              {
                "event_time": 6.0,
                "cohort": 8,
                "estimate": -0.4901507343012609
              },
              {
                "event_time": 7.0,
                "cohort": 8,
                "estimate": 0.15315914022614607
              },
              {
                "event_time": 8.0,
                "cohort": 8,
                "estimate": 0.18990509600019934
              },
              {
                "event_time": 9.0,
                "cohort": 8,
                "estimate": -0.06526825336158304
              },
              {
                "event_time": 10.0,
                "cohort": 8,
                "estimate": 0.8468274513000863
              },
              {
                "event_time": 11.0,
                "cohort": 8,
                "estimate": -0.6229760838603249
              },
              {
                "event_time": 12.0,
                "cohort": 8,
                "estimate": -1.907282230726004
              },
              {
                "event_time": 13.0,
                "cohort": 8,
                "estimate": -0.426571595337861
              },
              {
                "event_time": -8.0,
                "cohort": 9,
                "estimate": -0.6288879678121433
              },
              {
                "event_time": -7.0,
                "cohort": 9,
                "estimate": -0.9607882344281858
              },
              {
                "event_time": -6.0,
                "cohort": 9,
                "estimate": -0.7933130922695102
              },
              {
                "event_time": -5.0,
                "cohort": 9,
                "estimate": -0.31894196934624275
              },
              {
                "event_time": -4.0,
                "cohort": 9,
                "estimate": -0.6167127108107554
              },
              {
                "event_time": -3.0,
                "cohort": 9,
                "estimate": -1.255110216062739
              },
              {
                "event_time": -2.0,
                "cohort": 9,
                "estimate": 0.5433239124363596
              },
              {
                "event_time": 0.0,
                "cohort": 9,
                "estimate": -0.4469258643572089
              },
              {
                "event_time": 1.0,
                "cohort": 9,
                "estimate": 0.7247220423977395
              },
              {
                "event_time": 2.0,
                "cohort": 9,
                "estimate": 0.45417554036951385
              },
              {
                "event_time": 3.0,
                "cohort": 9,
                "estimate": -1.8401398675229466
              },
              {
                "event_time": 4.0,
                "cohort": 9,
                "estimate": 1.3251566349274135
              },
              {
                "event_time": 5.0,
                "cohort": 9,
                "estimate": -0.1868943340054227
              },
              {
                "event_time": 6.0,
                "cohort": 9,
                "estimate": -1.069380351652815
              },
              {
                "event_time": 7.0,
                "cohort": 9,
                "estimate": -0.09903097007061515
              },
              {
                "event_time": 8.0,
                "cohort": 9,
                "estimate": -0.38898600335122213
              },
              {
                "event_time": 9.0,
                "cohort": 9,
                "estimate": -0.472771432396462
              },
              {
                "event_time": 10.0,
                "cohort": 9,
                "estimate": 0.4696230470040048
              },
              {
                "event_time": 11.0,
                "cohort": 9,
                "estimate": -0.5964463645658395
              },
              {
                "event_time": 12.0,
                "cohort": 9,
                "estimate": -2.3158617125918126
              },
              {
                "event_time": -9.0,
                "cohort": 10,
                "estimate": -0.8313656447692763
              },
              {
                "event_time": -8.0,
                "cohort": 10,
                "estimate": 0.4306926927361966
              },
              {
                "event_time": -7.0,
                "cohort": 10,
                "estimate": 0.341760578736672
              },
              {
                "event_time": -6.0,
                "cohort": 10,
                "estimate": 0.39807107048467427
              },
              {
                "event_time": -5.0,
                "cohort": 10,
                "estimate": 0.6019473605430152
              },
              {
                "event_time": -4.0,
                "cohort": 10,
                "estimate": 0.24033099470106806
              },
              {
                "event_time": -3.0,
                "cohort": 10,
                "estimate": -0.4081449613031768
              },
              {
                "event_time": -2.0,
                "cohort": 10,
                "estimate": 0.7772599638239159
              },
              {
                "event_time": 0.0,
                "cohort": 10,
                "estimate": 0.23167803090132763
              },
              {
                "event_time": 1.0,
                "cohort": 10,
                "estimate": 1.3223847354087992
              },
              {
                "event_time": 2.0,
                "cohort": 10,
                "estimate": 1.3149096353442011
              },
              {
                "event_time": 3.0,
                "cohort": 10,
                "estimate": -0.8353116130239677
              },
              {
                "event_time": 4.0,
                "cohort": 10,
                "estimate": 1.948149579298458
              },
              {
                "event_time": 5.0,
                "cohort": 10,
                "estimate": 1.0262756477995476
              },
              {
                "event_time": 6.0,
                "cohort": 10,
                "estimate": 0.08596927584284628
              },
              {
                "event_time": 7.0,
                "cohort": 10,
                "estimate": 0.546919286497511
              },
              {
                "event_time": 8.0,
                "cohort": 10,
                "estimate": 0.6517080275646931
              },
              {
                "event_time": 9.0,
                "cohort": 10,
                "estimate": 0.12874038499740265
              },
              {
                "event_time": 10.0,
                "cohort": 10,
                "estimate": 1.4402450221619334
              },
              {
                "event_time": -10.0,
                "cohort": 11,
                "estimate": -2.8321735862648483
              },
              {
                "event_time": -9.0,
                "cohort": 11,
                "estimate": -1.847725335148654
              },
              {
                "event_time": -8.0,
                "cohort": 11,
                "estimate": -0.5827675047066889
              },
              {
                "event_time": -7.0,
                "cohort": 11,
                "estimate": -1.5531479232379912
              },
              {
                "event_time": -6.0,
                "cohort": 11,
                "estimate": -1.0095348814491953
              },
              {
                "event_time": -5.0,
                "cohort": 11,
                "estimate": -0.9884311101767604
              },
              {
                "event_time": -4.0,
                "cohort": 11,
                "estimate": -2.4305271795769716
              },
              {
                "event_time": -3.0,
                "cohort": 11,
                "estimate": -2.270881157137439
              },
              {
                "event_time": -2.0,
                "cohort": 11,
                "estimate": 0.09358037809184527
              },
              {
                "event_time": 0.0,
                "cohort": 11,
                "estimate": -1.1873977257942443
              },
              {
                "event_time": 1.0,
                "cohort": 11,
                "estimate": 0.5417183188012026
              },
              {
                "event_time": 2.0,
                "cohort": 11,
                "estimate": -0.08032642112265445
              },
              {
                "event_time": 3.0,
                "cohort": 11,
                "estimate": -1.4412292155280553
              },
              {
                "event_time": 4.0,
                "cohort": 11,
                "estimate": 0.8137933954658246
              },
              {
                "event_time": 5.0,
                "cohort": 11,
                "estimate": -0.5024505279753473
              },
              {
                "event_time": 6.0,
                "cohort": 11,
                "estimate": -1.0959979242428772
              },
              {
                "event_time": 7.0,
                "cohort": 11,
                "estimate": -1.0077034777090543
              },
              {
                "event_time": 8.0,
                "cohort": 11,
                "estimate": -0.13507953675271075
              },
              {
                "event_time": 9.0,
                "cohort": 11,
                "estimate": 0.041932011056079826
              },
              {
                "event_time": -11.0,
                "cohort": 12,
                "estimate": -0.4967831387665007
              },
              {
                "event_time": -10.0,
                "cohort": 12,
                "estimate": -0.4770004748162542
              },
              {
                "event_time": -9.0,
                "cohort": 12,
                "estimate": -0.07469654126196845
              },
              {
                "event_time": -8.0,
                "cohort": 12,
                "estimate": 1.553175481410931
              },
              {
                "event_time": -7.0,
                "cohort": 12,
                "estimate": 1.068123223425082
              },
              {
                "event_time": -6.0,
                "cohort": 12,
                "estimate": 1.795656961881696
              },
              {
                "event_time": -5.0,
                "cohort": 12,
                "estimate": 1.9501471812496571
              },
              {
                "event_time": -4.0,
                "cohort": 12,
                "estimate": 0.7985875875524806
              },
              {
                "event_time": -3.0,
                "cohort": 12,
                "estimate": -0.5911061956569765
              },
              {
                "event_time": -2.0,
                "cohort": 12,
                "estimate": 1.1132791914050115
              },
              {
                "event_time": 0.0,
                "cohort": 12,
                "estimate": 0.21790326297927046
              },
              {
                "event_time": 1.0,
                "cohort": 12,
                "estimate": 1.7002840584119294
              },
              {
                "event_time": 2.0,
                "cohort": 12,
                "estimate": 0.42214052021312226
              },
              {
                "event_time": 3.0,
                "cohort": 12,
                "estimate": -0.4840166353619662
              },
              {
                "event_time": 4.0,
                "cohort": 12,
                "estimate": 2.53948105002932
              },
              {
                "event_time": 5.0,
                "cohort": 12,
                "estimate": 1.3273916251896538
              },
              {
                "event_time": 6.0,
                "cohort": 12,
                "estimate": 0.6025073656736558
              },
              {
                "event_time": 7.0,
                "cohort": 12,
                "estimate": 0.7567212242023208
              },
              {
                "event_time": 8.0,
                "cohort": 12,
                "estimate": 0.4155871519010538
              },
              {
                "event_time": -12.0,
                "cohort": 13,
                "estimate": -1.0922244200951718
              },
              {
                "event_time": -11.0,
                "cohort": 13,
                "estimate": -1.1831298608215643
              },
              {
                "event_time": -10.0,
                "cohort": 13,
                "estimate": -1.1286276537150348
              },
              {
                "event_time": -9.0,
                "cohort": 13,
                "estimate": -1.0166171474968517
              },
              {
                "event_time": -8.0,
                "cohort": 13,
                "estimate": 0.8716773868604335
              },
              {
                "event_time": -7.0,
                "cohort": 13,
                "estimate": 0.4306133085187879
              },
              {
                "event_time": -6.0,
                "cohort": 13,
                "estimate": 0.42984159283402346
              },
              {
                "event_time": -5.0,
                "cohort": 13,
                "estimate": 0.7226022585674519
              },
              {
                "event_time": -4.0,
                "cohort": 13,
                "estimate": -0.008093047876262832
              },
              {
                "event_time": -3.0,
                "cohort": 13,
                "estimate": -0.40117804185630196
              },
              {
                "event_time": -2.0,
                "cohort": 13,
                "estimate": 1.6280757257859473
              },
              {
                "event_time": 0.0,
                "cohort": 13,
                "estimate": 0.43926697540487725
              },
              {
                "event_time": 1.0,
                "cohort": 13,
                "estimate": 1.2516506201042885
              },
              {
                "event_time": 2.0,
                "cohort": 13,
                "estimate": 1.1918856667550368
              },
              {
                "event_time": 3.0,
                "cohort": 13,
                "estimate": -0.2697140892821883
              },
              {
                "event_time": 4.0,
                "cohort": 13,
                "estimate": 2.1745192890517133
              },
              {
                "event_time": 5.0,
                "cohort": 13,
                "estimate": 1.3248542187468122
              },
              {
                "event_time": 6.0,
                "cohort": 13,
                "estimate": -0.33912236898834003
              },
              {
                "event_time": 7.0,
                "cohort": 13,
                "estimate": 1.2098408100062035
              },
              {
                "event_time": 8.0,
                "cohort": 13,
                "estimate": 1.426281768764097
              },
              {
                "event_time": -13.0,
                "cohort": 14,
                "estimate": -0.7573240744960327
              },
              {
                "event_time": -12.0,
                "cohort": 14,
                "estimate": -0.4502571769287014
              },
              {
                "event_time": -11.0,
                "cohort": 14,
                "estimate": 0.18478391268216005
              },
              {
                "event_time": -10.0,
                "cohort": 14,
                "estimate": -1.1178431751477615
              },
              {
                "event_time": -9.0,
                "cohort": 14,
                "estimate": -0.7571443066706678
              },
              {
                "event_time": -8.0,
                "cohort": 14,
                "estimate": 0.642180391441801
              },
              {
                "event_time": -7.0,
                "cohort": 14,
                "estimate": 0.4108459388178961
              },
              {
                "event_time": -6.0,
                "cohort": 14,
                "estimate": 0.49162509645523633
              },
              {
                "event_time": -5.0,
                "cohort": 14,
                "estimate": 0.6941906354106526
              },
              {
                "event_time": -4.0,
                "cohort": 14,
                "estimate": -0.19961488833573376
              },
              {
                "event_time": -3.0,
                "cohort": 14,
                "estimate": -0.4251651189587852
              },
              {
                "event_time": -2.0,
                "cohort": 14,
                "estimate": 1.475903479245147
              },
              {
                "event_time": 0.0,
                "cohort": 14,
                "estimate": -0.18060862090393223
              },
              {
                "event_time": 1.0,
                "cohort": 14,
                "estimate": 1.590767143388892
              },
              {
                "event_time": 2.0,
                "cohort": 14,
                "estimate": 1.1018790322669962
              },
              {
                "event_time": 3.0,
                "cohort": 14,
                "estimate": -0.8922959414299391
              },
              {
                "event_time": 4.0,
                "cohort": 14,
                "estimate": 2.3897357463575597
              },
              {
                "event_time": 5.0,
                "cohort": 14,
                "estimate": 0.7175327561741112
              },
              {
                "event_time": 6.0,
                "cohort": 14,
                "estimate": -0.380290529550543
              },
              {
                "event_time": 7.0,
                "cohort": 14,
                "estimate": 0.49187426505393844
              },
              {
                "event_time": -14.0,
                "cohort": 15,
                "estimate": -0.8439340183182801
              },
              {
                "event_time": -13.0,
                "cohort": 15,
                "estimate": -1.1881292911701637
              },
              {
                "event_time": -12.0,
                "cohort": 15,
                "estimate": 0.011906405757431349
              },
              {
                "event_time": -11.0,
                "cohort": 15,
                "estimate": -0.39510614183404
              },
              {
                "event_time": -10.0,
                "cohort": 15,
                "estimate": -0.41171250686872846
              },
              {
                "event_time": -9.0,
                "cohort": 15,
                "estimate": -0.20460706054132377
              },
              {
                "event_time": -8.0,
                "cohort": 15,
                "estimate": 1.3706848497910549
              },
              {
                "event_time": -7.0,
                "cohort": 15,
                "estimate": 0.28406765523611194
              },
              {
                "event_time": -6.0,
                "cohort": 15,
                "estimate": 0.6434517515235914
              },
              {
                "event_time": -5.0,
                "cohort": 15,
                "estimate": -0.08051312358917403
              },
              {
                "event_time": -4.0,
                "cohort": 15,
                "estimate": 0.057024483404211124
              },
              {
                "event_time": -3.0,
                "cohort": 15,
                "estimate": -0.5814207226837169
              },
              {
                "event_time": -2.0,
                "cohort": 15,
                "estimate": 1.6820554591034
              },
              {
                "event_time": 0.0,
                "cohort": 15,
                "estimate": -0.07081364635018306
              },
              {
                "event_time": 1.0,
                "cohort": 15,
                "estimate": 1.072508022442496
              },
              {
                "event_time": 2.0,
                "cohort": 15,
                "estimate": 0.9617296154300504
              },
              {
                "event_time": 3.0,
                "cohort": 15,
                "estimate": -1.0681711590025076
              },
              {
                "event_time": 4.0,
                "cohort": 15,
                "estimate": 1.881281141554057
              },
              {
                "event_time": 5.0,
                "cohort": 15,
                "estimate": 0.5046772406714171
              },
              {
                "event_time": -15.0,
                "cohort": 16,
                "estimate": -0.5138252528303104
              },
              {
                "event_time": -14.0,
                "cohort": 16,
                "estimate": -1.3672319659504755
              },
              {
                "event_time": -13.0,
                "cohort": 16,
                "estimate": -1.6514101777969785
              },
              {
                "event_time": -12.0,
                "cohort": 16,
                "estimate": -0.677878895631949
              },
              {
                "event_time": -11.0,
                "cohort": 16,
                "estimate": -0.5558407714883655
              },
              {
                "event_time": -10.0,
                "cohort": 16,
                "estimate": -1.1458855600678683
              },
              {
                "event_time": -9.0,
                "cohort": 16,
                "estimate": -1.368824505178332
              },
              {
                "event_time": -8.0,
                "cohort": 16,
                "estimate": 0.48552132287887145
              },
              {
                "event_time": -7.0,
                "cohort": 16,
                "estimate": -0.5749334126517666
              },
              {
                "event_time": -6.0,
                "cohort": 16,
                "estimate": -0.09984882586895966
              },
              {
                "event_time": -5.0,
                "cohort": 16,
                "estimate": -0.09909959608590885
              },
              {
                "event_time": -4.0,
                "cohort": 16,
                "estimate": -0.6490148082347239
              },
              {
                "event_time": -3.0,
                "cohort": 16,
                "estimate": -1.2355245404512498
              },
              {
                "event_time": -2.0,
                "cohort": 16,
                "estimate": 0.00400188363399398
              },
              {
                "event_time": 0.0,
                "cohort": 16,
                "estimate": 0.054438660482055534
              },
              {
                "event_time": 1.0,
                "cohort": 16,
                "estimate": 1.0897128664916493
              },
              {
                "event_time": 2.0,
                "cohort": 16,
                "estimate": 0.740066175851046
              },
              {
                "event_time": 3.0,
                "cohort": 16,
                "estimate": -1.967870434433888
              },
              {
                "event_time": 4.0,
                "cohort": 16,
                "estimate": 1.03625843003702
              },
              {
                "event_time": 5.0,
                "cohort": 16,
                "estimate": 0.30265306970381073
              },
              {
                "event_time": -5.0,
                "cohort": 19,
                "estimate": 0.6701887557012591
              },
              {
                "event_time": -4.0,
                "cohort": 19,
                "estimate": 0.8163074391250138
              },
              {
                "event_time": -3.0,
                "cohort": 19,
                "estimate": 0.8881279350975213
              },
              {
                "event_time": -2.0,
                "cohort": 19,
                "estimate": 1.081534502780632
              },
              {
                "event_time": 0.0,
                "cohort": 19,
                "estimate": -0.1565322148303817
              },
              {
                "event_time": 1.0,
                "cohort": 19,
                "estimate": 2.0961024041587497
              },
              {
                "event_time": 2.0,
                "cohort": 19,
                "estimate": 2.408857853836897
              }
            ]
          }
        }
      },
      "alternative_models": {
        "y__d": [
          {
            "method": "CS-DID",
            "class": "csdid.att_gt.ATTgt",
            "package": {
              "csdid": "0.4.2",
              "drdid": "1.1.6"
            },
            "parameters": {
              "est_method": "dr",
              "covariate_basis": "intercept",
              "control_group": "notyettreated",
              "xformla": "y ~ 1",
              "panel": true,
              "effective_panel": false,
              "allow_unbalanced_panel": true,
              "weights_name": "weight",
              "fix_weights": "varying",
              "base_period": "universal",
              "clustervar": "cluster",
              "aggregate": "dynamic",
              "faster_mode": true
            },
            "data_structure": "unbalanced or varying-weight panel; native repeated-cross-section comparisons",
            "aggregations": {
              "summaries": [
                {
                  "typec": "dynamic",
                  "aggregation": "Native CS-DID dynamic",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.33832667700852487,
                  "se": 0.09836334653015041,
                  "lower": -0.5311152936064526,
                  "upper": -0.14553806041059716
                },
                {
                  "typec": "simple",
                  "aggregation": "Native CS-DID simple",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.2949226236597779,
                  "se": 0.10000217860345637,
                  "lower": -0.4909232920980944,
                  "upper": -0.09892195522146141
                },
                {
                  "typec": "group",
                  "aggregation": "Native CS-DID group",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.23643829851872988,
                  "se": 0.10082363104926226,
                  "lower": -0.43404898416583826,
                  "upper": -0.03882761287162151
                },
                {
                  "typec": "treated_cells",
                  "aggregation": "Observed treated observations, configured weights",
                  "matches_treated_unit_year_target": true,
                  "weight_sum": 163823.0,
                  "post_cells": 118,
                  "estimate": -0.3010250220045649,
                  "se": 0.102299802247384,
                  "lower": -0.5015289500350072,
                  "upper": -0.10052109397412257
                }
              ],
              "same_group_time_effects": true,
              "additional_covariates": []
            },
            "estimate": -0.33832667700852487,
            "se": 0.09836334653015041,
            "lower": -0.5311152936064526,
            "upper": -0.14553806041059716,
            "event_study": [
              {
                "event_time": -18,
                "estimate": 0.687355157651606,
                "se": 0.16650559720880162,
                "lower": 0.3610101838980219,
                "upper": 1.01370013140519,
                "relative_to_minus_one": 0.687355157651606,
                "n": 0.0
              },
              {
                "event_time": -17,
                "estimate": 1.0849417875348506,
                "se": 0.12539603343610467,
                "lower": 0.8391700781959051,
                "upper": 1.3307134968737961,
                "relative_to_minus_one": 1.0849417875348506,
                "n": 0.0
              },
              {
                "event_time": -16,
                "estimate": 1.7257245766949736,
                "se": 0.17647599867113972,
                "lower": 1.3798379751638012,
                "upper": 2.0716111782261457,
                "relative_to_minus_one": 1.7257245766949736,
                "n": 0.0
              },
              {
                "event_time": -15,
                "estimate": 0.8632300977865167,
                "se": 0.21193695366201395,
                "lower": 0.447841301615835,
                "upper": 1.2786188939571983,
                "relative_to_minus_one": 0.8632300977865167,
                "n": 0.0
              },
              {
                "event_time": -14,
                "estimate": 0.47445984364185434,
                "se": 0.3260413378119328,
                "lower": -0.1645694359407912,
                "upper": 1.1134891232244999,
                "relative_to_minus_one": 0.47445984364185434,
                "n": 0.0
              },
              {
                "event_time": -13,
                "estimate": 0.6182732076291237,
                "se": 0.29455553258355455,
                "lower": 0.04095497231834244,
                "upper": 1.195591442939905,
                "relative_to_minus_one": 0.6182732076291237,
                "n": 0.0
              },
              {
                "event_time": -12,
                "estimate": 0.24801229269539002,
                "se": 0.2345482863561662,
                "lower": -0.2116939011982831,
                "upper": 0.7077184865890631,
                "relative_to_minus_one": 0.24801229269539002,
                "n": 0.0
              },
              {
                "event_time": -11,
                "estimate": 0.5556010367503191,
                "se": 0.3305263793687367,
                "lower": -0.09221876275282759,
                "upper": 1.203420836253466,
                "relative_to_minus_one": 0.5556010367503191,
                "n": 0.0
              },
              {
                "event_time": -10,
                "estimate": 0.45930867131080744,
                "se": 0.2850655719773057,
                "lower": -0.09940958299702218,
                "upper": 1.0180269256186372,
                "relative_to_minus_one": 0.45930867131080744,
                "n": 0.0
              },
              {
                "event_time": -9,
                "estimate": 0.4623947036819426,
                "se": 0.233182020603598,
                "lower": 0.005366341456613688,
                "upper": 0.9194230659072715,
                "relative_to_minus_one": 0.4623947036819426,
                "n": 0.0
              },
              {
                "event_time": -8,
                "estimate": 0.05297749484045668,
                "se": 0.1958863489674962,
                "lower": -0.33095269419888074,
                "upper": 0.43690768387979406,
                "relative_to_minus_one": 0.05297749484045668,
                "n": 0.0
              },
              {
                "event_time": -7,
                "estimate": 0.1490440618602478,
                "se": 0.13896438632583027,
                "lower": -0.1233211304720899,
                "upper": 0.42140925419258546,
                "relative_to_minus_one": 0.1490440618602478,
                "n": 0.0
              },
              {
                "event_time": -6,
                "estimate": 0.0874862118271246,
                "se": 0.10496932505193593,
                "lower": -0.11824988475614787,
                "upper": 0.2932223084103971,
                "relative_to_minus_one": 0.0874862118271246,
                "n": 0.0
              },
              {
                "event_time": -5,
                "estimate": 0.05621799374511667,
                "se": 0.10093286887499195,
                "lower": -0.14160679410617133,
                "upper": 0.2540427815964047,
                "relative_to_minus_one": 0.05621799374511667,
                "n": 0.0
              },
              {
                "event_time": -4,
                "estimate": -0.05988685893183434,
                "se": 0.09564917205979613,
                "lower": -0.24735579132010957,
                "upper": 0.12758207345644088,
                "relative_to_minus_one": -0.05988685893183434,
                "n": 0.0
              },
              {
                "event_time": -3,
                "estimate": 0.10657144990423786,
                "se": 0.09907413537245363,
                "lower": -0.08761028722521708,
                "upper": 0.3007531870336928,
                "relative_to_minus_one": 0.10657144990423786,
                "n": 0.0
              },
              {
                "event_time": -2,
                "estimate": 0.19947369366155804,
                "se": 0.08452579151699262,
                "lower": 0.03380618652351128,
                "upper": 0.36514120079960477,
                "relative_to_minus_one": 0.19947369366155804,
                "n": 0.0
              },
              {
                "event_time": -1,
                "estimate": 0.0,
                "se": null,
                "lower": null,
                "upper": null,
                "relative_to_minus_one": 0.0,
                "n": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.15295676150437656,
                "se": 0.08841610336332938,
                "lower": -0.3262491397498729,
                "upper": 0.02033561674111975,
                "relative_to_minus_one": -0.15295676150437656,
                "n": 12336.0
              },
              {
                "event_time": 1,
                "estimate": -0.06131061832013497,
                "se": 0.09105636325398701,
                "lower": -0.2397778108611459,
                "upper": 0.11715657422087598,
                "relative_to_minus_one": -0.06131061832013497,
                "n": 12071.0
              },
              {
                "event_time": 2,
                "estimate": -0.23090895650405086,
                "se": 0.10524609584256109,
                "lower": -0.4371875138689213,
                "upper": -0.024630399139180414,
                "relative_to_minus_one": -0.23090895650405086,
                "n": 12188.0
              },
              {
                "event_time": 3,
                "estimate": -0.19947578028229815,
                "se": 0.1184194665030939,
                "lower": -0.43157366969680955,
                "upper": 0.03262210913221322,
                "relative_to_minus_one": -0.19947578028229815,
                "n": 11948.0
              },
              {
                "event_time": 4,
                "estimate": -0.15604639702289852,
                "se": 0.12131815864093241,
                "lower": -0.3938256186298428,
                "upper": 0.08173282458404577,
                "relative_to_minus_one": -0.15604639702289852,
                "n": 12249.0
              },
              {
                "event_time": 5,
                "estimate": -0.3059778615607691,
                "se": 0.12739071282952466,
                "lower": -0.5556590706715221,
                "upper": -0.056296652450016166,
                "relative_to_minus_one": -0.3059778615607691,
                "n": 12384.0
              },
              {
                "event_time": 6,
                "estimate": -0.42713964839705726,
                "se": 0.1291621437803908,
                "lower": -0.6802927983726074,
                "upper": -0.17398649842150715,
                "relative_to_minus_one": -0.42713964839705726,
                "n": 12048.0
              },
              {
                "event_time": 7,
                "estimate": -0.34876802232249243,
                "se": 0.15389111510000153,
                "lower": -0.6503890654592035,
                "upper": -0.04714697918578137,
                "relative_to_minus_one": -0.34876802232249243,
                "n": 11199.0
              },
              {
                "event_time": 8,
                "estimate": -0.29826963845203197,
                "se": 0.15381653101675571,
                "lower": -0.5997444994717613,
                "upper": 0.0032052225676973967,
                "relative_to_minus_one": -0.29826963845203197,
                "n": 11114.0
              },
              {
                "event_time": 9,
                "estimate": -0.3992371510895462,
                "se": 0.12427766079913463,
                "lower": -0.6428168903387355,
                "upper": -0.15565741184035703,
                "relative_to_minus_one": -0.3992371510895462,
                "n": 10751.0
              },
              {
                "event_time": 10,
                "estimate": -0.4115042717901859,
                "se": 0.15165328788001517,
                "lower": -0.7087392541721003,
                "upper": -0.11426928940827147,
                "relative_to_minus_one": -0.4115042717901859,
                "n": 10392.0
              },
              {
                "event_time": 11,
                "estimate": -0.48609716910082923,
                "se": 0.14683187436341483,
                "lower": -0.7738823546356324,
                "upper": -0.19831198356602608,
                "relative_to_minus_one": -0.48609716910082923,
                "n": 10506.0
              },
              {
                "event_time": 12,
                "estimate": -0.2859969739784483,
                "se": 0.18758750102747554,
                "lower": -0.6536617199421708,
                "upper": 0.08166777198527414,
                "relative_to_minus_one": -0.2859969739784483,
                "n": 10425.0
              },
              {
                "event_time": 13,
                "estimate": -0.25185045063116673,
                "se": 0.16848808363612455,
                "lower": -0.5820810263821432,
                "upper": 0.0783801251198098,
                "relative_to_minus_one": -0.25185045063116673,
                "n": 10162.0
              },
              {
                "event_time": 14,
                "estimate": -1.0593604541715866,
                "se": 0.22984760920248962,
                "lower": -1.5098534901411034,
                "upper": -0.6088674182020699,
                "relative_to_minus_one": -1.0593604541715866,
                "n": 4050.0
              }
            ],
            "group_time_estimates": [
              {
                "group": 6,
                "year": 1,
                "att": -0.0028045929355479645,
                "se": 0.0732850871273287,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 2,
                "att": 0.4396640824935788,
                "se": 0.06956911580869836,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 3,
                "att": 1.0168083935081877,
                "se": 0.06139950110242096,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 4,
                "att": -0.7368468890384599,
                "se": 0.05765685485390691,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 5,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 6,
                "att": 0.0746424118392925,
                "se": 0.060511033015965436,
                "event_time": 0,
                "mass": 27.0
              },
              {
                "group": 6,
                "year": 7,
                "att": -0.9991157590707989,
                "se": 0.06158907985667079,
                "event_time": 1,
                "mass": 15.0
              },
              {
                "group": 6,
                "year": 8,
                "att": -1.0320609918222092,
                "se": 0.07536607141998523,
                "event_time": 2,
                "mass": 15.0
              },
              {
                "group": 6,
                "year": 9,
                "att": 1.192141317816015,
                "se": 0.08750229930346365,
                "event_time": 3,
                "mass": 12.0
              },
              {
                "group": 6,
                "year": 10,
                "att": -1.7318003473726,
                "se": 0.09512958175634513,
                "event_time": 4,
                "mass": 45.0
              },
              {
                "group": 6,
                "year": 11,
                "att": -0.5947931715720017,
                "se": 0.12381945416640977,
                "event_time": 5,
                "mass": 13.0
              },
              {
                "group": 6,
                "year": 12,
                "att": null,
                "se": null,
                "event_time": 6,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 13,
                "att": -0.1928062503467784,
                "se": 0.12902087372609994,
                "event_time": 7,
                "mass": 12.0
              },
              {
                "group": 6,
                "year": 14,
                "att": -0.27548541137811916,
                "se": 0.14702997440109683,
                "event_time": 8,
                "mass": 13.0
              },
              {
                "group": 6,
                "year": 15,
                "att": null,
                "se": null,
                "event_time": 9,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 16,
                "att": null,
                "se": null,
                "event_time": 10,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 17,
                "att": null,
                "se": null,
                "event_time": 11,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 18,
                "att": 2.0023919486661486,
                "se": 0.13270839125008935,
                "event_time": 12,
                "mass": 15.0
              },
              {
                "group": 6,
                "year": 19,
                "att": 0.4297415165431204,
                "se": 0.13553366068034534,
                "event_time": 13,
                "mass": 17.0
              },
              {
                "group": 6,
                "year": 20,
                "att": null,
                "se": null,
                "event_time": 14,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 21,
                "att": null,
                "se": null,
                "event_time": 15,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 1,
                "att": -0.05244146246714366,
                "se": 0.16548769066470798,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 2,
                "att": -0.23202192617287262,
                "se": 0.1763302126280998,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 3,
                "att": -0.18792405811207105,
                "se": 0.1442423841527333,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 4,
                "att": -0.10250402310675752,
                "se": 0.18036562487869234,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 5,
                "att": 0.14255334764544889,
                "se": 0.0981625438478304,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 6,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 7,
                "att": -0.2380593587283023,
                "se": 0.10262135575284898,
                "event_time": 0,
                "mass": 3261.0
              },
              {
                "group": 7,
                "year": 8,
                "att": -0.2345765314515403,
                "se": 0.09780478258281206,
                "event_time": 1,
                "mass": 3107.0
              },
              {
                "group": 7,
                "year": 9,
                "att": -0.3442946495324835,
                "se": 0.1288223338551671,
                "event_time": 2,
                "mass": 3168.0
              },
              {
                "group": 7,
                "year": 10,
                "att": -0.7754914307795445,
                "se": 0.1688495284068322,
                "event_time": 3,
                "mass": 3014.0
              },
              {
                "group": 7,
                "year": 11,
                "att": -0.47083702682254164,
                "se": 0.18674662150275798,
                "event_time": 4,
                "mass": 3155.0
              },
              {
                "group": 7,
                "year": 12,
                "att": -0.7947330436014238,
                "se": 0.21376171570942548,
                "event_time": 5,
                "mass": 3048.0
              },
              {
                "group": 7,
                "year": 13,
                "att": -0.9118104897491712,
                "se": 0.17023780447078893,
                "event_time": 6,
                "mass": 3142.0
              },
              {
                "group": 7,
                "year": 14,
                "att": -1.1294181022772167,
                "se": 0.16743509406753299,
                "event_time": 7,
                "mass": 3146.0
              },
              {
                "group": 7,
                "year": 15,
                "att": -0.7640856956946624,
                "se": 0.13708585126654435,
                "event_time": 8,
                "mass": 2989.0
              },
              {
                "group": 7,
                "year": 16,
                "att": -0.5598383588560295,
                "se": 0.22925590100935075,
                "event_time": 9,
                "mass": 3146.0
              },
              {
                "group": 7,
                "year": 17,
                "att": -0.8449166004656266,
                "se": 0.13876241986851223,
                "event_time": 10,
                "mass": 3127.0
              },
              {
                "group": 7,
                "year": 18,
                "att": -0.8678523156911578,
                "se": 0.19040578901417626,
                "event_time": 11,
                "mass": 3294.0
              },
              {
                "group": 7,
                "year": 19,
                "att": -0.9161969669898511,
                "se": 0.24033339048513275,
                "event_time": 12,
                "mass": 3542.0
              },
              {
                "group": 7,
                "year": 20,
                "att": -0.7289036716538155,
                "se": 0.16547225698122106,
                "event_time": 13,
                "mass": 3637.0
              },
              {
                "group": 7,
                "year": 21,
                "att": -1.0593604541715866,
                "se": 0.22984760920248962,
                "event_time": 14,
                "mass": 4050.0
              },
              {
                "group": 8,
                "year": 1,
                "att": 0.20256355004441837,
                "se": 0.1707210682599251,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 2,
                "att": 0.11905360920617372,
                "se": 0.16372524061268962,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 3,
                "att": 0.14707907170400433,
                "se": 0.15042473142083893,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 4,
                "att": -0.07731369657805975,
                "se": 0.1274655766132142,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 5,
                "att": 0.11756470980368117,
                "se": 0.1230486111001487,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 6,
                "att": 0.2742743857981424,
                "se": 0.11527844754305895,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 7,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 8,
                "att": -0.28282216922634085,
                "se": 0.1324873616546514,
                "event_time": 0,
                "mass": 5143.0
              },
              {
                "group": 8,
                "year": 9,
                "att": -0.12503594587655587,
                "se": 0.1485757774827092,
                "event_time": 1,
                "mass": 5137.0
              },
              {
                "group": 8,
                "year": 10,
                "att": -0.2670440312413158,
                "se": 0.17529310971254594,
                "event_time": 2,
                "mass": 5122.0
              },
              {
                "group": 8,
                "year": 11,
                "att": -0.06694760646766428,
                "se": 0.12861224534144383,
                "event_time": 3,
                "mass": 5307.0
              },
              {
                "group": 8,
                "year": 12,
                "att": -0.07795333283674628,
                "se": 0.18295671471054825,
                "event_time": 4,
                "mass": 5179.0
              },
              {
                "group": 8,
                "year": 13,
                "att": -0.20660651266644026,
                "se": 0.1486211531479972,
                "event_time": 5,
                "mass": 5532.0
              },
              {
                "group": 8,
                "year": 14,
                "att": -0.2871994069057881,
                "se": 0.16737623733489393,
                "event_time": 6,
                "mass": 5507.0
              },
              {
                "group": 8,
                "year": 15,
                "att": -0.18107316536202003,
                "se": 0.1392364967774313,
                "event_time": 7,
                "mass": 5356.0
              },
              {
                "group": 8,
                "year": 16,
                "att": -0.261118348627969,
                "se": 0.20638719190112256,
                "event_time": 8,
                "mass": 5568.0
              },
              {
                "group": 8,
                "year": 17,
                "att": -0.32102407415526285,
                "se": 0.16384358118003223,
                "event_time": 9,
                "mass": 5756.0
              },
              {
                "group": 8,
                "year": 18,
                "att": -0.19863375752975915,
                "se": 0.17878076490406847,
                "event_time": 10,
                "mass": 5675.0
              },
              {
                "group": 8,
                "year": 19,
                "att": -0.3760360037001902,
                "se": 0.16704163865708538,
                "event_time": 11,
                "mass": 5903.0
              },
              {
                "group": 8,
                "year": 20,
                "att": 0.06909914061678003,
                "se": 0.16743369194938815,
                "event_time": 12,
                "mass": 6102.0
              },
              {
                "group": 8,
                "year": 21,
                "att": 0.016541544090132376,
                "se": 0.18756289078092928,
                "event_time": 13,
                "mass": 6508.0
              },
              {
                "group": 9,
                "year": 1,
                "att": -0.9817451445658192,
                "se": 0.3771359070735983,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 2,
                "att": -0.7949603519940305,
                "se": 0.26463025528461076,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 3,
                "att": -0.818018002946266,
                "se": 0.19298874043976463,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 4,
                "att": -0.4745688799302141,
                "se": 0.15342994588335135,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 5,
                "att": -0.4114871955526738,
                "se": 0.08112127280507703,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 6,
                "att": -0.3991832437148159,
                "se": 0.21316727064473087,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 7,
                "att": -0.3599651180262149,
                "se": 0.15948726739530208,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 8,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 9,
                "att": -0.328739758729059,
                "se": 0.11115461702883592,
                "event_time": 0,
                "mass": 643.0
              },
              {
                "group": 9,
                "year": 10,
                "att": -0.2936410638393352,
                "se": 0.13192744673727236,
                "event_time": 1,
                "mass": 570.0
              },
              {
                "group": 9,
                "year": 11,
                "att": -0.5432752736198802,
                "se": 0.3811933336581697,
                "event_time": 2,
                "mass": 689.0
              },
              {
                "group": 9,
                "year": 12,
                "att": -0.6479057719484707,
                "se": 0.2329518977911101,
                "event_time": 3,
                "mass": 618.0
              },
              {
                "group": 9,
                "year": 13,
                "att": -0.4517571131340672,
                "se": 0.27347817896248167,
                "event_time": 4,
                "mass": 683.0
              },
              {
                "group": 9,
                "year": 14,
                "att": -0.8162066772590318,
                "se": 0.28955310668897954,
                "event_time": 5,
                "mass": 647.0
              },
              {
                "group": 9,
                "year": 15,
                "att": -0.9091503857411921,
                "se": 0.1713561009074965,
                "event_time": 6,
                "mass": 608.0
              },
              {
                "group": 9,
                "year": 16,
                "att": -0.40244012789045697,
                "se": 0.15257091459377825,
                "event_time": 7,
                "mass": 607.0
              },
              {
                "group": 9,
                "year": 17,
                "att": -0.7408305912749407,
                "se": 0.36550061817785273,
                "event_time": 8,
                "mass": 671.0
              },
              {
                "group": 9,
                "year": 18,
                "att": -0.6884797210593888,
                "se": 0.19574205194938427,
                "event_time": 9,
                "mass": 682.0
              },
              {
                "group": 9,
                "year": 19,
                "att": -0.5976210433472108,
                "se": 0.1326425379105221,
                "event_time": 10,
                "mass": 699.0
              },
              {
                "group": 9,
                "year": 20,
                "att": -0.2953492825856815,
                "se": 0.3013616902441743,
                "event_time": 11,
                "mass": 715.0
              },
              {
                "group": 9,
                "year": 21,
                "att": -0.32439613848459753,
                "se": 0.25199620336400747,
                "event_time": 12,
                "mass": 766.0
              },
              {
                "group": 10,
                "year": 1,
                "att": 0.5000103594768865,
                "se": 0.08785552274674589,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 2,
                "att": 0.07208168406228731,
                "se": 0.08981294946644483,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 3,
                "att": 0.4458396446795831,
                "se": 0.08638637744284898,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 4,
                "att": 0.415832760901719,
                "se": 0.07900866029663266,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 5,
                "att": 0.39838901675632715,
                "se": 0.08970618421705998,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 6,
                "att": 0.4629797002641131,
                "se": 0.09710238131507744,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 7,
                "att": 0.5209420326774115,
                "se": 0.07870292248743604,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 8,
                "att": -0.09660300051517215,
                "se": 0.061238207025811744,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 9,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 10,
                "att": 0.35521928604755104,
                "se": 0.07507038081233967,
                "event_time": 0,
                "mass": 545.0
              },
              {
                "group": 10,
                "year": 11,
                "att": 0.2921188037644672,
                "se": 0.11545571425098185,
                "event_time": 1,
                "mass": 529.0
              },
              {
                "group": 10,
                "year": 12,
                "att": 0.29572996275863106,
                "se": 0.11592557881436773,
                "event_time": 2,
                "mass": 495.0
              },
              {
                "group": 10,
                "year": 13,
                "att": 0.3168468160450371,
                "se": 0.108059827539574,
                "event_time": 3,
                "mass": 585.0
              },
              {
                "group": 10,
                "year": 14,
                "att": 0.21222991780456932,
                "se": 0.1213930657605246,
                "event_time": 4,
                "mass": 611.0
              },
              {
                "group": 10,
                "year": 15,
                "att": 0.34983628947512596,
                "se": 0.09614462499505078,
                "event_time": 5,
                "mass": 513.0
              },
              {
                "group": 10,
                "year": 16,
                "att": 0.2553731307110359,
                "se": 0.11308285765739069,
                "event_time": 6,
                "mass": 552.0
              },
              {
                "group": 10,
                "year": 17,
                "att": 0.31760644283429473,
                "se": 0.12681085650887616,
                "event_time": 7,
                "mass": 486.0
              },
              {
                "group": 10,
                "year": 18,
                "att": 0.3067976480698183,
                "se": 0.11876400518477957,
                "event_time": 8,
                "mass": 519.0
              },
              {
                "group": 10,
                "year": 19,
                "att": -0.10077039156628728,
                "se": 0.10449867983659078,
                "event_time": 9,
                "mass": 603.0
              },
              {
                "group": 10,
                "year": 20,
                "att": 0.4237525742162383,
                "se": 0.13325414130816127,
                "event_time": 10,
                "mass": 625.0
              },
              {
                "group": 10,
                "year": 21,
                "att": 0.3167477115981588,
                "se": 0.13818241343947996,
                "event_time": 11,
                "mass": 594.0
              },
              {
                "group": 11,
                "year": 1,
                "att": -1.3290650424031392,
                "se": 0.08812749935199606,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 2,
                "att": -0.5642378215190584,
                "se": 0.07053982619884852,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 3,
                "att": -1.029344640195455,
                "se": 0.07361195762352438,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 4,
                "att": -1.446811462312905,
                "se": 0.0737265901045053,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 5,
                "att": -1.0566871198813765,
                "se": 0.09488307455858926,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 6,
                "att": -1.2293584001057651,
                "se": 0.09327855406461934,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 7,
                "att": -2.2155713603459435,
                "se": 0.06996494854488244,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 8,
                "att": -1.3618506880068282,
                "se": 0.06353632545023367,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 9,
                "att": -0.7816216347134144,
                "se": 0.07496199539833641,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 10,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 11,
                "att": -1.072589447743328,
                "se": 0.07262532435169558,
                "event_time": 0,
                "mass": 242.0
              },
              {
                "group": 11,
                "year": 12,
                "att": -0.47294678293303394,
                "se": 0.08593108843650189,
                "event_time": 1,
                "mass": 280.0
              },
              {
                "group": 11,
                "year": 13,
                "att": -1.1570427981443234,
                "se": 0.08194147035277137,
                "event_time": 2,
                "mass": 302.0
              },
              {
                "group": 11,
                "year": 14,
                "att": -0.28765097545756985,
                "se": 0.0814677283269975,
                "event_time": 3,
                "mass": 246.0
              },
              {
                "group": 11,
                "year": 15,
                "att": -0.9803799484579873,
                "se": 0.07154633758101214,
                "event_time": 4,
                "mass": 259.0
              },
              {
                "group": 11,
                "year": 16,
                "att": -1.194067419057122,
                "se": 0.0813338230172664,
                "event_time": 5,
                "mass": 292.0
              },
              {
                "group": 11,
                "year": 17,
                "att": -0.8879852798554632,
                "se": 0.08221099618508015,
                "event_time": 6,
                "mass": 236.0
              },
              {
                "group": 11,
                "year": 18,
                "att": -1.250309659344981,
                "se": 0.08160317605733473,
                "event_time": 7,
                "mass": 245.0
              },
              {
                "group": 11,
                "year": 19,
                "att": -0.5217954092804046,
                "se": 0.09489674752360326,
                "event_time": 8,
                "mass": 248.0
              },
              {
                "group": 11,
                "year": 20,
                "att": -0.17370673392382943,
                "se": 0.1046891487617118,
                "event_time": 9,
                "mass": 262.0
              },
              {
                "group": 11,
                "year": 21,
                "att": -1.0066002716163585,
                "se": 0.10898398068362702,
                "event_time": 10,
                "mass": 266.0
              },
              {
                "group": 12,
                "year": 1,
                "att": 0.7054426640065727,
                "se": 0.10972857001102675,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 2,
                "att": 1.028870838971005,
                "se": 0.09362724597290141,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 3,
                "att": 1.1594165996491357,
                "se": 0.10354407552745643,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 4,
                "att": 1.1571366587460854,
                "se": 0.10574618027505484,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 5,
                "att": 1.1615652800832155,
                "se": 0.1244673799993254,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 6,
                "att": 1.7670151176344828,
                "se": 0.11155199569781919,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 7,
                "att": 1.7579579060446324,
                "se": 0.08577401778846544,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 8,
                "att": 1.058520541294626,
                "se": 0.09776087313142427,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 9,
                "att": 0.35422274573237333,
                "se": 0.11706677216787113,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 10,
                "att": 0.26461924646560386,
                "se": 0.07354225274181868,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 11,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 12,
                "att": 0.374854438806139,
                "se": 0.09388978517057502,
                "event_time": 0,
                "mass": 268.0
              },
              {
                "group": 12,
                "year": 13,
                "att": 0.6347653071522599,
                "se": 0.08125813308057721,
                "event_time": 1,
                "mass": 248.0
              },
              {
                "group": 12,
                "year": 14,
                "att": -0.640235020001197,
                "se": 0.08545421199286223,
                "event_time": 2,
                "mass": 253.0
              },
              {
                "group": 12,
                "year": 15,
                "att": 0.5937631991158605,
                "se": 0.10349140313335833,
                "event_time": 3,
                "mass": 260.0
              },
              {
                "group": 12,
                "year": 16,
                "att": 0.6880105761383869,
                "se": 0.11466063163732348,
                "event_time": 4,
                "mass": 268.0
              },
              {
                "group": 12,
                "year": 17,
                "att": 0.6412147549656024,
                "se": 0.10349158415799324,
                "event_time": 5,
                "mass": 232.0
              },
              {
                "group": 12,
                "year": 18,
                "att": 0.7640579034268553,
                "se": 0.09227776273193387,
                "event_time": 6,
                "mass": 270.0
              },
              {
                "group": 12,
                "year": 19,
                "att": 0.4795515913365239,
                "se": 0.12399306605497491,
                "event_time": 7,
                "mass": 245.0
              },
              {
                "group": 12,
                "year": 20,
                "att": 0.04530093519233312,
                "se": 0.1275735239385267,
                "event_time": 8,
                "mass": 309.0
              },
              {
                "group": 12,
                "year": 21,
                "att": -0.2031889444153741,
                "se": 0.11450123548831569,
                "event_time": 9,
                "mass": 302.0
              },
              {
                "group": 13,
                "year": 1,
                "att": -0.23001402614034874,
                "se": 0.14856879461697292,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 2,
                "att": -0.03587605419630429,
                "se": 0.4343726296291483,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 3,
                "att": 0.286340521991465,
                "se": 0.47323094039106234,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 4,
                "att": 0.2078564469158745,
                "se": 0.49412769002233564,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 5,
                "att": 0.4478852302737874,
                "se": 0.4077134864209359,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 6,
                "att": 0.5260087077340069,
                "se": 0.5479124871494042,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 7,
                "att": 0.43467842322522277,
                "se": 0.4379979826715118,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 8,
                "att": 0.5546299764329823,
                "se": 0.3293766679304448,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 9,
                "att": 0.2751295349731156,
                "se": 0.39937393745816413,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 10,
                "att": 0.5599324039967117,
                "se": 0.6051046289300032,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 11,
                "att": 0.81551261440446,
                "se": 0.395881979138503,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 12,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 13,
                "att": 0.5790001144197626,
                "se": 0.3935327115373265,
                "event_time": 0,
                "mass": 950.0
              },
              {
                "group": 13,
                "year": 14,
                "att": 0.23326304929397165,
                "se": 0.23132335385327255,
                "event_time": 1,
                "mass": 949.0
              },
              {
                "group": 13,
                "year": 15,
                "att": 0.1000988421716889,
                "se": 0.17831601596341498,
                "event_time": 2,
                "mass": 873.0
              },
              {
                "group": 13,
                "year": 16,
                "att": 0.8367551812556153,
                "se": 0.5105618306988368,
                "event_time": 3,
                "mass": 894.0
              },
              {
                "group": 13,
                "year": 17,
                "att": 0.3905426592479486,
                "se": 0.3914399679331855,
                "event_time": 4,
                "mass": 976.0
              },
              {
                "group": 13,
                "year": 18,
                "att": 0.6411650216967498,
                "se": 0.3743917787688206,
                "event_time": 5,
                "mass": 893.0
              },
              {
                "group": 13,
                "year": 19,
                "att": -0.19530598229841217,
                "se": 0.2653524369829399,
                "event_time": 6,
                "mass": 902.0
              },
              {
                "group": 13,
                "year": 20,
                "att": 0.9077569938204297,
                "se": 0.2732864975839776,
                "event_time": 7,
                "mass": 822.0
              },
              {
                "group": 13,
                "year": 21,
                "att": 1.012801410032305,
                "se": 0.2918276025050281,
                "event_time": 8,
                "mass": 797.0
              },
              {
                "group": 14,
                "year": 1,
                "att": 0.7514678657145758,
                "se": 0.10883692279727326,
                "event_time": -13,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 2,
                "att": 0.3853772663384464,
                "se": 0.16555476804394328,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 3,
                "att": 1.3886481240132642,
                "se": 0.10998647415815949,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 4,
                "att": 0.4362444908485554,
                "se": 0.11817551508380998,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 5,
                "att": 0.5555719808351042,
                "se": 0.2229555203141971,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 6,
                "att": 0.31982525842298815,
                "se": 0.25378266575944297,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 7,
                "att": 0.6607974704294586,
                "se": 0.08514739090668365,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 8,
                "att": 0.4841445652105511,
                "se": 0.26719129818742654,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 9,
                "att": 0.4981525489312453,
                "se": 0.15170435110885874,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 10,
                "att": 0.014467908368053934,
                "se": 0.23372815940067934,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 11,
                "att": 0.5843024264441117,
                "se": 0.19168979244081552,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 12,
                "att": 0.6577277276709254,
                "se": 0.23179898747277342,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 13,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 14,
                "att": -0.02143617248815834,
                "se": 0.08345393108547265,
                "event_time": 0,
                "mass": 316.0
              },
              {
                "group": 14,
                "year": 15,
                "att": 0.5220318307565535,
                "se": 0.10268095012727663,
                "event_time": 1,
                "mass": 271.0
              },
              {
                "group": 14,
                "year": 16,
                "att": 0.020722781631478598,
                "se": 0.14696910645880842,
                "event_time": 2,
                "mass": 284.0
              },
              {
                "group": 14,
                "year": 17,
                "att": 0.10639771214393895,
                "se": 0.2847276243597015,
                "event_time": 3,
                "mass": 285.0
              },
              {
                "group": 14,
                "year": 18,
                "att": 0.5942532114777646,
                "se": 0.11491944590847038,
                "event_time": 4,
                "mass": 286.0
              },
              {
                "group": 14,
                "year": 19,
                "att": -0.04532713399864686,
                "se": 0.1271139830299989,
                "event_time": 5,
                "mass": 335.0
              },
              {
                "group": 14,
                "year": 20,
                "att": -0.2292344360681464,
                "se": 0.15122495064277255,
                "event_time": 6,
                "mass": 313.0
              },
              {
                "group": 14,
                "year": 21,
                "att": -0.13798439811505625,
                "se": 0.4297195647638933,
                "event_time": 7,
                "mass": 280.0
              },
              {
                "group": 15,
                "year": 1,
                "att": 0.40142012800682064,
                "se": 0.22232224178734264,
                "event_time": -14,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 2,
                "att": 0.39558722022444587,
                "se": 0.13757259566533933,
                "event_time": -13,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 3,
                "att": 0.827505684315962,
                "se": 0.15941021183372306,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 4,
                "att": 0.729982966181992,
                "se": 0.42888625744610337,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 5,
                "att": 1.0221277277150231,
                "se": 0.21249190787003158,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 6,
                "att": 1.028713688624889,
                "se": 0.3354620500657299,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 7,
                "att": 0.9560390457362822,
                "se": 0.3024051786438881,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 8,
                "att": 0.3957871387041981,
                "se": 0.207559004961842,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 9,
                "att": 0.6454936274524695,
                "se": 0.1315998860937528,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 10,
                "att": -0.268264257833149,
                "se": 0.1915056656522012,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 11,
                "att": 0.3491242236740223,
                "se": 0.128010787857958,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 12,
                "att": 0.37028750770255103,
                "se": 0.16468036732095773,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 13,
                "att": 0.8239251836863887,
                "se": 0.23919709766904798,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 14,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 15,
                "att": 0.005591069875178368,
                "se": 0.17599871625380575,
                "event_time": 0,
                "mass": 370.0
              },
              {
                "group": 15,
                "year": 16,
                "att": -0.010102842546699832,
                "se": 0.09988912181406373,
                "event_time": 1,
                "mass": 361.0
              },
              {
                "group": 15,
                "year": 17,
                "att": -0.10564747692111774,
                "se": 0.2459627198230753,
                "event_time": 2,
                "mass": 379.0
              },
              {
                "group": 15,
                "year": 18,
                "att": 0.05249695584164208,
                "se": 0.2599914447443832,
                "event_time": 3,
                "mass": 405.0
              },
              {
                "group": 15,
                "year": 19,
                "att": 0.07111721948011186,
                "se": 0.35763968540464525,
                "event_time": 4,
                "mass": 413.0
              },
              {
                "group": 15,
                "year": 20,
                "att": -0.17302638005860313,
                "se": 0.2005309641231871,
                "event_time": 5,
                "mass": 492.0
              },
              {
                "group": 15,
                "year": 21,
                "att": 0.1937073890213392,
                "se": 0.16271118543798588,
                "event_time": 6,
                "mass": 518.0
              },
              {
                "group": 16,
                "year": 1,
                "att": 0.669221709922926,
                "se": 0.09410790737585574,
                "event_time": -15,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 2,
                "att": -0.09148468132510801,
                "se": 0.07890899905859239,
                "event_time": -14,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 3,
                "att": -0.03647660103927226,
                "se": 0.09413212879083896,
                "event_time": -13,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 4,
                "att": 0.19024846927373668,
                "se": 0.0777741208823817,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 5,
                "att": 0.6273531132846832,
                "se": 0.0987274070722519,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 6,
                "att": 0.34117791604817854,
                "se": 0.0886269875112161,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 7,
                "att": -0.08527534360516692,
                "se": 0.07505434475826844,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 8,
                "att": 0.11617064441537146,
                "se": 0.08155791631328677,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 9,
                "att": -0.42563021706218956,
                "se": 0.09895450023823196,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 10,
                "att": -0.06569624686834127,
                "se": 0.07367846844963216,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 11,
                "att": -0.20723969252653296,
                "se": 0.10661443539118351,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 12,
                "att": -0.33762402369543965,
                "se": 0.10608033194806549,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 13,
                "att": -0.254523119686886,
                "se": 0.09689981261805893,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 14,
                "att": -0.8340266006869121,
                "se": 0.09865825183352399,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 15,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 16,
                "att": 0.15372803645580677,
                "se": 0.10390047398005914,
                "event_time": 0,
                "mass": 303.0
              },
              {
                "group": 16,
                "year": 17,
                "att": 0.06807285338649952,
                "se": 0.10170563892249192,
                "event_time": 1,
                "mass": 311.0
              },
              {
                "group": 16,
                "year": 18,
                "att": -0.31297383472614687,
                "se": 0.10774844791140895,
                "event_time": 2,
                "mass": 337.0
              },
              {
                "group": 16,
                "year": 19,
                "att": -0.8595555533703663,
                "se": 0.1223202666711254,
                "event_time": 3,
                "mass": 322.0
              },
              {
                "group": 16,
                "year": 20,
                "att": -0.7561590804942023,
                "se": 0.11796501970142603,
                "event_time": 4,
                "mass": 374.0
              },
              {
                "group": 16,
                "year": 21,
                "att": -0.35787186791817227,
                "se": 0.12232193250391454,
                "event_time": 5,
                "mass": 387.0
              },
              {
                "group": 19,
                "year": 1,
                "att": 0.687355157651606,
                "se": 0.16650559720880165,
                "event_time": -18,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 2,
                "att": 1.0849417875348506,
                "se": 0.12539603343610473,
                "event_time": -17,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 3,
                "att": 1.7257245766949736,
                "se": 0.1764759986711399,
                "event_time": -16,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 4,
                "att": 1.109028042581419,
                "se": 0.19043628842195262,
                "event_time": -15,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 5,
                "att": 1.2977286971804907,
                "se": 0.14809191293887156,
                "event_time": -14,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 6,
                "att": 1.638669369554037,
                "se": 0.1420815512582161,
                "event_time": -13,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 7,
                "att": 0.8654674164042899,
                "se": 0.13715201954593767,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 8,
                "att": 1.1353720717928848,
                "se": 0.18512542334945944,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 9,
                "att": 1.5138935152963027,
                "se": 0.12527910543729717,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 10,
                "att": 1.3165786957268941,
                "se": 0.14301086762721907,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 11,
                "att": -0.3075961706411339,
                "se": 0.09848763604749484,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 12,
                "att": 0.11520236318049033,
                "se": 0.18813079037728817,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 13,
                "att": 0.0771249579690557,
                "se": 0.10790783458593659,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 14,
                "att": 0.5798471854782322,
                "se": 0.11145231519632899,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 15,
                "att": 1.1103770528390697,
                "se": 0.11018942754986315,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 16,
                "att": 1.8426981882899964,
                "se": 0.14523191257491375,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 17,
                "att": 0.22594556896518783,
                "se": 0.11328751298152423,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 18,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 19,
                "att": 0.000237197076983962,
                "se": 0.14247557847296485,
                "event_time": 0,
                "mass": 268.0
              },
              {
                "group": 19,
                "year": 20,
                "att": 1.0081787773372655,
                "se": 0.18493629784704277,
                "event_time": 1,
                "mass": 293.0
              },
              {
                "group": 19,
                "year": 21,
                "att": 1.3080353262776419,
                "se": 0.18345858130072207,
                "event_time": 2,
                "mass": 271.0
              }
            ],
            "treated_cell_att": -0.3010250220045649,
            "treated_cell_se": 0.102299802247384,
            "checks": {
              "input_rows": 1826,
              "retained_rows": 1826,
              "all_observed_post_cells_estimated": true,
              "dynamic_cluster_se_error": 0.0
            },
            "target": "Equal average of nonnegative native CS-DID event-time effects",
            "donor_rule": "notyettreated",
            "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty",
            "warnings": [
              "Be aware that there are some small groups in your dataset.\n  Check groups: 6,9,10,11,12,13,14,15,16,19.",
              "No (treated or control) units for group 6 in time period 12; setting ATT to NA.",
              "No (treated or control) units for group 6 in time period 15; setting ATT to NA.",
              "No (treated or control) units for group 6 in time period 16; setting ATT to NA.",
              "No (treated or control) units for group 6 in time period 17; setting ATT to NA.",
              "No (treated or control) units for group 6 in time period 20; setting ATT to NA.",
              "No (treated or control) units for group 6 in time period 21; setting ATT to NA.",
              "Not returning pre-test Wald statistic due to singular covariance matrix",
              "Time-varying weights detected. For balanced panel data, the default behavior uses the weight from the earlier of the two time periods in each 2x2 comparison (the base period for post-treatment cells). Use the 'fix_weights' argument to control this behavior."
            ],
            "seconds": 0.49961754074320197,
            "status": "estimated"
          },
          {
            "method": "SDID",
            "status": "failed",
            "reason": "ValueError: masked SDID weight optimizer did not converge; increase max_iterations or check overlap",
            "parameters": {
              "max_iterations": 20000
            },
            "crabbymetrics_build": {
              "source_commit": "cb3fcc0e8664cdbb6848d3998ddc4365d65740dc",
              "extension_sha256": "3e1dd2e2bd6d38612b9200b15094fc37138cd002749f8b31148d6265fc533cbd"
            }
          },
          {
            "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": -0.21591249551537536,
            "event_study": [
              {
                "event_time": -18,
                "estimate": -0.1052211787459382,
                "raw_gap": -0.1052211787459382,
                "n": 2,
                "n_cells": 2,
                "weight_sum": 320.0,
                "relative_to_minus_one": -0.07143869182765472
              },
              {
                "event_time": -17,
                "estimate": 0.19588138837038216,
                "raw_gap": 0.19588138837038216,
                "n": 2,
                "n_cells": 2,
                "weight_sum": 315.0,
                "relative_to_minus_one": 0.22966387528866564
              },
              {
                "event_time": -16,
                "estimate": 0.21134685811934126,
                "raw_gap": 0.21134685811934126,
                "n": 2,
                "n_cells": 2,
                "weight_sum": 306.0,
                "relative_to_minus_one": 0.24512934503762474
              },
              {
                "event_time": -15,
                "estimate": 0.19027261272407126,
                "raw_gap": 0.19027261272407126,
                "n": 2,
                "n_cells": 2,
                "weight_sum": 702.0,
                "relative_to_minus_one": 0.22405509964235473
              },
              {
                "event_time": -14,
                "estimate": -0.01561058474544684,
                "raw_gap": -0.01561058474544684,
                "n": 5,
                "n_cells": 5,
                "weight_sum": 1099.0,
                "relative_to_minus_one": 0.018171902172836644
              },
              {
                "event_time": -13,
                "estimate": 0.0828163201651638,
                "raw_gap": 0.0828163201651638,
                "n": 7,
                "n_cells": 7,
                "weight_sum": 1473.0,
                "relative_to_minus_one": 0.11659880708344728
              },
              {
                "event_time": -12,
                "estimate": -0.04403357305620342,
                "raw_gap": -0.04403357305620342,
                "n": 9,
                "n_cells": 9,
                "weight_sum": 2412.0,
                "relative_to_minus_one": -0.010251086137919939
              },
              {
                "event_time": -11,
                "estimate": 0.044900658264917334,
                "raw_gap": 0.044900658264917334,
                "n": 9,
                "n_cells": 9,
                "weight_sum": 2628.0,
                "relative_to_minus_one": 0.07868314518320083
              },
              {
                "event_time": -10,
                "estimate": 0.04019648748651419,
                "raw_gap": 0.04019648748651419,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 3067.0,
                "relative_to_minus_one": 0.07397897440479767
              },
              {
                "event_time": -9,
                "estimate": 0.05451831246075289,
                "raw_gap": 0.05451831246075289,
                "n": 12,
                "n_cells": 12,
                "weight_sum": 3587.0,
                "relative_to_minus_one": 0.08830079937903637
              },
              {
                "event_time": -8,
                "estimate": -0.08190531858884115,
                "raw_gap": -0.08190531858884115,
                "n": 15,
                "n_cells": 15,
                "weight_sum": 4520.0,
                "relative_to_minus_one": -0.04812283167055766
              },
              {
                "event_time": -7,
                "estimate": -0.011019992189581978,
                "raw_gap": -0.011019992189581978,
                "n": 31,
                "n_cells": 31,
                "weight_sum": 9710.0,
                "relative_to_minus_one": 0.022762494728701507
              },
              {
                "event_time": -6,
                "estimate": 0.008487126913729494,
                "raw_gap": 0.008487126913729494,
                "n": 39,
                "n_cells": 39,
                "weight_sum": 12355.0,
                "relative_to_minus_one": 0.04226961383201298
              },
              {
                "event_time": -5,
                "estimate": -0.017987689717419188,
                "raw_gap": -0.017987689717419188,
                "n": 40,
                "n_cells": 40,
                "weight_sum": 12860.0,
                "relative_to_minus_one": 0.015794797200864297
              },
              {
                "event_time": -4,
                "estimate": -0.05962827436411842,
                "raw_gap": -0.05962827436411842,
                "n": 41,
                "n_cells": 41,
                "weight_sum": 12881.0,
                "relative_to_minus_one": -0.025845787445834933
              },
              {
                "event_time": -3,
                "estimate": 0.01858164841114406,
                "raw_gap": 0.01858164841114406,
                "n": 41,
                "n_cells": 41,
                "weight_sum": 12727.0,
                "relative_to_minus_one": 0.05236413532942755
              },
              {
                "event_time": -2,
                "estimate": 0.055401184178062446,
                "raw_gap": 0.055401184178062446,
                "n": 41,
                "n_cells": 41,
                "weight_sum": 12499.0,
                "relative_to_minus_one": 0.08918367109634592
              },
              {
                "event_time": -1,
                "estimate": -0.033782486918283484,
                "raw_gap": -0.033782486918283484,
                "n": 41,
                "n_cells": 41,
                "weight_sum": 12418.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.2123939956819904,
                "raw_gap": -0.2123939956819904,
                "n": 41,
                "n_cells": 41,
                "weight_sum": 12336.0,
                "relative_to_minus_one": -0.17861150876370693
              },
              {
                "event_time": 1,
                "estimate": -0.08923327331218608,
                "raw_gap": -0.08923327331218608,
                "n": 40,
                "n_cells": 40,
                "weight_sum": 12071.0,
                "relative_to_minus_one": -0.0554507863939026
              },
              {
                "event_time": 2,
                "estimate": -0.26622815070190986,
                "raw_gap": -0.26622815070190986,
                "n": 40,
                "n_cells": 40,
                "weight_sum": 12188.0,
                "relative_to_minus_one": -0.23244566378362638
              },
              {
                "event_time": 3,
                "estimate": -0.13753841235087086,
                "raw_gap": -0.13753841235087086,
                "n": 39,
                "n_cells": 39,
                "weight_sum": 11948.0,
                "relative_to_minus_one": -0.10375592543258738
              },
              {
                "event_time": 4,
                "estimate": -0.05758106832127954,
                "raw_gap": -0.05758106832127954,
                "n": 38,
                "n_cells": 38,
                "weight_sum": 12249.0,
                "relative_to_minus_one": -0.023798581402996052
              },
              {
                "event_time": 5,
                "estimate": -0.19046600608205336,
                "raw_gap": -0.19046600608205336,
                "n": 38,
                "n_cells": 38,
                "weight_sum": 12384.0,
                "relative_to_minus_one": -0.15668351916376988
              },
              {
                "event_time": 6,
                "estimate": -0.3222429019475426,
                "raw_gap": -0.3222429019475426,
                "n": 35,
                "n_cells": 35,
                "weight_sum": 12048.0,
                "relative_to_minus_one": -0.2884604150292591
              },
              {
                "event_time": 7,
                "estimate": -0.3204832352781037,
                "raw_gap": -0.3204832352781037,
                "n": 34,
                "n_cells": 34,
                "weight_sum": 11199.0,
                "relative_to_minus_one": -0.2867007483598202
              },
              {
                "event_time": 8,
                "estimate": -0.20288940183448054,
                "raw_gap": -0.20288940183448054,
                "n": 32,
                "n_cells": 32,
                "weight_sum": 11114.0,
                "relative_to_minus_one": -0.16910691491619706
              },
              {
                "event_time": 9,
                "estimate": -0.26726149310078084,
                "raw_gap": -0.26726149310078084,
                "n": 30,
                "n_cells": 30,
                "weight_sum": 10751.0,
                "relative_to_minus_one": -0.23347900618249737
              },
              {
                "event_time": 10,
                "estimate": -0.26017700281261147,
                "raw_gap": -0.26017700281261147,
                "n": 30,
                "n_cells": 30,
                "weight_sum": 10392.0,
                "relative_to_minus_one": -0.226394515894328
              },
              {
                "event_time": 11,
                "estimate": -0.3560530409180379,
                "raw_gap": -0.3560530409180379,
                "n": 28,
                "n_cells": 28,
                "weight_sum": 10506.0,
                "relative_to_minus_one": -0.3222705539997544
              },
              {
                "event_time": 12,
                "estimate": -0.14213492180688947,
                "raw_gap": -0.14213492180688947,
                "n": 27,
                "n_cells": 27,
                "weight_sum": 10425.0,
                "relative_to_minus_one": -0.10835243488860599
              },
              {
                "event_time": 13,
                "estimate": -0.04611519030245375,
                "raw_gap": -0.04611519030245375,
                "n": 24,
                "n_cells": 24,
                "weight_sum": 10162.0,
                "relative_to_minus_one": -0.012332703384170265
              },
              {
                "event_time": 14,
                "estimate": -0.6734615455698797,
                "raw_gap": -0.6734615455698797,
                "n": 7,
                "n_cells": 7,
                "weight_sum": 4050.0,
                "relative_to_minus_one": -0.6396790586515962
              }
            ],
            "package_event_study": {
              "event_time": [
                -18.0,
                -17.0,
                -16.0,
                -15.0,
                -14.0,
                -13.0,
                -12.0,
                -11.0,
                -10.0,
                -9.0,
                -8.0,
                -7.0,
                -6.0,
                -5.0,
                -4.0,
                -3.0,
                -2.0,
                -1.0,
                0.0,
                1.0,
                2.0,
                3.0,
                4.0,
                5.0,
                6.0,
                7.0,
                8.0,
                9.0,
                10.0,
                11.0,
                12.0,
                13.0,
                14.0
              ],
              "estimate": [
                -0.29344355931745536,
                0.3005170193582254,
                -0.04576142852702203,
                0.17442396329706966,
                0.010765724829728106,
                0.14164754484880618,
                -0.08240984072418349,
                0.09397632072317356,
                0.0940505008723819,
                0.03862634480853747,
                -0.1178935226101992,
                -0.020058991305163348,
                0.016893904543809485,
                -0.038782091416660225,
                -0.03760631330269445,
                0.04734283206328319,
                0.04477064910064031,
                -0.045637709507694635,
                -0.10563253407966018,
                -0.03385436849266452,
                -0.36217199473894396,
                -0.13519017031584082,
                -0.12917898027192126,
                -0.21814589892039815,
                -0.31892226192462414,
                -0.13906629315157465,
                -0.17559273550108107,
                -0.2541683952840029,
                -0.12231578815329218,
                -0.360128245287521,
                -0.06723997392060331,
                0.24834085030416686,
                -0.28559111102677914
              ],
              "n": [
                2.0,
                2.0,
                2.0,
                2.0,
                5.0,
                7.0,
                9.0,
                9.0,
                11.0,
                12.0,
                15.0,
                31.0,
                39.0,
                40.0,
                41.0,
                41.0,
                41.0,
                41.0,
                41.0,
                40.0,
                40.0,
                39.0,
                38.0,
                38.0,
                35.0,
                34.0,
                32.0,
                30.0,
                30.0,
                28.0,
                27.0,
                24.0,
                7.0
              ]
            },
            "sdid_pre_gap_correction": [],
            "diagnostics": {
              "converged": true,
              "iterations": 45,
              "termination_reason": "Relative objective tolerance reached",
              "objective": 0.24729844687567626,
              "lambda_l": 0.0035774254872824713,
              "singular_values": [
                7.724927803518535,
                5.250326368655302,
                4.915179904767819,
                4.266174759318475,
                3.9876209323836838,
                3.7014606153917606,
                3.2539411465344994,
                2.722574575572863,
                2.0474506273598188,
                1.9691557574580871,
                1.6568420846223448,
                1.4392112844495544,
                1.0270971014474837,
                0.8988165573002718,
                0.6052013467898978,
                0.26677451049199874,
                0.24711673259886524,
                0.01736108281608706,
                0.0,
                0.0,
                0.0
              ],
              "history_objective": [
                0.24924128755631636,
                0.24800578360281664,
                0.24761975367479255,
                0.24745811703093012,
                0.24738223289765487,
                0.24734404706805974,
                0.24732392343068615,
                0.24731296305932254,
                0.24730684476727016,
                0.24730336418532295,
                0.24730135445778662,
                0.2473001800724678,
                0.24729948708140373,
                0.24729907481519914,
                0.24729882786023544,
                0.2472986790525321,
                0.24729858892310763,
                0.24729853408627755,
                0.2472985005880033,
                0.24729848005115826,
                0.24729846741975392,
                0.24729845962784122,
                0.24729845480839863,
                0.24729845182019589,
                0.2472984499632639,
                0.2472984488069474,
                0.2472984480855368,
                0.24729844763466716,
                0.24729844735242235,
                0.24729844717547006,
                0.24729844706437484,
                0.2472984469945354,
                0.24729844695057748,
                0.24729844692287872,
                0.24729844690540648,
                0.24729844689437414,
                0.2472984468874017,
                0.24729844688299132,
                0.2472984468801992,
                0.24729844687843022,
                0.2472984468773087,
                0.24729844687659744,
                0.2472984468761455,
                0.2472984468758585,
                0.24729844687567626
              ],
              "history_rmse": [
                0.28822543401643075,
                0.2876513983450788,
                0.2876159476649159,
                0.2876263561449876,
                0.28763798411682706,
                0.2876456394437672,
                0.2876502573810735,
                0.2876530460053729,
                0.2876547712495299,
                0.2876558634369495,
                0.2876565631915861,
                0.2876570105588726,
                0.28765729157509956,
                0.28765746175538326,
                0.2876575581922175,
                0.2876576061547901,
                0.2876576229720497,
                0.2876576204930124,
                0.28765760673730817,
                0.28765758704298994,
                0.2876575648792785,
                0.2876575424253698,
                0.2876575209819069,
                0.287657501261624,
                0.2876574835927417,
                0.28765746805967335,
                0.2876574545990167,
                0.28765744306394686,
                0.2876574332665092,
                0.2876574250046308,
                0.2876574180787027,
                0.28765741230115766,
                0.28765740750143115,
                0.2876574035279555,
                0.2876574002483108,
                0.2876573975482991,
                0.28765739533042795,
                0.28765739351214037,
                0.28765739202398566,
                0.2876573908078563,
                0.2876573898153525,
                0.2876573890063181,
                0.2876573883475389,
                0.28765738781162553,
                0.2876573873760414
              ],
              "n_observed": 1826,
              "n_missing": 85,
              "n_treated_observed": 483,
              "n_untreated_observed": 1343
            },
            "checks": {
              "scalar_vs_treated_cell_average": 2.7755575615628914e-17,
              "native_scalar_vs_unweighted_matrix_average": 5.551115123125783e-17
            },
            "native_matrix_att": -0.1643577726410342,
            "matrix_preparation": {
              "source_rows": 1826,
              "matrix_shape": [
                91,
                21
              ],
              "observed_cells": 1826,
              "missing_cells": 85,
              "repeated_cells": 0,
              "minimum_cell_count": 1,
              "maximum_cell_count": 1,
              "observation_mass": 514762.0,
              "treated_observation_mass": 163823.0,
              "within_cell_aggregation": "Observation-weighted outcome mean",
              "fitting_weights": "Standard crabbymetrics objective on cell means; no cell-count precision weighting",
              "reporting_weights": "Sum of original observation weights per treated unit-period"
            },
            "seconds": 0.003931665793061256,
            "crabbymetrics": "0.9.1",
            "crabbymetrics_build": {
              "source_commit": "cb3fcc0e8664cdbb6848d3998ddc4365d65740dc",
              "extension_sha256": "3e1dd2e2bd6d38612b9200b15094fc37138cd002749f8b31148d6265fc533cbd"
            },
            "normalization": "Original source outcome / source SD; no mean subtraction",
            "target": "All observed treated observations, using configured observation weights; cell mass equals sum of row weights",
            "status": "estimated"
          },
          {
            "method": "Horizontal ridge",
            "class": "HorizontalPanelRidge",
            "parameters": {
              "penalty": 1.0
            },
            "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."
            },
            "estimate": -0.5679708940851196,
            "event_study": [
              {
                "event_time": -18,
                "estimate": -0.3870628736266672,
                "raw_gap": -0.3870628736266672,
                "n": 2,
                "n_cells": 2,
                "weight_sum": 320.0,
                "relative_to_minus_one": -0.45340657648124066
              },
              {
                "event_time": -17,
                "estimate": -1.2156551436128413,
                "raw_gap": -1.2156551436128413,
                "n": 2,
                "n_cells": 2,
                "weight_sum": 315.0,
                "relative_to_minus_one": -1.2819988464674148
              },
              {
                "event_time": -16,
                "estimate": -0.13043054411222507,
                "raw_gap": -0.13043054411222507,
                "n": 2,
                "n_cells": 2,
                "weight_sum": 306.0,
                "relative_to_minus_one": -0.19677424696679857
              },
              {
                "event_time": -15,
                "estimate": 0.013000340908744043,
                "raw_gap": 0.013000340908744043,
                "n": 2,
                "n_cells": 2,
                "weight_sum": 702.0,
                "relative_to_minus_one": -0.05334336194582944
              },
              {
                "event_time": -14,
                "estimate": -0.3114129188829037,
                "raw_gap": -0.3114129188829037,
                "n": 5,
                "n_cells": 5,
                "weight_sum": 1099.0,
                "relative_to_minus_one": -0.37775662173747715
              },
              {
                "event_time": -13,
                "estimate": -0.4469806272914156,
                "raw_gap": -0.4469806272914156,
                "n": 7,
                "n_cells": 7,
                "weight_sum": 1473.0,
                "relative_to_minus_one": -0.5133243301459891
              },
              {
                "event_time": -12,
                "estimate": 0.12629307238712217,
                "raw_gap": 0.12629307238712217,
                "n": 9,
                "n_cells": 9,
                "weight_sum": 2412.0,
                "relative_to_minus_one": 0.05994936953254869
              },
              {
                "event_time": -11,
                "estimate": 0.01047401305754844,
                "raw_gap": 0.01047401305754844,
                "n": 9,
                "n_cells": 9,
                "weight_sum": 2628.0,
                "relative_to_minus_one": -0.05586968979702504
              },
              {
                "event_time": -10,
                "estimate": -0.12713440005543258,
                "raw_gap": -0.12713440005543258,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 3067.0,
                "relative_to_minus_one": -0.19347810291000606
              },
              {
                "event_time": -9,
                "estimate": -0.06366310406281044,
                "raw_gap": -0.06366310406281044,
                "n": 12,
                "n_cells": 12,
                "weight_sum": 3587.0,
                "relative_to_minus_one": -0.13000680691738392
              },
              {
                "event_time": -8,
                "estimate": -0.03957422312715526,
                "raw_gap": -0.03957422312715526,
                "n": 15,
                "n_cells": 15,
                "weight_sum": 4520.0,
                "relative_to_minus_one": -0.10591792598172875
              },
              {
                "event_time": -7,
                "estimate": -0.04001423455822138,
                "raw_gap": -0.04001423455822138,
                "n": 31,
                "n_cells": 31,
                "weight_sum": 9710.0,
                "relative_to_minus_one": -0.10635793741279487
              },
              {
                "event_time": -6,
                "estimate": 0.001915583504969989,
                "raw_gap": 0.001915583504969989,
                "n": 39,
                "n_cells": 39,
                "weight_sum": 12355.0,
                "relative_to_minus_one": -0.06442811934960349
              },
              {
                "event_time": -5,
                "estimate": 0.01011849870998414,
                "raw_gap": 0.01011849870998414,
                "n": 40,
                "n_cells": 40,
                "weight_sum": 12860.0,
                "relative_to_minus_one": -0.05622520414458935
              },
              {
                "event_time": -4,
                "estimate": -0.009026655359629107,
                "raw_gap": -0.009026655359629107,
                "n": 41,
                "n_cells": 41,
                "weight_sum": 12881.0,
                "relative_to_minus_one": -0.0753703582142026
              },
              {
                "event_time": -3,
                "estimate": -0.02145590603539133,
                "raw_gap": -0.02145590603539133,
                "n": 41,
                "n_cells": 41,
                "weight_sum": 12727.0,
                "relative_to_minus_one": -0.08779960888996481
              },
              {
                "event_time": -2,
                "estimate": 0.017764365093835933,
                "raw_gap": 0.017764365093835933,
                "n": 41,
                "n_cells": 41,
                "weight_sum": 12499.0,
                "relative_to_minus_one": -0.048579337760737556
              },
              {
                "event_time": -1,
                "estimate": 0.06634370285457349,
                "raw_gap": 0.06634370285457349,
                "n": 41,
                "n_cells": 41,
                "weight_sum": 12418.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.040544093741510696,
                "raw_gap": -0.040544093741510696,
                "n": 41,
                "n_cells": 41,
                "weight_sum": 12336.0,
                "relative_to_minus_one": -0.10688779659608419
              },
              {
                "event_time": 1,
                "estimate": -0.09800264058631322,
                "raw_gap": -0.09800264058631322,
                "n": 40,
                "n_cells": 40,
                "weight_sum": 12071.0,
                "relative_to_minus_one": -0.16434634344088672
              },
              {
                "event_time": 2,
                "estimate": -0.13501571587781605,
                "raw_gap": -0.13501571587781605,
                "n": 40,
                "n_cells": 40,
                "weight_sum": 12188.0,
                "relative_to_minus_one": -0.20135941873238955
              },
              {
                "event_time": 3,
                "estimate": -0.29974282479788844,
                "raw_gap": -0.29974282479788844,
                "n": 39,
                "n_cells": 39,
                "weight_sum": 11948.0,
                "relative_to_minus_one": -0.3660865276524619
              },
              {
                "event_time": 4,
                "estimate": -0.37153806159578934,
                "raw_gap": -0.37153806159578934,
                "n": 38,
                "n_cells": 38,
                "weight_sum": 12249.0,
                "relative_to_minus_one": -0.4378817644503628
              },
              {
                "event_time": 5,
                "estimate": -0.5890917629007537,
                "raw_gap": -0.5890917629007537,
                "n": 38,
                "n_cells": 38,
                "weight_sum": 12384.0,
                "relative_to_minus_one": -0.6554354657553272
              },
              {
                "event_time": 6,
                "estimate": -0.8212449957219384,
                "raw_gap": -0.8212449957219384,
                "n": 35,
                "n_cells": 35,
                "weight_sum": 12048.0,
                "relative_to_minus_one": -0.8875886985765119
              },
              {
                "event_time": 7,
                "estimate": -0.7985107338519248,
                "raw_gap": -0.7985107338519248,
                "n": 34,
                "n_cells": 34,
                "weight_sum": 11199.0,
                "relative_to_minus_one": -0.8648544367064983
              },
              {
                "event_time": 8,
                "estimate": -0.684543779850658,
                "raw_gap": -0.684543779850658,
                "n": 32,
                "n_cells": 32,
                "weight_sum": 11114.0,
                "relative_to_minus_one": -0.7508874827052314
              },
              {
                "event_time": 9,
                "estimate": -0.7577921458519068,
                "raw_gap": -0.7577921458519068,
                "n": 30,
                "n_cells": 30,
                "weight_sum": 10751.0,
                "relative_to_minus_one": -0.8241358487064803
              },
              {
                "event_time": 10,
                "estimate": -0.8436415807966202,
                "raw_gap": -0.8436415807966202,
                "n": 30,
                "n_cells": 30,
                "weight_sum": 10392.0,
                "relative_to_minus_one": -0.9099852836511937
              },
              {
                "event_time": 11,
                "estimate": -0.888542415737311,
                "raw_gap": -0.888542415737311,
                "n": 28,
                "n_cells": 28,
                "weight_sum": 10506.0,
                "relative_to_minus_one": -0.9548861185918844
              },
              {
                "event_time": 12,
                "estimate": -0.62780075812998,
                "raw_gap": -0.62780075812998,
                "n": 27,
                "n_cells": 27,
                "weight_sum": 10425.0,
                "relative_to_minus_one": -0.6941444609845535
              },
              {
                "event_time": 13,
                "estimate": -0.9009851150293053,
                "raw_gap": -0.9009851150293053,
                "n": 24,
                "n_cells": 24,
                "weight_sum": 10162.0,
                "relative_to_minus_one": -0.9673288178838788
              },
              {
                "event_time": 14,
                "estimate": -1.4557197843834402,
                "raw_gap": -1.4557197843834402,
                "n": 7,
                "n_cells": 7,
                "weight_sum": 4050.0,
                "relative_to_minus_one": -1.5220634872380137
              }
            ],
            "package_event_study": {
              "event_time": [
                -18.0,
                -17.0,
                -16.0,
                -15.0,
                -14.0,
                -13.0,
                -12.0,
                -11.0,
                -10.0,
                -9.0,
                -8.0,
                -7.0,
                -6.0,
                -5.0,
                -4.0,
                -3.0,
                -2.0,
                -1.0,
                0.0,
                1.0,
                2.0,
                3.0,
                4.0,
                5.0,
                6.0,
                7.0,
                8.0,
                9.0,
                10.0,
                11.0,
                12.0,
                13.0,
                14.0
              ],
              "estimate": [
                -0.04809531186329252,
                0.07197064405325104,
                0.018111421802885275,
                0.01112956014405242,
                0.012166554970891497,
                0.021008392055239078,
                -0.012151350937385471,
                0.004075012857084954,
                0.015602774387566208,
                0.02639617395156583,
                -0.008237184934963912,
                -0.004649872394126569,
                0.0018147651639478768,
                -0.0034341088990490045,
                -0.0003838933143381175,
                0.007698307619669785,
                0.0011005997937713686,
                -0.001593415286610492,
                0.0023741400777591054,
                -0.10556200494755223,
                -0.2585329198488792,
                -0.330781722989105,
                -0.478116667290704,
                -0.6597269574503161,
                -0.8184692561911596,
                -0.6987899139256598,
                -0.653655026642344,
                -0.7867415245452397,
                -0.7668985145659283,
                -0.918635124301708,
                -0.61161807417332,
                -0.7372437100607483,
                -1.389231909571151
              ],
              "n": [
                2.0,
                2.0,
                2.0,
                2.0,
                5.0,
                7.0,
                9.0,
                9.0,
                11.0,
                12.0,
                15.0,
                31.0,
                39.0,
                40.0,
                41.0,
                41.0,
                41.0,
                41.0,
                41.0,
                40.0,
                40.0,
                39.0,
                38.0,
                38.0,
                35.0,
                34.0,
                32.0,
                30.0,
                30.0,
                28.0,
                27.0,
                24.0,
                7.0
              ]
            },
            "sdid_pre_gap_correction": [],
            "diagnostics": {
              "pre_rmse": 0.03193420303021497,
              "penalty": 1.0,
              "n_observed": 1826,
              "n_missing": 85,
              "n_treated_observed": 483,
              "n_untreated_observed": 1343,
              "missing_method": "available donors with complete-case pre-period training"
            },
            "checks": {
              "scalar_vs_treated_cell_average": 1.1102230246251565e-16,
              "native_scalar_vs_unweighted_matrix_average": 1.1102230246251565e-16
            },
            "native_matrix_att": -0.538696457853084,
            "matrix_preparation": {
              "source_rows": 1826,
              "matrix_shape": [
                91,
                21
              ],
              "observed_cells": 1826,
              "missing_cells": 85,
              "repeated_cells": 0,
              "minimum_cell_count": 1,
              "maximum_cell_count": 1,
              "observation_mass": 514762.0,
              "treated_observation_mass": 163823.0,
              "within_cell_aggregation": "Observation-weighted outcome mean",
              "fitting_weights": "Standard crabbymetrics objective on cell means; no cell-count precision weighting",
              "reporting_weights": "Sum of original observation weights per treated unit-period"
            },
            "seconds": 0.028980125207453966,
            "crabbymetrics": "0.9.1",
            "crabbymetrics_build": {
              "source_commit": "cb3fcc0e8664cdbb6848d3998ddc4365d65740dc",
              "extension_sha256": "3e1dd2e2bd6d38612b9200b15094fc37138cd002749f8b31148d6265fc533cbd"
            },
            "normalization": "Original source outcome / source SD; no mean subtraction",
            "target": "All observed treated observations, using configured observation weights; cell mass equals sum of row weights",
            "status": "estimated"
          },
          {
            "method": "Multisynth (cohort-averaged)",
            "status": "unsupported",
            "reason": "multisynth-cohort: this adapter does not implement the configured observation weights."
          },
          {
            "method": "Multisynth (individual)",
            "status": "unsupported",
            "reason": "multisynth-individual: this adapter does not implement the configured observation weights."
          }
        ]
      },
      "combined_table": [
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Static TWFE",
          "Estimate (SDs)": -0.23366691007488224,
          "SE": 0.07845165503137717,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.1709364855805352,
          "SE": 0.08317486134625926,
          "Aggregation": "equal_periods",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.25921862959596104,
          "SE": 0.06952085018734032,
          "Aggregation": "equal_periods",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": -0.2413395907640687,
          "SE": 0.06611497792219405,
          "Aggregation": "equal_periods",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID",
          "Estimate (SDs)": -0.33832667700852487,
          "SE": 0.09836334653015041,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (treated cells)",
          "Estimate (SDs)": -0.3010250220045649,
          "SE": 0.102299802247384,
          "Aggregation": "Treated cells",
          "Event study": "Same CS-DID path",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "SDID",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "failed",
          "Note": "ValueError: masked SDID weight optimizer did not converge; increase max_iterations or check overlap"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Matrix completion",
          "Estimate (SDs)": -0.21591249551537536,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Horizontal ridge",
          "Estimate (SDs)": -0.5679708940851196,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (cohort-averaged)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-cohort: this adapter does not implement the configured observation weights."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (individual)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-individual: this adapter does not implement the configured observation weights."
        }
      ],
      "adapter_sha256": {
        "validate_template.py": "9c8cc9bb42c9d4eb4f48bfa0a6ee09498fe83516d08aa9f26a49c21c4686618a",
        "mtgpax_worker.py": "7279b1b2aaa3f5909cd39ac1964d2e9c75907219011fe661a015511131affa85",
        "csdid_general.py": "07619c3b3dfee796ae9e4842afdbc6e367a74cece254ede73f7c403dfc924f6d",
        "runner.py": "3d6f87d28c1a24f0efe21b6d9b06d77866b0d16abcfdaaaef47465cc9cc1078e",
        "matrix_inputs.py": "3f675276f9022147996dd5b62762721be2dd436d5db171491a286b05628176ae",
        "csdid_model.py": "b9fd5536d4886e99a707d2b162db5b11da3ff463930eca5b7590d27500096a3f",
        "multisynth_model.R": "3ae0740c5b75b14f563dacc9961688e8286655866a6b435045a3ef6f453c1604",
        "csdid_streaming.py": "378198e98c44bd46862601bdcb514b19d9ea4038cddc38dad7fdba9b0aa0216b",
        "multisynth_sparse.R": "f9ab3d8d7f7b52a79ccd694c7173f626276a0830f23bb79e527c88c0f0292540",
        "matrix_models.py": "2fddc228b899ed1c806fd1bd7feef84c5164b4c9d472d0218d2f1491a47a302b",
        "csdid_aggregations.py": "cbed0fb13450d9398f9a59d53dbfdf8e275a74daa01158c38c0f3396a3e8c6ee",
        "bootstrap_matrix.py": "a55b171313d43a703063c87e668021b75eb3153fa30795b9ae3d9e2721d9b9d0",
        "eligibility.py": "f0eb686ff3f13e89c8f3d85f49890601c4a7f9a611a2938753be599b8ceac9a6"
      },
      "scalar_ranges": [
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Static TWFE",
          "Estimate (SDs)": -0.23366691007488224,
          "SE": 0.07845165503137717,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": "",
          "lower": -0.38952481580179393,
          "upper": -0.07780900434797056,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.1709364855805352,
          "SE": 0.08317486134625926,
          "Aggregation": "equal_periods",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.3361778650437144,
          "upper": -0.005695106117355991,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.25921862959596104,
          "SE": 0.06952085018734032,
          "Aggregation": "equal_periods",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.39733393271123085,
          "upper": -0.12110332648069125,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": -0.2413395907640687,
          "SE": 0.06611497792219405,
          "Aggregation": "equal_periods",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.37268853416128334,
          "upper": -0.10999064736685407,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (equal event-time)",
          "Estimate (SDs)": -0.33832667700852487,
          "SE": 0.09836334653015041,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.5311152936064526,
          "upper": -0.14553806041059716,
          "ci_level": 0.95,
          "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (treated cells)",
          "Estimate (SDs)": -0.3010250220045649,
          "SE": 0.102299802247384,
          "Aggregation": "Treated cells",
          "Event study": "Same CS-DID path",
          "Status": "estimated",
          "Note": "",
          "lower": -0.5015289500350072,
          "upper": -0.10052109397412257,
          "ci_level": 0.95,
          "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "SDID",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "failed",
          "Note": "ValueError: masked SDID weight optimizer did not converge; increase max_iterations or check overlap",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Matrix completion",
          "Estimate (SDs)": -0.21591249551537536,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Horizontal ridge",
          "Estimate (SDs)": -0.5679708940851196,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (cohort-averaged)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-cohort: this adapter does not implement the configured observation weights.",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (individual)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-individual: this adapter does not implement the configured observation weights.",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        }
      ],
      "reporting_source": {
        "path": "templates/reporting/comparison_report.py",
        "sha256": "94e9c5116a13335ead2db81834cac48593160291aea51c30c12fe3e11e5da1ce"
      }
    },
    "finished": 1791602773.156557,
    "scalar_ranges": [
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Static TWFE",
        "Estimate (SDs)": -0.23366691007488224,
        "SE": 0.07845165503137717,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": "",
        "lower": -0.38952481580179393,
        "upper": -0.07780900434797056,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": -0.1709364855805352,
        "SE": 0.08317486134625926,
        "Aggregation": "equal_periods",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.3361778650437144,
        "upper": -0.005695106117355991,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": -0.25921862959596104,
        "SE": 0.06952085018734032,
        "Aggregation": "equal_periods",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.39733393271123085,
        "upper": -0.12110332648069125,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": -0.2413395907640687,
        "SE": 0.06611497792219405,
        "Aggregation": "equal_periods",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.37268853416128334,
        "upper": -0.10999064736685407,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (equal event-time)",
        "Estimate (SDs)": -0.33832667700852487,
        "SE": 0.09836334653015041,
        "Aggregation": "Equal post-event times",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.5311152936064526,
        "upper": -0.14553806041059716,
        "ci_level": 0.95,
        "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (treated cells)",
        "Estimate (SDs)": -0.3010250220045649,
        "SE": 0.102299802247384,
        "Aggregation": "Treated cells",
        "Event study": "Same CS-DID path",
        "Status": "estimated",
        "Note": "",
        "lower": -0.5015289500350072,
        "upper": -0.10052109397412257,
        "ci_level": 0.95,
        "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "SDID",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "failed",
        "Note": "ValueError: masked SDID weight optimizer did not converge; increase max_iterations or check overlap",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Matrix completion",
        "Estimate (SDs)": -0.21591249551537536,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Horizontal ridge",
        "Estimate (SDs)": -0.5679708940851196,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Multisynth (cohort-averaged)",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "multisynth-cohort: this adapter does not implement the configured observation weights.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Multisynth (individual)",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "multisynth-individual: this adapter does not implement the configured observation weights.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      }
    ]
  },
  {
    "study_id": 16,
    "specification_id": "S16-P002",
    "source_specification_id": "GIFT-F4-LOGIMR-CSA-POOL",
    "role": "active_comparison",
    "published_source_location": "Main Figure4 row3",
    "outcome_label": "",
    "outcome_variable": "",
    "treatment_label": "",
    "unit_fixed_effects": "",
    "time_fixed_effects": "",
    "allowed_adjustments": "",
    "published_weights": "",
    "published_clustering": "",
    "panel_structure": "aggregate_county_panel",
    "design": "panel",
    "descriptive_metadata_status": "recorded_source_fields",
    "title": "The Gift of a Lifetime",
    "status": "ready",
    "reason": "",
    "config": "analyses/full-archive/configs/S16-P002.json",
    "input_bytes": 27635,
    "specification_type": "event_study_post_average",
    "run_status": "completed",
    "expanded_status": "processed",
    "expanded_reason": null,
    "regression_result": {
      "schema": "did-replication-v2",
      "config": {
        "outcomes": [
          "y"
        ],
        "treatments": [
          "d"
        ],
        "unit": "unit",
        "time": "time",
        "cluster": "cluster",
        "covariates": [],
        "baseline_by_time": [],
        "weight": "weight",
        "period_step": 1,
        "period_values": null,
        "display_window": [
          -10,
          10
        ],
        "seed": 20261008,
        "panelview_max_units": 100,
        "test_mode": "classical",
        "test_horizon": null,
        "post_horizon": 6,
        "post_weighting": "equal_periods",
        "sample_query": null,
        "reversal_policy": "drop_post_untreated",
        "labels": {},
        "allow_repeated_cells": true,
        "time_fe": null,
        "unit_fe": null,
        "frequency_weights": false,
        "source_sd": null,
        "require_never_control_periods": false,
        "latest_cohort_control": true,
        "slug": "s16-p002",
        "specification_id": "S16-P002",
        "source_specification_id": "GIFT-F4-LOGIMR-CSA-POOL",
        "study_id": 16,
        "study": "The Gift of a Lifetime",
        "citation": "Hollingsworth et al. (2024), AER. https://doi.org/10.1257/aer.20230008",
        "description": "GIFT-F4-LOGIMR-CSA-POOL",
        "data": "analyses/full-archive/prepared/S16-P002.parquet",
        "output_dir": "analyses/full-archive/results/S16-P002"
      },
      "source": {
        "file": "S16-P002.parquet",
        "bytes": 27635,
        "sha256": "5f4444f279b24009f924d7f4e3aff82e2db6799991461be0ab329b7f1b5d6506"
      },
      "versions": {
        "pyfixest": "0.60.0",
        "polars": "2.0.0",
        "duckreg": "0.4.1",
        "numpy": "2.5.3",
        "pandas": "3.0.6"
      },
      "specifications": {
        "y__d": {
          "sample": {
            "outcome": "y",
            "treatment": "d",
            "source_rows": 2100,
            "source_sd": 0.41442676800113726,
            "rows": 2100,
            "units": 100,
            "clusters": 100,
            "treated_units": 48,
            "never_treated_units": 52,
            "treated_cohorts": 12,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 2100,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 0,
            "post_adoption_untreated_rows_removed": 0,
            "units_without_minus_one_removed": 0,
            "additional_rows_removed": 0
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.2117096306578617,
              "se": 0.07301432358288644,
              "pvalue": 0.004603171742474325,
              "lower": -0.35658588921964085,
              "upper": -0.0668333720960825
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.14510364668274423,
              "se": 0.06949831128273105,
              "pvalue": 0.039376403529609166,
              "lower": -0.2830033740365687,
              "upper": -0.0072039193289197
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.21184958315837626,
              "se": 0.07062501821624742,
              "pvalue": 0.0034192124136663018,
              "lower": -0.35198494150915394,
              "upper": -0.07171422480759862
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": -0.2139493432167725,
              "se": 0.07855794338028362,
              "pvalue": 0.0076369066161616934,
              "lower": -0.3698253461536972,
              "upper": -0.058073340279847785
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -18,
                "estimate": 0.3410623696863391,
                "se": 0.38573683652204904,
                "pvalue": 0.37873912892171224,
                "lower": -0.4243232001920293,
                "upper": 1.1064479395647075
              },
              {
                "event_time": -17,
                "estimate": 0.4226544969133027,
                "se": 0.24732510699638274,
                "pvalue": 0.09060226850614685,
                "lower": -0.06809217294184433,
                "upper": 0.9134011667684497
              },
              {
                "event_time": -16,
                "estimate": -0.0025951321964009784,
                "se": 0.5895881420579439,
                "pvalue": 0.9964968986212531,
                "lower": -1.172465918122114,
                "upper": 1.1672756537293119
              },
              {
                "event_time": -15,
                "estimate": 0.5029229447446356,
                "se": 0.45092989078094,
                "pvalue": 0.2674211016917481,
                "lower": -0.39181978851991717,
                "upper": 1.3976656780091883
              },
              {
                "event_time": -14,
                "estimate": 0.4246318226164479,
                "se": 0.29766484497611057,
                "pvalue": 0.156857622917173,
                "lower": -0.16599980867649372,
                "upper": 1.0152634539093894
              },
              {
                "event_time": -13,
                "estimate": 0.057629422295755225,
                "se": 0.1392477075262405,
                "pvalue": 0.6798699371663609,
                "lower": -0.2186682394473587,
                "upper": 0.33392708403886917
              },
              {
                "event_time": -12,
                "estimate": -0.03295639267530468,
                "se": 0.18668559824126513,
                "pvalue": 0.8602349171107893,
                "lower": -0.4033811213226744,
                "upper": 0.337468335972065
              },
              {
                "event_time": -11,
                "estimate": -0.10201129011534733,
                "se": 0.2285770644059216,
                "pvalue": 0.6563635682619645,
                "lower": -0.5555577760534373,
                "upper": 0.35153519582274256
              },
              {
                "event_time": -10,
                "estimate": -0.0524848950202959,
                "se": 0.17609654084467888,
                "pvalue": 0.7662925503046306,
                "lower": -0.40189863648003765,
                "upper": 0.29692884643944584
              },
              {
                "event_time": -9,
                "estimate": 0.23531192244010776,
                "se": 0.18195235791169467,
                "pvalue": 0.19893034072990415,
                "lower": -0.1257210305093958,
                "upper": 0.5963448753896113
              },
              {
                "event_time": -8,
                "estimate": 0.025017920205800168,
                "se": 0.17561885652449674,
                "pvalue": 0.887009530971982,
                "lower": -0.3234479919283291,
                "upper": 0.3734838323399295
              },
              {
                "event_time": -7,
                "estimate": 0.06230195153432221,
                "se": 0.14481020239419637,
                "pvalue": 0.6679621538842779,
                "lower": -0.2250329068189022,
                "upper": 0.34963680988754664
              },
              {
                "event_time": -6,
                "estimate": 0.020664500850866227,
                "se": 0.11642139450075151,
                "pvalue": 0.8594803264198099,
                "lower": -0.21034080364485458,
                "upper": 0.25166980534658706
              },
              {
                "event_time": -5,
                "estimate": 0.014640206539430071,
                "se": 0.11300629042943891,
                "pvalue": 0.8971836244920242,
                "lower": -0.20958879056656052,
                "upper": 0.23886920364542066
              },
              {
                "event_time": -4,
                "estimate": -0.029619475082223384,
                "se": 0.11040786214127707,
                "pvalue": 0.7890472031797421,
                "lower": -0.24869262673136155,
                "upper": 0.1894536765669148
              },
              {
                "event_time": -3,
                "estimate": 0.08640529007985827,
                "se": 0.09146334143924294,
                "pvalue": 0.3471126949459779,
                "lower": -0.09507782245262399,
                "upper": 0.26788840261234054
              },
              {
                "event_time": -2,
                "estimate": 0.08855755617918977,
                "se": 0.07468943851180636,
                "pvalue": 0.23858790522123582,
                "lower": -0.0596424938204078,
                "upper": 0.23675760617878733
              },
              {
                "event_time": 0,
                "estimate": -0.10268140873487032,
                "se": 0.06569637064129498,
                "pvalue": 0.12125090046221813,
                "lower": -0.23303726101903205,
                "upper": 0.027674443549291397
              },
              {
                "event_time": 1,
                "estimate": -0.014677184991487825,
                "se": 0.07811210280157868,
                "pvalue": 0.8513404304049437,
                "lower": -0.1696685434944411,
                "upper": 0.14031417351146547
              },
              {
                "event_time": 2,
                "estimate": -0.11348784405963937,
                "se": 0.0963383310904237,
                "pvalue": 0.24161522000416805,
                "lower": -0.30464399369680284,
                "upper": 0.07766830557752409
              },
              {
                "event_time": 3,
                "estimate": -0.14139637539076277,
                "se": 0.1012560666224201,
                "pvalue": 0.16570999414249896,
                "lower": -0.34231037923393237,
                "upper": 0.059517628452406796
              },
              {
                "event_time": 4,
                "estimate": -0.17529007478059183,
                "se": 0.10230333800677097,
                "pvalue": 0.0897624178112739,
                "lower": -0.37828209225750176,
                "upper": 0.02770194269631812
              },
              {
                "event_time": 5,
                "estimate": -0.22880432126328715,
                "se": 0.10753359087539996,
                "pvalue": 0.03584160266492932,
                "lower": -0.4421742951432142,
                "upper": -0.01543434738336008
              },
              {
                "event_time": 6,
                "estimate": -0.23938831755857043,
                "se": 0.11960627394354528,
                "pvalue": 0.0480785129752234,
                "lower": -0.4767131138334418,
                "upper": -0.002063521283699077
              },
              {
                "event_time": 7,
                "estimate": -0.2833122790929631,
                "se": 0.12820797418824764,
                "pvalue": 0.02942405105693342,
                "lower": -0.5377047148058378,
                "upper": -0.028919843380088295
              },
              {
                "event_time": 8,
                "estimate": -0.31789510912840135,
                "se": 0.12349413078537094,
                "pvalue": 0.0115290824826701,
                "lower": -0.5629342568541644,
                "upper": -0.07285596140263831
              },
              {
                "event_time": 9,
                "estimate": -0.31475704814664673,
                "se": 0.1346470658495094,
                "pvalue": 0.02141841270475031,
                "lower": -0.5819260386866159,
                "upper": -0.047588057606677614
              },
              {
                "event_time": 10,
                "estimate": -0.2243628119613162,
                "se": 0.14547622519301437,
                "pvalue": 0.12619985677713064,
                "lower": -0.5130192040420983,
                "upper": 0.06429358011946595
              },
              {
                "event_time": 11,
                "estimate": -0.4378499127965036,
                "se": 0.16851441684666116,
                "pvalue": 0.010798518766251078,
                "lower": -0.7722190752903484,
                "upper": -0.1034807503026588
              },
              {
                "event_time": 12,
                "estimate": -0.30681078539319245,
                "se": 0.187929139148359,
                "pvalue": 0.10573252735839998,
                "lower": -0.6797029689884089,
                "upper": 0.06608139820202402
              },
              {
                "event_time": 13,
                "estimate": -0.3805329211366294,
                "se": 0.21262457243801355,
                "pvalue": 0.0765605864429297,
                "lower": -0.8024262020919499,
                "upper": 0.041360359818691184
              },
              {
                "event_time": 14,
                "estimate": -0.8735081855364781,
                "se": 0.23064891467429144,
                "pvalue": 0.00026152686797552944,
                "lower": -1.3311656718982163,
                "upper": -0.41585069917473994
              },
              {
                "event_time": 15,
                "estimate": -1.1528512080420805,
                "se": 0.1624668085517366,
                "pvalue": 1.9567022947211437e-10,
                "lower": -1.4752206036405813,
                "upper": -0.8304818124435797
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -18,
                "estimate": 0.27091699286672455,
                "se": 0.43605108423774364,
                "pvalue": 0.5358325538439186,
                "lower": -0.5943029602354432,
                "upper": 1.1361369459688921
              },
              {
                "event_time": -17,
                "estimate": 0.3818485539350569,
                "se": 0.2735098120228177,
                "pvalue": 0.1658055228769797,
                "lower": -0.16085425150583244,
                "upper": 0.9245513593759462
              },
              {
                "event_time": -16,
                "estimate": -0.013911297636112867,
                "se": 0.4400546809498574,
                "pvalue": 0.9748445950588481,
                "lower": -0.8870752552017723,
                "upper": 0.8592526599295466
              },
              {
                "event_time": -15,
                "estimate": 0.43149079645906874,
                "se": 0.31692031691329914,
                "pvalue": 0.1764425486319799,
                "lower": -0.19734786866243892,
                "upper": 1.0603294615805763
              },
              {
                "event_time": -14,
                "estimate": 0.29906909209111576,
                "se": 0.22602288924524333,
                "pvalue": 0.18882323910810397,
                "lower": -0.14940935619583534,
                "upper": 0.7475475403780669
              },
              {
                "event_time": -13,
                "estimate": -0.01411122538566352,
                "se": 0.05914179126974841,
                "pvalue": 0.8119090407990898,
                "lower": -0.1314613701702839,
                "upper": 0.10323891939895685
              },
              {
                "event_time": -12,
                "estimate": -0.06216767343877764,
                "se": 0.07183936792659633,
                "pvalue": 0.38892763200956487,
                "lower": -0.20471256506998364,
                "upper": 0.08037721819242838
              },
              {
                "event_time": -11,
                "estimate": -0.12751362825479162,
                "se": 0.13583741628625426,
                "pvalue": 0.3501579043710865,
                "lower": -0.3970445323096782,
                "upper": 0.14201727580009493
              },
              {
                "event_time": -10,
                "estimate": -0.03361219738676283,
                "se": 0.0969494520773594,
                "pvalue": 0.7295539227516014,
                "lower": -0.22598094364567434,
                "upper": 0.15875654887214868
              },
              {
                "event_time": -9,
                "estimate": 0.2241738282219467,
                "se": 0.11384359517744734,
                "pvalue": 0.05173247127857115,
                "lower": -0.001716563158686013,
                "upper": 0.4500642196025794
              },
              {
                "event_time": -8,
                "estimate": 0.0159786593409868,
                "se": 0.1040795480411061,
                "pvalue": 0.8782979413046796,
                "lower": -0.1905377441956288,
                "upper": 0.2224950628776024
              },
              {
                "event_time": -7,
                "estimate": 0.03781622744685288,
                "se": 0.0603079068199364,
                "pvalue": 0.5320682404849505,
                "lower": -0.08184774357995901,
                "upper": 0.1574801984736648
              },
              {
                "event_time": -6,
                "estimate": -0.0303008511189079,
                "se": 0.05660207309528764,
                "pvalue": 0.5936214239208399,
                "lower": -0.1426116440495111,
                "upper": 0.08200994181169531
              },
              {
                "event_time": -5,
                "estimate": -0.022578802031641348,
                "se": 0.05813214540053362,
                "pvalue": 0.6985505220981922,
                "lower": -0.13792559036746654,
                "upper": 0.09276798630418384
              },
              {
                "event_time": -4,
                "estimate": -0.07112002251278166,
                "se": 0.04664672138345987,
                "pvalue": 0.13053416712128885,
                "lower": -0.16367723781777133,
                "upper": 0.02143719279220803
              },
              {
                "event_time": -3,
                "estimate": 0.026637782143191572,
                "se": 0.03892572354444802,
                "pvalue": 0.49536984657160993,
                "lower": -0.050599298366468703,
                "upper": 0.10387486265285184
              },
              {
                "event_time": -2,
                "estimate": 0.024151303084064296,
                "se": 0.049649269626039584,
                "pvalue": 0.6277315930236537,
                "lower": -0.07436361934180806,
                "upper": 0.12266622550993665
              },
              {
                "event_time": -1,
                "estimate": -0.044505759405374705,
                "se": 0.05702806608207025,
                "pvalue": 0.43700656375451,
                "lower": -0.15766181484160888,
                "upper": 0.06865029603085948
              },
              {
                "event_time": 0,
                "estimate": -0.16513010744956375,
                "se": 0.07486317777736638,
                "pvalue": 0.029713983167656662,
                "lower": -0.31367489384504166,
                "upper": -0.016585321054085805
              },
              {
                "event_time": 1,
                "estimate": -0.0661575758151632,
                "se": 0.07591440717983008,
                "pvalue": 0.3856028560429207,
                "lower": -0.21678822941101566,
                "upper": 0.08447307778068928
              },
              {
                "event_time": 2,
                "estimate": -0.18735353200420596,
                "se": 0.08964701912644607,
                "pvalue": 0.03918948539803474,
                "lower": -0.365232667014092,
                "upper": -0.0094743969943199
              },
              {
                "event_time": 3,
                "estimate": -0.21860505795186727,
                "se": 0.10104407404592834,
                "pvalue": 0.032912154160252095,
                "lower": -0.4190984225311514,
                "upper": -0.018111693372583115
              },
              {
                "event_time": 4,
                "estimate": -0.25661649857077573,
                "se": 0.115067816175792,
                "pvalue": 0.02799701664014044,
                "lower": -0.4849360100088119,
                "upper": -0.02829698713273951
              },
              {
                "event_time": 5,
                "estimate": -0.29943279398153033,
                "se": 0.11586644115990462,
                "pvalue": 0.011217298479206652,
                "lower": -0.5293369506510033,
                "upper": -0.06952863731205741
              },
              {
                "event_time": 6,
                "estimate": -0.2896515163355276,
                "se": 0.12305898803817485,
                "pvalue": 0.02056019743141676,
                "lower": -0.5338272464459443,
                "upper": -0.04547578622511092
              },
              {
                "event_time": 7,
                "estimate": -0.33986887302111424,
                "se": 0.12713511068436786,
                "pvalue": 0.008786326593227839,
                "lower": -0.5921325147828524,
                "upper": -0.08760523125937608
              },
              {
                "event_time": 8,
                "estimate": -0.3824475180482585,
                "se": 0.11828633380348391,
                "pvalue": 0.0016633746281746382,
                "lower": -0.6171532667221407,
                "upper": -0.14774176937437627
              },
              {
                "event_time": 9,
                "estimate": -0.39833367668164493,
                "se": 0.13576254992801245,
                "pvalue": 0.004158160308234746,
                "lower": -0.6677160296394046,
                "upper": -0.1289513237238853
              },
              {
                "event_time": 10,
                "estimate": -0.2815641718536017,
                "se": 0.13873978278873395,
                "pvalue": 0.04509714977264235,
                "lower": -0.5568540007224251,
                "upper": -0.006274342984778358
              },
              {
                "event_time": 11,
                "estimate": -0.5237504729321323,
                "se": 0.15220768445236613,
                "pvalue": 0.0008500711367240194,
                "lower": -0.8257635405842335,
                "upper": -0.22173740528003105
              },
              {
                "event_time": 12,
                "estimate": -0.3467012756236689,
                "se": 0.1925309733316937,
                "pvalue": 0.07478623345129086,
                "lower": -0.728724496613848,
                "upper": 0.03532194536651012
              },
              {
                "event_time": 13,
                "estimate": -0.31087471140665435,
                "se": 0.18586336983874124,
                "pvalue": 0.0975639430930188,
                "lower": -0.6796679605196603,
                "upper": 0.057918537706351636
              },
              {
                "event_time": 14,
                "estimate": -0.8660037717113176,
                "se": 0.1961078761023635,
                "pvalue": 2.570338026083647e-05,
                "lower": -1.255124343813236,
                "upper": -0.4768831996093991
              },
              {
                "event_time": 15,
                "estimate": -0.7083880212231993,
                "se": 0.10692525315475686,
                "pvalue": 1.8248350891714023e-09,
                "lower": -0.9205509210855369,
                "upper": -0.4962251213608617
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -18,
                "estimate": 0.33160506620162566,
                "se": 0.15241014092937397,
                "pvalue": 0.03195421515919544,
                "lower": 0.029190280975886995,
                "upper": 0.6340198514273643
              },
              {
                "event_time": -17,
                "estimate": 0.4132540268042989,
                "se": 0.535131492170441,
                "pvalue": 0.4418074163912218,
                "lower": -0.6485629512880241,
                "upper": 1.475071004896622
              },
              {
                "event_time": -16,
                "estimate": 0.011385864480893921,
                "se": 0.9656112675886436,
                "pvalue": 0.9906158077351673,
                "lower": -1.9045963813113407,
                "upper": 1.9273681102731286
              },
              {
                "event_time": -15,
                "estimate": 0.483112351079374,
                "se": 0.6129325309711358,
                "pvalue": 0.43246401489376374,
                "lower": -0.7330787670523202,
                "upper": 1.6993034692110682
              },
              {
                "event_time": -14,
                "estimate": 0.6485178906731996,
                "se": 0.20228649888838418,
                "pvalue": 0.001812918248743352,
                "lower": 0.24713759050180084,
                "upper": 1.0498981908445986
              },
              {
                "event_time": -13,
                "estimate": 0.2896887927085233,
                "se": 0.16727631940481352,
                "pvalue": 0.086424313912865,
                "lower": -0.042223715853491606,
                "upper": 0.6216013012705383
              },
              {
                "event_time": -12,
                "estimate": 0.19796861668718765,
                "se": 0.19102587426470038,
                "pvalue": 0.3025661872564107,
                "lower": -0.18106816122044636,
                "upper": 0.5770053945948217
              },
              {
                "event_time": -11,
                "estimate": 0.13217812505867932,
                "se": 0.1963958080898231,
                "pvalue": 0.5025031817776692,
                "lower": -0.2575137665736605,
                "upper": 0.5218700166910191
              },
              {
                "event_time": -10,
                "estimate": 0.09264119409736193,
                "se": 0.15802824920001501,
                "pvalue": 0.5590539627470488,
                "lower": -0.22092113679483055,
                "upper": 0.4062035249895544
              },
              {
                "event_time": -9,
                "estimate": 0.41573843216650713,
                "se": 0.12588258796978669,
                "pvalue": 0.0013336444884959667,
                "lower": 0.165960067207288,
                "upper": 0.6655167971257263
              },
              {
                "event_time": -8,
                "estimate": 0.12671792662411022,
                "se": 0.1376075444745728,
                "pvalue": 0.3593596240842387,
                "lower": -0.14632529578851897,
                "upper": 0.3997611490367394
              },
              {
                "event_time": -7,
                "estimate": 0.13947971314514301,
                "se": 0.1239104401916685,
                "pvalue": 0.2630354098737333,
                "lower": -0.10638548276170051,
                "upper": 0.38534490905198654
              },
              {
                "event_time": -6,
                "estimate": 0.0020498898487759792,
                "se": 0.10195658683896985,
                "pvalue": 0.9839996655981185,
                "lower": -0.2002540980830006,
                "upper": 0.20435387778055258
              },
              {
                "event_time": -5,
                "estimate": -0.003924958595766484,
                "se": 0.09189358955052851,
                "pvalue": 0.966017143987231,
                "lower": -0.1862617767240496,
                "upper": 0.17841185953251665
              },
              {
                "event_time": -4,
                "estimate": -0.03828485454917878,
                "se": 0.0816877149778727,
                "pvalue": 0.6403335014164138,
                "lower": -0.20037100334463342,
                "upper": 0.12380129424627588
              },
              {
                "event_time": -3,
                "estimate": 0.06307616154439886,
                "se": 0.08421054754551097,
                "pvalue": 0.4556156135297956,
                "lower": -0.10401583439777796,
                "upper": 0.2301681574865757
              },
              {
                "event_time": -2,
                "estimate": 0.08995177838528728,
                "se": 0.07077916170203154,
                "pvalue": 0.20674973797573154,
                "lower": -0.05048943408295983,
                "upper": 0.2303929908535344
              },
              {
                "event_time": 0,
                "estimate": -0.12919016352814552,
                "se": 0.06805406197437912,
                "pvalue": 0.060563016003075544,
                "lower": -0.2642241869220212,
                "upper": 0.005843859865730133
              },
              {
                "event_time": 1,
                "estimate": -0.05287858946372269,
                "se": 0.0901615188730954,
                "pvalue": 0.558882991388943,
                "lower": -0.23177860359249725,
                "upper": 0.1260214246650519
              },
              {
                "event_time": 2,
                "estimate": -0.20818983204661595,
                "se": 0.10339972758557223,
                "pvalue": 0.04678193344063076,
                "lower": -0.41335732431132605,
                "upper": -0.0030223397819058584
              },
              {
                "event_time": 3,
                "estimate": -0.24911947973923643,
                "se": 0.10575849514793413,
                "pvalue": 0.020466836258753736,
                "lower": -0.45896727858603714,
                "upper": -0.039271680892435684
              },
              {
                "event_time": 4,
                "estimate": -0.2690681383076677,
                "se": 0.12193125624945628,
                "pvalue": 0.029644567688617098,
                "lower": -0.5110062038860661,
                "upper": -0.02713007272926926
              },
              {
                "event_time": 5,
                "estimate": -0.28942523725624947,
                "se": 0.11714582428742094,
                "pvalue": 0.015196098451367962,
                "lower": -0.5218679676149139,
                "upper": -0.05698250689758502
              },
              {
                "event_time": 6,
                "estimate": -0.29977396217576985,
                "se": 0.1256973176143651,
                "pvalue": 0.018988486534196488,
                "lower": -0.5491847105551351,
                "upper": -0.05036321379640468
              },
              {
                "event_time": 7,
                "estimate": -0.37812780057215345,
                "se": 0.12862807068110163,
                "pvalue": 0.004089118129728398,
                "lower": -0.6333537988674511,
                "upper": -0.12290180227685576
              },
              {
                "event_time": 8,
                "estimate": -0.39731488522573055,
                "se": 0.12589653894698818,
                "pvalue": 0.0021201954780826916,
                "lower": -0.6471209319504041,
                "upper": -0.147508838501057
              },
              {
                "event_time": 9,
                "estimate": -0.41843403948991753,
                "se": 0.14795714398872764,
                "pvalue": 0.0056682504142143405,
                "lower": -0.7120131127006633,
                "upper": -0.12485496627917175
              },
              {
                "event_time": 10,
                "estimate": -0.31777185736694963,
                "se": 0.13981537226636598,
                "pvalue": 0.025199983019146704,
                "lower": -0.5951958891102385,
                "upper": -0.04034782562366085
              },
              {
                "event_time": 11,
                "estimate": -0.5313563492660658,
                "se": 0.16647722151109534,
                "pvalue": 0.0018954124616023629,
                "lower": -0.861683274241388,
                "upper": -0.2010294242907435
              },
              {
                "event_time": 12,
                "estimate": -0.37764398963337403,
                "se": 0.17151979509413717,
                "pvalue": 0.03000488136256486,
                "lower": -0.7179764745917898,
                "upper": -0.03731150467495825
              },
              {
                "event_time": 13,
                "estimate": -0.31630326355884986,
                "se": 0.17516872946741316,
                "pvalue": 0.07400329578649652,
                "lower": -0.6638760259559462,
                "upper": 0.03126949883824648
              },
              {
                "event_time": 14,
                "estimate": -0.9760871197258498,
                "se": 0.2168443414807019,
                "pvalue": 1.845328983384319e-05,
                "lower": -1.4063533379474522,
                "upper": -0.5458209015042474
              },
              {
                "event_time": 15,
                "estimate": -0.5929557031661352,
                "se": 0.12104275050026535,
                "pvalue": 3.764581312654187e-06,
                "lower": -0.833130780575407,
                "upper": -0.3527806257568634
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0,
              6.0
            ],
            "weights": [
              0.14285714285714285,
              0.14285714285714285,
              0.14285714285714285,
              0.14285714285714285,
              0.14285714285714285,
              0.14285714285714285,
              0.14285714285714285
            ],
            "weighting": "equal_periods"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 1.1102230246251565e-16,
            "package_aggregate_vs_estimable_cell_weights": null,
            "saturated_vs_deviations_relative_rss_difference": 6.356840768537699e-16
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "F": 1.0632582687808734,
            "df_num": 97,
            "df_den": 1740,
            "pvalue": 0.3215879750210392,
            "log10_pvalue": -0.4927001989772101,
            "inference": "Homoskedastic nested-model F",
            "observations": 2100,
            "design_columns": 240,
            "restricted_design_columns": 143,
            "fixed_effect_rank": 120,
            "covariance_rank": 97,
            "rss_unrestricted": 366267.85557730566,
            "rss_restricted": 387977.8674307696,
            "test_horizon": null,
            "reference_cohort": 6,
            "pyfixest": "0.27.0",
            "formulaic": "1.0.2",
            "design_head": {
              "index": [
                0,
                1,
                2,
                3,
                4
              ],
              "columns": [
                "C(rel_time, contr.treatment(base=-1.0))[T.-18.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-17.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-16.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-15.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-14.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-13.0]"
              ],
              "data": [
                [
                  -0.5822501128938818,
                  0.02826353135468359,
                  0.029152203674997067,
                  -0.2489488023578749,
                  -1.0703728677246855,
                  -0.5266835961911177
                ],
                [
                  0.027715638131097963,
                  -0.5511036207611877,
                  0.02753335300001259,
                  0.03905942086115778,
                  -0.18476483435420765,
                  -1.1256388109088133
                ],
                [
                  0.028419565604763806,
                  0.027412115196551637,
                  -0.5613712994213701,
                  0.04122669163693121,
                  0.09627332617613464,
                  -0.16858854637301995
                ],
                [
                  0.027783649387909354,
                  0.02687835577233194,
                  0.027817402768422775,
                  -0.5338428430322796,
                  0.09142668239908933,
                  0.13065331073537734
                ],
                [
                  0.026102194771704394,
                  0.02521966010469387,
                  0.026056970172030174,
                  0.03831632584584565,
                  -0.44999517334705735,
                  0.12931471814459755
                ]
              ]
            },
            "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_7,ref=-1.0)+i(rel_time,cohort_dummy_8,ref=-1.0)+i(rel_time,cohort_dummy_9,ref=-1.0)+i(rel_time,cohort_dummy_10,ref=-1.0)+i(rel_time,cohort_dummy_11,ref=-1.0)+i(rel_time,cohort_dummy_12,ref=-1.0)+i(rel_time,cohort_dummy_13,ref=-1.0)+i(rel_time,cohort_dummy_14,ref=-1.0)+i(rel_time,cohort_dummy_15,ref=-1.0)+i(rel_time,cohort_dummy_16,ref=-1.0)+i(rel_time,cohort_dummy_19,ref=-1.0)|unit_fe+time_fe",
            "restriction_names": [
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_19",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_19"
            ],
            "deviations": [
              {
                "event_time": -6.0,
                "cohort": 7,
                "estimate": -0.3747373126239657
              },
              {
                "event_time": -5.0,
                "cohort": 7,
                "estimate": -0.7438629446112117
              },
              {
                "event_time": -4.0,
                "cohort": 7,
                "estimate": -0.3939422922714732
              },
              {
                "event_time": -3.0,
                "cohort": 7,
                "estimate": -0.20109038127703405
              },
              {
                "event_time": -2.0,
                "cohort": 7,
                "estimate": 0.283724604403787
              },
              {
                "event_time": 0.0,
                "cohort": 7,
                "estimate": -0.3058892197151354
              },
              {
                "event_time": 1.0,
                "cohort": 7,
                "estimate": -0.5765546226293912
              },
              {
                "event_time": 2.0,
                "cohort": 7,
                "estimate": -0.43920900403490115
              },
              {
                "event_time": 3.0,
                "cohort": 7,
                "estimate": -1.2688824574575843
              },
              {
                "event_time": 4.0,
                "cohort": 7,
                "estimate": 0.0020449345385909756
              },
              {
                "event_time": 5.0,
                "cohort": 7,
                "estimate": -0.6955166314150892
              },
              {
                "event_time": 6.0,
                "cohort": 7,
                "estimate": -1.1925337993532377
              },
              {
                "event_time": 7.0,
                "cohort": 7,
                "estimate": -1.6736159359471863
              },
              {
                "event_time": 8.0,
                "cohort": 7,
                "estimate": -0.6749084718864844
              },
              {
                "event_time": 9.0,
                "cohort": 7,
                "estimate": -0.838165265758682
              },
              {
                "event_time": 10.0,
                "cohort": 7,
                "estimate": -0.7667506097875983
              },
              {
                "event_time": 11.0,
                "cohort": 7,
                "estimate": -0.8069454059999415
              },
              {
                "event_time": 12.0,
                "cohort": 7,
                "estimate": -0.9465081888989697
              },
              {
                "event_time": 13.0,
                "cohort": 7,
                "estimate": -1.0370418639087733
              },
              {
                "event_time": 14.0,
                "cohort": 7,
                "estimate": -1.3045216211271327
              },
              {
                "event_time": -7.0,
                "cohort": 8,
                "estimate": 0.4348843663012569
              },
              {
                "event_time": -6.0,
                "cohort": 8,
                "estimate": -0.0017660718508228724
              },
              {
                "event_time": -5.0,
                "cohort": 8,
                "estimate": -0.5518062909020323
              },
              {
                "event_time": -4.0,
                "cohort": 8,
                "estimate": -0.011323197184440081
              },
              {
                "event_time": -3.0,
                "cohort": 8,
                "estimate": -0.1688748568093007
              },
              {
                "event_time": -2.0,
                "cohort": 8,
                "estimate": 0.47444055449712985
              },
              {
                "event_time": 0.0,
                "cohort": 8,
                "estimate": -0.3645423462376217
              },
              {
                "event_time": 1.0,
                "cohort": 8,
                "estimate": -0.4859794561134287
              },
              {
                "event_time": 2.0,
                "cohort": 8,
                "estimate": -0.4248085147675959
              },
              {
                "event_time": 3.0,
                "cohort": 8,
                "estimate": -0.9073945473289444
              },
              {
                "event_time": 4.0,
                "cohort": 8,
                "estimate": 0.07989001793222578
              },
              {
                "event_time": 5.0,
                "cohort": 8,
                "estimate": -0.20767694523958097
              },
              {
                "event_time": 6.0,
                "cohort": 8,
                "estimate": -0.6689015618715113
              },
              {
                "event_time": 7.0,
                "cohort": 8,
                "estimate": -1.1331281041115635
              },
              {
                "event_time": 8.0,
                "cohort": 8,
                "estimate": -0.13404763906153694
              },
              {
                "event_time": 9.0,
                "cohort": 8,
                "estimate": -0.5025036151845643
              },
              {
                "event_time": 10.0,
                "cohort": 8,
                "estimate": 0.06229331775387077
              },
              {
                "event_time": 11.0,
                "cohort": 8,
                "estimate": -0.16147101354192828
              },
              {
                "event_time": 12.0,
                "cohort": 8,
                "estimate": 0.04560133840774783
              },
              {
                "event_time": 13.0,
                "cohort": 8,
                "estimate": -0.06157912380400754
              },
              {
                "event_time": -8.0,
                "cohort": 9,
                "estimate": 0.21217779229330813
              },
              {
                "event_time": -7.0,
                "cohort": 9,
                "estimate": -0.27586647505716594
              },
              {
                "event_time": -6.0,
                "cohort": 9,
                "estimate": -0.38882270719413087
              },
              {
                "event_time": -5.0,
                "cohort": 9,
                "estimate": -0.9115320476962178
              },
              {
                "event_time": -4.0,
                "cohort": 9,
                "estimate": -0.48197058811473664
              },
              {
                "event_time": -3.0,
                "cohort": 9,
                "estimate": -0.190242841956404
              },
              {
                "event_time": -2.0,
                "cohort": 9,
                "estimate": 0.3862563626175246
              },
              {
                "event_time": 0.0,
                "cohort": 9,
                "estimate": -0.5970847196033865
              },
              {
                "event_time": 1.0,
                "cohort": 9,
                "estimate": -1.1748086643677842
              },
              {
                "event_time": 2.0,
                "cohort": 9,
                "estimate": -1.1511815727608077
              },
              {
                "event_time": 3.0,
                "cohort": 9,
                "estimate": -1.5539534028767101
              },
              {
                "event_time": 4.0,
                "cohort": 9,
                "estimate": -0.6033081214696409
              },
              {
                "event_time": 5.0,
                "cohort": 9,
                "estimate": -0.3274802446776063
              },
              {
                "event_time": 6.0,
                "cohort": 9,
                "estimate": -1.4161929401517306
              },
              {
                "event_time": 7.0,
                "cohort": 9,
                "estimate": -1.4717487862807095
              },
              {
                "event_time": 8.0,
                "cohort": 9,
                "estimate": -0.3642830807074233
              },
              {
                "event_time": 9.0,
                "cohort": 9,
                "estimate": -0.6960129709669189
              },
              {
                "event_time": 10.0,
                "cohort": 9,
                "estimate": -0.3318914122976045
              },
              {
                "event_time": 11.0,
                "cohort": 9,
                "estimate": -0.43156103345403674
              },
              {
                "event_time": 12.0,
                "cohort": 9,
                "estimate": -0.42120531233983727
              },
              {
                "event_time": -9.0,
                "cohort": 10,
                "estimate": 1.0321411735589274
              },
              {
                "event_time": -8.0,
                "cohort": 10,
                "estimate": 1.3168071290971197
              },
              {
                "event_time": -7.0,
                "cohort": 10,
                "estimate": 1.0439932816741313
              },
              {
                "event_time": -6.0,
                "cohort": 10,
                "estimate": 0.21665930873063027
              },
              {
                "event_time": -5.0,
                "cohort": 10,
                "estimate": -0.2074337227634408
              },
              {
                "event_time": -4.0,
                "cohort": 10,
                "estimate": 0.49453177809414045
              },
              {
                "event_time": -3.0,
                "cohort": 10,
                "estimate": 0.36196424654623494
              },
              {
                "event_time": -2.0,
                "cohort": 10,
                "estimate": 0.40608309404593707
              },
              {
                "event_time": 0.0,
                "cohort": 10,
                "estimate": -0.5213404719399709
              },
              {
                "event_time": 1.0,
                "cohort": 10,
                "estimate": -0.8800996849798368
              },
              {
                "event_time": 2.0,
                "cohort": 10,
                "estimate": 0.120823882655596
              },
              {
                "event_time": 3.0,
                "cohort": 10,
                "estimate": -0.5084750562235787
              },
              {
                "event_time": 4.0,
                "cohort": 10,
                "estimate": 0.3578096205713344
              },
              {
                "event_time": 5.0,
                "cohort": 10,
                "estimate": 0.35312990042461734
              },
              {
                "event_time": 6.0,
                "cohort": 10,
                "estimate": -0.32540893342906296
              },
              {
                "event_time": 7.0,
                "cohort": 10,
                "estimate": -0.637641760260105
              },
              {
                "event_time": 8.0,
                "cohort": 10,
                "estimate": 0.09586934878679995
              },
              {
                "event_time": 9.0,
                "cohort": 10,
                "estimate": -0.20890374047981133
              },
              {
                "event_time": 10.0,
                "cohort": 10,
                "estimate": 0.21145265251421858
              },
              {
                "event_time": 11.0,
                "cohort": 10,
                "estimate": 0.3033127821003999
              },
              {
                "event_time": -10.0,
                "cohort": 11,
                "estimate": -0.40400045239098886
              },
              {
                "event_time": -9.0,
                "cohort": 11,
                "estimate": 0.27621095525885764
              },
              {
                "event_time": -8.0,
                "cohort": 11,
                "estimate": 0.25887918452292463
              },
              {
                "event_time": -7.0,
                "cohort": 11,
                "estimate": -0.7005855006512611
              },
              {
                "event_time": -6.0,
                "cohort": 11,
                "estimate": -1.0127577456318706
              },
              {
                "event_time": -5.0,
                "cohort": 11,
                "estimate": -2.1270126649065375
              },
              {
                "event_time": -4.0,
                "cohort": 11,
                "estimate": -1.9353622562419732
              },
              {
                "event_time": -3.0,
                "cohort": 11,
                "estimate": -1.0933900177465004
              },
              {
                "event_time": -2.0,
                "cohort": 11,
                "estimate": -0.33097203508040945
              },
              {
                "event_time": 0.0,
                "cohort": 11,
                "estimate": -0.7554733392593922
              },
              {
                "event_time": 1.0,
                "cohort": 11,
                "estimate": -0.576685630385843
              },
              {
                "event_time": 2.0,
                "cohort": 11,
                "estimate": -0.9717552250099906
              },
              {
                "event_time": 3.0,
                "cohort": 11,
                "estimate": -1.2088912201378759
              },
              {
                "event_time": 4.0,
                "cohort": 11,
                "estimate": 0.15660816269778183
              },
              {
                "event_time": 5.0,
                "cohort": 11,
                "estimate": -0.5174060649212724
              },
              {
                "event_time": 6.0,
                "cohort": 11,
                "estimate": -0.5020386691544941
              },
              {
                "event_time": 7.0,
                "cohort": 11,
                "estimate": -1.1711162929218077
              },
              {
                "event_time": 8.0,
                "cohort": 11,
                "estimate": -0.12289523303773389
              },
              {
                "event_time": 9.0,
                "cohort": 11,
                "estimate": -0.4462105558363648
              },
              {
                "event_time": 10.0,
                "cohort": 11,
                "estimate": -0.19309062495173818
              },
              {
                "event_time": -11.0,
                "cohort": 12,
                "estimate": 0.19835745414816172
              },
              {
                "event_time": -10.0,
                "cohort": 12,
                "estimate": 0.3801418448577361
              },
              {
                "event_time": -9.0,
                "cohort": 12,
                "estimate": 0.4003128769282115
              },
              {
                "event_time": -8.0,
                "cohort": 12,
                "estimate": 1.550686018059218
              },
              {
                "event_time": -7.0,
                "cohort": 12,
                "estimate": 0.2986819932042913
              },
              {
                "event_time": -6.0,
                "cohort": 12,
                "estimate": 0.6620187345318611
              },
              {
                "event_time": -5.0,
                "cohort": 12,
                "estimate": -0.17140647825386396
              },
              {
                "event_time": -4.0,
                "cohort": 12,
                "estimate": 0.08045449104047418
              },
              {
                "event_time": -3.0,
                "cohort": 12,
                "estimate": -0.16215290837704324
              },
              {
                "event_time": -2.0,
                "cohort": 12,
                "estimate": 0.13379261525143432
              },
              {
                "event_time": 0.0,
                "cohort": 12,
                "estimate": 0.31861551167716723
              },
              {
                "event_time": 1.0,
                "cohort": 12,
                "estimate": 0.15542402587196769
              },
              {
                "event_time": 2.0,
                "cohort": 12,
                "estimate": -0.1964762173013369
              },
              {
                "event_time": 3.0,
                "cohort": 12,
                "estimate": -0.10349308990948476
              },
              {
                "event_time": 4.0,
                "cohort": 12,
                "estimate": 0.20865760688804724
              },
              {
                "event_time": 5.0,
                "cohort": 12,
                "estimate": 0.05968124801536971
              },
              {
                "event_time": 6.0,
                "cohort": 12,
                "estimate": -0.13530031591224934
              },
              {
                "event_time": 7.0,
                "cohort": 12,
                "estimate": -1.0451895374011
              },
              {
                "event_time": 8.0,
                "cohort": 12,
                "estimate": -0.043242886472118464
              },
              {
                "event_time": 9.0,
                "cohort": 12,
                "estimate": 0.016119672023840736
              },
              {
                "event_time": -12.0,
                "cohort": 13,
                "estimate": -0.29586265464132083
              },
              {
                "event_time": -11.0,
                "cohort": 13,
                "estimate": -0.11837460076827201
              },
              {
                "event_time": -10.0,
                "cohort": 13,
                "estimate": 0.1371161664358585
              },
              {
                "event_time": -9.0,
                "cohort": 13,
                "estimate": 0.7334774178917989
              },
              {
                "event_time": -8.0,
                "cohort": 13,
                "estimate": 1.043474939566603
              },
              {
                "event_time": -7.0,
                "cohort": 13,
                "estimate": 0.5059730700844736
              },
              {
                "event_time": -6.0,
                "cohort": 13,
                "estimate": 0.228963765185683
              },
              {
                "event_time": -5.0,
                "cohort": 13,
                "estimate": -0.2957458251389097
              },
              {
                "event_time": -4.0,
                "cohort": 13,
                "estimate": -0.20262454397546031
              },
              {
                "event_time": -3.0,
                "cohort": 13,
                "estimate": 0.10110373280544617
              },
              {
                "event_time": -2.0,
                "cohort": 13,
                "estimate": 0.5912426801491361
              },
              {
                "event_time": 0.0,
                "cohort": 13,
                "estimate": -0.04824849641345981
              },
              {
                "event_time": 1.0,
                "cohort": 13,
                "estimate": -0.5734982659400709
              },
              {
                "event_time": 2.0,
                "cohort": 13,
                "estimate": -0.548006152867652
              },
              {
                "event_time": 3.0,
                "cohort": 13,
                "estimate": -0.2460764531598662
              },
              {
                "event_time": 4.0,
                "cohort": 13,
                "estimate": 0.45338147404950524
              },
              {
                "event_time": 5.0,
                "cohort": 13,
                "estimate": 0.02104113956861192
              },
              {
                "event_time": 6.0,
                "cohort": 13,
                "estimate": -0.6254072838280702
              },
              {
                "event_time": 7.0,
                "cohort": 13,
                "estimate": -0.42519827786013004
              },
              {
                "event_time": 8.0,
                "cohort": 13,
                "estimate": 0.8051090832818708
              },
              {
                "event_time": -13.0,
                "cohort": 14,
                "estimate": 0.07574553928502084
              },
              {
                "event_time": -12.0,
                "cohort": 14,
                "estimate": -0.24470151406092183
              },
              {
                "event_time": -11.0,
                "cohort": 14,
                "estimate": 0.629784613202309
              },
              {
                "event_time": -10.0,
                "cohort": 14,
                "estimate": -0.5330450326849757
              },
              {
                "event_time": -9.0,
                "cohort": 14,
                "estimate": 0.46980123083866104
              },
              {
                "event_time": -8.0,
                "cohort": 14,
                "estimate": 0.8076892803561901
              },
              {
                "event_time": -7.0,
                "cohort": 14,
                "estimate": 0.5468563197953569
              },
              {
                "event_time": -6.0,
                "cohort": 14,
                "estimate": 0.5785402987904612
              },
              {
                "event_time": -5.0,
                "cohort": 14,
                "estimate": -0.12031304223154024
              },
              {
                "event_time": -4.0,
                "cohort": 14,
                "estimate": -0.158898630568478
              },
              {
                "event_time": -3.0,
                "cohort": 14,
                "estimate": -0.41673866201039034
              },
              {
                "event_time": -2.0,
                "cohort": 14,
                "estimate": 0.6953602242919608
              },
              {
                "event_time": 0.0,
                "cohort": 14,
                "estimate": -0.20454270603679073
              },
              {
                "event_time": 1.0,
                "cohort": 14,
                "estimate": -0.07616926713606209
              },
              {
                "event_time": 2.0,
                "cohort": 14,
                "estimate": -0.44416268104631906
              },
              {
                "event_time": 3.0,
                "cohort": 14,
                "estimate": -0.3332328711142207
              },
              {
                "event_time": 4.0,
                "cohort": 14,
                "estimate": 0.7738588564064084
              },
              {
                "event_time": 5.0,
                "cohort": 14,
                "estimate": -0.2609606643215586
              },
              {
                "event_time": 6.0,
                "cohort": 14,
                "estimate": -0.12739101884978613
              },
              {
                "event_time": 7.0,
                "cohort": 14,
                "estimate": -0.6220127625243281
              },
              {
                "event_time": -14.0,
                "cohort": 15,
                "estimate": 0.2610341576600421
              },
              {
                "event_time": -13.0,
                "cohort": 15,
                "estimate": 0.32970293026446584
              },
              {
                "event_time": -12.0,
                "cohort": 15,
                "estimate": 0.2469768121790364
              },
              {
                "event_time": -11.0,
                "cohort": 15,
                "estimate": 0.7545584370870817
              },
              {
                "event_time": -10.0,
                "cohort": 15,
                "estimate": 0.6624431864286607
              },
              {
                "event_time": -9.0,
                "cohort": 15,
                "estimate": 1.585494515431324
              },
              {
                "event_time": -8.0,
                "cohort": 15,
                "estimate": 1.772689038615192
              },
              {
                "event_time": -7.0,
                "cohort": 15,
                "estimate": 1.1734667061184803
              },
              {
                "event_time": -6.0,
                "cohort": 15,
                "estimate": 0.5055139708324563
              },
              {
                "event_time": -5.0,
                "cohort": 15,
                "estimate": -0.9577972325908147
              },
              {
                "event_time": -4.0,
                "cohort": 15,
                "estimate": 0.16427412849613815
              },
              {
                "event_time": -3.0,
                "cohort": 15,
                "estimate": 0.2560221782524788
              },
              {
                "event_time": -2.0,
                "cohort": 15,
                "estimate": 0.8491270451891888
              },
              {
                "event_time": 0.0,
                "cohort": 15,
                "estimate": 0.24261474261395424
              },
              {
                "event_time": 1.0,
                "cohort": 15,
                "estimate": -0.7721252801829732
              },
              {
                "event_time": 2.0,
                "cohort": 15,
                "estimate": -0.17334914968612594
              },
              {
                "event_time": 3.0,
                "cohort": 15,
                "estimate": -0.6037625119810792
              },
              {
                "event_time": 4.0,
                "cohort": 15,
                "estimate": 0.08169875669606014
              },
              {
                "event_time": 5.0,
                "cohort": 15,
                "estimate": 0.35075236858277015
              },
              {
                "event_time": 6.0,
                "cohort": 15,
                "estimate": -0.0898100448102378
              },
              {
                "event_time": -15.0,
                "cohort": 16,
                "estimate": 0.4314974469901757
              },
              {
                "event_time": -14.0,
                "cohort": 16,
                "estimate": -0.6699328383112816
              },
              {
                "event_time": -13.0,
                "cohort": 16,
                "estimate": -0.15820119808403965
              },
              {
                "event_time": -12.0,
                "cohort": 16,
                "estimate": -0.05865411768613335
              },
              {
                "event_time": -11.0,
                "cohort": 16,
                "estimate": 0.9566174763771639
              },
              {
                "event_time": -10.0,
                "cohort": 16,
                "estimate": 0.4921956113274738
              },
              {
                "event_time": -9.0,
                "cohort": 16,
                "estimate": 0.4964671810571168
              },
              {
                "event_time": -8.0,
                "cohort": 16,
                "estimate": 1.1631758977191138
              },
              {
                "event_time": -7.0,
                "cohort": 16,
                "estimate": -0.3195479709598797
              },
              {
                "event_time": -6.0,
                "cohort": 16,
                "estimate": -0.26183622560429143
              },
              {
                "event_time": -5.0,
                "cohort": 16,
                "estimate": -0.982413984361068
              },
              {
                "event_time": -4.0,
                "cohort": 16,
                "estimate": -0.5027493560327854
              },
              {
                "event_time": -3.0,
                "cohort": 16,
                "estimate": -0.5193855661179699
              },
              {
                "event_time": -2.0,
                "cohort": 16,
                "estimate": -0.45039656369850223
              },
              {
                "event_time": 0.0,
                "cohort": 16,
                "estimate": -0.20964281538321394
              },
              {
                "event_time": 1.0,
                "cohort": 16,
                "estimate": -0.21298380417541873
              },
              {
                "event_time": 2.0,
                "cohort": 16,
                "estimate": -0.7278320325635158
              },
              {
                "event_time": 3.0,
                "cohort": 16,
                "estimate": -1.7478030485341636
              },
              {
                "event_time": 4.0,
                "cohort": 16,
                "estimate": -0.1999844843147654
              },
              {
                "event_time": 5.0,
                "cohort": 16,
                "estimate": -0.3158728638143664
              },
              {
                "event_time": -5.0,
                "cohort": 19,
                "estimate": -1.0607388081774705
              },
              {
                "event_time": -4.0,
                "cohort": 19,
                "estimate": 0.020984430101921026
              },
              {
                "event_time": -3.0,
                "cohort": 19,
                "estimate": 0.06554248463370578
              },
              {
                "event_time": -2.0,
                "cohort": 19,
                "estimate": 0.5271726380015054
              },
              {
                "event_time": 0.0,
                "cohort": 19,
                "estimate": -0.048381704674087964
              },
              {
                "event_time": 1.0,
                "cohort": 19,
                "estimate": -0.46960905121931473
              },
              {
                "event_time": 2.0,
                "cohort": 19,
                "estimate": 0.6065987352502403
              }
            ]
          }
        }
      },
      "code_sha256": {
        "replication_engine.py": "b42dd52795225c55faa7af833b12a94304ddde96f066412b80dea4620c4bcc24",
        "reference_f_test.py": "9cf8f31eeda89784ac1750ea22c35401ae46e24e06279acf938d2d103b78cccf",
        "sparse_did2s.py": "75169d7fbba6e1bad163e564ac9b5b1262a04033eda925dc379dc3eef64c59fa",
        "frequency.py": "8f922ae4be2b63ad9b89515d8e665cda4e11a354258b54ef3b820648243642eb",
        "sparse_models.py": "538c06b81a46a104838d662d6e6489d0d2daa7f680fd234049f28c97c87ef555"
      }
    },
    "comparison": {
      "schema": "expensive-replication-v1",
      "config": {
        "outcomes": [
          "y"
        ],
        "treatments": [
          "d"
        ],
        "unit": "unit",
        "time": "time",
        "cluster": "cluster",
        "covariates": [],
        "baseline_by_time": [],
        "weight": "weight",
        "period_step": 1,
        "period_values": null,
        "display_window": [
          -10,
          10
        ],
        "seed": 20261008,
        "panelview_max_units": 100,
        "test_mode": "classical",
        "test_horizon": null,
        "post_horizon": 6,
        "post_weighting": "equal_periods",
        "sample_query": null,
        "reversal_policy": "drop_post_untreated",
        "labels": {},
        "allow_repeated_cells": true,
        "time_fe": null,
        "unit_fe": null,
        "frequency_weights": false,
        "source_sd": null,
        "require_never_control_periods": false,
        "latest_cohort_control": true,
        "slug": "s16-p002",
        "specification_id": "S16-P002",
        "source_specification_id": "GIFT-F4-LOGIMR-CSA-POOL",
        "study_id": 16,
        "study": "The Gift of a Lifetime",
        "citation": "Hollingsworth et al. (2024), AER. https://doi.org/10.1257/aer.20230008",
        "description": "GIFT-F4-LOGIMR-CSA-POOL",
        "data": "analyses/full-archive/prepared/S16-P002.parquet",
        "output_dir": "analyses/archive-expanded/fits/S16-P002"
      },
      "options": {
        "output_dir": "analyses/archive-expanded/fits/S16-P002",
        "regression_results": "analyses/archive-expanded/baselines/S16-P002.json",
        "display_window": [
          -10,
          10
        ],
        "timeout_seconds": 3600
      },
      "source": {
        "file": "S16-P002.parquet",
        "bytes": 27635,
        "sha256": "5f4444f279b24009f924d7f4e3aff82e2db6799991461be0ab329b7f1b5d6506"
      },
      "regressions": {
        "y__d": {
          "sample": {
            "outcome": "y",
            "treatment": "d",
            "source_rows": 2100,
            "source_sd": 0.41442676800113726,
            "rows": 2100,
            "units": 100,
            "clusters": 100,
            "treated_units": 48,
            "never_treated_units": 52,
            "treated_cohorts": 12,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 2100,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 0,
            "post_adoption_untreated_rows_removed": 0,
            "units_without_minus_one_removed": 0,
            "additional_rows_removed": 0
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.2117096306578617,
              "se": 0.07301432358288644,
              "pvalue": 0.004603171742474325,
              "lower": -0.35658588921964085,
              "upper": -0.0668333720960825
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.14510364668274423,
              "se": 0.06949831128273105,
              "pvalue": 0.039376403529609166,
              "lower": -0.2830033740365687,
              "upper": -0.0072039193289197
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.21184958315837626,
              "se": 0.07062501821624742,
              "pvalue": 0.0034192124136663018,
              "lower": -0.35198494150915394,
              "upper": -0.07171422480759862
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": -0.2139493432167725,
              "se": 0.07855794338028362,
              "pvalue": 0.0076369066161616934,
              "lower": -0.3698253461536972,
              "upper": -0.058073340279847785
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -18,
                "estimate": 0.3410623696863391,
                "se": 0.38573683652204904,
                "pvalue": 0.37873912892171224,
                "lower": -0.4243232001920293,
                "upper": 1.1064479395647075
              },
              {
                "event_time": -17,
                "estimate": 0.4226544969133027,
                "se": 0.24732510699638274,
                "pvalue": 0.09060226850614685,
                "lower": -0.06809217294184433,
                "upper": 0.9134011667684497
              },
              {
                "event_time": -16,
                "estimate": -0.0025951321964009784,
                "se": 0.5895881420579439,
                "pvalue": 0.9964968986212531,
                "lower": -1.172465918122114,
                "upper": 1.1672756537293119
              },
              {
                "event_time": -15,
                "estimate": 0.5029229447446356,
                "se": 0.45092989078094,
                "pvalue": 0.2674211016917481,
                "lower": -0.39181978851991717,
                "upper": 1.3976656780091883
              },
              {
                "event_time": -14,
                "estimate": 0.4246318226164479,
                "se": 0.29766484497611057,
                "pvalue": 0.156857622917173,
                "lower": -0.16599980867649372,
                "upper": 1.0152634539093894
              },
              {
                "event_time": -13,
                "estimate": 0.057629422295755225,
                "se": 0.1392477075262405,
                "pvalue": 0.6798699371663609,
                "lower": -0.2186682394473587,
                "upper": 0.33392708403886917
              },
              {
                "event_time": -12,
                "estimate": -0.03295639267530468,
                "se": 0.18668559824126513,
                "pvalue": 0.8602349171107893,
                "lower": -0.4033811213226744,
                "upper": 0.337468335972065
              },
              {
                "event_time": -11,
                "estimate": -0.10201129011534733,
                "se": 0.2285770644059216,
                "pvalue": 0.6563635682619645,
                "lower": -0.5555577760534373,
                "upper": 0.35153519582274256
              },
              {
                "event_time": -10,
                "estimate": -0.0524848950202959,
                "se": 0.17609654084467888,
                "pvalue": 0.7662925503046306,
                "lower": -0.40189863648003765,
                "upper": 0.29692884643944584
              },
              {
                "event_time": -9,
                "estimate": 0.23531192244010776,
                "se": 0.18195235791169467,
                "pvalue": 0.19893034072990415,
                "lower": -0.1257210305093958,
                "upper": 0.5963448753896113
              },
              {
                "event_time": -8,
                "estimate": 0.025017920205800168,
                "se": 0.17561885652449674,
                "pvalue": 0.887009530971982,
                "lower": -0.3234479919283291,
                "upper": 0.3734838323399295
              },
              {
                "event_time": -7,
                "estimate": 0.06230195153432221,
                "se": 0.14481020239419637,
                "pvalue": 0.6679621538842779,
                "lower": -0.2250329068189022,
                "upper": 0.34963680988754664
              },
              {
                "event_time": -6,
                "estimate": 0.020664500850866227,
                "se": 0.11642139450075151,
                "pvalue": 0.8594803264198099,
                "lower": -0.21034080364485458,
                "upper": 0.25166980534658706
              },
              {
                "event_time": -5,
                "estimate": 0.014640206539430071,
                "se": 0.11300629042943891,
                "pvalue": 0.8971836244920242,
                "lower": -0.20958879056656052,
                "upper": 0.23886920364542066
              },
              {
                "event_time": -4,
                "estimate": -0.029619475082223384,
                "se": 0.11040786214127707,
                "pvalue": 0.7890472031797421,
                "lower": -0.24869262673136155,
                "upper": 0.1894536765669148
              },
              {
                "event_time": -3,
                "estimate": 0.08640529007985827,
                "se": 0.09146334143924294,
                "pvalue": 0.3471126949459779,
                "lower": -0.09507782245262399,
                "upper": 0.26788840261234054
              },
              {
                "event_time": -2,
                "estimate": 0.08855755617918977,
                "se": 0.07468943851180636,
                "pvalue": 0.23858790522123582,
                "lower": -0.0596424938204078,
                "upper": 0.23675760617878733
              },
              {
                "event_time": 0,
                "estimate": -0.10268140873487032,
                "se": 0.06569637064129498,
                "pvalue": 0.12125090046221813,
                "lower": -0.23303726101903205,
                "upper": 0.027674443549291397
              },
              {
                "event_time": 1,
                "estimate": -0.014677184991487825,
                "se": 0.07811210280157868,
                "pvalue": 0.8513404304049437,
                "lower": -0.1696685434944411,
                "upper": 0.14031417351146547
              },
              {
                "event_time": 2,
                "estimate": -0.11348784405963937,
                "se": 0.0963383310904237,
                "pvalue": 0.24161522000416805,
                "lower": -0.30464399369680284,
                "upper": 0.07766830557752409
              },
              {
                "event_time": 3,
                "estimate": -0.14139637539076277,
                "se": 0.1012560666224201,
                "pvalue": 0.16570999414249896,
                "lower": -0.34231037923393237,
                "upper": 0.059517628452406796
              },
              {
                "event_time": 4,
                "estimate": -0.17529007478059183,
                "se": 0.10230333800677097,
                "pvalue": 0.0897624178112739,
                "lower": -0.37828209225750176,
                "upper": 0.02770194269631812
              },
              {
                "event_time": 5,
                "estimate": -0.22880432126328715,
                "se": 0.10753359087539996,
                "pvalue": 0.03584160266492932,
                "lower": -0.4421742951432142,
                "upper": -0.01543434738336008
              },
              {
                "event_time": 6,
                "estimate": -0.23938831755857043,
                "se": 0.11960627394354528,
                "pvalue": 0.0480785129752234,
                "lower": -0.4767131138334418,
                "upper": -0.002063521283699077
              },
              {
                "event_time": 7,
                "estimate": -0.2833122790929631,
                "se": 0.12820797418824764,
                "pvalue": 0.02942405105693342,
                "lower": -0.5377047148058378,
                "upper": -0.028919843380088295
              },
              {
                "event_time": 8,
                "estimate": -0.31789510912840135,
                "se": 0.12349413078537094,
                "pvalue": 0.0115290824826701,
                "lower": -0.5629342568541644,
                "upper": -0.07285596140263831
              },
              {
                "event_time": 9,
                "estimate": -0.31475704814664673,
                "se": 0.1346470658495094,
                "pvalue": 0.02141841270475031,
                "lower": -0.5819260386866159,
                "upper": -0.047588057606677614
              },
              {
                "event_time": 10,
                "estimate": -0.2243628119613162,
                "se": 0.14547622519301437,
                "pvalue": 0.12619985677713064,
                "lower": -0.5130192040420983,
                "upper": 0.06429358011946595
              },
              {
                "event_time": 11,
                "estimate": -0.4378499127965036,
                "se": 0.16851441684666116,
                "pvalue": 0.010798518766251078,
                "lower": -0.7722190752903484,
                "upper": -0.1034807503026588
              },
              {
                "event_time": 12,
                "estimate": -0.30681078539319245,
                "se": 0.187929139148359,
                "pvalue": 0.10573252735839998,
                "lower": -0.6797029689884089,
                "upper": 0.06608139820202402
              },
              {
                "event_time": 13,
                "estimate": -0.3805329211366294,
                "se": 0.21262457243801355,
                "pvalue": 0.0765605864429297,
                "lower": -0.8024262020919499,
                "upper": 0.041360359818691184
              },
              {
                "event_time": 14,
                "estimate": -0.8735081855364781,
                "se": 0.23064891467429144,
                "pvalue": 0.00026152686797552944,
                "lower": -1.3311656718982163,
                "upper": -0.41585069917473994
              },
              {
                "event_time": 15,
                "estimate": -1.1528512080420805,
                "se": 0.1624668085517366,
                "pvalue": 1.9567022947211437e-10,
                "lower": -1.4752206036405813,
                "upper": -0.8304818124435797
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -18,
                "estimate": 0.27091699286672455,
                "se": 0.43605108423774364,
                "pvalue": 0.5358325538439186,
                "lower": -0.5943029602354432,
                "upper": 1.1361369459688921
              },
              {
                "event_time": -17,
                "estimate": 0.3818485539350569,
                "se": 0.2735098120228177,
                "pvalue": 0.1658055228769797,
                "lower": -0.16085425150583244,
                "upper": 0.9245513593759462
              },
              {
                "event_time": -16,
                "estimate": -0.013911297636112867,
                "se": 0.4400546809498574,
                "pvalue": 0.9748445950588481,
                "lower": -0.8870752552017723,
                "upper": 0.8592526599295466
              },
              {
                "event_time": -15,
                "estimate": 0.43149079645906874,
                "se": 0.31692031691329914,
                "pvalue": 0.1764425486319799,
                "lower": -0.19734786866243892,
                "upper": 1.0603294615805763
              },
              {
                "event_time": -14,
                "estimate": 0.29906909209111576,
                "se": 0.22602288924524333,
                "pvalue": 0.18882323910810397,
                "lower": -0.14940935619583534,
                "upper": 0.7475475403780669
              },
              {
                "event_time": -13,
                "estimate": -0.01411122538566352,
                "se": 0.05914179126974841,
                "pvalue": 0.8119090407990898,
                "lower": -0.1314613701702839,
                "upper": 0.10323891939895685
              },
              {
                "event_time": -12,
                "estimate": -0.06216767343877764,
                "se": 0.07183936792659633,
                "pvalue": 0.38892763200956487,
                "lower": -0.20471256506998364,
                "upper": 0.08037721819242838
              },
              {
                "event_time": -11,
                "estimate": -0.12751362825479162,
                "se": 0.13583741628625426,
                "pvalue": 0.3501579043710865,
                "lower": -0.3970445323096782,
                "upper": 0.14201727580009493
              },
              {
                "event_time": -10,
                "estimate": -0.03361219738676283,
                "se": 0.0969494520773594,
                "pvalue": 0.7295539227516014,
                "lower": -0.22598094364567434,
                "upper": 0.15875654887214868
              },
              {
                "event_time": -9,
                "estimate": 0.2241738282219467,
                "se": 0.11384359517744734,
                "pvalue": 0.05173247127857115,
                "lower": -0.001716563158686013,
                "upper": 0.4500642196025794
              },
              {
                "event_time": -8,
                "estimate": 0.0159786593409868,
                "se": 0.1040795480411061,
                "pvalue": 0.8782979413046796,
                "lower": -0.1905377441956288,
                "upper": 0.2224950628776024
              },
              {
                "event_time": -7,
                "estimate": 0.03781622744685288,
                "se": 0.0603079068199364,
                "pvalue": 0.5320682404849505,
                "lower": -0.08184774357995901,
                "upper": 0.1574801984736648
              },
              {
                "event_time": -6,
                "estimate": -0.0303008511189079,
                "se": 0.05660207309528764,
                "pvalue": 0.5936214239208399,
                "lower": -0.1426116440495111,
                "upper": 0.08200994181169531
              },
              {
                "event_time": -5,
                "estimate": -0.022578802031641348,
                "se": 0.05813214540053362,
                "pvalue": 0.6985505220981922,
                "lower": -0.13792559036746654,
                "upper": 0.09276798630418384
              },
              {
                "event_time": -4,
                "estimate": -0.07112002251278166,
                "se": 0.04664672138345987,
                "pvalue": 0.13053416712128885,
                "lower": -0.16367723781777133,
                "upper": 0.02143719279220803
              },
              {
                "event_time": -3,
                "estimate": 0.026637782143191572,
                "se": 0.03892572354444802,
                "pvalue": 0.49536984657160993,
                "lower": -0.050599298366468703,
                "upper": 0.10387486265285184
              },
              {
                "event_time": -2,
                "estimate": 0.024151303084064296,
                "se": 0.049649269626039584,
                "pvalue": 0.6277315930236537,
                "lower": -0.07436361934180806,
                "upper": 0.12266622550993665
              },
              {
                "event_time": -1,
                "estimate": -0.044505759405374705,
                "se": 0.05702806608207025,
                "pvalue": 0.43700656375451,
                "lower": -0.15766181484160888,
                "upper": 0.06865029603085948
              },
              {
                "event_time": 0,
                "estimate": -0.16513010744956375,
                "se": 0.07486317777736638,
                "pvalue": 0.029713983167656662,
                "lower": -0.31367489384504166,
                "upper": -0.016585321054085805
              },
              {
                "event_time": 1,
                "estimate": -0.0661575758151632,
                "se": 0.07591440717983008,
                "pvalue": 0.3856028560429207,
                "lower": -0.21678822941101566,
                "upper": 0.08447307778068928
              },
              {
                "event_time": 2,
                "estimate": -0.18735353200420596,
                "se": 0.08964701912644607,
                "pvalue": 0.03918948539803474,
                "lower": -0.365232667014092,
                "upper": -0.0094743969943199
              },
              {
                "event_time": 3,
                "estimate": -0.21860505795186727,
                "se": 0.10104407404592834,
                "pvalue": 0.032912154160252095,
                "lower": -0.4190984225311514,
                "upper": -0.018111693372583115
              },
              {
                "event_time": 4,
                "estimate": -0.25661649857077573,
                "se": 0.115067816175792,
                "pvalue": 0.02799701664014044,
                "lower": -0.4849360100088119,
                "upper": -0.02829698713273951
              },
              {
                "event_time": 5,
                "estimate": -0.29943279398153033,
                "se": 0.11586644115990462,
                "pvalue": 0.011217298479206652,
                "lower": -0.5293369506510033,
                "upper": -0.06952863731205741
              },
              {
                "event_time": 6,
                "estimate": -0.2896515163355276,
                "se": 0.12305898803817485,
                "pvalue": 0.02056019743141676,
                "lower": -0.5338272464459443,
                "upper": -0.04547578622511092
              },
              {
                "event_time": 7,
                "estimate": -0.33986887302111424,
                "se": 0.12713511068436786,
                "pvalue": 0.008786326593227839,
                "lower": -0.5921325147828524,
                "upper": -0.08760523125937608
              },
              {
                "event_time": 8,
                "estimate": -0.3824475180482585,
                "se": 0.11828633380348391,
                "pvalue": 0.0016633746281746382,
                "lower": -0.6171532667221407,
                "upper": -0.14774176937437627
              },
              {
                "event_time": 9,
                "estimate": -0.39833367668164493,
                "se": 0.13576254992801245,
                "pvalue": 0.004158160308234746,
                "lower": -0.6677160296394046,
                "upper": -0.1289513237238853
              },
              {
                "event_time": 10,
                "estimate": -0.2815641718536017,
                "se": 0.13873978278873395,
                "pvalue": 0.04509714977264235,
                "lower": -0.5568540007224251,
                "upper": -0.006274342984778358
              },
              {
                "event_time": 11,
                "estimate": -0.5237504729321323,
                "se": 0.15220768445236613,
                "pvalue": 0.0008500711367240194,
                "lower": -0.8257635405842335,
                "upper": -0.22173740528003105
              },
              {
                "event_time": 12,
                "estimate": -0.3467012756236689,
                "se": 0.1925309733316937,
                "pvalue": 0.07478623345129086,
                "lower": -0.728724496613848,
                "upper": 0.03532194536651012
              },
              {
                "event_time": 13,
                "estimate": -0.31087471140665435,
                "se": 0.18586336983874124,
                "pvalue": 0.0975639430930188,
                "lower": -0.6796679605196603,
                "upper": 0.057918537706351636
              },
              {
                "event_time": 14,
                "estimate": -0.8660037717113176,
                "se": 0.1961078761023635,
                "pvalue": 2.570338026083647e-05,
                "lower": -1.255124343813236,
                "upper": -0.4768831996093991
              },
              {
                "event_time": 15,
                "estimate": -0.7083880212231993,
                "se": 0.10692525315475686,
                "pvalue": 1.8248350891714023e-09,
                "lower": -0.9205509210855369,
                "upper": -0.4962251213608617
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -18,
                "estimate": 0.33160506620162566,
                "se": 0.15241014092937397,
                "pvalue": 0.03195421515919544,
                "lower": 0.029190280975886995,
                "upper": 0.6340198514273643
              },
              {
                "event_time": -17,
                "estimate": 0.4132540268042989,
                "se": 0.535131492170441,
                "pvalue": 0.4418074163912218,
                "lower": -0.6485629512880241,
                "upper": 1.475071004896622
              },
              {
                "event_time": -16,
                "estimate": 0.011385864480893921,
                "se": 0.9656112675886436,
                "pvalue": 0.9906158077351673,
                "lower": -1.9045963813113407,
                "upper": 1.9273681102731286
              },
              {
                "event_time": -15,
                "estimate": 0.483112351079374,
                "se": 0.6129325309711358,
                "pvalue": 0.43246401489376374,
                "lower": -0.7330787670523202,
                "upper": 1.6993034692110682
              },
              {
                "event_time": -14,
                "estimate": 0.6485178906731996,
                "se": 0.20228649888838418,
                "pvalue": 0.001812918248743352,
                "lower": 0.24713759050180084,
                "upper": 1.0498981908445986
              },
              {
                "event_time": -13,
                "estimate": 0.2896887927085233,
                "se": 0.16727631940481352,
                "pvalue": 0.086424313912865,
                "lower": -0.042223715853491606,
                "upper": 0.6216013012705383
              },
              {
                "event_time": -12,
                "estimate": 0.19796861668718765,
                "se": 0.19102587426470038,
                "pvalue": 0.3025661872564107,
                "lower": -0.18106816122044636,
                "upper": 0.5770053945948217
              },
              {
                "event_time": -11,
                "estimate": 0.13217812505867932,
                "se": 0.1963958080898231,
                "pvalue": 0.5025031817776692,
                "lower": -0.2575137665736605,
                "upper": 0.5218700166910191
              },
              {
                "event_time": -10,
                "estimate": 0.09264119409736193,
                "se": 0.15802824920001501,
                "pvalue": 0.5590539627470488,
                "lower": -0.22092113679483055,
                "upper": 0.4062035249895544
              },
              {
                "event_time": -9,
                "estimate": 0.41573843216650713,
                "se": 0.12588258796978669,
                "pvalue": 0.0013336444884959667,
                "lower": 0.165960067207288,
                "upper": 0.6655167971257263
              },
              {
                "event_time": -8,
                "estimate": 0.12671792662411022,
                "se": 0.1376075444745728,
                "pvalue": 0.3593596240842387,
                "lower": -0.14632529578851897,
                "upper": 0.3997611490367394
              },
              {
                "event_time": -7,
                "estimate": 0.13947971314514301,
                "se": 0.1239104401916685,
                "pvalue": 0.2630354098737333,
                "lower": -0.10638548276170051,
                "upper": 0.38534490905198654
              },
              {
                "event_time": -6,
                "estimate": 0.0020498898487759792,
                "se": 0.10195658683896985,
                "pvalue": 0.9839996655981185,
                "lower": -0.2002540980830006,
                "upper": 0.20435387778055258
              },
              {
                "event_time": -5,
                "estimate": -0.003924958595766484,
                "se": 0.09189358955052851,
                "pvalue": 0.966017143987231,
                "lower": -0.1862617767240496,
                "upper": 0.17841185953251665
              },
              {
                "event_time": -4,
                "estimate": -0.03828485454917878,
                "se": 0.0816877149778727,
                "pvalue": 0.6403335014164138,
                "lower": -0.20037100334463342,
                "upper": 0.12380129424627588
              },
              {
                "event_time": -3,
                "estimate": 0.06307616154439886,
                "se": 0.08421054754551097,
                "pvalue": 0.4556156135297956,
                "lower": -0.10401583439777796,
                "upper": 0.2301681574865757
              },
              {
                "event_time": -2,
                "estimate": 0.08995177838528728,
                "se": 0.07077916170203154,
                "pvalue": 0.20674973797573154,
                "lower": -0.05048943408295983,
                "upper": 0.2303929908535344
              },
              {
                "event_time": 0,
                "estimate": -0.12919016352814552,
                "se": 0.06805406197437912,
                "pvalue": 0.060563016003075544,
                "lower": -0.2642241869220212,
                "upper": 0.005843859865730133
              },
              {
                "event_time": 1,
                "estimate": -0.05287858946372269,
                "se": 0.0901615188730954,
                "pvalue": 0.558882991388943,
                "lower": -0.23177860359249725,
                "upper": 0.1260214246650519
              },
              {
                "event_time": 2,
                "estimate": -0.20818983204661595,
                "se": 0.10339972758557223,
                "pvalue": 0.04678193344063076,
                "lower": -0.41335732431132605,
                "upper": -0.0030223397819058584
              },
              {
                "event_time": 3,
                "estimate": -0.24911947973923643,
                "se": 0.10575849514793413,
                "pvalue": 0.020466836258753736,
                "lower": -0.45896727858603714,
                "upper": -0.039271680892435684
              },
              {
                "event_time": 4,
                "estimate": -0.2690681383076677,
                "se": 0.12193125624945628,
                "pvalue": 0.029644567688617098,
                "lower": -0.5110062038860661,
                "upper": -0.02713007272926926
              },
              {
                "event_time": 5,
                "estimate": -0.28942523725624947,
                "se": 0.11714582428742094,
                "pvalue": 0.015196098451367962,
                "lower": -0.5218679676149139,
                "upper": -0.05698250689758502
              },
              {
                "event_time": 6,
                "estimate": -0.29977396217576985,
                "se": 0.1256973176143651,
                "pvalue": 0.018988486534196488,
                "lower": -0.5491847105551351,
                "upper": -0.05036321379640468
              },
              {
                "event_time": 7,
                "estimate": -0.37812780057215345,
                "se": 0.12862807068110163,
                "pvalue": 0.004089118129728398,
                "lower": -0.6333537988674511,
                "upper": -0.12290180227685576
              },
              {
                "event_time": 8,
                "estimate": -0.39731488522573055,
                "se": 0.12589653894698818,
                "pvalue": 0.0021201954780826916,
                "lower": -0.6471209319504041,
                "upper": -0.147508838501057
              },
              {
                "event_time": 9,
                "estimate": -0.41843403948991753,
                "se": 0.14795714398872764,
                "pvalue": 0.0056682504142143405,
                "lower": -0.7120131127006633,
                "upper": -0.12485496627917175
              },
              {
                "event_time": 10,
                "estimate": -0.31777185736694963,
                "se": 0.13981537226636598,
                "pvalue": 0.025199983019146704,
                "lower": -0.5951958891102385,
                "upper": -0.04034782562366085
              },
              {
                "event_time": 11,
                "estimate": -0.5313563492660658,
                "se": 0.16647722151109534,
                "pvalue": 0.0018954124616023629,
                "lower": -0.861683274241388,
                "upper": -0.2010294242907435
              },
              {
                "event_time": 12,
                "estimate": -0.37764398963337403,
                "se": 0.17151979509413717,
                "pvalue": 0.03000488136256486,
                "lower": -0.7179764745917898,
                "upper": -0.03731150467495825
              },
              {
                "event_time": 13,
                "estimate": -0.31630326355884986,
                "se": 0.17516872946741316,
                "pvalue": 0.07400329578649652,
                "lower": -0.6638760259559462,
                "upper": 0.03126949883824648
              },
              {
                "event_time": 14,
                "estimate": -0.9760871197258498,
                "se": 0.2168443414807019,
                "pvalue": 1.845328983384319e-05,
                "lower": -1.4063533379474522,
                "upper": -0.5458209015042474
              },
              {
                "event_time": 15,
                "estimate": -0.5929557031661352,
                "se": 0.12104275050026535,
                "pvalue": 3.764581312654187e-06,
                "lower": -0.833130780575407,
                "upper": -0.3527806257568634
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0,
              6.0
            ],
            "weights": [
              0.14285714285714285,
              0.14285714285714285,
              0.14285714285714285,
              0.14285714285714285,
              0.14285714285714285,
              0.14285714285714285,
              0.14285714285714285
            ],
            "weighting": "equal_periods"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 1.1102230246251565e-16,
            "package_aggregate_vs_estimable_cell_weights": null,
            "saturated_vs_deviations_relative_rss_difference": 6.356840768537699e-16
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "F": 1.0632582687808734,
            "df_num": 97,
            "df_den": 1740,
            "pvalue": 0.3215879750210392,
            "log10_pvalue": -0.4927001989772101,
            "inference": "Homoskedastic nested-model F",
            "observations": 2100,
            "design_columns": 240,
            "restricted_design_columns": 143,
            "fixed_effect_rank": 120,
            "covariance_rank": 97,
            "rss_unrestricted": 366267.85557730566,
            "rss_restricted": 387977.8674307696,
            "test_horizon": null,
            "reference_cohort": 6,
            "pyfixest": "0.27.0",
            "formulaic": "1.0.2",
            "design_head": {
              "index": [
                0,
                1,
                2,
                3,
                4
              ],
              "columns": [
                "C(rel_time, contr.treatment(base=-1.0))[T.-18.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-17.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-16.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-15.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-14.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-13.0]"
              ],
              "data": [
                [
                  -0.5822501128938818,
                  0.02826353135468359,
                  0.029152203674997067,
                  -0.2489488023578749,
                  -1.0703728677246855,
                  -0.5266835961911177
                ],
                [
                  0.027715638131097963,
                  -0.5511036207611877,
                  0.02753335300001259,
                  0.03905942086115778,
                  -0.18476483435420765,
                  -1.1256388109088133
                ],
                [
                  0.028419565604763806,
                  0.027412115196551637,
                  -0.5613712994213701,
                  0.04122669163693121,
                  0.09627332617613464,
                  -0.16858854637301995
                ],
                [
                  0.027783649387909354,
                  0.02687835577233194,
                  0.027817402768422775,
                  -0.5338428430322796,
                  0.09142668239908933,
                  0.13065331073537734
                ],
                [
                  0.026102194771704394,
                  0.02521966010469387,
                  0.026056970172030174,
                  0.03831632584584565,
                  -0.44999517334705735,
                  0.12931471814459755
                ]
              ]
            },
            "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_7,ref=-1.0)+i(rel_time,cohort_dummy_8,ref=-1.0)+i(rel_time,cohort_dummy_9,ref=-1.0)+i(rel_time,cohort_dummy_10,ref=-1.0)+i(rel_time,cohort_dummy_11,ref=-1.0)+i(rel_time,cohort_dummy_12,ref=-1.0)+i(rel_time,cohort_dummy_13,ref=-1.0)+i(rel_time,cohort_dummy_14,ref=-1.0)+i(rel_time,cohort_dummy_15,ref=-1.0)+i(rel_time,cohort_dummy_16,ref=-1.0)+i(rel_time,cohort_dummy_19,ref=-1.0)|unit_fe+time_fe",
            "restriction_names": [
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_19",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_19"
            ],
            "deviations": [
              {
                "event_time": -6.0,
                "cohort": 7,
                "estimate": -0.3747373126239657
              },
              {
                "event_time": -5.0,
                "cohort": 7,
                "estimate": -0.7438629446112117
              },
              {
                "event_time": -4.0,
                "cohort": 7,
                "estimate": -0.3939422922714732
              },
              {
                "event_time": -3.0,
                "cohort": 7,
                "estimate": -0.20109038127703405
              },
              {
                "event_time": -2.0,
                "cohort": 7,
                "estimate": 0.283724604403787
              },
              {
                "event_time": 0.0,
                "cohort": 7,
                "estimate": -0.3058892197151354
              },
              {
                "event_time": 1.0,
                "cohort": 7,
                "estimate": -0.5765546226293912
              },
              {
                "event_time": 2.0,
                "cohort": 7,
                "estimate": -0.43920900403490115
              },
              {
                "event_time": 3.0,
                "cohort": 7,
                "estimate": -1.2688824574575843
              },
              {
                "event_time": 4.0,
                "cohort": 7,
                "estimate": 0.0020449345385909756
              },
              {
                "event_time": 5.0,
                "cohort": 7,
                "estimate": -0.6955166314150892
              },
              {
                "event_time": 6.0,
                "cohort": 7,
                "estimate": -1.1925337993532377
              },
              {
                "event_time": 7.0,
                "cohort": 7,
                "estimate": -1.6736159359471863
              },
              {
                "event_time": 8.0,
                "cohort": 7,
                "estimate": -0.6749084718864844
              },
              {
                "event_time": 9.0,
                "cohort": 7,
                "estimate": -0.838165265758682
              },
              {
                "event_time": 10.0,
                "cohort": 7,
                "estimate": -0.7667506097875983
              },
              {
                "event_time": 11.0,
                "cohort": 7,
                "estimate": -0.8069454059999415
              },
              {
                "event_time": 12.0,
                "cohort": 7,
                "estimate": -0.9465081888989697
              },
              {
                "event_time": 13.0,
                "cohort": 7,
                "estimate": -1.0370418639087733
              },
              {
                "event_time": 14.0,
                "cohort": 7,
                "estimate": -1.3045216211271327
              },
              {
                "event_time": -7.0,
                "cohort": 8,
                "estimate": 0.4348843663012569
              },
              {
                "event_time": -6.0,
                "cohort": 8,
                "estimate": -0.0017660718508228724
              },
              {
                "event_time": -5.0,
                "cohort": 8,
                "estimate": -0.5518062909020323
              },
              {
                "event_time": -4.0,
                "cohort": 8,
                "estimate": -0.011323197184440081
              },
              {
                "event_time": -3.0,
                "cohort": 8,
                "estimate": -0.1688748568093007
              },
              {
                "event_time": -2.0,
                "cohort": 8,
                "estimate": 0.47444055449712985
              },
              {
                "event_time": 0.0,
                "cohort": 8,
                "estimate": -0.3645423462376217
              },
              {
                "event_time": 1.0,
                "cohort": 8,
                "estimate": -0.4859794561134287
              },
              {
                "event_time": 2.0,
                "cohort": 8,
                "estimate": -0.4248085147675959
              },
              {
                "event_time": 3.0,
                "cohort": 8,
                "estimate": -0.9073945473289444
              },
              {
                "event_time": 4.0,
                "cohort": 8,
                "estimate": 0.07989001793222578
              },
              {
                "event_time": 5.0,
                "cohort": 8,
                "estimate": -0.20767694523958097
              },
              {
                "event_time": 6.0,
                "cohort": 8,
                "estimate": -0.6689015618715113
              },
              {
                "event_time": 7.0,
                "cohort": 8,
                "estimate": -1.1331281041115635
              },
              {
                "event_time": 8.0,
                "cohort": 8,
                "estimate": -0.13404763906153694
              },
              {
                "event_time": 9.0,
                "cohort": 8,
                "estimate": -0.5025036151845643
              },
              {
                "event_time": 10.0,
                "cohort": 8,
                "estimate": 0.06229331775387077
              },
              {
                "event_time": 11.0,
                "cohort": 8,
                "estimate": -0.16147101354192828
              },
              {
                "event_time": 12.0,
                "cohort": 8,
                "estimate": 0.04560133840774783
              },
              {
                "event_time": 13.0,
                "cohort": 8,
                "estimate": -0.06157912380400754
              },
              {
                "event_time": -8.0,
                "cohort": 9,
                "estimate": 0.21217779229330813
              },
              {
                "event_time": -7.0,
                "cohort": 9,
                "estimate": -0.27586647505716594
              },
              {
                "event_time": -6.0,
                "cohort": 9,
                "estimate": -0.38882270719413087
              },
              {
                "event_time": -5.0,
                "cohort": 9,
                "estimate": -0.9115320476962178
              },
              {
                "event_time": -4.0,
                "cohort": 9,
                "estimate": -0.48197058811473664
              },
              {
                "event_time": -3.0,
                "cohort": 9,
                "estimate": -0.190242841956404
              },
              {
                "event_time": -2.0,
                "cohort": 9,
                "estimate": 0.3862563626175246
              },
              {
                "event_time": 0.0,
                "cohort": 9,
                "estimate": -0.5970847196033865
              },
              {
                "event_time": 1.0,
                "cohort": 9,
                "estimate": -1.1748086643677842
              },
              {
                "event_time": 2.0,
                "cohort": 9,
                "estimate": -1.1511815727608077
              },
              {
                "event_time": 3.0,
                "cohort": 9,
                "estimate": -1.5539534028767101
              },
              {
                "event_time": 4.0,
                "cohort": 9,
                "estimate": -0.6033081214696409
              },
              {
                "event_time": 5.0,
                "cohort": 9,
                "estimate": -0.3274802446776063
              },
              {
                "event_time": 6.0,
                "cohort": 9,
                "estimate": -1.4161929401517306
              },
              {
                "event_time": 7.0,
                "cohort": 9,
                "estimate": -1.4717487862807095
              },
              {
                "event_time": 8.0,
                "cohort": 9,
                "estimate": -0.3642830807074233
              },
              {
                "event_time": 9.0,
                "cohort": 9,
                "estimate": -0.6960129709669189
              },
              {
                "event_time": 10.0,
                "cohort": 9,
                "estimate": -0.3318914122976045
              },
              {
                "event_time": 11.0,
                "cohort": 9,
                "estimate": -0.43156103345403674
              },
              {
                "event_time": 12.0,
                "cohort": 9,
                "estimate": -0.42120531233983727
              },
              {
                "event_time": -9.0,
                "cohort": 10,
                "estimate": 1.0321411735589274
              },
              {
                "event_time": -8.0,
                "cohort": 10,
                "estimate": 1.3168071290971197
              },
              {
                "event_time": -7.0,
                "cohort": 10,
                "estimate": 1.0439932816741313
              },
              {
                "event_time": -6.0,
                "cohort": 10,
                "estimate": 0.21665930873063027
              },
              {
                "event_time": -5.0,
                "cohort": 10,
                "estimate": -0.2074337227634408
              },
              {
                "event_time": -4.0,
                "cohort": 10,
                "estimate": 0.49453177809414045
              },
              {
                "event_time": -3.0,
                "cohort": 10,
                "estimate": 0.36196424654623494
              },
              {
                "event_time": -2.0,
                "cohort": 10,
                "estimate": 0.40608309404593707
              },
              {
                "event_time": 0.0,
                "cohort": 10,
                "estimate": -0.5213404719399709
              },
              {
                "event_time": 1.0,
                "cohort": 10,
                "estimate": -0.8800996849798368
              },
              {
                "event_time": 2.0,
                "cohort": 10,
                "estimate": 0.120823882655596
              },
              {
                "event_time": 3.0,
                "cohort": 10,
                "estimate": -0.5084750562235787
              },
              {
                "event_time": 4.0,
                "cohort": 10,
                "estimate": 0.3578096205713344
              },
              {
                "event_time": 5.0,
                "cohort": 10,
                "estimate": 0.35312990042461734
              },
              {
                "event_time": 6.0,
                "cohort": 10,
                "estimate": -0.32540893342906296
              },
              {
                "event_time": 7.0,
                "cohort": 10,
                "estimate": -0.637641760260105
              },
              {
                "event_time": 8.0,
                "cohort": 10,
                "estimate": 0.09586934878679995
              },
              {
                "event_time": 9.0,
                "cohort": 10,
                "estimate": -0.20890374047981133
              },
              {
                "event_time": 10.0,
                "cohort": 10,
                "estimate": 0.21145265251421858
              },
              {
                "event_time": 11.0,
                "cohort": 10,
                "estimate": 0.3033127821003999
              },
              {
                "event_time": -10.0,
                "cohort": 11,
                "estimate": -0.40400045239098886
              },
              {
                "event_time": -9.0,
                "cohort": 11,
                "estimate": 0.27621095525885764
              },
              {
                "event_time": -8.0,
                "cohort": 11,
                "estimate": 0.25887918452292463
              },
              {
                "event_time": -7.0,
                "cohort": 11,
                "estimate": -0.7005855006512611
              },
              {
                "event_time": -6.0,
                "cohort": 11,
                "estimate": -1.0127577456318706
              },
              {
                "event_time": -5.0,
                "cohort": 11,
                "estimate": -2.1270126649065375
              },
              {
                "event_time": -4.0,
                "cohort": 11,
                "estimate": -1.9353622562419732
              },
              {
                "event_time": -3.0,
                "cohort": 11,
                "estimate": -1.0933900177465004
              },
              {
                "event_time": -2.0,
                "cohort": 11,
                "estimate": -0.33097203508040945
              },
              {
                "event_time": 0.0,
                "cohort": 11,
                "estimate": -0.7554733392593922
              },
              {
                "event_time": 1.0,
                "cohort": 11,
                "estimate": -0.576685630385843
              },
              {
                "event_time": 2.0,
                "cohort": 11,
                "estimate": -0.9717552250099906
              },
              {
                "event_time": 3.0,
                "cohort": 11,
                "estimate": -1.2088912201378759
              },
              {
                "event_time": 4.0,
                "cohort": 11,
                "estimate": 0.15660816269778183
              },
              {
                "event_time": 5.0,
                "cohort": 11,
                "estimate": -0.5174060649212724
              },
              {
                "event_time": 6.0,
                "cohort": 11,
                "estimate": -0.5020386691544941
              },
              {
                "event_time": 7.0,
                "cohort": 11,
                "estimate": -1.1711162929218077
              },
              {
                "event_time": 8.0,
                "cohort": 11,
                "estimate": -0.12289523303773389
              },
              {
                "event_time": 9.0,
                "cohort": 11,
                "estimate": -0.4462105558363648
              },
              {
                "event_time": 10.0,
                "cohort": 11,
                "estimate": -0.19309062495173818
              },
              {
                "event_time": -11.0,
                "cohort": 12,
                "estimate": 0.19835745414816172
              },
              {
                "event_time": -10.0,
                "cohort": 12,
                "estimate": 0.3801418448577361
              },
              {
                "event_time": -9.0,
                "cohort": 12,
                "estimate": 0.4003128769282115
              },
              {
                "event_time": -8.0,
                "cohort": 12,
                "estimate": 1.550686018059218
              },
              {
                "event_time": -7.0,
                "cohort": 12,
                "estimate": 0.2986819932042913
              },
              {
                "event_time": -6.0,
                "cohort": 12,
                "estimate": 0.6620187345318611
              },
              {
                "event_time": -5.0,
                "cohort": 12,
                "estimate": -0.17140647825386396
              },
              {
                "event_time": -4.0,
                "cohort": 12,
                "estimate": 0.08045449104047418
              },
              {
                "event_time": -3.0,
                "cohort": 12,
                "estimate": -0.16215290837704324
              },
              {
                "event_time": -2.0,
                "cohort": 12,
                "estimate": 0.13379261525143432
              },
              {
                "event_time": 0.0,
                "cohort": 12,
                "estimate": 0.31861551167716723
              },
              {
                "event_time": 1.0,
                "cohort": 12,
                "estimate": 0.15542402587196769
              },
              {
                "event_time": 2.0,
                "cohort": 12,
                "estimate": -0.1964762173013369
              },
              {
                "event_time": 3.0,
                "cohort": 12,
                "estimate": -0.10349308990948476
              },
              {
                "event_time": 4.0,
                "cohort": 12,
                "estimate": 0.20865760688804724
              },
              {
                "event_time": 5.0,
                "cohort": 12,
                "estimate": 0.05968124801536971
              },
              {
                "event_time": 6.0,
                "cohort": 12,
                "estimate": -0.13530031591224934
              },
              {
                "event_time": 7.0,
                "cohort": 12,
                "estimate": -1.0451895374011
              },
              {
                "event_time": 8.0,
                "cohort": 12,
                "estimate": -0.043242886472118464
              },
              {
                "event_time": 9.0,
                "cohort": 12,
                "estimate": 0.016119672023840736
              },
              {
                "event_time": -12.0,
                "cohort": 13,
                "estimate": -0.29586265464132083
              },
              {
                "event_time": -11.0,
                "cohort": 13,
                "estimate": -0.11837460076827201
              },
              {
                "event_time": -10.0,
                "cohort": 13,
                "estimate": 0.1371161664358585
              },
              {
                "event_time": -9.0,
                "cohort": 13,
                "estimate": 0.7334774178917989
              },
              {
                "event_time": -8.0,
                "cohort": 13,
                "estimate": 1.043474939566603
              },
              {
                "event_time": -7.0,
                "cohort": 13,
                "estimate": 0.5059730700844736
              },
              {
                "event_time": -6.0,
                "cohort": 13,
                "estimate": 0.228963765185683
              },
              {
                "event_time": -5.0,
                "cohort": 13,
                "estimate": -0.2957458251389097
              },
              {
                "event_time": -4.0,
                "cohort": 13,
                "estimate": -0.20262454397546031
              },
              {
                "event_time": -3.0,
                "cohort": 13,
                "estimate": 0.10110373280544617
              },
              {
                "event_time": -2.0,
                "cohort": 13,
                "estimate": 0.5912426801491361
              },
              {
                "event_time": 0.0,
                "cohort": 13,
                "estimate": -0.04824849641345981
              },
              {
                "event_time": 1.0,
                "cohort": 13,
                "estimate": -0.5734982659400709
              },
              {
                "event_time": 2.0,
                "cohort": 13,
                "estimate": -0.548006152867652
              },
              {
                "event_time": 3.0,
                "cohort": 13,
                "estimate": -0.2460764531598662
              },
              {
                "event_time": 4.0,
                "cohort": 13,
                "estimate": 0.45338147404950524
              },
              {
                "event_time": 5.0,
                "cohort": 13,
                "estimate": 0.02104113956861192
              },
              {
                "event_time": 6.0,
                "cohort": 13,
                "estimate": -0.6254072838280702
              },
              {
                "event_time": 7.0,
                "cohort": 13,
                "estimate": -0.42519827786013004
              },
              {
                "event_time": 8.0,
                "cohort": 13,
                "estimate": 0.8051090832818708
              },
              {
                "event_time": -13.0,
                "cohort": 14,
                "estimate": 0.07574553928502084
              },
              {
                "event_time": -12.0,
                "cohort": 14,
                "estimate": -0.24470151406092183
              },
              {
                "event_time": -11.0,
                "cohort": 14,
                "estimate": 0.629784613202309
              },
              {
                "event_time": -10.0,
                "cohort": 14,
                "estimate": -0.5330450326849757
              },
              {
                "event_time": -9.0,
                "cohort": 14,
                "estimate": 0.46980123083866104
              },
              {
                "event_time": -8.0,
                "cohort": 14,
                "estimate": 0.8076892803561901
              },
              {
                "event_time": -7.0,
                "cohort": 14,
                "estimate": 0.5468563197953569
              },
              {
                "event_time": -6.0,
                "cohort": 14,
                "estimate": 0.5785402987904612
              },
              {
                "event_time": -5.0,
                "cohort": 14,
                "estimate": -0.12031304223154024
              },
              {
                "event_time": -4.0,
                "cohort": 14,
                "estimate": -0.158898630568478
              },
              {
                "event_time": -3.0,
                "cohort": 14,
                "estimate": -0.41673866201039034
              },
              {
                "event_time": -2.0,
                "cohort": 14,
                "estimate": 0.6953602242919608
              },
              {
                "event_time": 0.0,
                "cohort": 14,
                "estimate": -0.20454270603679073
              },
              {
                "event_time": 1.0,
                "cohort": 14,
                "estimate": -0.07616926713606209
              },
              {
                "event_time": 2.0,
                "cohort": 14,
                "estimate": -0.44416268104631906
              },
              {
                "event_time": 3.0,
                "cohort": 14,
                "estimate": -0.3332328711142207
              },
              {
                "event_time": 4.0,
                "cohort": 14,
                "estimate": 0.7738588564064084
              },
              {
                "event_time": 5.0,
                "cohort": 14,
                "estimate": -0.2609606643215586
              },
              {
                "event_time": 6.0,
                "cohort": 14,
                "estimate": -0.12739101884978613
              },
              {
                "event_time": 7.0,
                "cohort": 14,
                "estimate": -0.6220127625243281
              },
              {
                "event_time": -14.0,
                "cohort": 15,
                "estimate": 0.2610341576600421
              },
              {
                "event_time": -13.0,
                "cohort": 15,
                "estimate": 0.32970293026446584
              },
              {
                "event_time": -12.0,
                "cohort": 15,
                "estimate": 0.2469768121790364
              },
              {
                "event_time": -11.0,
                "cohort": 15,
                "estimate": 0.7545584370870817
              },
              {
                "event_time": -10.0,
                "cohort": 15,
                "estimate": 0.6624431864286607
              },
              {
                "event_time": -9.0,
                "cohort": 15,
                "estimate": 1.585494515431324
              },
              {
                "event_time": -8.0,
                "cohort": 15,
                "estimate": 1.772689038615192
              },
              {
                "event_time": -7.0,
                "cohort": 15,
                "estimate": 1.1734667061184803
              },
              {
                "event_time": -6.0,
                "cohort": 15,
                "estimate": 0.5055139708324563
              },
              {
                "event_time": -5.0,
                "cohort": 15,
                "estimate": -0.9577972325908147
              },
              {
                "event_time": -4.0,
                "cohort": 15,
                "estimate": 0.16427412849613815
              },
              {
                "event_time": -3.0,
                "cohort": 15,
                "estimate": 0.2560221782524788
              },
              {
                "event_time": -2.0,
                "cohort": 15,
                "estimate": 0.8491270451891888
              },
              {
                "event_time": 0.0,
                "cohort": 15,
                "estimate": 0.24261474261395424
              },
              {
                "event_time": 1.0,
                "cohort": 15,
                "estimate": -0.7721252801829732
              },
              {
                "event_time": 2.0,
                "cohort": 15,
                "estimate": -0.17334914968612594
              },
              {
                "event_time": 3.0,
                "cohort": 15,
                "estimate": -0.6037625119810792
              },
              {
                "event_time": 4.0,
                "cohort": 15,
                "estimate": 0.08169875669606014
              },
              {
                "event_time": 5.0,
                "cohort": 15,
                "estimate": 0.35075236858277015
              },
              {
                "event_time": 6.0,
                "cohort": 15,
                "estimate": -0.0898100448102378
              },
              {
                "event_time": -15.0,
                "cohort": 16,
                "estimate": 0.4314974469901757
              },
              {
                "event_time": -14.0,
                "cohort": 16,
                "estimate": -0.6699328383112816
              },
              {
                "event_time": -13.0,
                "cohort": 16,
                "estimate": -0.15820119808403965
              },
              {
                "event_time": -12.0,
                "cohort": 16,
                "estimate": -0.05865411768613335
              },
              {
                "event_time": -11.0,
                "cohort": 16,
                "estimate": 0.9566174763771639
              },
              {
                "event_time": -10.0,
                "cohort": 16,
                "estimate": 0.4921956113274738
              },
              {
                "event_time": -9.0,
                "cohort": 16,
                "estimate": 0.4964671810571168
              },
              {
                "event_time": -8.0,
                "cohort": 16,
                "estimate": 1.1631758977191138
              },
              {
                "event_time": -7.0,
                "cohort": 16,
                "estimate": -0.3195479709598797
              },
              {
                "event_time": -6.0,
                "cohort": 16,
                "estimate": -0.26183622560429143
              },
              {
                "event_time": -5.0,
                "cohort": 16,
                "estimate": -0.982413984361068
              },
              {
                "event_time": -4.0,
                "cohort": 16,
                "estimate": -0.5027493560327854
              },
              {
                "event_time": -3.0,
                "cohort": 16,
                "estimate": -0.5193855661179699
              },
              {
                "event_time": -2.0,
                "cohort": 16,
                "estimate": -0.45039656369850223
              },
              {
                "event_time": 0.0,
                "cohort": 16,
                "estimate": -0.20964281538321394
              },
              {
                "event_time": 1.0,
                "cohort": 16,
                "estimate": -0.21298380417541873
              },
              {
                "event_time": 2.0,
                "cohort": 16,
                "estimate": -0.7278320325635158
              },
              {
                "event_time": 3.0,
                "cohort": 16,
                "estimate": -1.7478030485341636
              },
              {
                "event_time": 4.0,
                "cohort": 16,
                "estimate": -0.1999844843147654
              },
              {
                "event_time": 5.0,
                "cohort": 16,
                "estimate": -0.3158728638143664
              },
              {
                "event_time": -5.0,
                "cohort": 19,
                "estimate": -1.0607388081774705
              },
              {
                "event_time": -4.0,
                "cohort": 19,
                "estimate": 0.020984430101921026
              },
              {
                "event_time": -3.0,
                "cohort": 19,
                "estimate": 0.06554248463370578
              },
              {
                "event_time": -2.0,
                "cohort": 19,
                "estimate": 0.5271726380015054
              },
              {
                "event_time": 0.0,
                "cohort": 19,
                "estimate": -0.048381704674087964
              },
              {
                "event_time": 1.0,
                "cohort": 19,
                "estimate": -0.46960905121931473
              },
              {
                "event_time": 2.0,
                "cohort": 19,
                "estimate": 0.6065987352502403
              }
            ]
          }
        }
      },
      "alternative_models": {
        "y__d": [
          {
            "method": "CS-DID",
            "class": "csdid.att_gt.ATTgt",
            "package": {
              "csdid": "0.4.2",
              "drdid": "1.1.6"
            },
            "parameters": {
              "est_method": "dr",
              "covariate_basis": "intercept",
              "control_group": "notyettreated",
              "xformla": "y ~ 1",
              "panel": true,
              "effective_panel": false,
              "allow_unbalanced_panel": true,
              "weights_name": "weight",
              "fix_weights": "varying",
              "base_period": "universal",
              "clustervar": "cluster",
              "aggregate": "dynamic",
              "faster_mode": true
            },
            "data_structure": "unbalanced or varying-weight panel; native repeated-cross-section comparisons",
            "aggregations": {
              "summaries": [
                {
                  "typec": "dynamic",
                  "aggregation": "Native CS-DID dynamic",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.33022659588010367,
                  "se": 0.10481797683980928,
                  "lower": -0.5356660554184833,
                  "upper": -0.12478713634172395
                },
                {
                  "typec": "simple",
                  "aggregation": "Native CS-DID simple",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.27336169483680867,
                  "se": 0.10459141647057318,
                  "lower": -0.4783571042111615,
                  "upper": -0.06836628546245582
                },
                {
                  "typec": "group",
                  "aggregation": "Native CS-DID group",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.22872724598178895,
                  "se": 0.0982458561937978,
                  "lower": -0.42128558575193403,
                  "upper": -0.03616890621164387
                },
                {
                  "typec": "treated_cells",
                  "aggregation": "Observed treated observations, configured weights",
                  "matches_treated_unit_year_target": true,
                  "weight_sum": 617724.0,
                  "post_cells": 124,
                  "estimate": -0.27682367717401885,
                  "se": 0.10660041297070869,
                  "lower": -0.4857566473337043,
                  "upper": -0.06789070701433339
                }
              ],
              "same_group_time_effects": true,
              "additional_covariates": []
            },
            "estimate": -0.33022659588010367,
            "se": 0.10481797683980928,
            "lower": -0.5356660554184833,
            "upper": -0.12478713634172395,
            "event_study": [
              {
                "event_time": -18,
                "estimate": 0.3410650549922104,
                "se": 0.13880818227917038,
                "lower": 0.06900601696556552,
                "upper": 0.6131240930188553,
                "relative_to_minus_one": 0.3410650549922104,
                "n": 0.0
              },
              {
                "event_time": -17,
                "estimate": 0.44032929798548776,
                "se": 0.48933191519451846,
                "lower": -0.5187436322817764,
                "upper": 1.399402228252752,
                "relative_to_minus_one": 0.44032929798548776,
                "n": 0.0
              },
              {
                "event_time": -16,
                "estimate": 0.04869992808656325,
                "se": 0.8855913902937516,
                "lower": -1.6870273019079443,
                "upper": 1.7844271580810707,
                "relative_to_minus_one": 0.04869992808656325,
                "n": 0.0
              },
              {
                "event_time": -15,
                "estimate": 0.4993560666382898,
                "se": 0.5672490272104685,
                "lower": -0.6124315969596096,
                "upper": 1.611143730236189,
                "relative_to_minus_one": 0.4993560666382898,
                "n": 0.0
              },
              {
                "event_time": -14,
                "estimate": 0.6167804752866001,
                "se": 0.24286608478024582,
                "lower": 0.14077169605106687,
                "upper": 1.0927892545221334,
                "relative_to_minus_one": 0.6167804752866001,
                "n": 0.0
              },
              {
                "event_time": -13,
                "estimate": 0.2523633603255371,
                "se": 0.16906977041778165,
                "lower": -0.07900730056777039,
                "upper": 0.5837340212188445,
                "relative_to_minus_one": 0.2523633603255371,
                "n": 0.0
              },
              {
                "event_time": -12,
                "estimate": 0.16302620818565694,
                "se": 0.20209117637381024,
                "lower": -0.233065219100343,
                "upper": 0.5591176354716569,
                "relative_to_minus_one": 0.16302620818565694,
                "n": 0.0
              },
              {
                "event_time": -11,
                "estimate": 0.09049121597630644,
                "se": 0.21730697967652088,
                "lower": -0.33542263777885195,
                "upper": 0.5164050697314648,
                "relative_to_minus_one": 0.09049121597630644,
                "n": 0.0
              },
              {
                "event_time": -10,
                "estimate": 0.07274704145750358,
                "se": 0.1958076415023992,
                "lower": -0.3110288837849292,
                "upper": 0.4565229666999364,
                "relative_to_minus_one": 0.07274704145750358,
                "n": 0.0
              },
              {
                "event_time": -9,
                "estimate": 0.38924655100782596,
                "se": 0.18968202186629313,
                "lower": 0.0174766196351524,
                "upper": 0.7610164823804995,
                "relative_to_minus_one": 0.38924655100782596,
                "n": 0.0
              },
              {
                "event_time": -8,
                "estimate": 0.10107465810809073,
                "se": 0.1901149915187057,
                "lower": -0.27154387818971026,
                "upper": 0.47369319440589175,
                "relative_to_minus_one": 0.10107465810809073,
                "n": 0.0
              },
              {
                "event_time": -7,
                "estimate": 0.14771923708606907,
                "se": 0.1434893407020251,
                "lower": -0.1335147028552974,
                "upper": 0.4289531770274355,
                "relative_to_minus_one": 0.14771923708606907,
                "n": 0.0
              },
              {
                "event_time": -6,
                "estimate": 0.023482478547224066,
                "se": 0.11951676750341189,
                "lower": -0.21076608130811034,
                "upper": 0.25773103840255845,
                "relative_to_minus_one": 0.023482478547224066,
                "n": 0.0
              },
              {
                "event_time": -5,
                "estimate": 0.028674100325086195,
                "se": 0.10609388892196162,
                "lower": -0.1792661009417516,
                "upper": 0.23661430159192398,
                "relative_to_minus_one": 0.028674100325086195,
                "n": 0.0
              },
              {
                "event_time": -4,
                "estimate": -0.0012821215895568562,
                "se": 0.10262019391112574,
                "lower": -0.20241400574187984,
                "upper": 0.19984976256276615,
                "relative_to_minus_one": -0.0012821215895568562,
                "n": 0.0
              },
              {
                "event_time": -3,
                "estimate": 0.10145599651293209,
                "se": 0.08723302931146984,
                "lower": -0.06951759919987567,
                "upper": 0.27242959222573987,
                "relative_to_minus_one": 0.10145599651293209,
                "n": 0.0
              },
              {
                "event_time": -2,
                "estimate": 0.09432774965077048,
                "se": 0.07847574707705558,
                "lower": -0.05948188828013287,
                "upper": 0.24813738758167384,
                "relative_to_minus_one": 0.09432774965077048,
                "n": 0.0
              },
              {
                "event_time": -1,
                "estimate": 0.0,
                "se": null,
                "lower": null,
                "upper": null,
                "relative_to_minus_one": 0.0,
                "n": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.11105072925294392,
                "se": 0.0710521489393405,
                "lower": -0.2503103821982271,
                "upper": 0.02820892369233928,
                "relative_to_minus_one": -0.11105072925294392,
                "n": 47192.0
              },
              {
                "event_time": 1,
                "estimate": -0.016734612124997335,
                "se": 0.08105987540334013,
                "lower": -0.17560904850684816,
                "upper": 0.1421398242568535,
                "relative_to_minus_one": -0.016734612124997335,
                "n": 46432.0
              },
              {
                "event_time": 2,
                "estimate": -0.1413368295235687,
                "se": 0.11189894349020581,
                "lower": -0.36065472867245485,
                "upper": 0.0779810696253174,
                "relative_to_minus_one": -0.1413368295235687,
                "n": 46599.0
              },
              {
                "event_time": 3,
                "estimate": -0.1620820333555658,
                "se": 0.1146023086923028,
                "lower": -0.3866984309376209,
                "upper": 0.06253436422648925,
                "relative_to_minus_one": -0.1620820333555658,
                "n": 45246.0
              },
              {
                "event_time": 4,
                "estimate": -0.19253969071872426,
                "se": 0.11106126777239837,
                "lower": -0.41021577562998407,
                "upper": 0.02513639419253555,
                "relative_to_minus_one": -0.19253969071872426,
                "n": 45139.0
              },
              {
                "event_time": 5,
                "estimate": -0.24963121634377747,
                "se": 0.12909209606098115,
                "lower": -0.5026470753120855,
                "upper": 0.0033846426245305594,
                "relative_to_minus_one": -0.24963121634377747,
                "n": 46066.0
              },
              {
                "event_time": 6,
                "estimate": -0.24626543408536966,
                "se": 0.14777744363630466,
                "lower": -0.5359039013399246,
                "upper": 0.04337303316918528,
                "relative_to_minus_one": -0.24626543408536966,
                "n": 46086.0
              },
              {
                "event_time": 7,
                "estimate": -0.3376952022879933,
                "se": 0.13666650492304566,
                "lower": -0.6055566298301288,
                "upper": -0.06983377474585784,
                "relative_to_minus_one": -0.3376952022879933,
                "n": 41823.0
              },
              {
                "event_time": 8,
                "estimate": -0.41016020804792597,
                "se": 0.13490015963312837,
                "lower": -0.6745596624375616,
                "upper": -0.14576075365829033,
                "relative_to_minus_one": -0.41016020804792597,
                "n": 41036.0
              },
              {
                "event_time": 9,
                "estimate": -0.4330344512909018,
                "se": 0.1464012327811917,
                "lower": -0.7199755948343023,
                "upper": -0.14609330774750134,
                "relative_to_minus_one": -0.4330344512909018,
                "n": 39546.0
              },
              {
                "event_time": 10,
                "estimate": -0.3230727977105575,
                "se": 0.16116449430643395,
                "lower": -0.6389494021377786,
                "upper": -0.007196193283336372,
                "relative_to_minus_one": -0.3230727977105575,
                "n": 38630.0
              },
              {
                "event_time": 11,
                "estimate": -0.5282394662437712,
                "se": 0.17358012225422598,
                "lower": -0.8684502542941136,
                "upper": -0.18802867819342872,
                "relative_to_minus_one": -0.5282394662437712,
                "n": 37958.0
              },
              {
                "event_time": 12,
                "estimate": -0.3583325155307342,
                "se": 0.19835113647868297,
                "lower": -0.7470935993215417,
                "upper": 0.03042856826007334,
                "relative_to_minus_one": -0.3583325155307342,
                "n": 38845.0
              },
              {
                "event_time": 13,
                "estimate": -0.2821901171230279,
                "se": 0.2140395825631296,
                "lower": -0.7016999902127492,
                "upper": 0.1373197559666935,
                "relative_to_minus_one": -0.2821901171230279,
                "n": 39446.0
              },
              {
                "event_time": 14,
                "estimate": -0.9146113964203577,
                "se": 0.23375381990055158,
                "lower": -1.372760464674101,
                "upper": -0.4564623281666145,
                "relative_to_minus_one": -0.9146113964203577,
                "n": 16789.0
              },
              {
                "event_time": 15,
                "estimate": -0.5766488340214418,
                "se": 0.1211053005256577,
                "lower": -0.8140108613886305,
                "upper": -0.3392868066542531,
                "relative_to_minus_one": -0.5766488340214418,
                "n": 891.0
              }
            ],
            "group_time_estimates": [
              {
                "group": 6,
                "year": 1,
                "att": 0.6667998060376777,
                "se": 0.06795392617714066,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 2,
                "att": 0.1762968866538582,
                "se": 0.06501894421825585,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 3,
                "att": 0.25325031329347397,
                "se": 0.053736984061267236,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 4,
                "att": -0.3289173741252646,
                "se": 0.05101761499787801,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 5,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 6,
                "att": 0.08589014472156402,
                "se": 0.05985674480310231,
                "event_time": 0,
                "mass": 817.0
              },
              {
                "group": 6,
                "year": 7,
                "att": 0.4731381333829043,
                "se": 0.059902039032246765,
                "event_time": 1,
                "mass": 766.0
              },
              {
                "group": 6,
                "year": 8,
                "att": 0.17204953906582873,
                "se": 0.07641029872044613,
                "event_time": 2,
                "mass": 752.0
              },
              {
                "group": 6,
                "year": 9,
                "att": 0.7418039893988138,
                "se": 0.08807547797125302,
                "event_time": 3,
                "mass": 765.0
              },
              {
                "group": 6,
                "year": 10,
                "att": -0.24776636516372863,
                "se": 0.11036974900604159,
                "event_time": 4,
                "mass": 764.0
              },
              {
                "group": 6,
                "year": 11,
                "att": 0.08567042924630305,
                "se": 0.10140448582511674,
                "event_time": 5,
                "mass": 837.0
              },
              {
                "group": 6,
                "year": 12,
                "att": 0.49805015407250375,
                "se": 0.10448079075135563,
                "event_time": 6,
                "mass": 727.0
              },
              {
                "group": 6,
                "year": 13,
                "att": 0.8800377349701065,
                "se": 0.11603936662085429,
                "event_time": 7,
                "mass": 838.0
              },
              {
                "group": 6,
                "year": 14,
                "att": -0.04024581733057817,
                "se": 0.1300341772353664,
                "event_time": 8,
                "mass": 869.0
              },
              {
                "group": 6,
                "year": 15,
                "att": 0.18852481745923827,
                "se": 0.10430859727489496,
                "event_time": 9,
                "mass": 811.0
              },
              {
                "group": 6,
                "year": 16,
                "att": -0.08169018029539482,
                "se": 0.11130131341501875,
                "event_time": 10,
                "mass": 832.0
              },
              {
                "group": 6,
                "year": 17,
                "att": -0.16562107192926384,
                "se": 0.10612790820522106,
                "event_time": 11,
                "mass": 814.0
              },
              {
                "group": 6,
                "year": 18,
                "att": -0.0326677797703779,
                "se": 0.10179815513088843,
                "event_time": 12,
                "mass": 907.0
              },
              {
                "group": 6,
                "year": 19,
                "att": 0.09711988015499744,
                "se": 0.12809592650775284,
                "event_time": 13,
                "mass": 821.0
              },
              {
                "group": 6,
                "year": 20,
                "att": 0.27011395303012836,
                "se": 0.1265758481948355,
                "event_time": 14,
                "mass": 896.0
              },
              {
                "group": 6,
                "year": 21,
                "att": -0.5766488340214418,
                "se": 0.12110530052565767,
                "event_time": 15,
                "mass": 891.0
              },
              {
                "group": 7,
                "year": 1,
                "att": -0.3115309885855737,
                "se": 0.22635791822618676,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 2,
                "att": -0.013751531934419463,
                "se": 0.11782243485356667,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 3,
                "att": -0.21427395249707124,
                "se": 0.08600657523332099,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 4,
                "att": 0.07417328610356463,
                "se": 0.11808834842720282,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 5,
                "att": 0.031231512717159345,
                "se": 0.15730489693563027,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 6,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 7,
                "att": -0.0878568053187515,
                "se": 0.08895920237116783,
                "event_time": 0,
                "mass": 12690.0
              },
              {
                "group": 7,
                "year": 8,
                "att": -0.060675914376810795,
                "se": 0.11992823698214362,
                "event_time": 1,
                "mass": 12225.0
              },
              {
                "group": 7,
                "year": 9,
                "att": -0.14205341769304475,
                "se": 0.13454150405444268,
                "event_time": 2,
                "mass": 12375.0
              },
              {
                "group": 7,
                "year": 10,
                "att": -0.46691608378187266,
                "se": 0.1935646248257404,
                "event_time": 3,
                "mass": 11916.0
              },
              {
                "group": 7,
                "year": 11,
                "att": -0.20324849166746492,
                "se": 0.16306250674368689,
                "event_time": 4,
                "mass": 12283.0
              },
              {
                "group": 7,
                "year": 12,
                "att": -0.6260235219806659,
                "se": 0.22226468650018674,
                "event_time": 5,
                "mass": 11588.0
              },
              {
                "group": 7,
                "year": 13,
                "att": -0.7057052212625535,
                "se": 0.19803666866409003,
                "event_time": 6,
                "mass": 12131.0
              },
              {
                "group": 7,
                "year": 14,
                "att": -0.6884647925413926,
                "se": 0.21204627104622337,
                "event_time": 7,
                "mass": 12096.0
              },
              {
                "group": 7,
                "year": 15,
                "att": -0.823731940920574,
                "se": 0.1743683192786089,
                "event_time": 8,
                "mass": 11751.0
              },
              {
                "group": 7,
                "year": 16,
                "att": -0.7015309722051997,
                "se": 0.22199925650373636,
                "event_time": 9,
                "mass": 12131.0
              },
              {
                "group": 7,
                "year": 17,
                "att": -0.8700595542698752,
                "se": 0.20322522326752124,
                "event_time": 10,
                "mass": 12427.0
              },
              {
                "group": 7,
                "year": 18,
                "att": -0.9673948850326305,
                "se": 0.22873235329944613,
                "event_time": 11,
                "mass": 12161.0
              },
              {
                "group": 7,
                "year": 19,
                "att": -0.993355652182483,
                "se": 0.23550233237190665,
                "event_time": 12,
                "mass": 13538.0
              },
              {
                "group": 7,
                "year": 20,
                "att": -0.9055604741159724,
                "se": 0.24510642746382458,
                "event_time": 13,
                "mass": 14338.0
              },
              {
                "group": 7,
                "year": 21,
                "att": -0.9923949833686193,
                "se": 0.2195319711473144,
                "event_time": 14,
                "mass": 15893.0
              },
              {
                "group": 8,
                "year": 1,
                "att": 0.1893793706326209,
                "se": 0.18586028637215232,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 2,
                "att": 0.14235714580975406,
                "se": 0.16158655629488808,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 3,
                "att": 0.13513891655504148,
                "se": 0.148170716432903,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 4,
                "att": 0.18810147965017118,
                "se": 0.13393753658796112,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 5,
                "att": 0.0989016808699728,
                "se": 0.13367191523154662,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 6,
                "att": 0.1380631520590268,
                "se": 0.11976807872545533,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 7,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 8,
                "att": -0.21854673296076593,
                "se": 0.11077479397786481,
                "event_time": 0,
                "mass": 19079.0
              },
              {
                "group": 8,
                "year": 9,
                "att": 0.04624560487076673,
                "se": 0.1314753843119287,
                "event_time": 1,
                "mass": 19098.0
              },
              {
                "group": 8,
                "year": 10,
                "att": -0.12657415271641945,
                "se": 0.1884451599251563,
                "event_time": 2,
                "mass": 18694.0
              },
              {
                "group": 8,
                "year": 11,
                "att": -0.10466103201577051,
                "se": 0.16275246608763666,
                "event_time": 3,
                "mass": 19335.0
              },
              {
                "group": 8,
                "year": 12,
                "att": -0.20496050069644448,
                "se": 0.20604967979750846,
                "event_time": 4,
                "mass": 18506.0
              },
              {
                "group": 8,
                "year": 13,
                "att": -0.1851617983800514,
                "se": 0.18013799293406474,
                "event_time": 5,
                "mass": 19753.0
              },
              {
                "group": 8,
                "year": 14,
                "att": -0.132101796032743,
                "se": 0.19945085363637172,
                "event_time": 6,
                "mass": 19886.0
              },
              {
                "group": 8,
                "year": 15,
                "att": -0.30582509200280483,
                "se": 0.17750662866806277,
                "event_time": 7,
                "mass": 19303.0
              },
              {
                "group": 8,
                "year": 16,
                "att": -0.3113540687401229,
                "se": 0.17933034109944782,
                "event_time": 8,
                "mass": 20138.0
              },
              {
                "group": 8,
                "year": 17,
                "att": -0.36202530124445953,
                "se": 0.18042937595049321,
                "event_time": 9,
                "mass": 20380.0
              },
              {
                "group": 8,
                "year": 18,
                "att": -0.02795056444053593,
                "se": 0.16158474323590416,
                "event_time": 10,
                "mass": 20269.0
              },
              {
                "group": 8,
                "year": 19,
                "att": -0.32560567244883354,
                "se": 0.20426693493589962,
                "event_time": 11,
                "mass": 20969.0
              },
              {
                "group": 8,
                "year": 20,
                "att": 0.02933786561118798,
                "se": 0.1788560670269557,
                "event_time": 12,
                "mass": 21988.0
              },
              {
                "group": 8,
                "year": 21,
                "att": 0.08724211506275849,
                "se": 0.21043960077906373,
                "event_time": 13,
                "mass": 24287.0
              },
              {
                "group": 9,
                "year": 1,
                "att": -0.6403351924860683,
                "se": 0.45084075869485524,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 2,
                "att": -0.4928754905805532,
                "se": 0.15263132600079612,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 3,
                "att": -0.30947824085505266,
                "se": 0.2637027807417395,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 4,
                "att": -0.2062984458571108,
                "se": 0.16771814968343182,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 5,
                "att": -0.323925205230909,
                "se": 0.27497548677547157,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 6,
                "att": 0.00622345811475088,
                "se": 0.2882255515325417,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 7,
                "att": 0.05358059299600005,
                "se": 0.2378459688745987,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 8,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 9,
                "att": -0.40072907971675276,
                "se": 0.18247031950209727,
                "event_time": 0,
                "mass": 1918.0
              },
              {
                "group": 9,
                "year": 10,
                "att": -0.6179863481372975,
                "se": 0.31330457162572867,
                "event_time": 1,
                "mass": 1824.0
              },
              {
                "group": 9,
                "year": 11,
                "att": -0.8369074524424195,
                "se": 0.4401771641615387,
                "event_time": 2,
                "mass": 2026.0
              },
              {
                "group": 9,
                "year": 12,
                "att": -0.8123896694193907,
                "se": 0.25404857456894603,
                "event_time": 3,
                "mass": 1986.0
              },
              {
                "group": 9,
                "year": 13,
                "att": -0.9024838022013469,
                "se": 0.24719569828193724,
                "event_time": 4,
                "mass": 2008.0
              },
              {
                "group": 9,
                "year": 14,
                "att": -0.25630376332172783,
                "se": 0.14428816524407811,
                "event_time": 5,
                "mass": 1912.0
              },
              {
                "group": 9,
                "year": 15,
                "att": -1.0018004144943327,
                "se": 0.19747641610066316,
                "event_time": 6,
                "mass": 1816.0
              },
              {
                "group": 9,
                "year": 16,
                "att": -0.6682519344791877,
                "se": 0.15595489366564094,
                "event_time": 7,
                "mass": 1833.0
              },
              {
                "group": 9,
                "year": 17,
                "att": -0.5439585306194132,
                "se": 0.4170072114680304,
                "event_time": 8,
                "mass": 1947.0
              },
              {
                "group": 9,
                "year": 18,
                "att": -0.5714942546502583,
                "se": 0.4222962475490608,
                "event_time": 9,
                "mass": 1928.0
              },
              {
                "group": 9,
                "year": 19,
                "att": -0.44739745856108154,
                "se": 0.3416067123796241,
                "event_time": 10,
                "mass": 2064.0
              },
              {
                "group": 9,
                "year": 20,
                "att": -0.6063283630385783,
                "se": 0.22274075054837802,
                "event_time": 11,
                "mass": 2177.0
              },
              {
                "group": 9,
                "year": 21,
                "att": -0.4453128023260344,
                "se": 0.33317454600762175,
                "event_time": 12,
                "mass": 2412.0
              },
              {
                "group": 10,
                "year": 1,
                "att": 0.7441545369267666,
                "se": 0.2075942420380059,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 2,
                "att": 0.5020414161887471,
                "se": 0.34742913034093253,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 3,
                "att": 0.7960348008524201,
                "se": 0.16284108490793892,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 4,
                "att": 0.22862503043717572,
                "se": 0.3100367135353395,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 5,
                "att": 0.4671095365277054,
                "se": 0.10296439375878397,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 6,
                "att": 0.5560598595984498,
                "se": 0.12671713137325682,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 7,
                "att": 0.6163318398139399,
                "se": 0.3123761378986288,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 8,
                "att": 0.0730774681104895,
                "se": 0.08107074344844137,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 9,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 10,
                "att": -0.28251221166996504,
                "se": 0.7000302915245028,
                "event_time": 0,
                "mass": 1553.0
              },
              {
                "group": 10,
                "year": 11,
                "att": -0.31815501619628483,
                "se": 0.6264543767401937,
                "event_time": 1,
                "mass": 1581.0
              },
              {
                "group": 10,
                "year": 12,
                "att": 0.3184705721257768,
                "se": 0.189190718972601,
                "event_time": 2,
                "mass": 1607.0
              },
              {
                "group": 10,
                "year": 13,
                "att": 0.24816939683604858,
                "se": 0.32595141021159596,
                "event_time": 3,
                "mass": 1682.0
              },
              {
                "group": 10,
                "year": 14,
                "att": 0.18430729825299647,
                "se": 0.10824148336148533,
                "event_time": 4,
                "mass": 1731.0
              },
              {
                "group": 10,
                "year": 15,
                "att": 0.32898798968103476,
                "se": 0.12741585876883882,
                "event_time": 5,
                "mass": 1648.0
              },
              {
                "group": 10,
                "year": 16,
                "att": 0.11361625608138418,
                "se": 0.35963837166639484,
                "event_time": 6,
                "mass": 1688.0
              },
              {
                "group": 10,
                "year": 17,
                "att": 0.19261648477671287,
                "se": 0.11525477346140045,
                "event_time": 7,
                "mass": 1654.0
              },
              {
                "group": 10,
                "year": 18,
                "att": -0.11594258432164063,
                "se": 0.13718192908545468,
                "event_time": 8,
                "mass": 1723.0
              },
              {
                "group": 10,
                "year": 19,
                "att": -0.02713932099113613,
                "se": 0.5128329982229016,
                "event_time": 9,
                "mass": 1684.0
              },
              {
                "group": 10,
                "year": 20,
                "att": 0.1713153092593356,
                "se": 0.14142228271683774,
                "event_time": 10,
                "mass": 1755.0
              },
              {
                "group": 10,
                "year": 21,
                "att": 0.20234280670735316,
                "se": 0.11394246705279214,
                "event_time": 11,
                "mass": 1837.0
              },
              {
                "group": 11,
                "year": 1,
                "att": -0.590469400696449,
                "se": 0.12265783972514993,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 2,
                "att": -0.1556137017300465,
                "se": 0.10844728374371021,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 3,
                "att": -0.6758251751931543,
                "se": 0.09764844901143092,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 4,
                "att": -1.0914627207012793,
                "se": 0.10102322736766725,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 5,
                "att": -1.0973972461141526,
                "se": 0.10836288548809173,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 6,
                "att": -1.6762959570825826,
                "se": 0.1517250073835009,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 7,
                "att": -1.9806675888016299,
                "se": 0.12428952893918552,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 8,
                "att": -1.0416519166858997,
                "se": 0.10792611532211042,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 9,
                "att": -0.731336719637571,
                "se": 0.08330686468353105,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 10,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 11,
                "att": -0.6286714726002016,
                "se": 0.09708668398521425,
                "event_time": 0,
                "mass": 1250.0
              },
              {
                "group": 11,
                "year": 12,
                "att": -0.16316199773696813,
                "se": 0.09210666389634736,
                "event_time": 1,
                "mass": 1254.0
              },
              {
                "group": 11,
                "year": 13,
                "att": -0.8609776840390901,
                "se": 0.10208928700603917,
                "event_time": 2,
                "mass": 1393.0
              },
              {
                "group": 11,
                "year": 14,
                "att": -0.5451613126206376,
                "se": 0.10460401863493596,
                "event_time": 3,
                "mass": 1268.0
              },
              {
                "group": 11,
                "year": 15,
                "att": -0.22194496798818977,
                "se": 0.10400549981707988,
                "event_time": 4,
                "mass": 1229.0
              },
              {
                "group": 11,
                "year": 16,
                "att": -0.5783095827265594,
                "se": 0.11039581176473677,
                "event_time": 5,
                "mass": 1271.0
              },
              {
                "group": 11,
                "year": 17,
                "att": -0.11015359389357246,
                "se": 0.09662156075917022,
                "event_time": 6,
                "mass": 1223.0
              },
              {
                "group": 11,
                "year": 18,
                "att": -0.37331892061119165,
                "se": 0.10378454025662816,
                "event_time": 7,
                "mass": 1228.0
              },
              {
                "group": 11,
                "year": 19,
                "att": -0.28554029553076804,
                "se": 0.1366242410312893,
                "event_time": 8,
                "mass": 1214.0
              },
              {
                "group": 11,
                "year": 20,
                "att": -0.2816151531759585,
                "se": 0.13746348347722095,
                "event_time": 9,
                "mass": 1207.0
              },
              {
                "group": 11,
                "year": 21,
                "att": -0.26626567403760665,
                "se": 0.12445332801645646,
                "event_time": 10,
                "mass": 1283.0
              },
              {
                "group": 12,
                "year": 1,
                "att": -0.15963590953327253,
                "se": 0.12034487972330245,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 2,
                "att": 0.29676429494799955,
                "se": 0.10396476196412001,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 3,
                "att": -0.03566352899645505,
                "se": 0.09985619870247558,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 4,
                "att": 0.645308958464236,
                "se": 0.10590562165682017,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 5,
                "att": -0.08790228053538192,
                "se": 0.10482207964186793,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 6,
                "att": 0.5693182327880415,
                "se": 0.1313337905362897,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 7,
                "att": 0.3317068464655665,
                "se": 0.11679758287213099,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 8,
                "att": 0.07729113720122596,
                "se": 0.11493300277730224,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 9,
                "att": -0.0032860573635963013,
                "se": 0.10296861196334987,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 10,
                "att": -0.16325470120177532,
                "se": 0.10034471186618774,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 11,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 12,
                "att": 0.4295020235521444,
                "se": 0.09112079624987085,
                "event_time": 0,
                "mass": 1220.0
              },
              {
                "group": 12,
                "year": 13,
                "att": 0.5671075311867309,
                "se": 0.09845259400573063,
                "event_time": 1,
                "mass": 1217.0
              },
              {
                "group": 12,
                "year": 14,
                "att": 0.0142548367772497,
                "se": 0.09153939258385632,
                "event_time": 2,
                "mass": 1237.0
              },
              {
                "group": 12,
                "year": 15,
                "att": 0.5249201647888935,
                "se": 0.10854447207777856,
                "event_time": 3,
                "mass": 1225.0
              },
              {
                "group": 12,
                "year": 16,
                "att": -0.19953327743834862,
                "se": 0.10166716691574194,
                "event_time": 4,
                "mass": 1285.0
              },
              {
                "group": 12,
                "year": 17,
                "att": -0.021348387562667544,
                "se": 0.10464293308401267,
                "event_time": 5,
                "mass": 1205.0
              },
              {
                "group": 12,
                "year": 18,
                "att": 0.24292628149054907,
                "se": 0.09049863131119112,
                "event_time": 6,
                "mass": 1146.0
              },
              {
                "group": 12,
                "year": 19,
                "att": -0.21752250078899893,
                "se": 0.13385034097665074,
                "event_time": 7,
                "mass": 1212.0
              },
              {
                "group": 12,
                "year": 20,
                "att": -0.19220377967523963,
                "se": 0.13446599670786166,
                "event_time": 8,
                "mass": 1305.0
              },
              {
                "group": 12,
                "year": 21,
                "att": 0.1866674009743849,
                "se": 0.11278985745711034,
                "event_time": 9,
                "mass": 1405.0
              },
              {
                "group": 13,
                "year": 1,
                "att": -0.10754790720003489,
                "se": 0.35406420395468385,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 2,
                "att": -0.41672791858050456,
                "se": 0.44132820744389206,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 3,
                "att": 0.11281930780921433,
                "se": 0.41324661892181197,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 4,
                "att": 0.39310743919372115,
                "se": 0.2080257121124048,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 5,
                "att": 0.21481868155175932,
                "se": 0.4054752904260201,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 6,
                "att": 0.19355410259934358,
                "se": 0.4204594695279116,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 7,
                "att": 0.24202806686061767,
                "se": 0.17536027690592979,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 8,
                "att": 0.29084084061626875,
                "se": 0.10977727203114891,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 9,
                "att": -0.07454326703107486,
                "se": 0.2317209317055815,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 10,
                "att": 0.32342725967475605,
                "se": 0.2474736295603755,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 11,
                "att": 0.3095650660943024,
                "se": 0.18795948189304126,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 12,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 13,
                "att": 0.13333447028777246,
                "se": 0.12106629692950116,
                "event_time": 0,
                "mass": 2307.0
              },
              {
                "group": 13,
                "year": 14,
                "att": 0.027979478816386023,
                "se": 0.34342618441050343,
                "event_time": 1,
                "mass": 2234.0
              },
              {
                "group": 13,
                "year": 15,
                "att": -0.3657345553164071,
                "se": 0.29333783574505057,
                "event_time": 2,
                "mass": 2169.0
              },
              {
                "group": 13,
                "year": 16,
                "att": 0.42818906257798,
                "se": 0.17044747406613261,
                "event_time": 3,
                "mass": 2220.0
              },
              {
                "group": 13,
                "year": 17,
                "att": 0.14218234064903087,
                "se": 0.3156587661410412,
                "event_time": 4,
                "mass": 2290.0
              },
              {
                "group": 13,
                "year": 18,
                "att": -0.005740906125135581,
                "se": 0.18508064109881936,
                "event_time": 5,
                "mass": 2266.0
              },
              {
                "group": 13,
                "year": 19,
                "att": -0.16455558119691308,
                "se": 0.28997301432432204,
                "event_time": 6,
                "mass": 2261.0
              },
              {
                "group": 13,
                "year": 20,
                "att": 0.30120152765676594,
                "se": 0.28334508846990886,
                "event_time": 7,
                "mass": 1982.0
              },
              {
                "group": 13,
                "year": 21,
                "att": 0.5419873026178826,
                "se": 0.1715437718964017,
                "event_time": 8,
                "mass": 2089.0
              },
              {
                "group": 14,
                "year": 1,
                "att": 0.12193208862343723,
                "se": 0.3548356188136436,
                "event_time": -13,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 2,
                "att": -0.04752714129413979,
                "se": 0.3950008530247727,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 3,
                "att": 0.3790844613007025,
                "se": 0.2031005745937599,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 4,
                "att": -0.5914100806743715,
                "se": 0.26952550243364476,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 5,
                "att": 0.09359870208382991,
                "se": 0.5354541562311612,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 6,
                "att": -0.08221290597736883,
                "se": 0.41141015671611336,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 7,
                "att": 0.2322815009603595,
                "se": 0.16218158355669196,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 8,
                "att": 0.5792731700845997,
                "se": 0.3290912595707244,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 9,
                "att": 0.5069974907783469,
                "se": 0.30267824278278455,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 10,
                "att": 0.06791125725672062,
                "se": 0.4596114446382675,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 11,
                "att": -0.1287912707861396,
                "se": 0.6151348839564184,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 12,
                "att": 0.4043243972449225,
                "se": 0.09177131155346002,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 13,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 14,
                "att": 0.04225320010094003,
                "se": 0.3473154848707001,
                "event_time": 0,
                "mass": 1590.0
              },
              {
                "group": 14,
                "year": 15,
                "att": 0.4019007180998354,
                "se": 0.21508954576261702,
                "event_time": 1,
                "mass": 1476.0
              },
              {
                "group": 14,
                "year": 16,
                "att": -0.2585718095527347,
                "se": 0.655045027338064,
                "event_time": 2,
                "mass": 1470.0
              },
              {
                "group": 14,
                "year": 17,
                "att": 0.34205171543748447,
                "se": 0.1448470759682616,
                "event_time": 3,
                "mass": 1493.0
              },
              {
                "group": 14,
                "year": 18,
                "att": 0.4372470091794151,
                "se": 0.11052275077478804,
                "event_time": 4,
                "mass": 1471.0
              },
              {
                "group": 14,
                "year": 19,
                "att": -0.26816743623181244,
                "se": 0.1573976773851015,
                "event_time": 5,
                "mass": 1587.0
              },
              {
                "group": 14,
                "year": 20,
                "att": 0.34481335088877796,
                "se": 0.31324779316162354,
                "event_time": 6,
                "mass": 1595.0
              },
              {
                "group": 14,
                "year": 21,
                "att": 0.25775197403191313,
                "se": 0.35642894536214487,
                "event_time": 7,
                "mass": 1677.0
              },
              {
                "group": 15,
                "year": 1,
                "att": 0.7740810906885284,
                "se": 0.22888081389665657,
                "event_time": -14,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 2,
                "att": 0.42229942724922626,
                "se": 0.16246528252552306,
                "event_time": -13,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 3,
                "att": 0.4409638223374259,
                "se": 0.15910722368918978,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 4,
                "att": 0.44830899317323514,
                "se": 0.16461311165770887,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 5,
                "att": 0.536357621893645,
                "se": 0.2799081290195708,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 6,
                "att": 1.168999519421668,
                "se": 0.16346368541046907,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 7,
                "att": 0.8733303364296904,
                "se": 0.19988348709793147,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 8,
                "att": 0.8573479612311713,
                "se": 0.3773777638295092,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 9,
                "att": 0.5419376301606875,
                "se": 0.39066404504375873,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 10,
                "att": -0.32744658531858306,
                "se": 0.6169317913335708,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 11,
                "att": 0.3076255845572193,
                "se": 0.4100820548887622,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 12,
                "att": 0.455241395686511,
                "se": 0.4072033536703343,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 13,
                "att": 0.5006691339168469,
                "se": 0.3395179859059123,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 14,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 15,
                "att": 0.3577215110392503,
                "se": 0.19522468042248767,
                "event_time": 0,
                "mass": 2684.0
              },
              {
                "group": 15,
                "year": 16,
                "att": -0.3276781087317451,
                "se": 0.4615281011958675,
                "event_time": 1,
                "mass": 2588.0
              },
              {
                "group": 15,
                "year": 17,
                "att": -0.008448581851976828,
                "se": 0.3156961554114699,
                "event_time": 2,
                "mass": 2623.0
              },
              {
                "group": 15,
                "year": 18,
                "att": 0.050712031367062385,
                "se": 0.38025737970126194,
                "event_time": 3,
                "mass": 2707.0
              },
              {
                "group": 15,
                "year": 19,
                "att": -0.26445110872026956,
                "se": 0.5257892207812965,
                "event_time": 4,
                "mass": 2894.0
              },
              {
                "group": 15,
                "year": 20,
                "att": 0.34388735143929205,
                "se": 0.1647182230668971,
                "event_time": 5,
                "mass": 3231.0
              },
              {
                "group": 15,
                "year": 21,
                "att": 0.36076704726713954,
                "se": 0.11753503392343177,
                "event_time": 6,
                "mass": 3613.0
              },
              {
                "group": 16,
                "year": 1,
                "att": 0.7511058805285641,
                "se": 0.1260335705453178,
                "event_time": -15,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 2,
                "att": -0.08981505940819887,
                "se": 0.12321726459472196,
                "event_time": -14,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 3,
                "att": -0.012498911704827023,
                "se": 0.10544370536579956,
                "event_time": -13,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 4,
                "att": 0.1604835307054447,
                "se": 0.11605203859114757,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 5,
                "att": 0.6924100624968499,
                "se": 0.10451770337839622,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 6,
                "att": 0.43791858117500193,
                "se": 0.12946635514944727,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 7,
                "att": 0.11541125943240269,
                "se": 0.12285412828528675,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 8,
                "att": 0.33387879508664114,
                "se": 0.13725835169646422,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 9,
                "att": -0.5793121877862699,
                "se": 0.12036872578765866,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 10,
                "att": -0.18230255789340188,
                "se": 0.10621918929020185,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 11,
                "att": -0.29299034564400117,
                "se": 0.11076557603787178,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 12,
                "att": -0.3550157570223261,
                "se": 0.12907581130517215,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 13,
                "att": -0.30184963965982986,
                "se": 0.12205469055095969,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 14,
                "att": -0.7449132878995154,
                "se": 0.1074586745838824,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 15,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 16,
                "att": -0.06524172758246519,
                "se": 0.11535084198980355,
                "event_time": 0,
                "mass": 678.0
              },
              {
                "group": 16,
                "year": 17,
                "att": 0.2560598586619521,
                "se": 0.09482876097505935,
                "event_time": 1,
                "mass": 650.0
              },
              {
                "group": 16,
                "year": 18,
                "att": -0.5316304326712166,
                "se": 0.09184444758393662,
                "event_time": 2,
                "mass": 670.0
              },
              {
                "group": 16,
                "year": 19,
                "att": -1.0646105634906642,
                "se": 0.13558653125183823,
                "event_time": 3,
                "mass": 649.0
              },
              {
                "group": 16,
                "year": 20,
                "att": -0.5348361222555591,
                "se": 0.12483734470475522,
                "event_time": 4,
                "mass": 678.0
              },
              {
                "group": 16,
                "year": 21,
                "att": -0.3189196129752086,
                "se": 0.12142454353280492,
                "event_time": 5,
                "mass": 768.0
              },
              {
                "group": 19,
                "year": 1,
                "att": 0.3410650549922104,
                "se": 0.13880818227917038,
                "event_time": -18,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 2,
                "att": 0.44032929798548776,
                "se": 0.4893319151945184,
                "event_time": -17,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 3,
                "att": 0.04869992808656325,
                "se": 0.8855913902937516,
                "event_time": -16,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 4,
                "att": 0.37659738603487736,
                "se": 0.8246444197885426,
                "event_time": -15,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 5,
                "att": 0.6327010834358574,
                "se": 0.40716046820152435,
                "event_time": -14,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 6,
                "att": 0.16766211518674423,
                "se": 0.3906663372878942,
                "event_time": -13,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 7,
                "att": 0.24148720513252359,
                "se": 0.7405173380082632,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 8,
                "att": -0.2335152139199749,
                "se": 0.9723695843451811,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 9,
                "att": -0.021969379569146272,
                "se": 0.631141271190226,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 10,
                "att": -0.34153225537090154,
                "se": 0.5918077728217969,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 11,
                "att": -0.8121195460200729,
                "se": 0.44104455927622815,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 12,
                "att": -0.2536682261884729,
                "se": 0.567854767219403,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 13,
                "att": 0.07342605686252361,
                "se": 0.21407611910817073,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 14,
                "att": -0.4064880600827033,
                "se": 0.6224702825495521,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 15,
                "att": 0.17085313634154273,
                "se": 0.6040862168476153,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 16,
                "att": 0.29062980106724534,
                "se": 0.5692011908108953,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 17,
                "att": 0.20590207179704886,
                "se": 0.42109794124151606,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 18,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 19,
                "att": 0.12109073178201728,
                "se": 0.4093437049217249,
                "event_time": 0,
                "mass": 1406.0
              },
              {
                "group": 19,
                "year": 20,
                "att": 0.02015995557975418,
                "se": 0.47891531683121363,
                "event_time": 1,
                "mass": 1519.0
              },
              {
                "group": 19,
                "year": 21,
                "att": 0.8342756052883418,
                "se": 0.39590113682756295,
                "event_time": 2,
                "mass": 1583.0
              }
            ],
            "treated_cell_att": -0.27682367717401885,
            "treated_cell_se": 0.10660041297070869,
            "checks": {
              "input_rows": 2100,
              "retained_rows": 2100,
              "all_observed_post_cells_estimated": true,
              "dynamic_cluster_se_error": 0.0
            },
            "target": "Equal average of nonnegative native CS-DID event-time effects",
            "donor_rule": "notyettreated",
            "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty",
            "warnings": [
              "Be aware that there are some small groups in your dataset.\n  Check groups: 6,9,10,11,12,13,14,15,16,19.",
              "Not returning pre-test Wald statistic due to singular covariance matrix",
              "Time-varying weights detected. For balanced panel data, the default behavior uses the weight from the earlier of the two time periods in each 2x2 comparison (the base period for post-treatment cells). Use the 'fix_weights' argument to control this behavior."
            ],
            "seconds": 0.6298009590245783,
            "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."
            },
            "estimate": -0.04002572492686738,
            "event_study": [
              {
                "event_time": -18,
                "estimate": 0.1362575166990262,
                "raw_gap": 0.16454658627874855,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1562.0,
                "relative_to_minus_one": -0.11135594159823595
              },
              {
                "event_time": -17,
                "estimate": 0.2520862319144018,
                "raw_gap": 0.28037530149412415,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1503.0,
                "relative_to_minus_one": 0.004472773617139686
              },
              {
                "event_time": -16,
                "estimate": -0.16773308408045112,
                "raw_gap": -0.1394440145007288,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1578.0,
                "relative_to_minus_one": -0.4153465423777133
              },
              {
                "event_time": -15,
                "estimate": 0.32730120321110767,
                "raw_gap": 0.3116498291550829,
                "n": 4,
                "n_cells": 4,
                "weight_sum": 2266.0,
                "relative_to_minus_one": 0.07968774491384553
              },
              {
                "event_time": -14,
                "estimate": 0.3636726066803869,
                "raw_gap": 0.23856336862834618,
                "n": 6,
                "n_cells": 6,
                "weight_sum": 5096.0,
                "relative_to_minus_one": 0.11605914838312478
              },
              {
                "event_time": -13,
                "estimate": 0.04281217168543129,
                "raw_gap": -0.0680796372256744,
                "n": 8,
                "n_cells": 8,
                "weight_sum": 7255.0,
                "relative_to_minus_one": -0.20480128661183084
              },
              {
                "event_time": -12,
                "estimate": -0.0020807482534999653,
                "raw_gap": -0.07535287321254328,
                "n": 10,
                "n_cells": 10,
                "weight_sum": 9833.0,
                "relative_to_minus_one": -0.2496942065507621
              },
              {
                "event_time": -11,
                "estimate": -0.026967604934604438,
                "raw_gap": -0.09314710329375964,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 10851.0,
                "relative_to_minus_one": -0.2745810632318666
              },
              {
                "event_time": -10,
                "estimate": 0.029343569679545677,
                "raw_gap": -0.02756039539891175,
                "n": 12,
                "n_cells": 12,
                "weight_sum": 12429.0,
                "relative_to_minus_one": -0.21826988861771646
              },
              {
                "event_time": -9,
                "estimate": 0.27335373047445094,
                "raw_gap": 0.21845893180521964,
                "n": 14,
                "n_cells": 14,
                "weight_sum": 14303.0,
                "relative_to_minus_one": 0.0257402721771888
              },
              {
                "event_time": -8,
                "estimate": 0.08827618311374029,
                "raw_gap": 0.04166177003268273,
                "n": 17,
                "n_cells": 17,
                "weight_sum": 16627.0,
                "relative_to_minus_one": -0.15933727518352186
              },
              {
                "event_time": -7,
                "estimate": 0.20369643218832417,
                "raw_gap": 0.1716754609571577,
                "n": 37,
                "n_cells": 37,
                "weight_sum": 36205.0,
                "relative_to_minus_one": -0.04391702610893797
              },
              {
                "event_time": -6,
                "estimate": 0.19240009177818834,
                "raw_gap": 0.17439890341658934,
                "n": 47,
                "n_cells": 47,
                "weight_sum": 47458.0,
                "relative_to_minus_one": -0.0552133665190738
              },
              {
                "event_time": -5,
                "estimate": 0.17416317716163954,
                "raw_gap": 0.15818542985823575,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 49612.0,
                "relative_to_minus_one": -0.0734502811356226
              },
              {
                "event_time": -4,
                "estimate": 0.19957045495376483,
                "raw_gap": 0.18440906314241,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 50264.0,
                "relative_to_minus_one": -0.048043003343497315
              },
              {
                "event_time": -3,
                "estimate": 0.28887741986502236,
                "raw_gap": 0.2736535971092204,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 48607.0,
                "relative_to_minus_one": 0.041263961567760216
              },
              {
                "event_time": -2,
                "estimate": 0.3277033401303031,
                "raw_gap": 0.3114831502821862,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 49287.0,
                "relative_to_minus_one": 0.08008988183304097
              },
              {
                "event_time": -1,
                "estimate": 0.24761345829726214,
                "raw_gap": 0.23252187184513068,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 48427.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": 0.10489503869079551,
                "raw_gap": 0.09047481678992723,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 47192.0,
                "relative_to_minus_one": -0.14271841960646664
              },
              {
                "event_time": 1,
                "estimate": 0.16569152997636272,
                "raw_gap": 0.1513810949691397,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 46432.0,
                "relative_to_minus_one": -0.08192192832089942
              },
              {
                "event_time": 2,
                "estimate": -0.015738217249605328,
                "raw_gap": -0.030008913217411323,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 46599.0,
                "relative_to_minus_one": -0.26335167554686745
              },
              {
                "event_time": 3,
                "estimate": -0.04561864135240455,
                "raw_gap": -0.06222767755034761,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 45246.0,
                "relative_to_minus_one": -0.2932320996496667
              },
              {
                "event_time": 4,
                "estimate": -0.0443963701080368,
                "raw_gap": -0.061355565010837165,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 45139.0,
                "relative_to_minus_one": -0.29200982840529893
              },
              {
                "event_time": 5,
                "estimate": -0.04706566697002643,
                "raw_gap": -0.06632727889231503,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 46066.0,
                "relative_to_minus_one": -0.29467912526728857
              },
              {
                "event_time": 6,
                "estimate": -0.027953553574625763,
                "raw_gap": -0.04680553032308932,
                "n": 44,
                "n_cells": 44,
                "weight_sum": 46086.0,
                "relative_to_minus_one": -0.2755670118718879
              },
              {
                "event_time": 7,
                "estimate": -0.12281105269832608,
                "raw_gap": -0.12632748884461567,
                "n": 42,
                "n_cells": 42,
                "weight_sum": 41823.0,
                "relative_to_minus_one": -0.3704245109955882
              },
              {
                "event_time": 8,
                "estimate": -0.07106449529695022,
                "raw_gap": -0.0730369953253465,
                "n": 40,
                "n_cells": 40,
                "weight_sum": 41036.0,
                "relative_to_minus_one": -0.31867795359421236
              },
              {
                "event_time": 9,
                "estimate": -0.11549674400629517,
                "raw_gap": -0.12045051573319042,
                "n": 38,
                "n_cells": 38,
                "weight_sum": 39546.0,
                "relative_to_minus_one": -0.3631102023035573
              },
              {
                "event_time": 10,
                "estimate": 0.008829245981418982,
                "raw_gap": 0.006251596636446555,
                "n": 37,
                "n_cells": 37,
                "weight_sum": 38630.0,
                "relative_to_minus_one": -0.23878421231584315
              },
              {
                "event_time": 11,
                "estimate": -0.25991855838752287,
                "raw_gap": -0.26399291800669816,
                "n": 36,
                "n_cells": 36,
                "weight_sum": 37958.0,
                "relative_to_minus_one": -0.507532016684785
              },
              {
                "event_time": 12,
                "estimate": -0.08888004952418271,
                "raw_gap": -0.0919298478173821,
                "n": 34,
                "n_cells": 34,
                "weight_sum": 38845.0,
                "relative_to_minus_one": -0.3364935078214448
              },
              {
                "event_time": 13,
                "estimate": 0.04992876402077733,
                "raw_gap": 0.047476569550149984,
                "n": 31,
                "n_cells": 31,
                "weight_sum": 39446.0,
                "relative_to_minus_one": -0.1976846942764848
              },
              {
                "event_time": 14,
                "estimate": -0.2949382518373189,
                "raw_gap": -0.26786393204867404,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 16789.0,
                "relative_to_minus_one": -0.542551710134581
              },
              {
                "event_time": 15,
                "estimate": -0.5958990162258607,
                "raw_gap": -0.5855545508605617,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 891.0,
                "relative_to_minus_one": -0.8435124745231228
              }
            ],
            "package_event_study": {
              "event_time": [
                -18.0,
                -17.0,
                -16.0,
                -15.0,
                -14.0,
                -13.0,
                -12.0,
                -11.0,
                -10.0,
                -9.0,
                -8.0,
                -7.0,
                -6.0,
                -5.0,
                -4.0,
                -3.0,
                -2.0,
                -1.0,
                0.0,
                1.0,
                2.0,
                3.0,
                4.0,
                5.0,
                6.0,
                7.0,
                8.0,
                9.0,
                10.0,
                11.0,
                12.0,
                13.0,
                14.0,
                15.0
              ],
              "estimate": [
                0.3653518153857303,
                0.07057757074241285,
                -0.12570590747027785,
                0.40414397064962326,
                0.1777651715439784,
                0.0050423544365099104,
                -0.08187935699151935,
                -0.08780553412374865,
                -0.07756566623976413,
                0.029202334061859934,
                -0.10099170985417531,
                0.08873221676932679,
                -0.020463623684744005,
                -0.02916483413187404,
                -0.04429327453782639,
                0.03967216900053139,
                0.02746289794321044,
                -0.034343813686575075,
                -0.1947098193799279,
                -0.12053266528370332,
                -0.2174573750590907,
                -0.3027776842878472,
                -0.2839351376283804,
                -0.18319844448524403,
                -0.20234217135726132,
                -0.30776637600653955,
                -0.2788030585554382,
                -0.250105221576307,
                -0.1715588258494677,
                -0.3970149813055017,
                -0.15597191176839753,
                0.04234174531482197,
                -0.24392977331446583,
                -0.5855545508605617
              ],
              "n": [
                3.0,
                3.0,
                3.0,
                4.0,
                6.0,
                8.0,
                10.0,
                11.0,
                12.0,
                14.0,
                17.0,
                37.0,
                47.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                45.0,
                45.0,
                45.0,
                44.0,
                42.0,
                40.0,
                38.0,
                37.0,
                36.0,
                34.0,
                31.0,
                11.0,
                1.0
              ]
            },
            "sdid_pre_gap_correction": [
              {
                "cohort": 5,
                "pre_gap": 0.010344465365298997
              },
              {
                "cohort": 6,
                "pre_gap": 0.02801749914832008
              },
              {
                "cohort": 7,
                "pre_gap": -0.020872770286239083
              },
              {
                "cohort": 8,
                "pre_gap": -0.019984359536397232
              },
              {
                "cohort": 9,
                "pre_gap": -0.012307388966710738
              },
              {
                "cohort": 10,
                "pre_gap": 0.023041866995396967
              },
              {
                "cohort": 11,
                "pre_gap": -0.06216404776875764
              },
              {
                "cohort": 12,
                "pre_gap": 0.05478018141574178
              },
              {
                "cohort": 13,
                "pre_gap": -0.05740507438560094
              },
              {
                "cohort": 14,
                "pre_gap": -0.20296363981201576
              },
              {
                "cohort": 15,
                "pre_gap": -0.10608211163296719
              },
              {
                "cohort": 18,
                "pre_gap": 0.028289069579722305
              }
            ],
            "diagnostics": {
              "converged": true,
              "pre_rmse": 0.22618284205846315,
              "zeta_omega": [
                1.511140295998761,
                2.719260380119094,
                3.1885261768474837,
                1.9600684497576264,
                1.7199227498272378,
                1.4198264498602335,
                1.3987180147364862,
                1.620877293336357,
                1.6085685784253563,
                1.5613896849520246,
                1.272772398424487,
                1.5038182436263932
              ],
              "zeta_lambda": [
                7.555701479993804e-07,
                7.770124549030426e-07,
                7.794719277485356e-07,
                7.843413048427867e-07,
                7.77062821399023e-07,
                7.796273947558538e-07,
                7.865569419745298e-07,
                7.86922588862039e-07,
                8.042842892126781e-07,
                8.07196549985841e-07,
                8.132291472483152e-07,
                8.682298677699683e-07
              ]
            },
            "checks": {
              "scalar_vs_treated_cell_average": 0.0,
              "native_scalar_vs_unweighted_matrix_average": 2.7755575615628914e-17
            },
            "native_matrix_att": -0.20999225396194707,
            "matrix_preparation": {
              "source_rows": 2100,
              "matrix_shape": [
                100,
                21
              ],
              "observed_cells": 2100,
              "missing_cells": 0,
              "repeated_cells": 0,
              "minimum_cell_count": 1,
              "maximum_cell_count": 1,
              "observation_mass": 1683217.0,
              "treated_observation_mass": 617724.0,
              "within_cell_aggregation": "Observation-weighted outcome mean",
              "fitting_weights": "Standard crabbymetrics objective on cell means; no cell-count precision weighting",
              "reporting_weights": "Sum of original observation weights per treated unit-period"
            },
            "seconds": 0.00190295884385705,
            "crabbymetrics": "0.9.1",
            "normalization": "Original source outcome / source SD; no mean subtraction",
            "target": "All observed treated observations, using configured observation weights; cell mass equals sum of row weights",
            "status": "estimated"
          },
          {
            "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": -0.276386117033743,
            "event_study": [
              {
                "event_time": -18,
                "estimate": 0.004269246454625413,
                "raw_gap": 0.004269246454625413,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1562.0,
                "relative_to_minus_one": 0.020903344034673227
              },
              {
                "event_time": -17,
                "estimate": 0.2098040772710256,
                "raw_gap": 0.2098040772710256,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1503.0,
                "relative_to_minus_one": 0.22643817485107343
              },
              {
                "event_time": -16,
                "estimate": -0.060152948335993495,
                "raw_gap": -0.060152948335993495,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1578.0,
                "relative_to_minus_one": -0.04351885075594568
              },
              {
                "event_time": -15,
                "estimate": 0.19299869708292422,
                "raw_gap": 0.19299869708292422,
                "n": 4,
                "n_cells": 4,
                "weight_sum": 2266.0,
                "relative_to_minus_one": 0.20963279466297202
              },
              {
                "event_time": -14,
                "estimate": 0.1173149345491265,
                "raw_gap": 0.1173149345491265,
                "n": 6,
                "n_cells": 6,
                "weight_sum": 5096.0,
                "relative_to_minus_one": 0.1339490321291743
              },
              {
                "event_time": -13,
                "estimate": -0.0036357575318614944,
                "raw_gap": -0.0036357575318614944,
                "n": 8,
                "n_cells": 8,
                "weight_sum": 7255.0,
                "relative_to_minus_one": 0.012998340048186322
              },
              {
                "event_time": -12,
                "estimate": -0.04942728159414975,
                "raw_gap": -0.04942728159414975,
                "n": 10,
                "n_cells": 10,
                "weight_sum": 9833.0,
                "relative_to_minus_one": -0.03279318401410193
              },
              {
                "event_time": -11,
                "estimate": -0.07382265232242946,
                "raw_gap": -0.07382265232242946,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 10851.0,
                "relative_to_minus_one": -0.057188554742381645
              },
              {
                "event_time": -10,
                "estimate": -0.037179540885253805,
                "raw_gap": -0.037179540885253805,
                "n": 12,
                "n_cells": 12,
                "weight_sum": 12429.0,
                "relative_to_minus_one": -0.02054544330520599
              },
              {
                "event_time": -9,
                "estimate": 0.06860400754710783,
                "raw_gap": 0.06860400754710783,
                "n": 14,
                "n_cells": 14,
                "weight_sum": 14303.0,
                "relative_to_minus_one": 0.08523810512715564
              },
              {
                "event_time": -8,
                "estimate": -0.008177177782998535,
                "raw_gap": -0.008177177782998535,
                "n": 17,
                "n_cells": 17,
                "weight_sum": 16627.0,
                "relative_to_minus_one": 0.008456919797049281
              },
              {
                "event_time": -7,
                "estimate": 0.016500290390607856,
                "raw_gap": 0.016500290390607856,
                "n": 37,
                "n_cells": 37,
                "weight_sum": 36205.0,
                "relative_to_minus_one": 0.03313438797065567
              },
              {
                "event_time": -6,
                "estimate": -0.011274285779538032,
                "raw_gap": -0.011274285779538032,
                "n": 47,
                "n_cells": 47,
                "weight_sum": 47458.0,
                "relative_to_minus_one": 0.005359811800509784
              },
              {
                "event_time": -5,
                "estimate": -0.010620613550309955,
                "raw_gap": -0.010620613550309955,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 49612.0,
                "relative_to_minus_one": 0.006013484029737861
              },
              {
                "event_time": -4,
                "estimate": -0.042580970112664,
                "raw_gap": -0.042580970112664,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 50264.0,
                "relative_to_minus_one": -0.025946872532616183
              },
              {
                "event_time": -3,
                "estimate": 0.027661009663708616,
                "raw_gap": 0.027661009663708616,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 48607.0,
                "relative_to_minus_one": 0.04429510724375643
              },
              {
                "event_time": -2,
                "estimate": 0.03867089395529408,
                "raw_gap": 0.03867089395529408,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 49287.0,
                "relative_to_minus_one": 0.055304991535341894
              },
              {
                "event_time": -1,
                "estimate": -0.016634097580047816,
                "raw_gap": -0.016634097580047816,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 48427.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.1357579713817612,
                "raw_gap": -0.1357579713817612,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 47192.0,
                "relative_to_minus_one": -0.1191238738017134
              },
              {
                "event_time": 1,
                "estimate": -0.055895059572107914,
                "raw_gap": -0.055895059572107914,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 46432.0,
                "relative_to_minus_one": -0.0392609619920601
              },
              {
                "event_time": 2,
                "estimate": -0.20850771567642803,
                "raw_gap": -0.20850771567642803,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 46599.0,
                "relative_to_minus_one": -0.1918736180963802
              },
              {
                "event_time": 3,
                "estimate": -0.22069691496342006,
                "raw_gap": -0.22069691496342006,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 45246.0,
                "relative_to_minus_one": -0.20406281738337223
              },
              {
                "event_time": 4,
                "estimate": -0.24356498718310485,
                "raw_gap": -0.24356498718310485,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 45139.0,
                "relative_to_minus_one": -0.22693088960305702
              },
              {
                "event_time": 5,
                "estimate": -0.2681811844304608,
                "raw_gap": -0.2681811844304608,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 46066.0,
                "relative_to_minus_one": -0.251547086850413
              },
              {
                "event_time": 6,
                "estimate": -0.22543177522888733,
                "raw_gap": -0.22543177522888733,
                "n": 44,
                "n_cells": 44,
                "weight_sum": 46086.0,
                "relative_to_minus_one": -0.2087976776488395
              },
              {
                "event_time": 7,
                "estimate": -0.31598202328540337,
                "raw_gap": -0.31598202328540337,
                "n": 42,
                "n_cells": 42,
                "weight_sum": 41823.0,
                "relative_to_minus_one": -0.29934792570535557
              },
              {
                "event_time": 8,
                "estimate": -0.2983337984624448,
                "raw_gap": -0.2983337984624448,
                "n": 40,
                "n_cells": 40,
                "weight_sum": 41036.0,
                "relative_to_minus_one": -0.281699700882397
              },
              {
                "event_time": 9,
                "estimate": -0.3729608736740576,
                "raw_gap": -0.3729608736740576,
                "n": 38,
                "n_cells": 38,
                "weight_sum": 39546.0,
                "relative_to_minus_one": -0.3563267760940098
              },
              {
                "event_time": 10,
                "estimate": -0.26137082259088174,
                "raw_gap": -0.26137082259088174,
                "n": 37,
                "n_cells": 37,
                "weight_sum": 38630.0,
                "relative_to_minus_one": -0.24473672501083393
              },
              {
                "event_time": 11,
                "estimate": -0.5407926096397327,
                "raw_gap": -0.5407926096397327,
                "n": 36,
                "n_cells": 36,
                "weight_sum": 37958.0,
                "relative_to_minus_one": -0.5241585120596849
              },
              {
                "event_time": 12,
                "estimate": -0.34729980242316494,
                "raw_gap": -0.34729980242316494,
                "n": 34,
                "n_cells": 34,
                "weight_sum": 38845.0,
                "relative_to_minus_one": -0.33066570484311714
              },
              {
                "event_time": 13,
                "estimate": -0.26171316798742283,
                "raw_gap": -0.26171316798742283,
                "n": 31,
                "n_cells": 31,
                "weight_sum": 39446.0,
                "relative_to_minus_one": -0.24507907040737503
              },
              {
                "event_time": 14,
                "estimate": -0.7839697848940645,
                "raw_gap": -0.7839697848940645,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 16789.0,
                "relative_to_minus_one": -0.7673356873140167
              },
              {
                "event_time": 15,
                "estimate": -0.5402702275635045,
                "raw_gap": -0.5402702275635045,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 891.0,
                "relative_to_minus_one": -0.5236361299834567
              }
            ],
            "package_event_study": {
              "event_time": [
                -18.0,
                -17.0,
                -16.0,
                -15.0,
                -14.0,
                -13.0,
                -12.0,
                -11.0,
                -10.0,
                -9.0,
                -8.0,
                -7.0,
                -6.0,
                -5.0,
                -4.0,
                -3.0,
                -2.0,
                -1.0,
                0.0,
                1.0,
                2.0,
                3.0,
                4.0,
                5.0,
                6.0,
                7.0,
                8.0,
                9.0,
                10.0,
                11.0,
                12.0,
                13.0,
                14.0,
                15.0
              ],
              "estimate": [
                0.10833776775159798,
                0.10706597741527328,
                -0.04213696723816677,
                0.2175941345588841,
                0.10795494391365097,
                0.013086435838246535,
                -0.0522434896964965,
                -0.07229339972473121,
                -0.0584109926385894,
                0.01429993532703617,
                -0.058708315576227785,
                0.037964500690413405,
                -0.002702850942320424,
                0.004945753932689571,
                -0.039903969186851906,
                0.031229160962272757,
                0.015933335490585582,
                -0.024784692236034984,
                -0.17879080516667803,
                -0.09542802044315135,
                -0.16794822084196478,
                -0.24868196044517132,
                -0.24077453410856287,
                -0.17354869816099466,
                -0.15627966350341652,
                -0.2610969498980865,
                -0.2569236709732047,
                -0.23473025533526695,
                -0.147285536263671,
                -0.3713530554688025,
                -0.12313916655207985,
                0.06493176470769184,
                -0.24085238362027586,
                -0.5402702275635045
              ],
              "n": [
                3.0,
                3.0,
                3.0,
                4.0,
                6.0,
                8.0,
                10.0,
                11.0,
                12.0,
                14.0,
                17.0,
                37.0,
                47.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                45.0,
                45.0,
                45.0,
                44.0,
                42.0,
                40.0,
                38.0,
                37.0,
                36.0,
                34.0,
                31.0,
                11.0,
                1.0
              ]
            },
            "sdid_pre_gap_correction": [],
            "diagnostics": {
              "converged": true,
              "iterations": 39,
              "termination_reason": "Relative objective tolerance reached",
              "objective": 0.24614648597804378,
              "lambda_l": 0.0032512755831188983,
              "singular_values": [
                7.427307960181405,
                6.067376852012092,
                5.446632140913048,
                5.053553374689525,
                4.474996238331055,
                3.695318818223814,
                3.3093546423781475,
                3.072083703675473,
                2.6148512669065966,
                2.1627128751686375,
                2.0065990912470606,
                1.781223212524115,
                1.4184268785258847,
                1.0881079388774855,
                0.759078246716034,
                0.5617593489291433,
                0.44990067356740493,
                0.2537568535124777,
                0.0,
                0.0,
                0.0
              ],
              "history_objective": [
                0.24739426780844706,
                0.24650422375770636,
                0.24629260495396266,
                0.24621250035631187,
                0.24617832753001845,
                0.24616255537319215,
                0.24615486469499953,
                0.2461509616411251,
                0.24614892092497487,
                0.2461478295611697,
                0.2461472356617021,
                0.2461469080401963,
                0.24614672533894016,
                0.24614662255523495,
                0.24614656431165338,
                0.24614653110672008,
                0.2461465120785839,
                0.2461465011257845,
                0.246146494796554,
                0.2461464911263959,
                0.24614648899150468,
                0.24614648774612446,
                0.2461464870177335,
                0.24614648659067967,
                0.24614648633972888,
                0.24614648619194465,
                0.24614648610473705,
                0.24614648605317518,
                0.24614648602263167,
                0.24614648600450603,
                0.24614648599373068,
                0.24614648598731392,
                0.2461464859834862,
                0.2461464859811994,
                0.2461464859798308,
                0.24614648597901065,
                0.24614648597851813,
                0.24614648597822197,
                0.24614648597804378
              ],
              "history_rmse": [
                0.280344380726494,
                0.28000278623570946,
                0.27994731726382144,
                0.27982862652021145,
                0.27977591824380305,
                0.27975011383400233,
                0.27973652073587635,
                0.2797288948711564,
                0.27972437195086414,
                0.27972155609278154,
                0.2797197293454837,
                0.27971850338498555,
                0.27971765794129405,
                0.27971706235407384,
                0.2797166358494289,
                0.2797163266035424,
                0.2797161002722413,
                0.27971593346376145,
                0.2797158098839707,
                0.27971571797665973,
                0.27971564942924276,
                0.2797155981966425,
                0.2797155598458746,
                0.27971553110546327,
                0.2797155095495309,
                0.2797154933727434,
                0.27971548122794476,
                0.2797154721078433,
                0.2797154652581335,
                0.27971546011332515,
                0.2797154562491299,
                0.27971545334701187,
                0.27971545116772734,
                0.2797154495315333,
                0.27971544830336365,
                0.27971544738171356,
                0.2797154466902965,
                0.2797154461717818,
                0.2797154457830845
              ]
            },
            "checks": {
              "scalar_vs_treated_cell_average": 5.551115123125783e-17,
              "native_scalar_vs_unweighted_matrix_average": 1.942890293094024e-16
            },
            "native_matrix_att": -0.1893424852887666,
            "matrix_preparation": {
              "source_rows": 2100,
              "matrix_shape": [
                100,
                21
              ],
              "observed_cells": 2100,
              "missing_cells": 0,
              "repeated_cells": 0,
              "minimum_cell_count": 1,
              "maximum_cell_count": 1,
              "observation_mass": 1683217.0,
              "treated_observation_mass": 617724.0,
              "within_cell_aggregation": "Observation-weighted outcome mean",
              "fitting_weights": "Standard crabbymetrics objective on cell means; no cell-count precision weighting",
              "reporting_weights": "Sum of original observation weights per treated unit-period"
            },
            "seconds": 0.003288375213742256,
            "crabbymetrics": "0.9.1",
            "normalization": "Original source outcome / source SD; no mean subtraction",
            "target": "All observed treated observations, using configured observation weights; cell mass equals sum of row weights",
            "status": "estimated"
          },
          {
            "method": "Horizontal ridge",
            "class": "HorizontalPanelRidge",
            "parameters": {
              "penalty": 1.0
            },
            "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."
            },
            "estimate": -0.4870766404792113,
            "event_study": [
              {
                "event_time": -18,
                "estimate": -0.1812380802111904,
                "raw_gap": -0.1812380802111904,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1562.0,
                "relative_to_minus_one": -0.45611852539512365
              },
              {
                "event_time": -17,
                "estimate": 0.23555947942887104,
                "raw_gap": 0.23555947942887104,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1503.0,
                "relative_to_minus_one": -0.03932096575506225
              },
              {
                "event_time": -16,
                "estimate": -0.04404233432967439,
                "raw_gap": -0.04404233432967439,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1578.0,
                "relative_to_minus_one": -0.3189227795136077
              },
              {
                "event_time": -15,
                "estimate": -0.07128266698010105,
                "raw_gap": -0.07128266698010105,
                "n": 4,
                "n_cells": 4,
                "weight_sum": 2266.0,
                "relative_to_minus_one": -0.34616311216403434
              },
              {
                "event_time": -14,
                "estimate": 0.1158115112573992,
                "raw_gap": 0.1158115112573992,
                "n": 6,
                "n_cells": 6,
                "weight_sum": 5096.0,
                "relative_to_minus_one": -0.1590689339265341
              },
              {
                "event_time": -13,
                "estimate": -0.02620593689543834,
                "raw_gap": -0.02620593689543834,
                "n": 8,
                "n_cells": 8,
                "weight_sum": 7255.0,
                "relative_to_minus_one": -0.3010863820793716
              },
              {
                "event_time": -12,
                "estimate": 0.005705758659279544,
                "raw_gap": 0.005705758659279544,
                "n": 10,
                "n_cells": 10,
                "weight_sum": 9833.0,
                "relative_to_minus_one": -0.26917468652465376
              },
              {
                "event_time": -11,
                "estimate": -0.001953197376141906,
                "raw_gap": -0.001953197376141906,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 10851.0,
                "relative_to_minus_one": -0.2768336425600752
              },
              {
                "event_time": -10,
                "estimate": 0.006335679873247451,
                "raw_gap": 0.006335679873247451,
                "n": 12,
                "n_cells": 12,
                "weight_sum": 12429.0,
                "relative_to_minus_one": -0.26854476531068583
              },
              {
                "event_time": -9,
                "estimate": 0.09839305212315527,
                "raw_gap": 0.09839305212315527,
                "n": 14,
                "n_cells": 14,
                "weight_sum": 14303.0,
                "relative_to_minus_one": -0.17648739306077801
              },
              {
                "event_time": -8,
                "estimate": 0.045087230590554736,
                "raw_gap": 0.045087230590554736,
                "n": 17,
                "n_cells": 17,
                "weight_sum": 16627.0,
                "relative_to_minus_one": -0.22979321459337854
              },
              {
                "event_time": -7,
                "estimate": 0.07158417744531347,
                "raw_gap": 0.07158417744531347,
                "n": 37,
                "n_cells": 37,
                "weight_sum": 36205.0,
                "relative_to_minus_one": -0.2032962677386198
              },
              {
                "event_time": -6,
                "estimate": 0.20297731520456702,
                "raw_gap": 0.20297731520456702,
                "n": 47,
                "n_cells": 47,
                "weight_sum": 47458.0,
                "relative_to_minus_one": -0.07190312997936626
              },
              {
                "event_time": -5,
                "estimate": 0.18753000347849744,
                "raw_gap": 0.18753000347849744,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 49612.0,
                "relative_to_minus_one": -0.08735044170543585
              },
              {
                "event_time": -4,
                "estimate": 0.22578937865523097,
                "raw_gap": 0.22578937865523097,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 50264.0,
                "relative_to_minus_one": -0.04909106652870232
              },
              {
                "event_time": -3,
                "estimate": 0.24059396840679906,
                "raw_gap": 0.24059396840679906,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 48607.0,
                "relative_to_minus_one": -0.03428647677713423
              },
              {
                "event_time": -2,
                "estimate": 0.29150607637003634,
                "raw_gap": 0.29150607637003634,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 49287.0,
                "relative_to_minus_one": 0.01662563118610305
              },
              {
                "event_time": -1,
                "estimate": 0.2748804451839333,
                "raw_gap": 0.2748804451839333,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 48427.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": 0.19066721718241011,
                "raw_gap": 0.19066721718241011,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 47192.0,
                "relative_to_minus_one": -0.08421322800152317
              },
              {
                "event_time": 1,
                "estimate": 0.10282032371327561,
                "raw_gap": 0.10282032371327561,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 46432.0,
                "relative_to_minus_one": -0.1720601214706577
              },
              {
                "event_time": 2,
                "estimate": -0.012090977028354207,
                "raw_gap": -0.012090977028354207,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 46599.0,
                "relative_to_minus_one": -0.2869714222122875
              },
              {
                "event_time": 3,
                "estimate": -0.11802231066732748,
                "raw_gap": -0.11802231066732748,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 45246.0,
                "relative_to_minus_one": -0.3929027558512608
              },
              {
                "event_time": 4,
                "estimate": -0.31390963478529627,
                "raw_gap": -0.31390963478529627,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 45139.0,
                "relative_to_minus_one": -0.5887900799692296
              },
              {
                "event_time": 5,
                "estimate": -0.436064261566365,
                "raw_gap": -0.436064261566365,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 46066.0,
                "relative_to_minus_one": -0.7109447067502983
              },
              {
                "event_time": 6,
                "estimate": -0.5325155346233381,
                "raw_gap": -0.5325155346233381,
                "n": 44,
                "n_cells": 44,
                "weight_sum": 46086.0,
                "relative_to_minus_one": -0.8073959798072714
              },
              {
                "event_time": 7,
                "estimate": -0.6532395940874773,
                "raw_gap": -0.6532395940874773,
                "n": 42,
                "n_cells": 42,
                "weight_sum": 41823.0,
                "relative_to_minus_one": -0.9281200392714106
              },
              {
                "event_time": 8,
                "estimate": -0.7252139124091537,
                "raw_gap": -0.7252139124091537,
                "n": 40,
                "n_cells": 40,
                "weight_sum": 41036.0,
                "relative_to_minus_one": -1.000094357593087
              },
              {
                "event_time": 9,
                "estimate": -0.7413821337399612,
                "raw_gap": -0.7413821337399612,
                "n": 38,
                "n_cells": 38,
                "weight_sum": 39546.0,
                "relative_to_minus_one": -1.0162625789238944
              },
              {
                "event_time": 10,
                "estimate": -0.6778424984830339,
                "raw_gap": -0.6778424984830339,
                "n": 37,
                "n_cells": 37,
                "weight_sum": 38630.0,
                "relative_to_minus_one": -0.9527229436669672
              },
              {
                "event_time": 11,
                "estimate": -0.9475206706631364,
                "raw_gap": -0.9475206706631364,
                "n": 36,
                "n_cells": 36,
                "weight_sum": 37958.0,
                "relative_to_minus_one": -1.2224011158470698
              },
              {
                "event_time": 12,
                "estimate": -0.7645261447121169,
                "raw_gap": -0.7645261447121169,
                "n": 34,
                "n_cells": 34,
                "weight_sum": 38845.0,
                "relative_to_minus_one": -1.0394065898960503
              },
              {
                "event_time": 13,
                "estimate": -1.1030039499883877,
                "raw_gap": -1.1030039499883877,
                "n": 31,
                "n_cells": 31,
                "weight_sum": 39446.0,
                "relative_to_minus_one": -1.377884395172321
              },
              {
                "event_time": 14,
                "estimate": -1.5680798929555861,
                "raw_gap": -1.5680798929555861,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 16789.0,
                "relative_to_minus_one": -1.8429603381395194
              },
              {
                "event_time": 15,
                "estimate": -2.0932727956217123,
                "raw_gap": -2.0932727956217123,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 891.0,
                "relative_to_minus_one": -2.3681532408056456
              }
            ],
            "package_event_study": {
              "event_time": [
                -18.0,
                -17.0,
                -16.0,
                -15.0,
                -14.0,
                -13.0,
                -12.0,
                -11.0,
                -10.0,
                -9.0,
                -8.0,
                -7.0,
                -6.0,
                -5.0,
                -4.0,
                -3.0,
                -2.0,
                -1.0,
                0.0,
                1.0,
                2.0,
                3.0,
                4.0,
                5.0,
                6.0,
                7.0,
                8.0,
                9.0,
                10.0,
                11.0,
                12.0,
                13.0,
                14.0,
                15.0
              ],
              "estimate": [
                0.019567148895791437,
                0.02576174867715982,
                -0.030304227299223403,
                0.03135842285456425,
                0.018331161701525822,
                0.0024190134067665348,
                -0.008661613340037278,
                -0.0081732184779326,
                -0.010433548688409585,
                0.005545256083546819,
                -0.009219367273152305,
                0.002148754808330616,
                0.000879237305945838,
                0.0008154278407426774,
                -0.009118514286069431,
                0.00811072767890105,
                0.0018716213072741776,
                -0.0025095767853184716,
                -0.10678593852042172,
                -0.15852828478070213,
                -0.21246068462470524,
                -0.36543411703258594,
                -0.5448190769619174,
                -0.5570538111137481,
                -0.6919842801929676,
                -0.8422833658773945,
                -0.9348961653085773,
                -0.8575696630962312,
                -0.8611929186715814,
                -1.0694987684821025,
                -0.8550640744280404,
                -1.1222567909593564,
                -1.5297265136016818,
                -2.0932727956217123
              ],
              "n": [
                3.0,
                3.0,
                3.0,
                4.0,
                6.0,
                8.0,
                10.0,
                11.0,
                12.0,
                14.0,
                17.0,
                37.0,
                47.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                45.0,
                45.0,
                45.0,
                44.0,
                42.0,
                40.0,
                38.0,
                37.0,
                36.0,
                34.0,
                31.0,
                11.0,
                1.0
              ]
            },
            "sdid_pre_gap_correction": [],
            "diagnostics": {
              "pre_rmse": 0.025097440005937895,
              "penalty": 1.0
            },
            "checks": {
              "scalar_vs_treated_cell_average": 0.0,
              "native_scalar_vs_unweighted_matrix_average": 0.0
            },
            "native_matrix_att": -0.6372971525588363,
            "matrix_preparation": {
              "source_rows": 2100,
              "matrix_shape": [
                100,
                21
              ],
              "observed_cells": 2100,
              "missing_cells": 0,
              "repeated_cells": 0,
              "minimum_cell_count": 1,
              "maximum_cell_count": 1,
              "observation_mass": 1683217.0,
              "treated_observation_mass": 617724.0,
              "within_cell_aggregation": "Observation-weighted outcome mean",
              "fitting_weights": "Standard crabbymetrics objective on cell means; no cell-count precision weighting",
              "reporting_weights": "Sum of original observation weights per treated unit-period"
            },
            "seconds": 0.0029986249282956123,
            "crabbymetrics": "0.9.1",
            "normalization": "Original source outcome / source SD; no mean subtraction",
            "target": "All observed treated observations, using configured observation weights; cell mass equals sum of row weights",
            "status": "estimated"
          },
          {
            "method": "Multisynth (cohort-averaged)",
            "status": "unsupported",
            "reason": "multisynth-cohort: this adapter does not implement the configured observation weights."
          },
          {
            "method": "Multisynth (individual)",
            "status": "unsupported",
            "reason": "multisynth-individual: this adapter does not implement the configured observation weights."
          }
        ]
      },
      "combined_table": [
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Static TWFE",
          "Estimate (SDs)": -0.2117096306578617,
          "SE": 0.07301432358288644,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.14510364668274423,
          "SE": 0.06949831128273105,
          "Aggregation": "equal_periods",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.21184958315837626,
          "SE": 0.07062501821624742,
          "Aggregation": "equal_periods",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": -0.2139493432167725,
          "SE": 0.07855794338028362,
          "Aggregation": "equal_periods",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID",
          "Estimate (SDs)": -0.33022659588010367,
          "SE": 0.10481797683980928,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (treated cells)",
          "Estimate (SDs)": -0.27682367717401885,
          "SE": 0.10660041297070869,
          "Aggregation": "Treated cells",
          "Event study": "Same CS-DID path",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "SDID",
          "Estimate (SDs)": -0.04002572492686738,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Matrix completion",
          "Estimate (SDs)": -0.276386117033743,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Horizontal ridge",
          "Estimate (SDs)": -0.4870766404792113,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (cohort-averaged)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-cohort: this adapter does not implement the configured observation weights."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (individual)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-individual: this adapter does not implement the configured observation weights."
        }
      ],
      "adapter_sha256": {
        "validate_template.py": "02026cc47fa098566d7e410f741b107390345e4c75a9748217a20ebc4481570a",
        "mtgpax_worker.py": "7279b1b2aaa3f5909cd39ac1964d2e9c75907219011fe661a015511131affa85",
        "csdid_general.py": "07619c3b3dfee796ae9e4842afdbc6e367a74cece254ede73f7c403dfc924f6d",
        "runner.py": "cbb7d135d08e454e57f87bee2bba8365431617b1f8295727611cadb00414f0f4",
        "matrix_inputs.py": "3f675276f9022147996dd5b62762721be2dd436d5db171491a286b05628176ae",
        "csdid_model.py": "b9fd5536d4886e99a707d2b162db5b11da3ff463930eca5b7590d27500096a3f",
        "multisynth_model.R": "3ae0740c5b75b14f563dacc9961688e8286655866a6b435045a3ef6f453c1604",
        "csdid_streaming.py": "378198e98c44bd46862601bdcb514b19d9ea4038cddc38dad7fdba9b0aa0216b",
        "multisynth_sparse.R": "f9ab3d8d7f7b52a79ccd694c7173f626276a0830f23bb79e527c88c0f0292540",
        "matrix_models.py": "98784341a7fbdc8ef51833554c0439ef6755c5f702e9128d5fa2b1292c5f093c",
        "csdid_aggregations.py": "cbed0fb13450d9398f9a59d53dbfdf8e275a74daa01158c38c0f3396a3e8c6ee",
        "bootstrap_matrix.py": "c6a1f4bb0085e0a21f9a41677fb4def7990be5f6199077a53e951de489ab9550",
        "eligibility.py": "d99ad4158a150bf0ba9f3ffcde47c14ddecc2b877c09c5682d1806c8c26c7b8a"
      },
      "scalar_ranges": [
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Static TWFE",
          "Estimate (SDs)": -0.2117096306578617,
          "SE": 0.07301432358288644,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": "",
          "lower": -0.35658588921964085,
          "upper": -0.0668333720960825,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.14510364668274423,
          "SE": 0.06949831128273105,
          "Aggregation": "equal_periods",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.2830033740365687,
          "upper": -0.0072039193289197,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.21184958315837626,
          "SE": 0.07062501821624742,
          "Aggregation": "equal_periods",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.35198494150915394,
          "upper": -0.07171422480759862,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": -0.2139493432167725,
          "SE": 0.07855794338028362,
          "Aggregation": "equal_periods",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.3698253461536972,
          "upper": -0.058073340279847785,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (equal event-time)",
          "Estimate (SDs)": -0.33022659588010367,
          "SE": 0.10481797683980928,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.5356660554184833,
          "upper": -0.12478713634172395,
          "ci_level": 0.95,
          "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (treated cells)",
          "Estimate (SDs)": -0.27682367717401885,
          "SE": 0.10660041297070869,
          "Aggregation": "Treated cells",
          "Event study": "Same CS-DID path",
          "Status": "estimated",
          "Note": "",
          "lower": -0.4857566473337043,
          "upper": -0.06789070701433339,
          "ci_level": 0.95,
          "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "SDID",
          "Estimate (SDs)": -0.04002572492686738,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Matrix completion",
          "Estimate (SDs)": -0.276386117033743,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Horizontal ridge",
          "Estimate (SDs)": -0.4870766404792113,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (cohort-averaged)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-cohort: this adapter does not implement the configured observation weights.",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (individual)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-individual: this adapter does not implement the configured observation weights.",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        }
      ],
      "reporting_source": {
        "path": "templates/reporting/comparison_report.py",
        "sha256": "94e9c5116a13335ead2db81834cac48593160291aea51c30c12fe3e11e5da1ce"
      }
    },
    "finished": 1791588793.291771,
    "scalar_ranges": [
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Static TWFE",
        "Estimate (SDs)": -0.2117096306578617,
        "SE": 0.07301432358288644,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": "",
        "lower": -0.35658588921964085,
        "upper": -0.0668333720960825,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": -0.14510364668274423,
        "SE": 0.06949831128273105,
        "Aggregation": "equal_periods",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.2830033740365687,
        "upper": -0.0072039193289197,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": -0.21184958315837626,
        "SE": 0.07062501821624742,
        "Aggregation": "equal_periods",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.35198494150915394,
        "upper": -0.07171422480759862,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": -0.2139493432167725,
        "SE": 0.07855794338028362,
        "Aggregation": "equal_periods",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.3698253461536972,
        "upper": -0.058073340279847785,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (equal event-time)",
        "Estimate (SDs)": -0.33022659588010367,
        "SE": 0.10481797683980928,
        "Aggregation": "Equal post-event times",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.5356660554184833,
        "upper": -0.12478713634172395,
        "ci_level": 0.95,
        "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (treated cells)",
        "Estimate (SDs)": -0.27682367717401885,
        "SE": 0.10660041297070869,
        "Aggregation": "Treated cells",
        "Event study": "Same CS-DID path",
        "Status": "estimated",
        "Note": "",
        "lower": -0.4857566473337043,
        "upper": -0.06789070701433339,
        "ci_level": 0.95,
        "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "SDID",
        "Estimate (SDs)": -0.04002572492686738,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Matrix completion",
        "Estimate (SDs)": -0.276386117033743,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Horizontal ridge",
        "Estimate (SDs)": -0.4870766404792113,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Multisynth (cohort-averaged)",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "multisynth-cohort: this adapter does not implement the configured observation weights.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Multisynth (individual)",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "multisynth-individual: this adapter does not implement the configured observation weights.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      }
    ]
  },
  {
    "study_id": 16,
    "specification_id": "S16-P003",
    "source_specification_id": "GIFT-F4-LOGIMR-CSA-WHITE",
    "role": "active_comparison",
    "published_source_location": "Main Figure4 row3",
    "outcome_label": "",
    "outcome_variable": "",
    "treatment_label": "",
    "unit_fixed_effects": "",
    "time_fixed_effects": "",
    "allowed_adjustments": "",
    "published_weights": "",
    "published_clustering": "",
    "panel_structure": "aggregate_county_panel",
    "design": "panel",
    "descriptive_metadata_status": "recorded_source_fields",
    "title": "The Gift of a Lifetime",
    "status": "ready",
    "reason": "",
    "config": "analyses/full-archive/configs/S16-P003.json",
    "input_bytes": 24961,
    "specification_type": "event_study_post_average",
    "run_status": "completed",
    "expanded_status": "processed",
    "expanded_reason": null,
    "regression_result": {
      "schema": "did-replication-v2",
      "config": {
        "outcomes": [
          "y"
        ],
        "treatments": [
          "d"
        ],
        "unit": "unit",
        "time": "time",
        "cluster": "cluster",
        "covariates": [],
        "baseline_by_time": [],
        "weight": "weight",
        "period_step": 1,
        "period_values": null,
        "display_window": [
          -10,
          10
        ],
        "seed": 20261008,
        "panelview_max_units": 100,
        "test_mode": "classical",
        "test_horizon": null,
        "post_horizon": 6,
        "post_weighting": "equal_periods",
        "sample_query": null,
        "reversal_policy": "drop_post_untreated",
        "labels": {},
        "allow_repeated_cells": true,
        "time_fe": null,
        "unit_fe": null,
        "frequency_weights": false,
        "source_sd": null,
        "require_never_control_periods": false,
        "latest_cohort_control": true,
        "slug": "s16-p003",
        "specification_id": "S16-P003",
        "source_specification_id": "GIFT-F4-LOGIMR-CSA-WHITE",
        "study_id": 16,
        "study": "The Gift of a Lifetime",
        "citation": "Hollingsworth et al. (2024), AER. https://doi.org/10.1257/aer.20230008",
        "description": "GIFT-F4-LOGIMR-CSA-WHITE",
        "data": "analyses/full-archive/prepared/S16-P003.parquet",
        "output_dir": "analyses/full-archive/results/S16-P003"
      },
      "source": {
        "file": "S16-P003.parquet",
        "bytes": 24961,
        "sha256": "4457fff6723e811a87dbd820c6619f84ba5009bfc2a397b2e20cd3973a9fc146"
      },
      "versions": {
        "pyfixest": "0.60.0",
        "polars": "2.0.0",
        "duckreg": "0.4.1",
        "numpy": "2.5.3",
        "pandas": "3.0.6"
      },
      "specifications": {
        "y__d": {
          "sample": {
            "outcome": "y",
            "treatment": "d",
            "source_rows": 1990,
            "source_sd": 0.4338810911758381,
            "rows": 1990,
            "units": 95,
            "clusters": 95,
            "treated_units": 46,
            "never_treated_units": 49,
            "treated_cohorts": 12,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 1990,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 0,
            "post_adoption_untreated_rows_removed": 0,
            "units_without_minus_one_removed": 0,
            "additional_rows_removed": 0
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.13565805129746367,
              "se": 0.07831177373750667,
              "pvalue": 0.0865034171918698,
              "lower": -0.29114791382743666,
              "upper": 0.019831811232509294
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.09198376871762172,
              "se": 0.07076981657207991,
              "pvalue": 0.19686165701201777,
              "lower": -0.23249889849808603,
              "upper": 0.0485313610628426
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.1292724828225097,
              "se": 0.07923332110361987,
              "pvalue": 0.10612198783174483,
              "lower": -0.28659209925069085,
              "upper": 0.02804713360567146
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": -0.1300820525159727,
              "se": 0.09867393138354473,
              "pvalue": 0.19060583596642255,
              "lower": -0.3260014563791376,
              "upper": 0.06583735134719212
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -18,
                "estimate": 0.41387175973083273,
                "se": 0.3415423708916248,
                "pvalue": 0.22863663344681923,
                "lower": -0.2642686240651863,
                "upper": 1.0920121435268517
              },
              {
                "event_time": -17,
                "estimate": 0.40357624659393376,
                "se": 0.2554581545947223,
                "pvalue": 0.11750887028359333,
                "lower": -0.10364190776987026,
                "upper": 0.9107944009577378
              },
              {
                "event_time": -16,
                "estimate": -0.3903359713499165,
                "se": 0.44973743116705256,
                "pvalue": 0.38764868368891725,
                "lower": -1.2833001836169675,
                "upper": 0.5026282409171345
              },
              {
                "event_time": -15,
                "estimate": 0.14976788084046117,
                "se": 0.4522631734253369,
                "pvalue": 0.7412667209305823,
                "lower": -0.7482112518885264,
                "upper": 1.0477470135694489
              },
              {
                "event_time": -14,
                "estimate": 0.40120403178938197,
                "se": 0.35089526302211577,
                "pvalue": 0.25578747430073545,
                "lower": -0.2955067385809766,
                "upper": 1.0979148021597405
              },
              {
                "event_time": -13,
                "estimate": -0.1316272322574856,
                "se": 0.19426104599499594,
                "pvalue": 0.49970292892175516,
                "lower": -0.5173370929220766,
                "upper": 0.2540826284071054
              },
              {
                "event_time": -12,
                "estimate": -0.06614022036981504,
                "se": 0.1759363431658464,
                "pvalue": 0.7078140353716151,
                "lower": -0.4154659540018903,
                "upper": 0.2831855132622602
              },
              {
                "event_time": -11,
                "estimate": -0.27788494553701903,
                "se": 0.19111990341837418,
                "pvalue": 0.14928202069686233,
                "lower": -0.6573579939814822,
                "upper": 0.10158810290744419
              },
              {
                "event_time": -10,
                "estimate": -0.20854828887989876,
                "se": 0.19203184312956417,
                "pvalue": 0.2802522416099304,
                "lower": -0.5898320149984988,
                "upper": 0.17273543723870124
              },
              {
                "event_time": -9,
                "estimate": 0.18954719201594064,
                "se": 0.23057800454117336,
                "pvalue": 0.41312739976234447,
                "lower": -0.26827084117938327,
                "upper": 0.6473652252112646
              },
              {
                "event_time": -8,
                "estimate": 0.09427514959873834,
                "se": 0.15663717467572244,
                "pvalue": 0.5487099096595197,
                "lower": -0.21673163258766254,
                "upper": 0.4052819317851392
              },
              {
                "event_time": -7,
                "estimate": 0.0831485589555442,
                "se": 0.16042426864963588,
                "pvalue": 0.6054639881268644,
                "lower": -0.23537758709261358,
                "upper": 0.40167470500370195
              },
              {
                "event_time": -6,
                "estimate": -0.04953534022911975,
                "se": 0.13173528520314393,
                "pvalue": 0.7077479931527034,
                "lower": -0.31109883712094477,
                "upper": 0.21202815666270525
              },
              {
                "event_time": -5,
                "estimate": -0.03328136059761522,
                "se": 0.12566202087832243,
                "pvalue": 0.7917062878741026,
                "lower": -0.282786248803855,
                "upper": 0.21622352760862457
              },
              {
                "event_time": -4,
                "estimate": -0.021136742323056203,
                "se": 0.1125186334004696,
                "pvalue": 0.8513983389713514,
                "lower": -0.24454512658648322,
                "upper": 0.2022716419403708
              },
              {
                "event_time": -3,
                "estimate": 0.050412422823579724,
                "se": 0.09529699510798872,
                "pvalue": 0.5980501554393984,
                "lower": -0.13880199490277897,
                "upper": 0.2396268405499384
              },
              {
                "event_time": -2,
                "estimate": 0.01637111193652484,
                "se": 0.09067380860685492,
                "pvalue": 0.8571098767760453,
                "lower": -0.16366386061571142,
                "upper": 0.19640608448876112
              },
              {
                "event_time": 0,
                "estimate": -0.05713729079770635,
                "se": 0.07075165820369823,
                "pvalue": 0.42137398461952236,
                "lower": -0.19761636671208282,
                "upper": 0.08334178511667012
              },
              {
                "event_time": 1,
                "estimate": -0.006609866320551498,
                "se": 0.09045149702973852,
                "pvalue": 0.9419006245625897,
                "lower": -0.18620343402502482,
                "upper": 0.17298370138392183
              },
              {
                "event_time": 2,
                "estimate": -0.02688369032370205,
                "se": 0.10013059181163665,
                "pvalue": 0.7889133789887209,
                "lower": -0.22569532761368286,
                "upper": 0.17192794696627875
              },
              {
                "event_time": 3,
                "estimate": -0.09108791239981058,
                "se": 0.10215056341533665,
                "pvalue": 0.3748293083014302,
                "lower": -0.2939102506608426,
                "upper": 0.11173442586122144
              },
              {
                "event_time": 4,
                "estimate": -0.15971138353635228,
                "se": 0.11709901115856837,
                "pvalue": 0.17585601133426973,
                "lower": -0.3922142152110888,
                "upper": 0.07279144813838426
              },
              {
                "event_time": 5,
                "estimate": -0.17201299269520032,
                "se": 0.11966955540535365,
                "pvalue": 0.15392496538258507,
                "lower": -0.4096197002302844,
                "upper": 0.06559371483988372
              },
              {
                "event_time": 6,
                "estimate": -0.130443244950029,
                "se": 0.1270718477435408,
                "pvalue": 0.3072755181230532,
                "lower": -0.3827473774461332,
                "upper": 0.12186088754607516
              },
              {
                "event_time": 7,
                "estimate": -0.2082887423760536,
                "se": 0.1355417326009235,
                "pvalue": 0.1277229414144664,
                "lower": -0.4774100298064021,
                "upper": 0.06083254505429492
              },
              {
                "event_time": 8,
                "estimate": -0.3168589114340232,
                "se": 0.130675590947521,
                "pvalue": 0.017229136728834603,
                "lower": -0.5763183605400974,
                "upper": -0.05739946232794896
              },
              {
                "event_time": 9,
                "estimate": -0.3384482554340567,
                "se": 0.16109100293517944,
                "pvalue": 0.03831919205583276,
                "lower": -0.6582982180356574,
                "upper": -0.01859829283245601
              },
              {
                "event_time": 10,
                "estimate": -0.17238152251178968,
                "se": 0.15997256986390632,
                "pvalue": 0.2839836334921745,
                "lower": -0.4900108100322187,
                "upper": 0.14524776500863934
              },
              {
                "event_time": 11,
                "estimate": -0.46840370255538466,
                "se": 0.17726242431796604,
                "pvalue": 0.00964259304517422,
                "lower": -0.820362401400811,
                "upper": -0.11644500370995836
              },
              {
                "event_time": 12,
                "estimate": -0.3819794283790467,
                "se": 0.18904978575409023,
                "pvalue": 0.04617441544265604,
                "lower": -0.757342209673652,
                "upper": -0.006616647084441374
              },
              {
                "event_time": 13,
                "estimate": -0.47354832070708647,
                "se": 0.22594662079442326,
                "pvalue": 0.038783546115807366,
                "lower": -0.9221706329049582,
                "upper": -0.024926008509214836
              },
              {
                "event_time": 14,
                "estimate": -0.7962761237658477,
                "se": 0.25001851211585674,
                "pvalue": 0.0019650663012962667,
                "lower": -1.2926937404724907,
                "upper": -0.2998585070592046
              },
              {
                "event_time": 15,
                "estimate": -1.0925483107080343,
                "se": 0.17965341946734936,
                "pvalue": 2.5455886863958426e-08,
                "lower": -1.4492543864719505,
                "upper": -0.735842234944118
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -18,
                "estimate": 0.4344231861005647,
                "se": 0.37860647792421787,
                "pvalue": 0.25411732280732674,
                "lower": -0.3173088510605208,
                "upper": 1.1861552232616501
              },
              {
                "event_time": -17,
                "estimate": 0.4796862367488499,
                "se": 0.2652893670783679,
                "pvalue": 0.07377902216521542,
                "lower": -0.047052020463204114,
                "upper": 1.006424493960904
              },
              {
                "event_time": -16,
                "estimate": -0.296312914653718,
                "se": 0.3110836210684568,
                "pvalue": 0.3432769776204808,
                "lower": -0.9139767366658866,
                "upper": 0.3213509073584506
              },
              {
                "event_time": -15,
                "estimate": 0.20737988209359642,
                "se": 0.33065542031905504,
                "pvalue": 0.5320628597401801,
                "lower": -0.44914420613014233,
                "upper": 0.8639039703173352
              },
              {
                "event_time": -14,
                "estimate": 0.3451217424629682,
                "se": 0.26794224635129443,
                "pvalue": 0.2008919493447082,
                "lower": -0.18688386873392343,
                "upper": 0.8771273536598598
              },
              {
                "event_time": -13,
                "estimate": -0.10868956777638249,
                "se": 0.09250560797088592,
                "pvalue": 0.24298199707164886,
                "lower": -0.29236162090669865,
                "upper": 0.07498248535393366
              },
              {
                "event_time": -12,
                "estimate": -0.03579718828277621,
                "se": 0.09308018035650722,
                "pvalue": 0.7014140390647053,
                "lower": -0.2206100683537927,
                "upper": 0.14901569178824026
              },
              {
                "event_time": -11,
                "estimate": -0.23330807294431655,
                "se": 0.10237471693625838,
                "pvalue": 0.02493254332662407,
                "lower": -0.43657547327571555,
                "upper": -0.030040672612917513
              },
              {
                "event_time": -10,
                "estimate": -0.13518997553260473,
                "se": 0.14011770701653445,
                "pvalue": 0.337104880511026,
                "lower": -0.4133969674345306,
                "upper": 0.14301701636932115
              },
              {
                "event_time": -9,
                "estimate": 0.22022685424137178,
                "se": 0.14784326397233433,
                "pvalue": 0.1396779877383545,
                "lower": -0.07331941209777032,
                "upper": 0.5137731205805138
              },
              {
                "event_time": -8,
                "estimate": 0.09764843041380286,
                "se": 0.08742721344174802,
                "pvalue": 0.2668790737644386,
                "lower": -0.07594035133186289,
                "upper": 0.2712372121594686
              },
              {
                "event_time": -7,
                "estimate": 0.07914150188910672,
                "se": 0.07269721685076827,
                "pvalue": 0.2790934702459126,
                "lower": -0.06520052632655356,
                "upper": 0.22348353010476701
              },
              {
                "event_time": -6,
                "estimate": -0.06479774697608072,
                "se": 0.06992774866841255,
                "pvalue": 0.35648730197379086,
                "lower": -0.20364093119417004,
                "upper": 0.07404543724200859
              },
              {
                "event_time": -5,
                "estimate": -0.024105993913921996,
                "se": 0.06822376370069479,
                "pvalue": 0.7246268449548865,
                "lower": -0.15956587603401937,
                "upper": 0.11135388820617538
              },
              {
                "event_time": -4,
                "estimate": -0.02535938479076877,
                "se": 0.05436427080173455,
                "pvalue": 0.6419572868592722,
                "lower": -0.13330091886759687,
                "upper": 0.08258214928605934
              },
              {
                "event_time": -3,
                "estimate": 0.025753529892100887,
                "se": 0.0448020149139756,
                "pvalue": 0.5667797347288809,
                "lower": -0.06320192096245486,
                "upper": 0.11470898074665664
              },
              {
                "event_time": -2,
                "estimate": -0.01329242277112415,
                "se": 0.05531344799807984,
                "pvalue": 0.8106125779855455,
                "lower": -0.12311857042178105,
                "upper": 0.09653372487953275
              },
              {
                "event_time": -1,
                "estimate": -0.008184612107310805,
                "se": 0.06114904771716819,
                "pvalue": 0.8938097659328494,
                "lower": -0.12959747979756778,
                "upper": 0.11322825558294618
              },
              {
                "event_time": 0,
                "estimate": -0.08086592867946252,
                "se": 0.08899480996458582,
                "pvalue": 0.3658540090956366,
                "lower": -0.2575672100686113,
                "upper": 0.09583535270968627
              },
              {
                "event_time": 1,
                "estimate": -0.030385144862713487,
                "se": 0.09422434105344774,
                "pvalue": 0.7478078090350511,
                "lower": -0.21746978281876778,
                "upper": 0.1566994930933408
              },
              {
                "event_time": 2,
                "estimate": -0.05664262469206191,
                "se": 0.10307519744797321,
                "pvalue": 0.5839469181171209,
                "lower": -0.26130084550004146,
                "upper": 0.14801559611591764
              },
              {
                "event_time": 3,
                "estimate": -0.14117540748574026,
                "se": 0.10809904412747107,
                "pvalue": 0.19474560977857067,
                "lower": -0.3558085936442065,
                "upper": 0.07345777867272599
              },
              {
                "event_time": 4,
                "estimate": -0.22347439897749313,
                "se": 0.12951930889714902,
                "pvalue": 0.08773903729364986,
                "lower": -0.4806380229671443,
                "upper": 0.03368922501215807
              },
              {
                "event_time": 5,
                "estimate": -0.23596635864030976,
                "se": 0.12927782998353193,
                "pvalue": 0.07113666924540997,
                "lower": -0.4926505205862577,
                "upper": 0.02071780330563819
              },
              {
                "event_time": 6,
                "estimate": -0.136397516419787,
                "se": 0.13726466077229868,
                "pvalue": 0.3229284337054457,
                "lower": -0.4089397181230533,
                "upper": 0.13614468528347926
              },
              {
                "event_time": 7,
                "estimate": -0.22718122320395523,
                "se": 0.13666009305957247,
                "pvalue": 0.0997675525619272,
                "lower": -0.4985230415414079,
                "upper": 0.04416059513349746
              },
              {
                "event_time": 8,
                "estimate": -0.4084186876055042,
                "se": 0.1269741631720738,
                "pvalue": 0.0017798136797026944,
                "lower": -0.6605288650950519,
                "upper": -0.15630851011595648
              },
              {
                "event_time": 9,
                "estimate": -0.40924514044978977,
                "se": 0.15671576690109437,
                "pvalue": 0.010496671832731706,
                "lower": -0.7204079693420151,
                "upper": -0.09808231155756447
              },
              {
                "event_time": 10,
                "estimate": -0.19983921108138258,
                "se": 0.14793544989860316,
                "pvalue": 0.1799849724458965,
                "lower": -0.4935685147381417,
                "upper": 0.0938900925753765
              },
              {
                "event_time": 11,
                "estimate": -0.5220624991030615,
                "se": 0.15473856853289303,
                "pvalue": 0.0010782381444849544,
                "lower": -0.8292995542860027,
                "upper": -0.21482544392012032
              },
              {
                "event_time": 12,
                "estimate": -0.3847200124254077,
                "se": 0.19376211340511051,
                "pvalue": 0.049999536680628974,
                "lower": -0.76943923073687,
                "upper": -7.941139454348267e-07
              },
              {
                "event_time": 13,
                "estimate": -0.3327266351535586,
                "se": 0.19486844387922958,
                "pvalue": 0.09104086790634758,
                "lower": -0.7196424985558356,
                "upper": 0.05418922824871847
              },
              {
                "event_time": 14,
                "estimate": -0.6676874593543091,
                "se": 0.1926452816377779,
                "pvalue": 0.0007982957561017837,
                "lower": -1.050189182011111,
                "upper": -0.285185736697507
              },
              {
                "event_time": 15,
                "estimate": -0.598916096344861,
                "se": 0.11972841628217688,
                "pvalue": 2.6280355586278374e-06,
                "lower": -0.8366396735306864,
                "upper": -0.3611925191590356
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -18,
                "estimate": 0.23154934959069295,
                "se": 0.24775850168694255,
                "pvalue": 0.352401060542972,
                "lower": -0.260380963430478,
                "upper": 0.7234796626118639
              },
              {
                "event_time": -17,
                "estimate": 0.26422838255146525,
                "se": 0.4993220672762582,
                "pvalue": 0.597932020744839,
                "lower": -0.727187287066839,
                "upper": 1.2556440521697694
              },
              {
                "event_time": -16,
                "estimate": -0.6185684313667484,
                "se": 0.6375537301792714,
                "pvalue": 0.3344259133577815,
                "lower": -1.8844463080871874,
                "upper": 0.6473094453536906
              },
              {
                "event_time": -15,
                "estimate": 0.008489599882528866,
                "se": 0.5580035908059109,
                "pvalue": 0.9878935074020921,
                "lower": -1.0994396103083472,
                "upper": 1.1164188100734052
              },
              {
                "event_time": -14,
                "estimate": 0.5333285250257884,
                "se": 0.2076479876129252,
                "pvalue": 0.011791224708076918,
                "lower": 0.12103857796389927,
                "upper": 0.9456184720876776
              },
              {
                "event_time": -13,
                "estimate": 0.012289269289612645,
                "se": 0.180951160757173,
                "pvalue": 0.9459976782756333,
                "lower": -0.3469935022267266,
                "upper": 0.3715720408059519
              },
              {
                "event_time": -12,
                "estimate": 0.025404200824179796,
                "se": 0.19732030109211604,
                "pvalue": 0.8978336944409057,
                "lower": -0.366379882550393,
                "upper": 0.41718828419875265
              },
              {
                "event_time": -11,
                "estimate": -0.20378381084283476,
                "se": 0.21626817786168054,
                "pvalue": 0.3484679574692587,
                "lower": -0.6331893477169775,
                "upper": 0.22562172603130803
              },
              {
                "event_time": -10,
                "estimate": -0.19887319104495202,
                "se": 0.17271680296959038,
                "pvalue": 0.2524712273719425,
                "lower": -0.5418064521453292,
                "upper": 0.14406007005542518
              },
              {
                "event_time": -9,
                "estimate": 0.22127011316092243,
                "se": 0.16020570546711263,
                "pvalue": 0.17050359728545975,
                "lower": -0.09682207056480646,
                "upper": 0.5393622968866514
              },
              {
                "event_time": -8,
                "estimate": 0.13145003662710136,
                "se": 0.1563201405622725,
                "pvalue": 0.40253642357497815,
                "lower": -0.17892726689517324,
                "upper": 0.44182734014937597
              },
              {
                "event_time": -7,
                "estimate": 0.14120049905823978,
                "se": 0.14624609387791632,
                "pvalue": 0.33677221895499476,
                "lower": -0.14917454861778712,
                "upper": 0.4315755467342667
              },
              {
                "event_time": -6,
                "estimate": -0.02706966221524125,
                "se": 0.1240454488870525,
                "pvalue": 0.8277278417468364,
                "lower": -0.27336480883734965,
                "upper": 0.21922548440686712
              },
              {
                "event_time": -5,
                "estimate": -0.032873792587550514,
                "se": 0.11329338179914807,
                "pvalue": 0.7723290303200345,
                "lower": -0.2578204579581022,
                "upper": 0.1920728727830012
              },
              {
                "event_time": -4,
                "estimate": -0.011525353785195314,
                "se": 0.09335744425763484,
                "pvalue": 0.9020111534388638,
                "lower": -0.19688874783148405,
                "upper": 0.17383804026109342
              },
              {
                "event_time": -3,
                "estimate": 0.025366324772929306,
                "se": 0.09952044031421461,
                "pvalue": 0.7993682936520875,
                "lower": -0.17223384241583004,
                "upper": 0.22296649196168863
              },
              {
                "event_time": -2,
                "estimate": -0.017095254861263176,
                "se": 0.09847834905261003,
                "pvalue": 0.8625577973101487,
                "lower": -0.21262632542154225,
                "upper": 0.1784358156990159
              },
              {
                "event_time": 0,
                "estimate": -0.05216009020061465,
                "se": 0.07912842364632819,
                "pvalue": 0.511390067293032,
                "lower": -0.20927143026835096,
                "upper": 0.10495124986712165
              },
              {
                "event_time": 1,
                "estimate": -0.02176658311308904,
                "se": 0.10690730521021453,
                "pvalue": 0.8391043429754987,
                "lower": -0.23403354371475774,
                "upper": 0.19050037748857965
              },
              {
                "event_time": 2,
                "estimate": -0.09213674508625504,
                "se": 0.12132797223670737,
                "pvalue": 0.4495121494113227,
                "lower": -0.33303627811637804,
                "upper": 0.14876278794386794
              },
              {
                "event_time": 3,
                "estimate": -0.1756847945914293,
                "se": 0.11754465627878978,
                "pvalue": 0.13836272791778484,
                "lower": -0.4090724650991189,
                "upper": 0.057702875916260304
              },
              {
                "event_time": 4,
                "estimate": -0.21782939270065732,
                "se": 0.1395992352289897,
                "pvalue": 0.12202807415228246,
                "lower": -0.4950069467144666,
                "upper": 0.05934816131315196
              },
              {
                "event_time": 5,
                "estimate": -0.21400992238832695,
                "se": 0.14602448595722325,
                "pvalue": 0.1461010093047333,
                "lower": -0.5039449623429144,
                "upper": 0.07592511756626052
              },
              {
                "event_time": 6,
                "estimate": -0.1369868395314366,
                "se": 0.16045454226854075,
                "pvalue": 0.3954181606358976,
                "lower": -0.4555730945596001,
                "upper": 0.18159941549672692
              },
              {
                "event_time": 7,
                "estimate": -0.2658408622169795,
                "se": 0.16657633216287,
                "pvalue": 0.11386553406694909,
                "lower": -0.5965820745865158,
                "upper": 0.0649003501525568
              },
              {
                "event_time": 8,
                "estimate": -0.428601786991473,
                "se": 0.15886466805051738,
                "pvalue": 0.008271726319761582,
                "lower": -0.7440313094901319,
                "upper": -0.1131722644928142
              },
              {
                "event_time": 9,
                "estimate": -0.40925067281970995,
                "se": 0.17918809085879717,
                "pvalue": 0.024627715630743594,
                "lower": -0.7650328277231746,
                "upper": -0.05346851791624524
              },
              {
                "event_time": 10,
                "estimate": -0.17862304736430162,
                "se": 0.1626379534086189,
                "pvalue": 0.2748846928536131,
                "lower": -0.501544516394323,
                "upper": 0.1442984216657197
              },
              {
                "event_time": 11,
                "estimate": -0.4854495804898986,
                "se": 0.19002045018024366,
                "pvalue": 0.01223346717576418,
                "lower": -0.8627396387568176,
                "upper": -0.1081595222229797
              },
              {
                "event_time": 12,
                "estimate": -0.3772247241328888,
                "se": 0.19453273338463128,
                "pvalue": 0.05548409932833894,
                "lower": -0.7634740264784603,
                "upper": 0.00902457821268271
              },
              {
                "event_time": 13,
                "estimate": -0.32966139624611296,
                "se": 0.2010848256744918,
                "pvalue": 0.1044696280903716,
                "lower": -0.7289200314264759,
                "upper": 0.06959723893425002
              },
              {
                "event_time": 14,
                "estimate": -0.6830736380317948,
                "se": 0.23452879193523454,
                "pvalue": 0.004478344538594319,
                "lower": -1.1487360522118584,
                "upper": -0.21741122385173128
              },
              {
                "event_time": 15,
                "estimate": -0.38504832320323845,
                "se": 0.13458297985049356,
                "pvalue": 0.0052036426141171665,
                "lower": -0.6522659845726542,
                "upper": -0.11783066183382268
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0,
              6.0
            ],
            "weights": [
              0.14285714285714285,
              0.14285714285714285,
              0.14285714285714285,
              0.14285714285714285,
              0.14285714285714285,
              0.14285714285714285,
              0.14285714285714285
            ],
            "weighting": "equal_periods"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 2.220446049250313e-16,
            "package_aggregate_vs_estimable_cell_weights": null,
            "saturated_vs_deviations_relative_rss_difference": 0.0
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "F": 1.1000694838170262,
            "df_num": 97,
            "df_den": 1635,
            "pvalue": 0.24264765541323957,
            "log10_pvalue": -0.6150239007056367,
            "inference": "Homoskedastic nested-model F",
            "observations": 1990,
            "design_columns": 240,
            "restricted_design_columns": 143,
            "fixed_effect_rank": 115,
            "covariance_rank": 97,
            "rss_unrestricted": 309511.7102452745,
            "rss_restricted": 329711.70141989825,
            "test_horizon": null,
            "reference_cohort": 6,
            "pyfixest": "0.27.0",
            "formulaic": "1.0.2",
            "design_head": {
              "index": [
                0,
                1,
                2,
                3,
                4
              ],
              "columns": [
                "C(rel_time, contr.treatment(base=-1.0))[T.-18.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-17.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-16.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-15.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-14.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-13.0]"
              ],
              "data": [
                [
                  -0.5848280862218247,
                  0.027797146217261617,
                  0.02864368247006453,
                  -0.1331757326595381,
                  -1.1881249064505444,
                  -0.5535736803420038
                ],
                [
                  0.026754344162144655,
                  -0.5556643708351428,
                  0.027199411756282245,
                  0.03274256834089473,
                  -0.07914420813505595,
                  -1.270647851098144
                ],
                [
                  0.027808968037995697,
                  0.02750770186986331,
                  -0.572365073346509,
                  0.03412110661164634,
                  0.09496539259200175,
                  -0.03874324695099089
                ],
                [
                  0.027171695780494092,
                  0.026889467207403067,
                  0.027765148746553652,
                  -0.5499636556500955,
                  0.08943017076066914,
                  0.13030977358663207
                ],
                [
                  0.025940400947054295,
                  0.025673027953681593,
                  0.0264386604208691,
                  0.03227865546672446,
                  -0.46833456797848344,
                  0.13171396575760974
                ]
              ]
            },
            "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_7,ref=-1.0)+i(rel_time,cohort_dummy_8,ref=-1.0)+i(rel_time,cohort_dummy_9,ref=-1.0)+i(rel_time,cohort_dummy_10,ref=-1.0)+i(rel_time,cohort_dummy_11,ref=-1.0)+i(rel_time,cohort_dummy_12,ref=-1.0)+i(rel_time,cohort_dummy_13,ref=-1.0)+i(rel_time,cohort_dummy_14,ref=-1.0)+i(rel_time,cohort_dummy_15,ref=-1.0)+i(rel_time,cohort_dummy_16,ref=-1.0)+i(rel_time,cohort_dummy_19,ref=-1.0)|unit_fe+time_fe",
            "restriction_names": [
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_19",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_19"
            ],
            "deviations": [
              {
                "event_time": -6.0,
                "cohort": 7,
                "estimate": -0.33006280694284085
              },
              {
                "event_time": -5.0,
                "cohort": 7,
                "estimate": -0.6153583494464843
              },
              {
                "event_time": -4.0,
                "cohort": 7,
                "estimate": -0.47103260737113195
              },
              {
                "event_time": -3.0,
                "cohort": 7,
                "estimate": -0.04834625795226699
              },
              {
                "event_time": -2.0,
                "cohort": 7,
                "estimate": 0.05475283373771936
              },
              {
                "event_time": 0.0,
                "cohort": 7,
                "estimate": -0.04025552553703854
              },
              {
                "event_time": 1.0,
                "cohort": 7,
                "estimate": -0.5101849649012061
              },
              {
                "event_time": 2.0,
                "cohort": 7,
                "estimate": -0.5104570745865891
              },
              {
                "event_time": 3.0,
                "cohort": 7,
                "estimate": -1.0197376188784344
              },
              {
                "event_time": 4.0,
                "cohort": 7,
                "estimate": -0.006498435803552638
              },
              {
                "event_time": 5.0,
                "cohort": 7,
                "estimate": -0.5765600301300886
              },
              {
                "event_time": 6.0,
                "cohort": 7,
                "estimate": -1.0729538861721244
              },
              {
                "event_time": 7.0,
                "cohort": 7,
                "estimate": -1.2530552918613038
              },
              {
                "event_time": 8.0,
                "cohort": 7,
                "estimate": -0.7473028148551899
              },
              {
                "event_time": 9.0,
                "cohort": 7,
                "estimate": -0.9925076982300414
              },
              {
                "event_time": 10.0,
                "cohort": 7,
                "estimate": -0.5659746411900927
              },
              {
                "event_time": 11.0,
                "cohort": 7,
                "estimate": -0.8065650732991121
              },
              {
                "event_time": 12.0,
                "cohort": 7,
                "estimate": -0.700932585001531
              },
              {
                "event_time": 13.0,
                "cohort": 7,
                "estimate": -1.0228995594959307
              },
              {
                "event_time": 14.0,
                "cohort": 7,
                "estimate": -1.2232900659212813
              },
              {
                "event_time": -7.0,
                "cohort": 8,
                "estimate": 0.49750093637215625
              },
              {
                "event_time": -6.0,
                "cohort": 8,
                "estimate": -0.022673955892309472
              },
              {
                "event_time": -5.0,
                "cohort": 8,
                "estimate": -0.7807386220390145
              },
              {
                "event_time": -4.0,
                "cohort": 8,
                "estimate": -0.07845023103074422
              },
              {
                "event_time": -3.0,
                "cohort": 8,
                "estimate": -0.30251129391179665
              },
              {
                "event_time": -2.0,
                "cohort": 8,
                "estimate": 0.06227480166661764
              },
              {
                "event_time": 0.0,
                "cohort": 8,
                "estimate": -0.24230721266298721
              },
              {
                "event_time": 1.0,
                "cohort": 8,
                "estimate": -0.617193589219535
              },
              {
                "event_time": 2.0,
                "cohort": 8,
                "estimate": -0.5132045372506872
              },
              {
                "event_time": 3.0,
                "cohort": 8,
                "estimate": -0.9914880371743702
              },
              {
                "event_time": 4.0,
                "cohort": 8,
                "estimate": -0.18278904771553253
              },
              {
                "event_time": 5.0,
                "cohort": 8,
                "estimate": -0.43608504547627125
              },
              {
                "event_time": 6.0,
                "cohort": 8,
                "estimate": -0.7059041044085562
              },
              {
                "event_time": 7.0,
                "cohort": 8,
                "estimate": -1.2606539287003948
              },
              {
                "event_time": 8.0,
                "cohort": 8,
                "estimate": -0.4822165168034838
              },
              {
                "event_time": 9.0,
                "cohort": 8,
                "estimate": -0.5505684382801708
              },
              {
                "event_time": 10.0,
                "cohort": 8,
                "estimate": 0.11405027384330392
              },
              {
                "event_time": 11.0,
                "cohort": 8,
                "estimate": -0.326170998533634
              },
              {
                "event_time": 12.0,
                "cohort": 8,
                "estimate": 0.12483418867680629
              },
              {
                "event_time": 13.0,
                "cohort": 8,
                "estimate": -0.13705442883536773
              },
              {
                "event_time": -8.0,
                "cohort": 9,
                "estimate": 0.8474007552476862
              },
              {
                "event_time": -7.0,
                "cohort": 9,
                "estimate": 0.35958219173296746
              },
              {
                "event_time": -6.0,
                "cohort": 9,
                "estimate": 0.254175101771948
              },
              {
                "event_time": -5.0,
                "cohort": 9,
                "estimate": -0.7532715068713669
              },
              {
                "event_time": -4.0,
                "cohort": 9,
                "estimate": -0.4341798916632132
              },
              {
                "event_time": -3.0,
                "cohort": 9,
                "estimate": 0.1944644795319991
              },
              {
                "event_time": -2.0,
                "cohort": 9,
                "estimate": 0.5887247191487118
              },
              {
                "event_time": 0.0,
                "cohort": 9,
                "estimate": -0.40596528971686846
              },
              {
                "event_time": 1.0,
                "cohort": 9,
                "estimate": -1.2394494869817887
              },
              {
                "event_time": 2.0,
                "cohort": 9,
                "estimate": -1.400034063326743
              },
              {
                "event_time": 3.0,
                "cohort": 9,
                "estimate": -1.3410754076389215
              },
              {
                "event_time": 4.0,
                "cohort": 9,
                "estimate": -0.9585381675212649
              },
              {
                "event_time": 5.0,
                "cohort": 9,
                "estimate": 0.1903260172957079
              },
              {
                "event_time": 6.0,
                "cohort": 9,
                "estimate": -1.2602972626232494
              },
              {
                "event_time": 7.0,
                "cohort": 9,
                "estimate": -1.5406277711797505
              },
              {
                "event_time": 8.0,
                "cohort": 9,
                "estimate": -0.0966427943530101
              },
              {
                "event_time": 9.0,
                "cohort": 9,
                "estimate": -0.42765457337168755
              },
              {
                "event_time": 10.0,
                "cohort": 9,
                "estimate": -0.002912439883169138
              },
              {
                "event_time": 11.0,
                "cohort": 9,
                "estimate": -0.5507151083766376
              },
              {
                "event_time": 12.0,
                "cohort": 9,
                "estimate": -0.061302068413990135
              },
              {
                "event_time": -9.0,
                "cohort": 10,
                "estimate": 1.9592195757476938
              },
              {
                "event_time": -8.0,
                "cohort": 10,
                "estimate": 1.5116526810887037
              },
              {
                "event_time": -7.0,
                "cohort": 10,
                "estimate": 1.2381454944671992
              },
              {
                "event_time": -6.0,
                "cohort": 10,
                "estimate": 0.1951521637454397
              },
              {
                "event_time": -5.0,
                "cohort": 10,
                "estimate": -0.2903471510102987
              },
              {
                "event_time": -4.0,
                "cohort": 10,
                "estimate": 0.29530773902528595
              },
              {
                "event_time": -3.0,
                "cohort": 10,
                "estimate": 0.3505725553357376
              },
              {
                "event_time": -2.0,
                "cohort": 10,
                "estimate": 0.4500540726726664
              },
              {
                "event_time": 0.0,
                "cohort": 10,
                "estimate": -0.9281430638214928
              },
              {
                "event_time": 1.0,
                "cohort": 10,
                "estimate": -1.443239228806718
              },
              {
                "event_time": 2.0,
                "cohort": 10,
                "estimate": -0.1515809456679427
              },
              {
                "event_time": 3.0,
                "cohort": 10,
                "estimate": -0.8762926884900293
              },
              {
                "event_time": 4.0,
                "cohort": 10,
                "estimate": 0.1028251823797675
              },
              {
                "event_time": 5.0,
                "cohort": 10,
                "estimate": 0.21257230378346775
              },
              {
                "event_time": 6.0,
                "cohort": 10,
                "estimate": -0.7604671978182973
              },
              {
                "event_time": 7.0,
                "cohort": 10,
                "estimate": -0.6180138203033476
              },
              {
                "event_time": 8.0,
                "cohort": 10,
                "estimate": -0.2454844066275272
              },
              {
                "event_time": 9.0,
                "cohort": 10,
                "estimate": -0.2920548532349362
              },
              {
                "event_time": 10.0,
                "cohort": 10,
                "estimate": -0.2056733777455962
              },
              {
                "event_time": 11.0,
                "cohort": 10,
                "estimate": 0.0678774520693497
              },
              {
                "event_time": -10.0,
                "cohort": 11,
                "estimate": 0.7866799346244289
              },
              {
                "event_time": -9.0,
                "cohort": 11,
                "estimate": 1.1222449347443118
              },
              {
                "event_time": -8.0,
                "cohort": 11,
                "estimate": 0.5197748841203911
              },
              {
                "event_time": -7.0,
                "cohort": 11,
                "estimate": -0.13448565123639172
              },
              {
                "event_time": -6.0,
                "cohort": 11,
                "estimate": -0.7646519678012598
              },
              {
                "event_time": -5.0,
                "cohort": 11,
                "estimate": -2.120140527219573
              },
              {
                "event_time": -4.0,
                "cohort": 11,
                "estimate": -1.4693645111167053
              },
              {
                "event_time": -3.0,
                "cohort": 11,
                "estimate": -0.5811843059482937
              },
              {
                "event_time": -2.0,
                "cohort": 11,
                "estimate": -0.2084375344772142
              },
              {
                "event_time": 0.0,
                "cohort": 11,
                "estimate": -0.22752350047839343
              },
              {
                "event_time": 1.0,
                "cohort": 11,
                "estimate": -0.47408641974284477
              },
              {
                "event_time": 2.0,
                "cohort": 11,
                "estimate": -0.8650225066495881
              },
              {
                "event_time": 3.0,
                "cohort": 11,
                "estimate": -1.3299958535623664
              },
              {
                "event_time": 4.0,
                "cohort": 11,
                "estimate": 0.3512073751138258
              },
              {
                "event_time": 5.0,
                "cohort": 11,
                "estimate": -0.322047305679517
              },
              {
                "event_time": 6.0,
                "cohort": 11,
                "estimate": -0.16897501133097137
              },
              {
                "event_time": 7.0,
                "cohort": 11,
                "estimate": -0.6588908466538149
              },
              {
                "event_time": 8.0,
                "cohort": 11,
                "estimate": -0.17368858054311348
              },
              {
                "event_time": 9.0,
                "cohort": 11,
                "estimate": -0.7096821291880876
              },
              {
                "event_time": 10.0,
                "cohort": 11,
                "estimate": 0.2480504772103723
              },
              {
                "event_time": -11.0,
                "cohort": 12,
                "estimate": 0.024060205481562735
              },
              {
                "event_time": -10.0,
                "cohort": 12,
                "estimate": 0.38449497731284643
              },
              {
                "event_time": -9.0,
                "cohort": 12,
                "estimate": -0.10135802083558376
              },
              {
                "event_time": -8.0,
                "cohort": 12,
                "estimate": 0.9287449233575691
              },
              {
                "event_time": -7.0,
                "cohort": 12,
                "estimate": -0.37677899140657156
              },
              {
                "event_time": -6.0,
                "cohort": 12,
                "estimate": -0.30631944366995767
              },
              {
                "event_time": -5.0,
                "cohort": 12,
                "estimate": -1.3619269159851515
              },
              {
                "event_time": -4.0,
                "cohort": 12,
                "estimate": -0.6534484412007789
              },
              {
                "event_time": -3.0,
                "cohort": 12,
                "estimate": -0.3077899256690373
              },
              {
                "event_time": -2.0,
                "cohort": 12,
                "estimate": -0.2950323555668902
              },
              {
                "event_time": 0.0,
                "cohort": 12,
                "estimate": 0.281389571933503
              },
              {
                "event_time": 1.0,
                "cohort": 12,
                "estimate": -0.2520914205786103
              },
              {
                "event_time": 2.0,
                "cohort": 12,
                "estimate": -0.19540801444899675
              },
              {
                "event_time": 3.0,
                "cohort": 12,
                "estimate": -0.45730080065336653
              },
              {
                "event_time": 4.0,
                "cohort": 12,
                "estimate": -0.7938679588334178
              },
              {
                "event_time": 5.0,
                "cohort": 12,
                "estimate": -0.5426738913571415
              },
              {
                "event_time": 6.0,
                "cohort": 12,
                "estimate": -0.8669653296232276
              },
              {
                "event_time": 7.0,
                "cohort": 12,
                "estimate": -1.584214910247513
              },
              {
                "event_time": 8.0,
                "cohort": 12,
                "estimate": -0.4632870622079313
              },
              {
                "event_time": 9.0,
                "cohort": 12,
                "estimate": -0.016152628008330144
              },
              {
                "event_time": -12.0,
                "cohort": 13,
                "estimate": 0.0772876198161842
              },
              {
                "event_time": -11.0,
                "cohort": 13,
                "estimate": 0.024136196229779916
              },
              {
                "event_time": -10.0,
                "cohort": 13,
                "estimate": 0.4657437537610639
              },
              {
                "event_time": -9.0,
                "cohort": 13,
                "estimate": 1.111907952031794
              },
              {
                "event_time": -8.0,
                "cohort": 13,
                "estimate": 0.7134369827370926
              },
              {
                "event_time": -7.0,
                "cohort": 13,
                "estimate": 0.11464539769701126
              },
              {
                "event_time": -6.0,
                "cohort": 13,
                "estimate": -0.0010280424409504496
              },
              {
                "event_time": -5.0,
                "cohort": 13,
                "estimate": -0.6829798834852395
              },
              {
                "event_time": -4.0,
                "cohort": 13,
                "estimate": -0.7083734427123412
              },
              {
                "event_time": -3.0,
                "cohort": 13,
                "estimate": -0.428142503574866
              },
              {
                "event_time": -2.0,
                "cohort": 13,
                "estimate": -0.13477208773679122
              },
              {
                "event_time": 0.0,
                "cohort": 13,
                "estimate": -0.49865719312585427
              },
              {
                "event_time": 1.0,
                "cohort": 13,
                "estimate": -0.9583717004920401
              },
              {
                "event_time": 2.0,
                "cohort": 13,
                "estimate": -1.1410646029014955
              },
              {
                "event_time": 3.0,
                "cohort": 13,
                "estimate": -0.9728242640920651
              },
              {
                "event_time": 4.0,
                "cohort": 13,
                "estimate": -0.04238755054874728
              },
              {
                "event_time": 5.0,
                "cohort": 13,
                "estimate": -0.8020214092008149
              },
              {
                "event_time": 6.0,
                "cohort": 13,
                "estimate": -0.7830210125652699
              },
              {
                "event_time": 7.0,
                "cohort": 13,
                "estimate": -1.1772800976822975
              },
              {
                "event_time": 8.0,
                "cohort": 13,
                "estimate": -0.09098755009697301
              },
              {
                "event_time": -13.0,
                "cohort": 14,
                "estimate": 0.15706506256177655
              },
              {
                "event_time": -12.0,
                "cohort": 14,
                "estimate": -0.21780262401601536
              },
              {
                "event_time": -11.0,
                "cohort": 14,
                "estimate": 0.21135578119520768
              },
              {
                "event_time": -10.0,
                "cohort": 14,
                "estimate": -0.4965472087718282
              },
              {
                "event_time": -9.0,
                "cohort": 14,
                "estimate": 0.6580694804451259
              },
              {
                "event_time": -8.0,
                "cohort": 14,
                "estimate": 0.41824138174936576
              },
              {
                "event_time": -7.0,
                "cohort": 14,
                "estimate": 0.4304089508393053
              },
              {
                "event_time": -6.0,
                "cohort": 14,
                "estimate": 0.42746143306474593
              },
              {
                "event_time": -5.0,
                "cohort": 14,
                "estimate": -0.3389102866199028
              },
              {
                "event_time": -4.0,
                "cohort": 14,
                "estimate": -0.49042911451759424
              },
              {
                "event_time": -3.0,
                "cohort": 14,
                "estimate": -0.8516036557449703
              },
              {
                "event_time": -2.0,
                "cohort": 14,
                "estimate": 0.4914154514312844
              },
              {
                "event_time": 0.0,
                "cohort": 14,
                "estimate": 0.020169251767961603
              },
              {
                "event_time": 1.0,
                "cohort": 14,
                "estimate": -0.3690505836542075
              },
              {
                "event_time": 2.0,
                "cohort": 14,
                "estimate": -0.8209293082530883
              },
              {
                "event_time": 3.0,
                "cohort": 14,
                "estimate": -0.24785071565807112
              },
              {
                "event_time": 4.0,
                "cohort": 14,
                "estimate": 0.37794670474572134
              },
              {
                "event_time": 5.0,
                "cohort": 14,
                "estimate": -0.5375311932432107
              },
              {
                "event_time": 6.0,
                "cohort": 14,
                "estimate": -0.08006159734160131
              },
              {
                "event_time": 7.0,
                "cohort": 14,
                "estimate": -0.3713839248636234
              },
              {
                "event_time": -14.0,
                "cohort": 15,
                "estimate": 0.6371872124619193
              },
              {
                "event_time": -13.0,
                "cohort": 15,
                "estimate": 0.8842925614255509
              },
              {
                "event_time": -12.0,
                "cohort": 15,
                "estimate": 0.193408863830488
              },
              {
                "event_time": -11.0,
                "cohort": 15,
                "estimate": 0.8378877191507412
              },
              {
                "event_time": -10.0,
                "cohort": 15,
                "estimate": 0.8425419460347715
              },
              {
                "event_time": -9.0,
                "cohort": 15,
                "estimate": 1.7896555352273111
              },
              {
                "event_time": -8.0,
                "cohort": 15,
                "estimate": 1.514407411363554
              },
              {
                "event_time": -7.0,
                "cohort": 15,
                "estimate": 1.2784157950374353
              },
              {
                "event_time": -6.0,
                "cohort": 15,
                "estimate": 0.40010745778254597
              },
              {
                "event_time": -5.0,
                "cohort": 15,
                "estimate": -1.0238109497509065
              },
              {
                "event_time": -4.0,
                "cohort": 15,
                "estimate": -0.05356084223813912
              },
              {
                "event_time": -3.0,
                "cohort": 15,
                "estimate": 0.15141529649249588
              },
              {
                "event_time": -2.0,
                "cohort": 15,
                "estimate": 0.3660984181983228
              },
              {
                "event_time": 0.0,
                "cohort": 15,
                "estimate": 0.23564408906309192
              },
              {
                "event_time": 1.0,
                "cohort": 15,
                "estimate": -1.1412900822719438
              },
              {
                "event_time": 2.0,
                "cohort": 15,
                "estimate": -0.45130214466888646
              },
              {
                "event_time": 3.0,
                "cohort": 15,
                "estimate": -0.7797012489316287
              },
              {
                "event_time": 4.0,
                "cohort": 15,
                "estimate": -0.3410571279277764
              },
              {
                "event_time": 5.0,
                "cohort": 15,
                "estimate": 0.24321331432020843
              },
              {
                "event_time": 6.0,
                "cohort": 15,
                "estimate": -0.32149663874879264
              },
              {
                "event_time": -15.0,
                "cohort": 16,
                "estimate": -0.18421574366041138
              },
              {
                "event_time": -14.0,
                "cohort": 16,
                "estimate": -0.5320229630699985
              },
              {
                "event_time": -13.0,
                "cohort": 16,
                "estimate": 0.2299588744026453
              },
              {
                "event_time": -12.0,
                "cohort": 16,
                "estimate": -0.6320143295896303
              },
              {
                "event_time": -11.0,
                "cohort": 16,
                "estimate": 0.817922633471921
              },
              {
                "event_time": -10.0,
                "cohort": 16,
                "estimate": 0.8682765666412635
              },
              {
                "event_time": -9.0,
                "cohort": 16,
                "estimate": 1.1174143317184964
              },
              {
                "event_time": -8.0,
                "cohort": 16,
                "estimate": 0.8305223969289082
              },
              {
                "event_time": -7.0,
                "cohort": 16,
                "estimate": -0.589698782069111
              },
              {
                "event_time": -6.0,
                "cohort": 16,
                "estimate": -0.9760742463109111
              },
              {
                "event_time": -5.0,
                "cohort": 16,
                "estimate": -1.3001148572772572
              },
              {
                "event_time": -4.0,
                "cohort": 16,
                "estimate": -0.4547977262486239
              },
              {
                "event_time": -3.0,
                "cohort": 16,
                "estimate": -0.5824073043379318
              },
              {
                "event_time": -2.0,
                "cohort": 16,
                "estimate": 0.007637293011271834
              },
              {
                "event_time": 0.0,
                "cohort": 16,
                "estimate": -0.4409185407474442
              },
              {
                "event_time": 1.0,
                "cohort": 16,
                "estimate": 0.04514687298977346
              },
              {
                "event_time": 2.0,
                "cohort": 16,
                "estimate": -1.0416518495075016
              },
              {
                "event_time": 3.0,
                "cohort": 16,
                "estimate": -1.5293530162254378
              },
              {
                "event_time": 4.0,
                "cohort": 16,
                "estimate": 0.2572976311283059
              },
              {
                "event_time": 5.0,
                "cohort": 16,
                "estimate": -0.25589435811172195
              },
              {
                "event_time": -5.0,
                "cohort": 19,
                "estimate": -1.206112818026845
              },
              {
                "event_time": -4.0,
                "cohort": 19,
                "estimate": -0.7338749627266912
              },
              {
                "event_time": -3.0,
                "cohort": 19,
                "estimate": -0.7570731325092768
              },
              {
                "event_time": -2.0,
                "cohort": 19,
                "estimate": 0.2897331541414947
              },
              {
                "event_time": 0.0,
                "cohort": 19,
                "estimate": 0.07199105193813904
              },
              {
                "event_time": 1.0,
                "cohort": 19,
                "estimate": -0.8131900042593628
              },
              {
                "event_time": 2.0,
                "cohort": 19,
                "estimate": 0.19658933473449952
              }
            ]
          }
        }
      },
      "code_sha256": {
        "replication_engine.py": "b42dd52795225c55faa7af833b12a94304ddde96f066412b80dea4620c4bcc24",
        "reference_f_test.py": "9cf8f31eeda89784ac1750ea22c35401ae46e24e06279acf938d2d103b78cccf",
        "sparse_did2s.py": "75169d7fbba6e1bad163e564ac9b5b1262a04033eda925dc379dc3eef64c59fa",
        "frequency.py": "8f922ae4be2b63ad9b89515d8e665cda4e11a354258b54ef3b820648243642eb",
        "sparse_models.py": "538c06b81a46a104838d662d6e6489d0d2daa7f680fd234049f28c97c87ef555"
      }
    },
    "comparison": {
      "schema": "expensive-replication-v1",
      "config": {
        "outcomes": [
          "y"
        ],
        "treatments": [
          "d"
        ],
        "unit": "unit",
        "time": "time",
        "cluster": "cluster",
        "covariates": [],
        "baseline_by_time": [],
        "weight": "weight",
        "period_step": 1,
        "period_values": null,
        "display_window": [
          -10,
          10
        ],
        "seed": 20261008,
        "panelview_max_units": 100,
        "test_mode": "classical",
        "test_horizon": null,
        "post_horizon": 6,
        "post_weighting": "equal_periods",
        "sample_query": null,
        "reversal_policy": "drop_post_untreated",
        "labels": {},
        "allow_repeated_cells": true,
        "time_fe": null,
        "unit_fe": null,
        "frequency_weights": false,
        "source_sd": null,
        "require_never_control_periods": false,
        "latest_cohort_control": true,
        "slug": "s16-p003",
        "specification_id": "S16-P003",
        "source_specification_id": "GIFT-F4-LOGIMR-CSA-WHITE",
        "study_id": 16,
        "study": "The Gift of a Lifetime",
        "citation": "Hollingsworth et al. (2024), AER. https://doi.org/10.1257/aer.20230008",
        "description": "GIFT-F4-LOGIMR-CSA-WHITE",
        "data": "analyses/full-archive/prepared/S16-P003.parquet",
        "output_dir": "analyses/archive-expanded/fits/S16-P003"
      },
      "options": {
        "output_dir": "analyses/archive-expanded/fits/S16-P003",
        "regression_results": "analyses/archive-expanded/baselines/S16-P003.json",
        "display_window": [
          -10,
          10
        ],
        "timeout_seconds": 3600
      },
      "source": {
        "file": "S16-P003.parquet",
        "bytes": 24961,
        "sha256": "4457fff6723e811a87dbd820c6619f84ba5009bfc2a397b2e20cd3973a9fc146"
      },
      "regressions": {
        "y__d": {
          "sample": {
            "outcome": "y",
            "treatment": "d",
            "source_rows": 1990,
            "source_sd": 0.4338810911758381,
            "rows": 1990,
            "units": 95,
            "clusters": 95,
            "treated_units": 46,
            "never_treated_units": 49,
            "treated_cohorts": 12,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 1990,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 0,
            "post_adoption_untreated_rows_removed": 0,
            "units_without_minus_one_removed": 0,
            "additional_rows_removed": 0
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.13565805129746367,
              "se": 0.07831177373750667,
              "pvalue": 0.0865034171918698,
              "lower": -0.29114791382743666,
              "upper": 0.019831811232509294
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.09198376871762172,
              "se": 0.07076981657207991,
              "pvalue": 0.19686165701201777,
              "lower": -0.23249889849808603,
              "upper": 0.0485313610628426
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.1292724828225097,
              "se": 0.07923332110361987,
              "pvalue": 0.10612198783174483,
              "lower": -0.28659209925069085,
              "upper": 0.02804713360567146
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": -0.1300820525159727,
              "se": 0.09867393138354473,
              "pvalue": 0.19060583596642255,
              "lower": -0.3260014563791376,
              "upper": 0.06583735134719212
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -18,
                "estimate": 0.41387175973083273,
                "se": 0.3415423708916248,
                "pvalue": 0.22863663344681923,
                "lower": -0.2642686240651863,
                "upper": 1.0920121435268517
              },
              {
                "event_time": -17,
                "estimate": 0.40357624659393376,
                "se": 0.2554581545947223,
                "pvalue": 0.11750887028359333,
                "lower": -0.10364190776987026,
                "upper": 0.9107944009577378
              },
              {
                "event_time": -16,
                "estimate": -0.3903359713499165,
                "se": 0.44973743116705256,
                "pvalue": 0.38764868368891725,
                "lower": -1.2833001836169675,
                "upper": 0.5026282409171345
              },
              {
                "event_time": -15,
                "estimate": 0.14976788084046117,
                "se": 0.4522631734253369,
                "pvalue": 0.7412667209305823,
                "lower": -0.7482112518885264,
                "upper": 1.0477470135694489
              },
              {
                "event_time": -14,
                "estimate": 0.40120403178938197,
                "se": 0.35089526302211577,
                "pvalue": 0.25578747430073545,
                "lower": -0.2955067385809766,
                "upper": 1.0979148021597405
              },
              {
                "event_time": -13,
                "estimate": -0.1316272322574856,
                "se": 0.19426104599499594,
                "pvalue": 0.49970292892175516,
                "lower": -0.5173370929220766,
                "upper": 0.2540826284071054
              },
              {
                "event_time": -12,
                "estimate": -0.06614022036981504,
                "se": 0.1759363431658464,
                "pvalue": 0.7078140353716151,
                "lower": -0.4154659540018903,
                "upper": 0.2831855132622602
              },
              {
                "event_time": -11,
                "estimate": -0.27788494553701903,
                "se": 0.19111990341837418,
                "pvalue": 0.14928202069686233,
                "lower": -0.6573579939814822,
                "upper": 0.10158810290744419
              },
              {
                "event_time": -10,
                "estimate": -0.20854828887989876,
                "se": 0.19203184312956417,
                "pvalue": 0.2802522416099304,
                "lower": -0.5898320149984988,
                "upper": 0.17273543723870124
              },
              {
                "event_time": -9,
                "estimate": 0.18954719201594064,
                "se": 0.23057800454117336,
                "pvalue": 0.41312739976234447,
                "lower": -0.26827084117938327,
                "upper": 0.6473652252112646
              },
              {
                "event_time": -8,
                "estimate": 0.09427514959873834,
                "se": 0.15663717467572244,
                "pvalue": 0.5487099096595197,
                "lower": -0.21673163258766254,
                "upper": 0.4052819317851392
              },
              {
                "event_time": -7,
                "estimate": 0.0831485589555442,
                "se": 0.16042426864963588,
                "pvalue": 0.6054639881268644,
                "lower": -0.23537758709261358,
                "upper": 0.40167470500370195
              },
              {
                "event_time": -6,
                "estimate": -0.04953534022911975,
                "se": 0.13173528520314393,
                "pvalue": 0.7077479931527034,
                "lower": -0.31109883712094477,
                "upper": 0.21202815666270525
              },
              {
                "event_time": -5,
                "estimate": -0.03328136059761522,
                "se": 0.12566202087832243,
                "pvalue": 0.7917062878741026,
                "lower": -0.282786248803855,
                "upper": 0.21622352760862457
              },
              {
                "event_time": -4,
                "estimate": -0.021136742323056203,
                "se": 0.1125186334004696,
                "pvalue": 0.8513983389713514,
                "lower": -0.24454512658648322,
                "upper": 0.2022716419403708
              },
              {
                "event_time": -3,
                "estimate": 0.050412422823579724,
                "se": 0.09529699510798872,
                "pvalue": 0.5980501554393984,
                "lower": -0.13880199490277897,
                "upper": 0.2396268405499384
              },
              {
                "event_time": -2,
                "estimate": 0.01637111193652484,
                "se": 0.09067380860685492,
                "pvalue": 0.8571098767760453,
                "lower": -0.16366386061571142,
                "upper": 0.19640608448876112
              },
              {
                "event_time": 0,
                "estimate": -0.05713729079770635,
                "se": 0.07075165820369823,
                "pvalue": 0.42137398461952236,
                "lower": -0.19761636671208282,
                "upper": 0.08334178511667012
              },
              {
                "event_time": 1,
                "estimate": -0.006609866320551498,
                "se": 0.09045149702973852,
                "pvalue": 0.9419006245625897,
                "lower": -0.18620343402502482,
                "upper": 0.17298370138392183
              },
              {
                "event_time": 2,
                "estimate": -0.02688369032370205,
                "se": 0.10013059181163665,
                "pvalue": 0.7889133789887209,
                "lower": -0.22569532761368286,
                "upper": 0.17192794696627875
              },
              {
                "event_time": 3,
                "estimate": -0.09108791239981058,
                "se": 0.10215056341533665,
                "pvalue": 0.3748293083014302,
                "lower": -0.2939102506608426,
                "upper": 0.11173442586122144
              },
              {
                "event_time": 4,
                "estimate": -0.15971138353635228,
                "se": 0.11709901115856837,
                "pvalue": 0.17585601133426973,
                "lower": -0.3922142152110888,
                "upper": 0.07279144813838426
              },
              {
                "event_time": 5,
                "estimate": -0.17201299269520032,
                "se": 0.11966955540535365,
                "pvalue": 0.15392496538258507,
                "lower": -0.4096197002302844,
                "upper": 0.06559371483988372
              },
              {
                "event_time": 6,
                "estimate": -0.130443244950029,
                "se": 0.1270718477435408,
                "pvalue": 0.3072755181230532,
                "lower": -0.3827473774461332,
                "upper": 0.12186088754607516
              },
              {
                "event_time": 7,
                "estimate": -0.2082887423760536,
                "se": 0.1355417326009235,
                "pvalue": 0.1277229414144664,
                "lower": -0.4774100298064021,
                "upper": 0.06083254505429492
              },
              {
                "event_time": 8,
                "estimate": -0.3168589114340232,
                "se": 0.130675590947521,
                "pvalue": 0.017229136728834603,
                "lower": -0.5763183605400974,
                "upper": -0.05739946232794896
              },
              {
                "event_time": 9,
                "estimate": -0.3384482554340567,
                "se": 0.16109100293517944,
                "pvalue": 0.03831919205583276,
                "lower": -0.6582982180356574,
                "upper": -0.01859829283245601
              },
              {
                "event_time": 10,
                "estimate": -0.17238152251178968,
                "se": 0.15997256986390632,
                "pvalue": 0.2839836334921745,
                "lower": -0.4900108100322187,
                "upper": 0.14524776500863934
              },
              {
                "event_time": 11,
                "estimate": -0.46840370255538466,
                "se": 0.17726242431796604,
                "pvalue": 0.00964259304517422,
                "lower": -0.820362401400811,
                "upper": -0.11644500370995836
              },
              {
                "event_time": 12,
                "estimate": -0.3819794283790467,
                "se": 0.18904978575409023,
                "pvalue": 0.04617441544265604,
                "lower": -0.757342209673652,
                "upper": -0.006616647084441374
              },
              {
                "event_time": 13,
                "estimate": -0.47354832070708647,
                "se": 0.22594662079442326,
                "pvalue": 0.038783546115807366,
                "lower": -0.9221706329049582,
                "upper": -0.024926008509214836
              },
              {
                "event_time": 14,
                "estimate": -0.7962761237658477,
                "se": 0.25001851211585674,
                "pvalue": 0.0019650663012962667,
                "lower": -1.2926937404724907,
                "upper": -0.2998585070592046
              },
              {
                "event_time": 15,
                "estimate": -1.0925483107080343,
                "se": 0.17965341946734936,
                "pvalue": 2.5455886863958426e-08,
                "lower": -1.4492543864719505,
                "upper": -0.735842234944118
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -18,
                "estimate": 0.4344231861005647,
                "se": 0.37860647792421787,
                "pvalue": 0.25411732280732674,
                "lower": -0.3173088510605208,
                "upper": 1.1861552232616501
              },
              {
                "event_time": -17,
                "estimate": 0.4796862367488499,
                "se": 0.2652893670783679,
                "pvalue": 0.07377902216521542,
                "lower": -0.047052020463204114,
                "upper": 1.006424493960904
              },
              {
                "event_time": -16,
                "estimate": -0.296312914653718,
                "se": 0.3110836210684568,
                "pvalue": 0.3432769776204808,
                "lower": -0.9139767366658866,
                "upper": 0.3213509073584506
              },
              {
                "event_time": -15,
                "estimate": 0.20737988209359642,
                "se": 0.33065542031905504,
                "pvalue": 0.5320628597401801,
                "lower": -0.44914420613014233,
                "upper": 0.8639039703173352
              },
              {
                "event_time": -14,
                "estimate": 0.3451217424629682,
                "se": 0.26794224635129443,
                "pvalue": 0.2008919493447082,
                "lower": -0.18688386873392343,
                "upper": 0.8771273536598598
              },
              {
                "event_time": -13,
                "estimate": -0.10868956777638249,
                "se": 0.09250560797088592,
                "pvalue": 0.24298199707164886,
                "lower": -0.29236162090669865,
                "upper": 0.07498248535393366
              },
              {
                "event_time": -12,
                "estimate": -0.03579718828277621,
                "se": 0.09308018035650722,
                "pvalue": 0.7014140390647053,
                "lower": -0.2206100683537927,
                "upper": 0.14901569178824026
              },
              {
                "event_time": -11,
                "estimate": -0.23330807294431655,
                "se": 0.10237471693625838,
                "pvalue": 0.02493254332662407,
                "lower": -0.43657547327571555,
                "upper": -0.030040672612917513
              },
              {
                "event_time": -10,
                "estimate": -0.13518997553260473,
                "se": 0.14011770701653445,
                "pvalue": 0.337104880511026,
                "lower": -0.4133969674345306,
                "upper": 0.14301701636932115
              },
              {
                "event_time": -9,
                "estimate": 0.22022685424137178,
                "se": 0.14784326397233433,
                "pvalue": 0.1396779877383545,
                "lower": -0.07331941209777032,
                "upper": 0.5137731205805138
              },
              {
                "event_time": -8,
                "estimate": 0.09764843041380286,
                "se": 0.08742721344174802,
                "pvalue": 0.2668790737644386,
                "lower": -0.07594035133186289,
                "upper": 0.2712372121594686
              },
              {
                "event_time": -7,
                "estimate": 0.07914150188910672,
                "se": 0.07269721685076827,
                "pvalue": 0.2790934702459126,
                "lower": -0.06520052632655356,
                "upper": 0.22348353010476701
              },
              {
                "event_time": -6,
                "estimate": -0.06479774697608072,
                "se": 0.06992774866841255,
                "pvalue": 0.35648730197379086,
                "lower": -0.20364093119417004,
                "upper": 0.07404543724200859
              },
              {
                "event_time": -5,
                "estimate": -0.024105993913921996,
                "se": 0.06822376370069479,
                "pvalue": 0.7246268449548865,
                "lower": -0.15956587603401937,
                "upper": 0.11135388820617538
              },
              {
                "event_time": -4,
                "estimate": -0.02535938479076877,
                "se": 0.05436427080173455,
                "pvalue": 0.6419572868592722,
                "lower": -0.13330091886759687,
                "upper": 0.08258214928605934
              },
              {
                "event_time": -3,
                "estimate": 0.025753529892100887,
                "se": 0.0448020149139756,
                "pvalue": 0.5667797347288809,
                "lower": -0.06320192096245486,
                "upper": 0.11470898074665664
              },
              {
                "event_time": -2,
                "estimate": -0.01329242277112415,
                "se": 0.05531344799807984,
                "pvalue": 0.8106125779855455,
                "lower": -0.12311857042178105,
                "upper": 0.09653372487953275
              },
              {
                "event_time": -1,
                "estimate": -0.008184612107310805,
                "se": 0.06114904771716819,
                "pvalue": 0.8938097659328494,
                "lower": -0.12959747979756778,
                "upper": 0.11322825558294618
              },
              {
                "event_time": 0,
                "estimate": -0.08086592867946252,
                "se": 0.08899480996458582,
                "pvalue": 0.3658540090956366,
                "lower": -0.2575672100686113,
                "upper": 0.09583535270968627
              },
              {
                "event_time": 1,
                "estimate": -0.030385144862713487,
                "se": 0.09422434105344774,
                "pvalue": 0.7478078090350511,
                "lower": -0.21746978281876778,
                "upper": 0.1566994930933408
              },
              {
                "event_time": 2,
                "estimate": -0.05664262469206191,
                "se": 0.10307519744797321,
                "pvalue": 0.5839469181171209,
                "lower": -0.26130084550004146,
                "upper": 0.14801559611591764
              },
              {
                "event_time": 3,
                "estimate": -0.14117540748574026,
                "se": 0.10809904412747107,
                "pvalue": 0.19474560977857067,
                "lower": -0.3558085936442065,
                "upper": 0.07345777867272599
              },
              {
                "event_time": 4,
                "estimate": -0.22347439897749313,
                "se": 0.12951930889714902,
                "pvalue": 0.08773903729364986,
                "lower": -0.4806380229671443,
                "upper": 0.03368922501215807
              },
              {
                "event_time": 5,
                "estimate": -0.23596635864030976,
                "se": 0.12927782998353193,
                "pvalue": 0.07113666924540997,
                "lower": -0.4926505205862577,
                "upper": 0.02071780330563819
              },
              {
                "event_time": 6,
                "estimate": -0.136397516419787,
                "se": 0.13726466077229868,
                "pvalue": 0.3229284337054457,
                "lower": -0.4089397181230533,
                "upper": 0.13614468528347926
              },
              {
                "event_time": 7,
                "estimate": -0.22718122320395523,
                "se": 0.13666009305957247,
                "pvalue": 0.0997675525619272,
                "lower": -0.4985230415414079,
                "upper": 0.04416059513349746
              },
              {
                "event_time": 8,
                "estimate": -0.4084186876055042,
                "se": 0.1269741631720738,
                "pvalue": 0.0017798136797026944,
                "lower": -0.6605288650950519,
                "upper": -0.15630851011595648
              },
              {
                "event_time": 9,
                "estimate": -0.40924514044978977,
                "se": 0.15671576690109437,
                "pvalue": 0.010496671832731706,
                "lower": -0.7204079693420151,
                "upper": -0.09808231155756447
              },
              {
                "event_time": 10,
                "estimate": -0.19983921108138258,
                "se": 0.14793544989860316,
                "pvalue": 0.1799849724458965,
                "lower": -0.4935685147381417,
                "upper": 0.0938900925753765
              },
              {
                "event_time": 11,
                "estimate": -0.5220624991030615,
                "se": 0.15473856853289303,
                "pvalue": 0.0010782381444849544,
                "lower": -0.8292995542860027,
                "upper": -0.21482544392012032
              },
              {
                "event_time": 12,
                "estimate": -0.3847200124254077,
                "se": 0.19376211340511051,
                "pvalue": 0.049999536680628974,
                "lower": -0.76943923073687,
                "upper": -7.941139454348267e-07
              },
              {
                "event_time": 13,
                "estimate": -0.3327266351535586,
                "se": 0.19486844387922958,
                "pvalue": 0.09104086790634758,
                "lower": -0.7196424985558356,
                "upper": 0.05418922824871847
              },
              {
                "event_time": 14,
                "estimate": -0.6676874593543091,
                "se": 0.1926452816377779,
                "pvalue": 0.0007982957561017837,
                "lower": -1.050189182011111,
                "upper": -0.285185736697507
              },
              {
                "event_time": 15,
                "estimate": -0.598916096344861,
                "se": 0.11972841628217688,
                "pvalue": 2.6280355586278374e-06,
                "lower": -0.8366396735306864,
                "upper": -0.3611925191590356
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -18,
                "estimate": 0.23154934959069295,
                "se": 0.24775850168694255,
                "pvalue": 0.352401060542972,
                "lower": -0.260380963430478,
                "upper": 0.7234796626118639
              },
              {
                "event_time": -17,
                "estimate": 0.26422838255146525,
                "se": 0.4993220672762582,
                "pvalue": 0.597932020744839,
                "lower": -0.727187287066839,
                "upper": 1.2556440521697694
              },
              {
                "event_time": -16,
                "estimate": -0.6185684313667484,
                "se": 0.6375537301792714,
                "pvalue": 0.3344259133577815,
                "lower": -1.8844463080871874,
                "upper": 0.6473094453536906
              },
              {
                "event_time": -15,
                "estimate": 0.008489599882528866,
                "se": 0.5580035908059109,
                "pvalue": 0.9878935074020921,
                "lower": -1.0994396103083472,
                "upper": 1.1164188100734052
              },
              {
                "event_time": -14,
                "estimate": 0.5333285250257884,
                "se": 0.2076479876129252,
                "pvalue": 0.011791224708076918,
                "lower": 0.12103857796389927,
                "upper": 0.9456184720876776
              },
              {
                "event_time": -13,
                "estimate": 0.012289269289612645,
                "se": 0.180951160757173,
                "pvalue": 0.9459976782756333,
                "lower": -0.3469935022267266,
                "upper": 0.3715720408059519
              },
              {
                "event_time": -12,
                "estimate": 0.025404200824179796,
                "se": 0.19732030109211604,
                "pvalue": 0.8978336944409057,
                "lower": -0.366379882550393,
                "upper": 0.41718828419875265
              },
              {
                "event_time": -11,
                "estimate": -0.20378381084283476,
                "se": 0.21626817786168054,
                "pvalue": 0.3484679574692587,
                "lower": -0.6331893477169775,
                "upper": 0.22562172603130803
              },
              {
                "event_time": -10,
                "estimate": -0.19887319104495202,
                "se": 0.17271680296959038,
                "pvalue": 0.2524712273719425,
                "lower": -0.5418064521453292,
                "upper": 0.14406007005542518
              },
              {
                "event_time": -9,
                "estimate": 0.22127011316092243,
                "se": 0.16020570546711263,
                "pvalue": 0.17050359728545975,
                "lower": -0.09682207056480646,
                "upper": 0.5393622968866514
              },
              {
                "event_time": -8,
                "estimate": 0.13145003662710136,
                "se": 0.1563201405622725,
                "pvalue": 0.40253642357497815,
                "lower": -0.17892726689517324,
                "upper": 0.44182734014937597
              },
              {
                "event_time": -7,
                "estimate": 0.14120049905823978,
                "se": 0.14624609387791632,
                "pvalue": 0.33677221895499476,
                "lower": -0.14917454861778712,
                "upper": 0.4315755467342667
              },
              {
                "event_time": -6,
                "estimate": -0.02706966221524125,
                "se": 0.1240454488870525,
                "pvalue": 0.8277278417468364,
                "lower": -0.27336480883734965,
                "upper": 0.21922548440686712
              },
              {
                "event_time": -5,
                "estimate": -0.032873792587550514,
                "se": 0.11329338179914807,
                "pvalue": 0.7723290303200345,
                "lower": -0.2578204579581022,
                "upper": 0.1920728727830012
              },
              {
                "event_time": -4,
                "estimate": -0.011525353785195314,
                "se": 0.09335744425763484,
                "pvalue": 0.9020111534388638,
                "lower": -0.19688874783148405,
                "upper": 0.17383804026109342
              },
              {
                "event_time": -3,
                "estimate": 0.025366324772929306,
                "se": 0.09952044031421461,
                "pvalue": 0.7993682936520875,
                "lower": -0.17223384241583004,
                "upper": 0.22296649196168863
              },
              {
                "event_time": -2,
                "estimate": -0.017095254861263176,
                "se": 0.09847834905261003,
                "pvalue": 0.8625577973101487,
                "lower": -0.21262632542154225,
                "upper": 0.1784358156990159
              },
              {
                "event_time": 0,
                "estimate": -0.05216009020061465,
                "se": 0.07912842364632819,
                "pvalue": 0.511390067293032,
                "lower": -0.20927143026835096,
                "upper": 0.10495124986712165
              },
              {
                "event_time": 1,
                "estimate": -0.02176658311308904,
                "se": 0.10690730521021453,
                "pvalue": 0.8391043429754987,
                "lower": -0.23403354371475774,
                "upper": 0.19050037748857965
              },
              {
                "event_time": 2,
                "estimate": -0.09213674508625504,
                "se": 0.12132797223670737,
                "pvalue": 0.4495121494113227,
                "lower": -0.33303627811637804,
                "upper": 0.14876278794386794
              },
              {
                "event_time": 3,
                "estimate": -0.1756847945914293,
                "se": 0.11754465627878978,
                "pvalue": 0.13836272791778484,
                "lower": -0.4090724650991189,
                "upper": 0.057702875916260304
              },
              {
                "event_time": 4,
                "estimate": -0.21782939270065732,
                "se": 0.1395992352289897,
                "pvalue": 0.12202807415228246,
                "lower": -0.4950069467144666,
                "upper": 0.05934816131315196
              },
              {
                "event_time": 5,
                "estimate": -0.21400992238832695,
                "se": 0.14602448595722325,
                "pvalue": 0.1461010093047333,
                "lower": -0.5039449623429144,
                "upper": 0.07592511756626052
              },
              {
                "event_time": 6,
                "estimate": -0.1369868395314366,
                "se": 0.16045454226854075,
                "pvalue": 0.3954181606358976,
                "lower": -0.4555730945596001,
                "upper": 0.18159941549672692
              },
              {
                "event_time": 7,
                "estimate": -0.2658408622169795,
                "se": 0.16657633216287,
                "pvalue": 0.11386553406694909,
                "lower": -0.5965820745865158,
                "upper": 0.0649003501525568
              },
              {
                "event_time": 8,
                "estimate": -0.428601786991473,
                "se": 0.15886466805051738,
                "pvalue": 0.008271726319761582,
                "lower": -0.7440313094901319,
                "upper": -0.1131722644928142
              },
              {
                "event_time": 9,
                "estimate": -0.40925067281970995,
                "se": 0.17918809085879717,
                "pvalue": 0.024627715630743594,
                "lower": -0.7650328277231746,
                "upper": -0.05346851791624524
              },
              {
                "event_time": 10,
                "estimate": -0.17862304736430162,
                "se": 0.1626379534086189,
                "pvalue": 0.2748846928536131,
                "lower": -0.501544516394323,
                "upper": 0.1442984216657197
              },
              {
                "event_time": 11,
                "estimate": -0.4854495804898986,
                "se": 0.19002045018024366,
                "pvalue": 0.01223346717576418,
                "lower": -0.8627396387568176,
                "upper": -0.1081595222229797
              },
              {
                "event_time": 12,
                "estimate": -0.3772247241328888,
                "se": 0.19453273338463128,
                "pvalue": 0.05548409932833894,
                "lower": -0.7634740264784603,
                "upper": 0.00902457821268271
              },
              {
                "event_time": 13,
                "estimate": -0.32966139624611296,
                "se": 0.2010848256744918,
                "pvalue": 0.1044696280903716,
                "lower": -0.7289200314264759,
                "upper": 0.06959723893425002
              },
              {
                "event_time": 14,
                "estimate": -0.6830736380317948,
                "se": 0.23452879193523454,
                "pvalue": 0.004478344538594319,
                "lower": -1.1487360522118584,
                "upper": -0.21741122385173128
              },
              {
                "event_time": 15,
                "estimate": -0.38504832320323845,
                "se": 0.13458297985049356,
                "pvalue": 0.0052036426141171665,
                "lower": -0.6522659845726542,
                "upper": -0.11783066183382268
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0,
              6.0
            ],
            "weights": [
              0.14285714285714285,
              0.14285714285714285,
              0.14285714285714285,
              0.14285714285714285,
              0.14285714285714285,
              0.14285714285714285,
              0.14285714285714285
            ],
            "weighting": "equal_periods"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 2.220446049250313e-16,
            "package_aggregate_vs_estimable_cell_weights": null,
            "saturated_vs_deviations_relative_rss_difference": 0.0
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "F": 1.1000694838170262,
            "df_num": 97,
            "df_den": 1635,
            "pvalue": 0.24264765541323957,
            "log10_pvalue": -0.6150239007056367,
            "inference": "Homoskedastic nested-model F",
            "observations": 1990,
            "design_columns": 240,
            "restricted_design_columns": 143,
            "fixed_effect_rank": 115,
            "covariance_rank": 97,
            "rss_unrestricted": 309511.7102452745,
            "rss_restricted": 329711.70141989825,
            "test_horizon": null,
            "reference_cohort": 6,
            "pyfixest": "0.27.0",
            "formulaic": "1.0.2",
            "design_head": {
              "index": [
                0,
                1,
                2,
                3,
                4
              ],
              "columns": [
                "C(rel_time, contr.treatment(base=-1.0))[T.-18.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-17.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-16.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-15.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-14.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-13.0]"
              ],
              "data": [
                [
                  -0.5848280862218247,
                  0.027797146217261617,
                  0.02864368247006453,
                  -0.1331757326595381,
                  -1.1881249064505444,
                  -0.5535736803420038
                ],
                [
                  0.026754344162144655,
                  -0.5556643708351428,
                  0.027199411756282245,
                  0.03274256834089473,
                  -0.07914420813505595,
                  -1.270647851098144
                ],
                [
                  0.027808968037995697,
                  0.02750770186986331,
                  -0.572365073346509,
                  0.03412110661164634,
                  0.09496539259200175,
                  -0.03874324695099089
                ],
                [
                  0.027171695780494092,
                  0.026889467207403067,
                  0.027765148746553652,
                  -0.5499636556500955,
                  0.08943017076066914,
                  0.13030977358663207
                ],
                [
                  0.025940400947054295,
                  0.025673027953681593,
                  0.0264386604208691,
                  0.03227865546672446,
                  -0.46833456797848344,
                  0.13171396575760974
                ]
              ]
            },
            "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_7,ref=-1.0)+i(rel_time,cohort_dummy_8,ref=-1.0)+i(rel_time,cohort_dummy_9,ref=-1.0)+i(rel_time,cohort_dummy_10,ref=-1.0)+i(rel_time,cohort_dummy_11,ref=-1.0)+i(rel_time,cohort_dummy_12,ref=-1.0)+i(rel_time,cohort_dummy_13,ref=-1.0)+i(rel_time,cohort_dummy_14,ref=-1.0)+i(rel_time,cohort_dummy_15,ref=-1.0)+i(rel_time,cohort_dummy_16,ref=-1.0)+i(rel_time,cohort_dummy_19,ref=-1.0)|unit_fe+time_fe",
            "restriction_names": [
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_19",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_19"
            ],
            "deviations": [
              {
                "event_time": -6.0,
                "cohort": 7,
                "estimate": -0.33006280694284085
              },
              {
                "event_time": -5.0,
                "cohort": 7,
                "estimate": -0.6153583494464843
              },
              {
                "event_time": -4.0,
                "cohort": 7,
                "estimate": -0.47103260737113195
              },
              {
                "event_time": -3.0,
                "cohort": 7,
                "estimate": -0.04834625795226699
              },
              {
                "event_time": -2.0,
                "cohort": 7,
                "estimate": 0.05475283373771936
              },
              {
                "event_time": 0.0,
                "cohort": 7,
                "estimate": -0.04025552553703854
              },
              {
                "event_time": 1.0,
                "cohort": 7,
                "estimate": -0.5101849649012061
              },
              {
                "event_time": 2.0,
                "cohort": 7,
                "estimate": -0.5104570745865891
              },
              {
                "event_time": 3.0,
                "cohort": 7,
                "estimate": -1.0197376188784344
              },
              {
                "event_time": 4.0,
                "cohort": 7,
                "estimate": -0.006498435803552638
              },
              {
                "event_time": 5.0,
                "cohort": 7,
                "estimate": -0.5765600301300886
              },
              {
                "event_time": 6.0,
                "cohort": 7,
                "estimate": -1.0729538861721244
              },
              {
                "event_time": 7.0,
                "cohort": 7,
                "estimate": -1.2530552918613038
              },
              {
                "event_time": 8.0,
                "cohort": 7,
                "estimate": -0.7473028148551899
              },
              {
                "event_time": 9.0,
                "cohort": 7,
                "estimate": -0.9925076982300414
              },
              {
                "event_time": 10.0,
                "cohort": 7,
                "estimate": -0.5659746411900927
              },
              {
                "event_time": 11.0,
                "cohort": 7,
                "estimate": -0.8065650732991121
              },
              {
                "event_time": 12.0,
                "cohort": 7,
                "estimate": -0.700932585001531
              },
              {
                "event_time": 13.0,
                "cohort": 7,
                "estimate": -1.0228995594959307
              },
              {
                "event_time": 14.0,
                "cohort": 7,
                "estimate": -1.2232900659212813
              },
              {
                "event_time": -7.0,
                "cohort": 8,
                "estimate": 0.49750093637215625
              },
              {
                "event_time": -6.0,
                "cohort": 8,
                "estimate": -0.022673955892309472
              },
              {
                "event_time": -5.0,
                "cohort": 8,
                "estimate": -0.7807386220390145
              },
              {
                "event_time": -4.0,
                "cohort": 8,
                "estimate": -0.07845023103074422
              },
              {
                "event_time": -3.0,
                "cohort": 8,
                "estimate": -0.30251129391179665
              },
              {
                "event_time": -2.0,
                "cohort": 8,
                "estimate": 0.06227480166661764
              },
              {
                "event_time": 0.0,
                "cohort": 8,
                "estimate": -0.24230721266298721
              },
              {
                "event_time": 1.0,
                "cohort": 8,
                "estimate": -0.617193589219535
              },
              {
                "event_time": 2.0,
                "cohort": 8,
                "estimate": -0.5132045372506872
              },
              {
                "event_time": 3.0,
                "cohort": 8,
                "estimate": -0.9914880371743702
              },
              {
                "event_time": 4.0,
                "cohort": 8,
                "estimate": -0.18278904771553253
              },
              {
                "event_time": 5.0,
                "cohort": 8,
                "estimate": -0.43608504547627125
              },
              {
                "event_time": 6.0,
                "cohort": 8,
                "estimate": -0.7059041044085562
              },
              {
                "event_time": 7.0,
                "cohort": 8,
                "estimate": -1.2606539287003948
              },
              {
                "event_time": 8.0,
                "cohort": 8,
                "estimate": -0.4822165168034838
              },
              {
                "event_time": 9.0,
                "cohort": 8,
                "estimate": -0.5505684382801708
              },
              {
                "event_time": 10.0,
                "cohort": 8,
                "estimate": 0.11405027384330392
              },
              {
                "event_time": 11.0,
                "cohort": 8,
                "estimate": -0.326170998533634
              },
              {
                "event_time": 12.0,
                "cohort": 8,
                "estimate": 0.12483418867680629
              },
              {
                "event_time": 13.0,
                "cohort": 8,
                "estimate": -0.13705442883536773
              },
              {
                "event_time": -8.0,
                "cohort": 9,
                "estimate": 0.8474007552476862
              },
              {
                "event_time": -7.0,
                "cohort": 9,
                "estimate": 0.35958219173296746
              },
              {
                "event_time": -6.0,
                "cohort": 9,
                "estimate": 0.254175101771948
              },
              {
                "event_time": -5.0,
                "cohort": 9,
                "estimate": -0.7532715068713669
              },
              {
                "event_time": -4.0,
                "cohort": 9,
                "estimate": -0.4341798916632132
              },
              {
                "event_time": -3.0,
                "cohort": 9,
                "estimate": 0.1944644795319991
              },
              {
                "event_time": -2.0,
                "cohort": 9,
                "estimate": 0.5887247191487118
              },
              {
                "event_time": 0.0,
                "cohort": 9,
                "estimate": -0.40596528971686846
              },
              {
                "event_time": 1.0,
                "cohort": 9,
                "estimate": -1.2394494869817887
              },
              {
                "event_time": 2.0,
                "cohort": 9,
                "estimate": -1.400034063326743
              },
              {
                "event_time": 3.0,
                "cohort": 9,
                "estimate": -1.3410754076389215
              },
              {
                "event_time": 4.0,
                "cohort": 9,
                "estimate": -0.9585381675212649
              },
              {
                "event_time": 5.0,
                "cohort": 9,
                "estimate": 0.1903260172957079
              },
              {
                "event_time": 6.0,
                "cohort": 9,
                "estimate": -1.2602972626232494
              },
              {
                "event_time": 7.0,
                "cohort": 9,
                "estimate": -1.5406277711797505
              },
              {
                "event_time": 8.0,
                "cohort": 9,
                "estimate": -0.0966427943530101
              },
              {
                "event_time": 9.0,
                "cohort": 9,
                "estimate": -0.42765457337168755
              },
              {
                "event_time": 10.0,
                "cohort": 9,
                "estimate": -0.002912439883169138
              },
              {
                "event_time": 11.0,
                "cohort": 9,
                "estimate": -0.5507151083766376
              },
              {
                "event_time": 12.0,
                "cohort": 9,
                "estimate": -0.061302068413990135
              },
              {
                "event_time": -9.0,
                "cohort": 10,
                "estimate": 1.9592195757476938
              },
              {
                "event_time": -8.0,
                "cohort": 10,
                "estimate": 1.5116526810887037
              },
              {
                "event_time": -7.0,
                "cohort": 10,
                "estimate": 1.2381454944671992
              },
              {
                "event_time": -6.0,
                "cohort": 10,
                "estimate": 0.1951521637454397
              },
              {
                "event_time": -5.0,
                "cohort": 10,
                "estimate": -0.2903471510102987
              },
              {
                "event_time": -4.0,
                "cohort": 10,
                "estimate": 0.29530773902528595
              },
              {
                "event_time": -3.0,
                "cohort": 10,
                "estimate": 0.3505725553357376
              },
              {
                "event_time": -2.0,
                "cohort": 10,
                "estimate": 0.4500540726726664
              },
              {
                "event_time": 0.0,
                "cohort": 10,
                "estimate": -0.9281430638214928
              },
              {
                "event_time": 1.0,
                "cohort": 10,
                "estimate": -1.443239228806718
              },
              {
                "event_time": 2.0,
                "cohort": 10,
                "estimate": -0.1515809456679427
              },
              {
                "event_time": 3.0,
                "cohort": 10,
                "estimate": -0.8762926884900293
              },
              {
                "event_time": 4.0,
                "cohort": 10,
                "estimate": 0.1028251823797675
              },
              {
                "event_time": 5.0,
                "cohort": 10,
                "estimate": 0.21257230378346775
              },
              {
                "event_time": 6.0,
                "cohort": 10,
                "estimate": -0.7604671978182973
              },
              {
                "event_time": 7.0,
                "cohort": 10,
                "estimate": -0.6180138203033476
              },
              {
                "event_time": 8.0,
                "cohort": 10,
                "estimate": -0.2454844066275272
              },
              {
                "event_time": 9.0,
                "cohort": 10,
                "estimate": -0.2920548532349362
              },
              {
                "event_time": 10.0,
                "cohort": 10,
                "estimate": -0.2056733777455962
              },
              {
                "event_time": 11.0,
                "cohort": 10,
                "estimate": 0.0678774520693497
              },
              {
                "event_time": -10.0,
                "cohort": 11,
                "estimate": 0.7866799346244289
              },
              {
                "event_time": -9.0,
                "cohort": 11,
                "estimate": 1.1222449347443118
              },
              {
                "event_time": -8.0,
                "cohort": 11,
                "estimate": 0.5197748841203911
              },
              {
                "event_time": -7.0,
                "cohort": 11,
                "estimate": -0.13448565123639172
              },
              {
                "event_time": -6.0,
                "cohort": 11,
                "estimate": -0.7646519678012598
              },
              {
                "event_time": -5.0,
                "cohort": 11,
                "estimate": -2.120140527219573
              },
              {
                "event_time": -4.0,
                "cohort": 11,
                "estimate": -1.4693645111167053
              },
              {
                "event_time": -3.0,
                "cohort": 11,
                "estimate": -0.5811843059482937
              },
              {
                "event_time": -2.0,
                "cohort": 11,
                "estimate": -0.2084375344772142
              },
              {
                "event_time": 0.0,
                "cohort": 11,
                "estimate": -0.22752350047839343
              },
              {
                "event_time": 1.0,
                "cohort": 11,
                "estimate": -0.47408641974284477
              },
              {
                "event_time": 2.0,
                "cohort": 11,
                "estimate": -0.8650225066495881
              },
              {
                "event_time": 3.0,
                "cohort": 11,
                "estimate": -1.3299958535623664
              },
              {
                "event_time": 4.0,
                "cohort": 11,
                "estimate": 0.3512073751138258
              },
              {
                "event_time": 5.0,
                "cohort": 11,
                "estimate": -0.322047305679517
              },
              {
                "event_time": 6.0,
                "cohort": 11,
                "estimate": -0.16897501133097137
              },
              {
                "event_time": 7.0,
                "cohort": 11,
                "estimate": -0.6588908466538149
              },
              {
                "event_time": 8.0,
                "cohort": 11,
                "estimate": -0.17368858054311348
              },
              {
                "event_time": 9.0,
                "cohort": 11,
                "estimate": -0.7096821291880876
              },
              {
                "event_time": 10.0,
                "cohort": 11,
                "estimate": 0.2480504772103723
              },
              {
                "event_time": -11.0,
                "cohort": 12,
                "estimate": 0.024060205481562735
              },
              {
                "event_time": -10.0,
                "cohort": 12,
                "estimate": 0.38449497731284643
              },
              {
                "event_time": -9.0,
                "cohort": 12,
                "estimate": -0.10135802083558376
              },
              {
                "event_time": -8.0,
                "cohort": 12,
                "estimate": 0.9287449233575691
              },
              {
                "event_time": -7.0,
                "cohort": 12,
                "estimate": -0.37677899140657156
              },
              {
                "event_time": -6.0,
                "cohort": 12,
                "estimate": -0.30631944366995767
              },
              {
                "event_time": -5.0,
                "cohort": 12,
                "estimate": -1.3619269159851515
              },
              {
                "event_time": -4.0,
                "cohort": 12,
                "estimate": -0.6534484412007789
              },
              {
                "event_time": -3.0,
                "cohort": 12,
                "estimate": -0.3077899256690373
              },
              {
                "event_time": -2.0,
                "cohort": 12,
                "estimate": -0.2950323555668902
              },
              {
                "event_time": 0.0,
                "cohort": 12,
                "estimate": 0.281389571933503
              },
              {
                "event_time": 1.0,
                "cohort": 12,
                "estimate": -0.2520914205786103
              },
              {
                "event_time": 2.0,
                "cohort": 12,
                "estimate": -0.19540801444899675
              },
              {
                "event_time": 3.0,
                "cohort": 12,
                "estimate": -0.45730080065336653
              },
              {
                "event_time": 4.0,
                "cohort": 12,
                "estimate": -0.7938679588334178
              },
              {
                "event_time": 5.0,
                "cohort": 12,
                "estimate": -0.5426738913571415
              },
              {
                "event_time": 6.0,
                "cohort": 12,
                "estimate": -0.8669653296232276
              },
              {
                "event_time": 7.0,
                "cohort": 12,
                "estimate": -1.584214910247513
              },
              {
                "event_time": 8.0,
                "cohort": 12,
                "estimate": -0.4632870622079313
              },
              {
                "event_time": 9.0,
                "cohort": 12,
                "estimate": -0.016152628008330144
              },
              {
                "event_time": -12.0,
                "cohort": 13,
                "estimate": 0.0772876198161842
              },
              {
                "event_time": -11.0,
                "cohort": 13,
                "estimate": 0.024136196229779916
              },
              {
                "event_time": -10.0,
                "cohort": 13,
                "estimate": 0.4657437537610639
              },
              {
                "event_time": -9.0,
                "cohort": 13,
                "estimate": 1.111907952031794
              },
              {
                "event_time": -8.0,
                "cohort": 13,
                "estimate": 0.7134369827370926
              },
              {
                "event_time": -7.0,
                "cohort": 13,
                "estimate": 0.11464539769701126
              },
              {
                "event_time": -6.0,
                "cohort": 13,
                "estimate": -0.0010280424409504496
              },
              {
                "event_time": -5.0,
                "cohort": 13,
                "estimate": -0.6829798834852395
              },
              {
                "event_time": -4.0,
                "cohort": 13,
                "estimate": -0.7083734427123412
              },
              {
                "event_time": -3.0,
                "cohort": 13,
                "estimate": -0.428142503574866
              },
              {
                "event_time": -2.0,
                "cohort": 13,
                "estimate": -0.13477208773679122
              },
              {
                "event_time": 0.0,
                "cohort": 13,
                "estimate": -0.49865719312585427
              },
              {
                "event_time": 1.0,
                "cohort": 13,
                "estimate": -0.9583717004920401
              },
              {
                "event_time": 2.0,
                "cohort": 13,
                "estimate": -1.1410646029014955
              },
              {
                "event_time": 3.0,
                "cohort": 13,
                "estimate": -0.9728242640920651
              },
              {
                "event_time": 4.0,
                "cohort": 13,
                "estimate": -0.04238755054874728
              },
              {
                "event_time": 5.0,
                "cohort": 13,
                "estimate": -0.8020214092008149
              },
              {
                "event_time": 6.0,
                "cohort": 13,
                "estimate": -0.7830210125652699
              },
              {
                "event_time": 7.0,
                "cohort": 13,
                "estimate": -1.1772800976822975
              },
              {
                "event_time": 8.0,
                "cohort": 13,
                "estimate": -0.09098755009697301
              },
              {
                "event_time": -13.0,
                "cohort": 14,
                "estimate": 0.15706506256177655
              },
              {
                "event_time": -12.0,
                "cohort": 14,
                "estimate": -0.21780262401601536
              },
              {
                "event_time": -11.0,
                "cohort": 14,
                "estimate": 0.21135578119520768
              },
              {
                "event_time": -10.0,
                "cohort": 14,
                "estimate": -0.4965472087718282
              },
              {
                "event_time": -9.0,
                "cohort": 14,
                "estimate": 0.6580694804451259
              },
              {
                "event_time": -8.0,
                "cohort": 14,
                "estimate": 0.41824138174936576
              },
              {
                "event_time": -7.0,
                "cohort": 14,
                "estimate": 0.4304089508393053
              },
              {
                "event_time": -6.0,
                "cohort": 14,
                "estimate": 0.42746143306474593
              },
              {
                "event_time": -5.0,
                "cohort": 14,
                "estimate": -0.3389102866199028
              },
              {
                "event_time": -4.0,
                "cohort": 14,
                "estimate": -0.49042911451759424
              },
              {
                "event_time": -3.0,
                "cohort": 14,
                "estimate": -0.8516036557449703
              },
              {
                "event_time": -2.0,
                "cohort": 14,
                "estimate": 0.4914154514312844
              },
              {
                "event_time": 0.0,
                "cohort": 14,
                "estimate": 0.020169251767961603
              },
              {
                "event_time": 1.0,
                "cohort": 14,
                "estimate": -0.3690505836542075
              },
              {
                "event_time": 2.0,
                "cohort": 14,
                "estimate": -0.8209293082530883
              },
              {
                "event_time": 3.0,
                "cohort": 14,
                "estimate": -0.24785071565807112
              },
              {
                "event_time": 4.0,
                "cohort": 14,
                "estimate": 0.37794670474572134
              },
              {
                "event_time": 5.0,
                "cohort": 14,
                "estimate": -0.5375311932432107
              },
              {
                "event_time": 6.0,
                "cohort": 14,
                "estimate": -0.08006159734160131
              },
              {
                "event_time": 7.0,
                "cohort": 14,
                "estimate": -0.3713839248636234
              },
              {
                "event_time": -14.0,
                "cohort": 15,
                "estimate": 0.6371872124619193
              },
              {
                "event_time": -13.0,
                "cohort": 15,
                "estimate": 0.8842925614255509
              },
              {
                "event_time": -12.0,
                "cohort": 15,
                "estimate": 0.193408863830488
              },
              {
                "event_time": -11.0,
                "cohort": 15,
                "estimate": 0.8378877191507412
              },
              {
                "event_time": -10.0,
                "cohort": 15,
                "estimate": 0.8425419460347715
              },
              {
                "event_time": -9.0,
                "cohort": 15,
                "estimate": 1.7896555352273111
              },
              {
                "event_time": -8.0,
                "cohort": 15,
                "estimate": 1.514407411363554
              },
              {
                "event_time": -7.0,
                "cohort": 15,
                "estimate": 1.2784157950374353
              },
              {
                "event_time": -6.0,
                "cohort": 15,
                "estimate": 0.40010745778254597
              },
              {
                "event_time": -5.0,
                "cohort": 15,
                "estimate": -1.0238109497509065
              },
              {
                "event_time": -4.0,
                "cohort": 15,
                "estimate": -0.05356084223813912
              },
              {
                "event_time": -3.0,
                "cohort": 15,
                "estimate": 0.15141529649249588
              },
              {
                "event_time": -2.0,
                "cohort": 15,
                "estimate": 0.3660984181983228
              },
              {
                "event_time": 0.0,
                "cohort": 15,
                "estimate": 0.23564408906309192
              },
              {
                "event_time": 1.0,
                "cohort": 15,
                "estimate": -1.1412900822719438
              },
              {
                "event_time": 2.0,
                "cohort": 15,
                "estimate": -0.45130214466888646
              },
              {
                "event_time": 3.0,
                "cohort": 15,
                "estimate": -0.7797012489316287
              },
              {
                "event_time": 4.0,
                "cohort": 15,
                "estimate": -0.3410571279277764
              },
              {
                "event_time": 5.0,
                "cohort": 15,
                "estimate": 0.24321331432020843
              },
              {
                "event_time": 6.0,
                "cohort": 15,
                "estimate": -0.32149663874879264
              },
              {
                "event_time": -15.0,
                "cohort": 16,
                "estimate": -0.18421574366041138
              },
              {
                "event_time": -14.0,
                "cohort": 16,
                "estimate": -0.5320229630699985
              },
              {
                "event_time": -13.0,
                "cohort": 16,
                "estimate": 0.2299588744026453
              },
              {
                "event_time": -12.0,
                "cohort": 16,
                "estimate": -0.6320143295896303
              },
              {
                "event_time": -11.0,
                "cohort": 16,
                "estimate": 0.817922633471921
              },
              {
                "event_time": -10.0,
                "cohort": 16,
                "estimate": 0.8682765666412635
              },
              {
                "event_time": -9.0,
                "cohort": 16,
                "estimate": 1.1174143317184964
              },
              {
                "event_time": -8.0,
                "cohort": 16,
                "estimate": 0.8305223969289082
              },
              {
                "event_time": -7.0,
                "cohort": 16,
                "estimate": -0.589698782069111
              },
              {
                "event_time": -6.0,
                "cohort": 16,
                "estimate": -0.9760742463109111
              },
              {
                "event_time": -5.0,
                "cohort": 16,
                "estimate": -1.3001148572772572
              },
              {
                "event_time": -4.0,
                "cohort": 16,
                "estimate": -0.4547977262486239
              },
              {
                "event_time": -3.0,
                "cohort": 16,
                "estimate": -0.5824073043379318
              },
              {
                "event_time": -2.0,
                "cohort": 16,
                "estimate": 0.007637293011271834
              },
              {
                "event_time": 0.0,
                "cohort": 16,
                "estimate": -0.4409185407474442
              },
              {
                "event_time": 1.0,
                "cohort": 16,
                "estimate": 0.04514687298977346
              },
              {
                "event_time": 2.0,
                "cohort": 16,
                "estimate": -1.0416518495075016
              },
              {
                "event_time": 3.0,
                "cohort": 16,
                "estimate": -1.5293530162254378
              },
              {
                "event_time": 4.0,
                "cohort": 16,
                "estimate": 0.2572976311283059
              },
              {
                "event_time": 5.0,
                "cohort": 16,
                "estimate": -0.25589435811172195
              },
              {
                "event_time": -5.0,
                "cohort": 19,
                "estimate": -1.206112818026845
              },
              {
                "event_time": -4.0,
                "cohort": 19,
                "estimate": -0.7338749627266912
              },
              {
                "event_time": -3.0,
                "cohort": 19,
                "estimate": -0.7570731325092768
              },
              {
                "event_time": -2.0,
                "cohort": 19,
                "estimate": 0.2897331541414947
              },
              {
                "event_time": 0.0,
                "cohort": 19,
                "estimate": 0.07199105193813904
              },
              {
                "event_time": 1.0,
                "cohort": 19,
                "estimate": -0.8131900042593628
              },
              {
                "event_time": 2.0,
                "cohort": 19,
                "estimate": 0.19658933473449952
              }
            ]
          }
        }
      },
      "alternative_models": {
        "y__d": [
          {
            "method": "CS-DID",
            "class": "csdid.att_gt.ATTgt",
            "package": {
              "csdid": "0.4.2",
              "drdid": "1.1.6"
            },
            "parameters": {
              "est_method": "dr",
              "covariate_basis": "intercept",
              "control_group": "notyettreated",
              "xformla": "y ~ 1",
              "panel": true,
              "effective_panel": false,
              "allow_unbalanced_panel": true,
              "weights_name": "weight",
              "fix_weights": "varying",
              "base_period": "universal",
              "clustervar": "cluster",
              "aggregate": "dynamic",
              "faster_mode": true
            },
            "data_structure": "unbalanced or varying-weight panel; native repeated-cross-section comparisons",
            "aggregations": {
              "summaries": [
                {
                  "typec": "dynamic",
                  "aggregation": "Native CS-DID dynamic",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.2544710474855436,
                  "se": 0.11194289670641232,
                  "lower": -0.4738750933551992,
                  "upper": -0.03506700161588802
                },
                {
                  "typec": "simple",
                  "aggregation": "Native CS-DID simple",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.21505811116912638,
                  "se": 0.10962782500299126,
                  "lower": -0.4299246998784489,
                  "upper": -0.00019152245980386118
                },
                {
                  "typec": "group",
                  "aggregation": "Native CS-DID group",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.18586727252041704,
                  "se": 0.10119926767060619,
                  "lower": -0.3842141924166338,
                  "upper": 0.012479647375799735
                },
                {
                  "typec": "treated_cells",
                  "aggregation": "Observed treated observations, configured weights",
                  "matches_treated_unit_year_target": true,
                  "weight_sum": 439064.0,
                  "post_cells": 124,
                  "estimate": -0.21745376954687665,
                  "se": 0.11137463539944592,
                  "lower": -0.43574404372107045,
                  "upper": 0.0008365046273171306
                }
              ],
              "same_group_time_effects": true,
              "additional_covariates": []
            },
            "estimate": -0.2544710474855436,
            "se": 0.11194289670641232,
            "lower": -0.4738750933551992,
            "upper": -0.03506700161588802,
            "event_study": [
              {
                "event_time": -18,
                "estimate": 0.23528392173130835,
                "se": 0.22127388084909996,
                "lower": -0.19840491545233474,
                "upper": 0.6689727589149514,
                "relative_to_minus_one": 0.23528392173130835,
                "n": 0.0
              },
              {
                "event_time": -17,
                "estimate": 0.31328582866119953,
                "se": 0.437759346412639,
                "lower": -0.5447067242033663,
                "upper": 1.1712783815257652,
                "relative_to_minus_one": 0.31328582866119953,
                "n": 0.0
              },
              {
                "event_time": -16,
                "estimate": -0.5729338088936176,
                "se": 0.570945543917558,
                "lower": -1.691966512105663,
                "upper": 0.546098894318428,
                "relative_to_minus_one": -0.5729338088936176,
                "n": 0.0
              },
              {
                "event_time": -15,
                "estimate": 0.030578312965031447,
                "se": 0.5001077619278145,
                "lower": -0.9496148888024165,
                "upper": 1.0107715147324794,
                "relative_to_minus_one": 0.030578312965031447,
                "n": 0.0
              },
              {
                "event_time": -14,
                "estimate": 0.5057578593293152,
                "se": 0.250245600481772,
                "lower": 0.015285495095442803,
                "upper": 0.9962302235631875,
                "relative_to_minus_one": 0.5057578593293152,
                "n": 0.0
              },
              {
                "event_time": -13,
                "estimate": -0.02747018784688668,
                "se": 0.2228548723834774,
                "lower": -0.4642577114977723,
                "upper": 0.409317335803999,
                "relative_to_minus_one": -0.02747018784688668,
                "n": 0.0
              },
              {
                "event_time": -12,
                "estimate": 0.018855073041022262,
                "se": 0.1971530868112758,
                "lower": -0.36755787654997707,
                "upper": 0.40526802263202155,
                "relative_to_minus_one": 0.018855073041022262,
                "n": 0.0
              },
              {
                "event_time": -11,
                "estimate": -0.2304560650688574,
                "se": 0.2287428384791101,
                "lower": -0.6787837902093761,
                "upper": 0.2178716600716612,
                "relative_to_minus_one": -0.2304560650688574,
                "n": 0.0
              },
              {
                "event_time": -10,
                "estimate": -0.22431607089099947,
                "se": 0.20375799999829378,
                "lower": -0.6236744124495677,
                "upper": 0.17504227066756872,
                "relative_to_minus_one": -0.22431607089099947,
                "n": 0.0
              },
              {
                "event_time": -9,
                "estimate": 0.260639648750177,
                "se": 0.25659854089362527,
                "lower": -0.24228424988685682,
                "upper": 0.7635635473872108,
                "relative_to_minus_one": 0.260639648750177,
                "n": 0.0
              },
              {
                "event_time": -8,
                "estimate": 0.10583128824590898,
                "se": 0.18186753262843167,
                "lower": -0.2506225256629802,
                "upper": 0.4622851021547982,
                "relative_to_minus_one": 0.10583128824590898,
                "n": 0.0
              },
              {
                "event_time": -7,
                "estimate": 0.10316332875128018,
                "se": 0.16415660356805392,
                "lower": -0.21857770206652485,
                "upper": 0.42490435956908523,
                "relative_to_minus_one": 0.10316332875128018,
                "n": 0.0
              },
              {
                "event_time": -6,
                "estimate": -0.061732131681914965,
                "se": 0.1407063767678252,
                "lower": -0.3375115625419757,
                "upper": 0.21404729917814577,
                "relative_to_minus_one": -0.061732131681914965,
                "n": 0.0
              },
              {
                "event_time": -5,
                "estimate": -0.010753992408321105,
                "se": 0.12269889096654432,
                "lower": -0.251239399645755,
                "upper": 0.22973141482911275,
                "relative_to_minus_one": -0.010753992408321105,
                "n": 0.0
              },
              {
                "event_time": -4,
                "estimate": 0.022049314184421888,
                "se": 0.11023264159091252,
                "lower": -0.1940026932544787,
                "upper": 0.23810132162332245,
                "relative_to_minus_one": 0.022049314184421888,
                "n": 0.0
              },
              {
                "event_time": -3,
                "estimate": 0.0515980357519575,
                "se": 0.09585332009664528,
                "lower": -0.13627101943605663,
                "upper": 0.2394670909399716,
                "relative_to_minus_one": 0.0515980357519575,
                "n": 0.0
              },
              {
                "event_time": -2,
                "estimate": -0.0016644625674601381,
                "se": 0.09704800317104434,
                "lower": -0.191875053554236,
                "upper": 0.18854612841931573,
                "relative_to_minus_one": -0.0016644625674601381,
                "n": 0.0
              },
              {
                "event_time": -1,
                "estimate": 0.0,
                "se": null,
                "lower": null,
                "upper": null,
                "relative_to_minus_one": 0.0,
                "n": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.07068213965498205,
                "se": 0.07397162819005314,
                "lower": -0.21566386678527397,
                "upper": 0.07429958747530988,
                "relative_to_minus_one": -0.07068213965498205,
                "n": 33867.0
              },
              {
                "event_time": 1,
                "estimate": -0.012448432198681345,
                "se": 0.08854903309066013,
                "lower": -0.18600134792222067,
                "upper": 0.161104483524858,
                "relative_to_minus_one": -0.012448432198681345,
                "n": 33346.0
              },
              {
                "event_time": 2,
                "estimate": -0.03404636198306192,
                "se": 0.11336491255734808,
                "lower": -0.2562375077059967,
                "upper": 0.1881447837398728,
                "relative_to_minus_one": -0.03404636198306192,
                "n": 33340.0
              },
              {
                "event_time": 3,
                "estimate": -0.09589144027492019,
                "se": 0.10920553210165676,
                "lower": -0.30993035010670017,
                "upper": 0.11814746955685979,
                "relative_to_minus_one": -0.09589144027492019,
                "n": 32234.0
              },
              {
                "event_time": 4,
                "estimate": -0.1598976044883142,
                "se": 0.12364133553587921,
                "lower": -0.4022301691390698,
                "upper": 0.0824349601624414,
                "relative_to_minus_one": -0.1598976044883142,
                "n": 31861.0
              },
              {
                "event_time": 5,
                "estimate": -0.1814243654963505,
                "se": 0.14559617653801762,
                "lower": -0.46678762779760063,
                "upper": 0.10393889680489965,
                "relative_to_minus_one": -0.1814243654963505,
                "n": 32569.0
              },
              {
                "event_time": 6,
                "estimate": -0.08748427896833061,
                "se": 0.1649182878202976,
                "lower": -0.41071818348812456,
                "upper": 0.23574962555146334,
                "relative_to_minus_one": -0.08748427896833061,
                "n": 32835.0
              },
              {
                "event_time": 7,
                "estimate": -0.23334023147755267,
                "se": 0.15557654282787778,
                "lower": -0.5382646522594463,
                "upper": 0.07158418930434102,
                "relative_to_minus_one": -0.23334023147755267,
                "n": 29560.0
              },
              {
                "event_time": 8,
                "estimate": -0.4251323231666566,
                "se": 0.15216908553585437,
                "lower": -0.7233782503773261,
                "upper": -0.12688639595598716,
                "relative_to_minus_one": -0.4251323231666566,
                "n": 28798.0
              },
              {
                "event_time": 9,
                "estimate": -0.42778871502523813,
                "se": 0.1809921491257037,
                "lower": -0.7825268087961199,
                "upper": -0.0730506212543563,
                "relative_to_minus_one": -0.42778871502523813,
                "n": 27700.0
              },
              {
                "event_time": 10,
                "estimate": -0.19617868341079198,
                "se": 0.17584286949466374,
                "lower": -0.5408243745585098,
                "upper": 0.1484670077369259,
                "relative_to_minus_one": -0.19617868341079198,
                "n": 27198.0
              },
              {
                "event_time": 11,
                "estimate": -0.4943918478007349,
                "se": 0.18923053705839527,
                "lower": -0.8652768852103616,
                "upper": -0.12350681039110817,
                "relative_to_minus_one": -0.4943918478007349,
                "n": 26462.0
              },
              {
                "event_time": 12,
                "estimate": -0.36491208450587653,
                "se": 0.20959621941439138,
                "lower": -0.7757131258538386,
                "upper": 0.04588895684208544,
                "relative_to_minus_one": -0.36491208450587653,
                "n": 27364.0
              },
              {
                "event_time": 13,
                "estimate": -0.3107236644974981,
                "se": 0.23359116345690834,
                "lower": -0.7685539319798472,
                "upper": 0.147106602984851,
                "relative_to_minus_one": -0.3107236644974981,
                "n": 28357.0
              },
              {
                "event_time": 14,
                "estimate": -0.6169071371819355,
                "se": 0.2588126483328285,
                "lower": -1.1241706066577097,
                "upper": -0.10964366770616107,
                "relative_to_minus_one": -0.6169071371819355,
                "n": 12694.0
              },
              {
                "event_time": 15,
                "estimate": -0.3602874496377727,
                "se": 0.13381775123057266,
                "lower": -0.6225654225418356,
                "upper": -0.0980094767337098,
                "relative_to_minus_one": -0.3602874496377727,
                "n": 879.0
              }
            ],
            "group_time_estimates": [
              {
                "group": 6,
                "year": 1,
                "att": 0.6604960391241816,
                "se": 0.08151536804734535,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 2,
                "att": 0.21555793816365454,
                "se": 0.0721667183366108,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 3,
                "att": 0.25129155340242926,
                "se": 0.0651121496068702,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 4,
                "att": -0.2379128655910394,
                "se": 0.06396900554799902,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 5,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 6,
                "att": 0.0546416721126569,
                "se": 0.07331432540025662,
                "event_time": 0,
                "mass": 790.0
              },
              {
                "group": 6,
                "year": 7,
                "att": 0.5567784662394885,
                "se": 0.07438425218589192,
                "event_time": 1,
                "mass": 751.0
              },
              {
                "group": 6,
                "year": 8,
                "att": 0.34635686185156644,
                "se": 0.10913313247413538,
                "event_time": 2,
                "mass": 737.0
              },
              {
                "group": 6,
                "year": 9,
                "att": 0.7730235695622407,
                "se": 0.12019650363083198,
                "event_time": 3,
                "mass": 753.0
              },
              {
                "group": 6,
                "year": 10,
                "att": 0.007395532902482468,
                "se": 0.13567732294112944,
                "event_time": 4,
                "mass": 719.0
              },
              {
                "group": 6,
                "year": 11,
                "att": 0.22646077758288766,
                "se": 0.11035536696371064,
                "event_time": 5,
                "mass": 824.0
              },
              {
                "group": 6,
                "year": 12,
                "att": 0.6033885670189664,
                "se": 0.13163240732454984,
                "event_time": 6,
                "mass": 717.0
              },
              {
                "group": 6,
                "year": 13,
                "att": 0.901838158346136,
                "se": 0.14853322754238943,
                "event_time": 7,
                "mass": 826.0
              },
              {
                "group": 6,
                "year": 14,
                "att": 0.1340983645137935,
                "se": 0.15968373388941315,
                "event_time": 8,
                "mass": 856.0
              },
              {
                "group": 6,
                "year": 15,
                "att": 0.2802444774815468,
                "se": 0.12953957058591573,
                "event_time": 9,
                "mass": 801.0
              },
              {
                "group": 6,
                "year": 16,
                "att": -0.00023766746588085706,
                "se": 0.12964131725251138,
                "event_time": 10,
                "mass": 818.0
              },
              {
                "group": 6,
                "year": 17,
                "att": -0.01986611401827963,
                "se": 0.14658940012401017,
                "event_time": 11,
                "mass": 804.0
              },
              {
                "group": 6,
                "year": 18,
                "att": -0.17283139124504898,
                "se": 0.11342296340652538,
                "event_time": 12,
                "mass": 892.0
              },
              {
                "group": 6,
                "year": 19,
                "att": 0.1441559962451675,
                "se": 0.1433844855172658,
                "event_time": 13,
                "mass": 804.0
              },
              {
                "group": 6,
                "year": 20,
                "att": 0.4750908379976211,
                "se": 0.13667111304254762,
                "event_time": 14,
                "mass": 887.0
              },
              {
                "group": 6,
                "year": 21,
                "att": -0.3602874496377727,
                "se": 0.13381775123057263,
                "event_time": 15,
                "mass": 879.0
              },
              {
                "group": 7,
                "year": 1,
                "att": -0.4118000965727854,
                "se": 0.3065545785138699,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 2,
                "att": 0.10912666367125126,
                "se": 0.15924703119259442,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 3,
                "att": -0.15572975477238046,
                "se": 0.11226783600646012,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 4,
                "att": 0.14170855790224302,
                "se": 0.1538033026099515,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 5,
                "att": -0.03479866328224908,
                "se": 0.2044044721856507,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 6,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 7,
                "att": 0.02317026855509314,
                "se": 0.1099638942671396,
                "event_time": 0,
                "mass": 9386.0
              },
              {
                "group": 7,
                "year": 8,
                "att": 0.08452570844308209,
                "se": 0.13682787286611256,
                "event_time": 1,
                "mass": 9065.0
              },
              {
                "group": 7,
                "year": 9,
                "att": -0.02235097409655734,
                "se": 0.15647404448109445,
                "event_time": 2,
                "mass": 9171.0
              },
              {
                "group": 7,
                "year": 10,
                "att": -0.14398359708265798,
                "se": 0.19473415822923779,
                "event_time": 3,
                "mass": 8858.0
              },
              {
                "group": 7,
                "year": 11,
                "att": 0.018760716202227003,
                "se": 0.14788118107112985,
                "event_time": 4,
                "mass": 9081.0
              },
              {
                "group": 7,
                "year": 12,
                "att": -0.3859800792761302,
                "se": 0.22767148302690685,
                "event_time": 5,
                "mass": 8500.0
              },
              {
                "group": 7,
                "year": 13,
                "att": -0.4270727859304343,
                "se": 0.2426135908620015,
                "event_time": 6,
                "mass": 8951.0
              },
              {
                "group": 7,
                "year": 14,
                "att": -0.2392613441001466,
                "se": 0.26411954135312193,
                "event_time": 7,
                "mass": 8909.0
              },
              {
                "group": 7,
                "year": 15,
                "att": -0.6823191723163698,
                "se": 0.2098903747671742,
                "event_time": 8,
                "mass": 8709.0
              },
              {
                "group": 7,
                "year": 16,
                "att": -0.7643472182039539,
                "se": 0.25161265150580164,
                "event_time": 9,
                "mass": 8942.0
              },
              {
                "group": 7,
                "year": 17,
                "att": -0.6631164144982444,
                "se": 0.24762762469334523,
                "event_time": 10,
                "mass": 9254.0
              },
              {
                "group": 7,
                "year": 18,
                "att": -0.8347499131221517,
                "se": 0.21597404418613503,
                "event_time": 11,
                "mass": 8817.0
              },
              {
                "group": 7,
                "year": 19,
                "att": -0.8805102950636551,
                "se": 0.21371170272997136,
                "event_time": 12,
                "mass": 9937.0
              },
              {
                "group": 7,
                "year": 20,
                "att": -0.8495041832420023,
                "se": 0.2799972232489119,
                "event_time": 13,
                "mass": 10612.0
              },
              {
                "group": 7,
                "year": 21,
                "att": -0.7115173523594137,
                "se": 0.24415020132571869,
                "event_time": 14,
                "mass": 11807.0
              },
              {
                "group": 8,
                "year": 1,
                "att": 0.09432916283967867,
                "se": 0.2152489853778807,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 2,
                "att": 0.04739128512911811,
                "se": 0.17906075575802755,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 3,
                "att": 0.036681225422259336,
                "se": 0.18079509177134512,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 4,
                "att": 0.2852764504983123,
                "se": 0.1573139340420132,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 5,
                "att": 0.019236648834104444,
                "se": 0.1531773936814396,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 6,
                "att": -0.04277814585056799,
                "se": 0.1558961554943833,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 7,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 8,
                "att": -0.17748857470894044,
                "se": 0.13091505527845265,
                "event_time": 0,
                "mass": 13004.0
              },
              {
                "group": 8,
                "year": 9,
                "att": 0.048891290501897965,
                "se": 0.16221257989620252,
                "event_time": 1,
                "mass": 13038.0
              },
              {
                "group": 8,
                "year": 10,
                "att": 0.058390950955611545,
                "se": 0.19994362581156874,
                "event_time": 2,
                "mass": 12587.0
              },
              {
                "group": 8,
                "year": 11,
                "att": -0.10736695535173656,
                "se": 0.1947564549414449,
                "event_time": 3,
                "mass": 13014.0
              },
              {
                "group": 8,
                "year": 12,
                "att": -0.22169058275228554,
                "se": 0.257148751455093,
                "event_time": 4,
                "mass": 12351.0
              },
              {
                "group": 8,
                "year": 13,
                "att": -0.21287998165127847,
                "se": 0.2509028605452993,
                "event_time": 5,
                "mass": 13151.0
              },
              {
                "group": 8,
                "year": 14,
                "att": 0.007292503935213082,
                "se": 0.2735272714956087,
                "event_time": 6,
                "mass": 13232.0
              },
              {
                "group": 8,
                "year": 15,
                "att": -0.3473820022828187,
                "se": 0.2272893258681487,
                "event_time": 7,
                "mass": 12967.0
              },
              {
                "group": 8,
                "year": 16,
                "att": -0.3956149236630373,
                "se": 0.22731448390375852,
                "event_time": 8,
                "mass": 13510.0
              },
              {
                "group": 8,
                "year": 17,
                "att": -0.3415724028826099,
                "se": 0.22995306432644982,
                "event_time": 9,
                "mass": 13585.0
              },
              {
                "group": 8,
                "year": 18,
                "att": 0.06284261082825661,
                "se": 0.18974683814613255,
                "event_time": 10,
                "mass": 13626.0
              },
              {
                "group": 8,
                "year": 19,
                "att": -0.33700938557914656,
                "se": 0.2672878657572532,
                "event_time": 11,
                "mass": 14141.0
              },
              {
                "group": 8,
                "year": 20,
                "att": -0.0404241795898005,
                "se": 0.2382034732431169,
                "event_time": 12,
                "mass": 14889.0
              },
              {
                "group": 8,
                "year": 21,
                "att": 0.02784617806774654,
                "se": 0.24943195539406024,
                "event_time": 13,
                "mass": 16941.0
              },
              {
                "group": 9,
                "year": 1,
                "att": 0.04487957480363222,
                "se": 0.3161013074515323,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 2,
                "att": 0.07374335808573716,
                "se": 0.22633263831009864,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 3,
                "att": 0.4043125092386664,
                "se": 0.14046079049572777,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 4,
                "att": 0.0919575440644748,
                "se": 0.1991463747990791,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 5,
                "att": -0.02848192676754282,
                "se": 0.23969107921248559,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 6,
                "att": 0.5063210408283328,
                "se": 0.2492658465400705,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 7,
                "att": 0.5015690760444936,
                "se": 0.20967359828592336,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 8,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 9,
                "att": -0.22223927760626122,
                "se": 0.26513996597832146,
                "event_time": 0,
                "mass": 1275.0
              },
              {
                "group": 9,
                "year": 10,
                "att": -0.4478747311632617,
                "se": 0.42542166948359994,
                "event_time": 1,
                "mass": 1254.0
              },
              {
                "group": 9,
                "year": 11,
                "att": -0.8061313888553922,
                "se": 0.36577145505945047,
                "event_time": 2,
                "mass": 1337.0
              },
              {
                "group": 9,
                "year": 12,
                "att": -0.5041840860422355,
                "se": 0.25242143674849615,
                "event_time": 3,
                "mass": 1368.0
              },
              {
                "group": 9,
                "year": 13,
                "att": -0.9450672395045538,
                "se": 0.3004022566543552,
                "event_time": 4,
                "mass": 1325.0
              },
              {
                "group": 9,
                "year": 14,
                "att": 0.46585208866811934,
                "se": 0.34591630849125515,
                "event_time": 5,
                "mass": 1265.0
              },
              {
                "group": 9,
                "year": 15,
                "att": -0.6450731440782121,
                "se": 0.454614335923458,
                "event_time": 6,
                "mass": 1208.0
              },
              {
                "group": 9,
                "year": 16,
                "att": -0.6343070808654752,
                "se": 0.22418762629844693,
                "event_time": 7,
                "mass": 1226.0
              },
              {
                "group": 9,
                "year": 17,
                "att": -0.0706707476681207,
                "se": 0.37316783115369734,
                "event_time": 8,
                "mass": 1276.0
              },
              {
                "group": 9,
                "year": 18,
                "att": -0.21542858615144292,
                "se": 0.6482197924584479,
                "event_time": 9,
                "mass": 1246.0
              },
              {
                "group": 9,
                "year": 19,
                "att": -0.035612612316921595,
                "se": 0.4989859538432104,
                "event_time": 10,
                "mass": 1365.0
              },
              {
                "group": 9,
                "year": 20,
                "att": -0.555926837626385,
                "se": 0.19433274332455633,
                "event_time": 11,
                "mass": 1462.0
              },
              {
                "group": 9,
                "year": 21,
                "att": -0.22468868491099978,
                "se": 0.6595888043899497,
                "event_time": 12,
                "mass": 1646.0
              },
              {
                "group": 10,
                "year": 1,
                "att": 1.3583458519764404,
                "se": 0.7339572725375492,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 2,
                "att": 0.7511914910267038,
                "se": 0.37545896141692725,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 3,
                "att": 1.0025526139862067,
                "se": 0.19026701885615474,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 4,
                "att": 0.24598009669741233,
                "se": 0.2661339620727441,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 5,
                "att": 0.5429813516289945,
                "se": 0.14843723215468668,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 6,
                "att": 0.5850111475603383,
                "se": 0.1404646119490939,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 7,
                "att": 0.6192963246021197,
                "se": 0.42586656593089983,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 8,
                "att": 0.2814079888764043,
                "se": 0.17806892182519213,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 9,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 10,
                "att": -0.7129656293247025,
                "se": 0.6024119347992736,
                "event_time": 0,
                "mass": 1001.0
              },
              {
                "group": 10,
                "year": 11,
                "att": -0.7222771421503889,
                "se": 0.7417968149681976,
                "event_time": 1,
                "mass": 1045.0
              },
              {
                "group": 10,
                "year": 12,
                "att": 0.2715869955157715,
                "se": 0.20543059581406917,
                "event_time": 2,
                "mass": 1102.0
              },
              {
                "group": 10,
                "year": 13,
                "att": -0.04841943034844772,
                "se": 0.5940761184857258,
                "event_time": 3,
                "mass": 1091.0
              },
              {
                "group": 10,
                "year": 14,
                "att": 0.1539176653505443,
                "se": 0.1526135441652511,
                "event_time": 4,
                "mass": 1114.0
              },
              {
                "group": 10,
                "year": 15,
                "att": 0.3792550351587198,
                "se": 0.16943485211425435,
                "event_time": 5,
                "mass": 1132.0
              },
              {
                "group": 10,
                "year": 16,
                "att": -0.12537475271961238,
                "se": 0.5955338140674872,
                "event_time": 6,
                "mass": 1128.0
              },
              {
                "group": 10,
                "year": 17,
                "att": 0.26591556889502094,
                "se": 0.12214304014556888,
                "event_time": 7,
                "mass": 1164.0
              },
              {
                "group": 10,
                "year": 18,
                "att": -0.22732123257375486,
                "se": 0.16624388994950673,
                "event_time": 8,
                "mass": 1193.0
              },
              {
                "group": 10,
                "year": 19,
                "att": -0.046683113509568164,
                "se": 0.8209373807539964,
                "event_time": 9,
                "mass": 1078.0
              },
              {
                "group": 10,
                "year": 20,
                "att": -0.21242142817860993,
                "se": 0.3882554946527916,
                "event_time": 10,
                "mass": 1118.0
              },
              {
                "group": 10,
                "year": 21,
                "att": 0.133375639496692,
                "se": 0.20512237048825208,
                "event_time": 11,
                "mass": 1238.0
              },
              {
                "group": 11,
                "year": 1,
                "att": -0.03688831152598268,
                "se": 0.16077400759924101,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 2,
                "att": 0.15928520232176238,
                "se": 0.12687902460095385,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 3,
                "att": -0.3127470002590504,
                "se": 0.11840654032541383,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 4,
                "att": -0.5931268298290686,
                "se": 0.12330672656302658,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 5,
                "att": -0.8427258940489737,
                "se": 0.1371824517490324,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 6,
                "att": -1.5502281506546272,
                "se": 0.16716233547768328,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 7,
                "att": -1.3720892998201393,
                "se": 0.1552036062010237,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 8,
                "att": -0.5661180233325329,
                "se": 0.13812915143995455,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 9,
                "att": -0.45799032941697776,
                "se": 0.09998959374311217,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 10,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 11,
                "att": -0.1838399187472311,
                "se": 0.12025665799957017,
                "event_time": 0,
                "mass": 1008.0
              },
              {
                "group": 11,
                "year": 12,
                "att": 0.009071146545383667,
                "se": 0.11226993847143847,
                "event_time": 1,
                "mass": 974.0
              },
              {
                "group": 11,
                "year": 13,
                "att": -0.5402089483064236,
                "se": 0.1191456106266597,
                "event_time": 2,
                "mass": 1091.0
              },
              {
                "group": 11,
                "year": 14,
                "att": -0.6293012239220416,
                "se": 0.14832292485199972,
                "event_time": 3,
                "mass": 1022.0
              },
              {
                "group": 11,
                "year": 15,
                "att": 0.22254698489633948,
                "se": 0.1506578971432058,
                "event_time": 4,
                "mass": 970.0
              },
              {
                "group": 11,
                "year": 16,
                "att": -0.18833542281109472,
                "se": 0.15472404958209499,
                "event_time": 5,
                "mass": 979.0
              },
              {
                "group": 11,
                "year": 17,
                "att": 0.3622335986967677,
                "se": 0.1337212293930233,
                "event_time": 6,
                "mass": 987.0
              },
              {
                "group": 11,
                "year": 18,
                "att": 0.17466012849781198,
                "se": 0.13548747926067087,
                "event_time": 7,
                "mass": 983.0
              },
              {
                "group": 11,
                "year": 19,
                "att": -0.1089317093642552,
                "se": 0.1842675385944844,
                "event_time": 8,
                "mass": 966.0
              },
              {
                "group": 11,
                "year": 20,
                "att": -0.46109284308371173,
                "se": 0.17920138591276108,
                "event_time": 9,
                "mass": 945.0
              },
              {
                "group": 11,
                "year": 21,
                "att": 0.2205618994681318,
                "se": 0.1698027605512334,
                "event_time": 10,
                "mass": 1017.0
              },
              {
                "group": 12,
                "year": 1,
                "att": -0.7076362898340256,
                "se": 0.1388386523822527,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 2,
                "att": -0.3157668140517693,
                "se": 0.11726986062219749,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 3,
                "att": -0.9904719627646025,
                "se": 0.10153907989785434,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 4,
                "att": 0.09788852398823776,
                "se": 0.10365395495430711,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 5,
                "att": -0.817248338141408,
                "se": 0.11017667892693286,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 6,
                "att": -0.4020509808738164,
                "se": 0.12834537367050172,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 7,
                "att": -0.7849131359794315,
                "se": 0.13674822574392795,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 8,
                "att": -0.5504770266003752,
                "se": 0.13020140703760563,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 9,
                "att": -0.14851696880925444,
                "se": 0.09604620674986898,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 10,
                "att": -0.38128039386860646,
                "se": 0.12486110174747,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 11,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 12,
                "att": 0.2774236975930099,
                "se": 0.10657035079401783,
                "event_time": 0,
                "mass": 952.0
              },
              {
                "group": 12,
                "year": 13,
                "att": 0.29965535087876516,
                "se": 0.12284035075363964,
                "event_time": 1,
                "mass": 969.0
              },
              {
                "group": 12,
                "year": 14,
                "att": 0.25214597117949894,
                "se": 0.13027456344390792,
                "event_time": 2,
                "mass": 984.0
              },
              {
                "group": 12,
                "year": 15,
                "att": 0.2775892429499831,
                "se": 0.12041411185997478,
                "event_time": 3,
                "mass": 965.0
              },
              {
                "group": 12,
                "year": 16,
                "att": -0.896780211498311,
                "se": 0.11033602619164776,
                "event_time": 4,
                "mass": 1017.0
              },
              {
                "group": 12,
                "year": 17,
                "att": -0.45084243801805635,
                "se": 0.1252370697510543,
                "event_time": 5,
                "mass": 973.0
              },
              {
                "group": 12,
                "year": 18,
                "att": -0.31049172652350426,
                "se": 0.11064451366708387,
                "event_time": 6,
                "mass": 876.0
              },
              {
                "group": 12,
                "year": 19,
                "att": -0.6924258100981557,
                "se": 0.15635854942528887,
                "event_time": 7,
                "mass": 967.0
              },
              {
                "group": 12,
                "year": 20,
                "att": -0.386336157165255,
                "se": 0.16211948206736532,
                "event_time": 8,
                "mass": 996.0
              },
              {
                "group": 12,
                "year": 21,
                "att": 0.23782692616055315,
                "se": 0.12165596691838526,
                "event_time": 9,
                "mass": 1103.0
              },
              {
                "group": 13,
                "year": 1,
                "att": 0.08686173901328487,
                "se": 0.32128446195425236,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 2,
                "att": -0.5244223800133003,
                "se": 0.5342991513851523,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 3,
                "att": -0.01569085785275178,
                "se": 0.37737315605001365,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 4,
                "att": 0.4291057317018889,
                "se": 0.14946084897845202,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 5,
                "att": 0.03426323951961504,
                "se": 0.4327900382328589,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 6,
                "att": -0.1865581166941415,
                "se": 0.342144025064683,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 7,
                "att": 0.01015725820894107,
                "se": 0.15505149951509992,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 8,
                "att": 0.024775489888320727,
                "se": 0.1529687648721992,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 9,
                "att": -0.38866623518480137,
                "se": 0.3588742062570482,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 10,
                "att": -0.1285349595343302,
                "se": 0.1810314582112764,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 11,
                "att": -0.20561326985483544,
                "se": 0.15536045568500934,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 12,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 13,
                "att": -0.36345965181695356,
                "se": 0.18358022626826176,
                "event_time": 0,
                "mass": 1357.0
              },
              {
                "group": 13,
                "year": 14,
                "att": -0.19480174100671568,
                "se": 0.5082159862247055,
                "event_time": 1,
                "mass": 1285.0
              },
              {
                "group": 13,
                "year": 15,
                "att": -0.6837592444766432,
                "se": 0.2035034962220076,
                "event_time": 2,
                "mass": 1296.0
              },
              {
                "group": 13,
                "year": 16,
                "att": -0.18599558670882216,
                "se": 0.1556282020545373,
                "event_time": 3,
                "mass": 1326.0
              },
              {
                "group": 13,
                "year": 17,
                "att": -0.08912935208616493,
                "se": 0.3136658656038678,
                "event_time": 4,
                "mass": 1314.0
              },
              {
                "group": 13,
                "year": 18,
                "att": -0.5966091772834962,
                "se": 0.35370703739219383,
                "event_time": 5,
                "mass": 1373.0
              },
              {
                "group": 13,
                "year": 19,
                "att": -0.06847558460371723,
                "se": 0.24032220052604822,
                "event_time": 6,
                "mass": 1359.0
              },
              {
                "group": 13,
                "year": 20,
                "att": -0.4270229054975608,
                "se": 0.17711395958155388,
                "event_time": 7,
                "mass": 1160.0
              },
              {
                "group": 13,
                "year": 21,
                "att": -0.08794704193259764,
                "se": 0.4945068936294572,
                "event_time": 8,
                "mass": 1292.0
              },
              {
                "group": 14,
                "year": 1,
                "att": -0.4251732413449397,
                "se": 0.3690462545495675,
                "event_time": -13,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 2,
                "att": -0.25711690740669413,
                "se": 0.3794741687177795,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 3,
                "att": -0.33261439444055113,
                "se": 0.3093683037604822,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 4,
                "att": -1.1279091903315783,
                "se": 0.3098848371989782,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 5,
                "att": -0.19342981891178626,
                "se": 0.6110986169337159,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 6,
                "att": -0.4233061727612921,
                "se": 0.3587476759320654,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 7,
                "att": 0.0165707224769112,
                "se": 0.2291165691489634,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 8,
                "att": 0.3896909698310992,
                "se": 0.19512714489125138,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 9,
                "att": 0.4093249240786382,
                "se": 0.27691711438812744,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 10,
                "att": -0.08180211339849706,
                "se": 0.31141818331543103,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 11,
                "att": -0.5687020157170225,
                "se": 0.7236842275523422,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 12,
                "att": 0.37078721270349574,
                "se": 0.2860193109967769,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 13,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 14,
                "att": 0.1789382109752218,
                "se": 0.4933765588438282,
                "event_time": 0,
                "mass": 1274.0
              },
              {
                "group": 14,
                "year": 15,
                "att": 0.27728891674092077,
                "se": 0.2620293748420421,
                "event_time": 1,
                "mass": 1205.0
              },
              {
                "group": 14,
                "year": 16,
                "att": -0.3509725207019207,
                "se": 0.8369230483735826,
                "event_time": 2,
                "mass": 1186.0
              },
              {
                "group": 14,
                "year": 17,
                "att": 0.5058478832446881,
                "se": 0.1566033909722974,
                "event_time": 3,
                "mass": 1208.0
              },
              {
                "group": 14,
                "year": 18,
                "att": 0.3022009530150764,
                "se": 0.15437956228007918,
                "event_time": 4,
                "mass": 1185.0
              },
              {
                "group": 14,
                "year": 19,
                "att": -0.36564225462189726,
                "se": 0.20795963965040548,
                "event_time": 5,
                "mass": 1252.0
              },
              {
                "group": 14,
                "year": 20,
                "att": 0.5525054552656121,
                "se": 0.3314926606838147,
                "event_time": 6,
                "mass": 1282.0
              },
              {
                "group": 14,
                "year": 21,
                "att": 0.5523001076630687,
                "se": 0.6823738559737306,
                "event_time": 7,
                "mass": 1358.0
              },
              {
                "group": 15,
                "year": 1,
                "att": 0.7428970538046629,
                "se": 0.22061545802020005,
                "event_time": -14,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 2,
                "att": 0.3755896929916361,
                "se": 0.22475677098630237,
                "event_time": -13,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 3,
                "att": 0.20240234153814143,
                "se": 0.20266602552123794,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 4,
                "att": 0.24585434325128816,
                "se": 0.32415967206057367,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 5,
                "att": 0.17051649716322717,
                "se": 0.38186862762452284,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 6,
                "att": 0.9360196732463754,
                "se": 0.2685987093509623,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 7,
                "att": 0.7038896890587772,
                "se": 0.3491365219699169,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 8,
                "att": 0.9319878415429936,
                "se": 0.5227613668628578,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 9,
                "att": 0.47008487065266286,
                "se": 0.465796582735501,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 10,
                "att": -0.23470062103580414,
                "se": 0.7000771282644828,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 11,
                "att": 0.2643757388923841,
                "se": 0.48125218849819007,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 12,
                "att": 0.3820045231438668,
                "se": 0.5618918522933066,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 13,
                "att": 0.22132145202026474,
                "se": 0.5146859345930989,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 14,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 15,
                "att": 0.3322981329076223,
                "se": 0.31164877973079685,
                "event_time": 0,
                "mass": 2314.0
              },
              {
                "group": 15,
                "year": 16,
                "att": -0.5127051981171,
                "se": 0.5649448722763235,
                "event_time": 1,
                "mass": 2227.0
              },
              {
                "group": 15,
                "year": 17,
                "att": -0.054668903919036727,
                "se": 0.34738381252724104,
                "event_time": 2,
                "mass": 2244.0
              },
              {
                "group": 15,
                "year": 18,
                "att": -0.04061589748155485,
                "se": 0.4062739697068828,
                "event_time": 3,
                "mass": 2302.0
              },
              {
                "group": 15,
                "year": 19,
                "att": -0.42030967888704696,
                "se": 0.5329069579796569,
                "event_time": 4,
                "mass": 2481.0
              },
              {
                "group": 15,
                "year": 20,
                "att": 0.41672503731704547,
                "se": 0.2938860045347713,
                "event_time": 5,
                "mass": 2739.0
              },
              {
                "group": 15,
                "year": 21,
                "att": 0.301917942106774,
                "se": 0.15835515302330502,
                "event_time": 6,
                "mass": 3095.0
              },
              {
                "group": 16,
                "year": 1,
                "att": -0.2063494538027636,
                "se": 0.16339075487658344,
                "event_time": -15,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 2,
                "att": -0.3948979483438749,
                "se": 0.1584385511011765,
                "event_time": -14,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 3,
                "att": -0.2395255046674065,
                "se": 0.1308088836368068,
                "event_time": -13,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 4,
                "att": -0.6618223147371706,
                "se": 0.14021813715677714,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 5,
                "att": 0.21508070596321133,
                "se": 0.13136187696223603,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 6,
                "att": 0.2417688942912005,
                "se": 0.1534414801799338,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 7,
                "att": 0.24189637002093092,
                "se": 0.17147136812166935,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 8,
                "att": 0.05748275501088135,
                "se": 0.17334981894270027,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 9,
                "att": -0.9156643361996195,
                "se": 0.14236915471220202,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 10,
                "att": -0.9012917630954109,
                "se": 0.15270986635529382,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 11,
                "att": -0.5284938588855748,
                "se": 0.12209962655702825,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 12,
                "att": -0.166299370536291,
                "se": 0.16577838530333602,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 13,
                "att": -0.37016172275013143,
                "se": 0.1631762434852854,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 14,
                "att": -0.11678021994602283,
                "se": 0.14513709265070332,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 15,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 16,
                "att": -0.3371274442675631,
                "se": 0.12273431189791445,
                "event_time": 0,
                "mass": 375.0
              },
              {
                "group": 16,
                "year": 17,
                "att": 0.6277848582232665,
                "se": 0.11034509762873967,
                "event_time": 1,
                "mass": 339.0
              },
              {
                "group": 16,
                "year": 18,
                "att": -0.6225147205536069,
                "se": 0.10088149489361833,
                "event_time": 2,
                "mass": 333.0
              },
              {
                "group": 16,
                "year": 19,
                "att": -0.7551255639769522,
                "se": 0.14801440831257232,
                "event_time": 3,
                "mass": 327.0
              },
              {
                "group": 16,
                "year": 20,
                "att": 0.1925501248379539,
                "se": 0.1333177179992695,
                "event_time": 4,
                "mass": 304.0
              },
              {
                "group": 16,
                "year": 21,
                "att": -0.07314887523562935,
                "se": 0.13613227076323878,
                "event_time": 5,
                "mass": 381.0
              },
              {
                "group": 19,
                "year": 1,
                "att": 0.23528392173130835,
                "se": 0.22127388084910002,
                "event_time": -18,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 2,
                "att": 0.31328582866119953,
                "se": 0.437759346412639,
                "event_time": -17,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 3,
                "att": -0.5729338088936176,
                "se": 0.570945543917558,
                "event_time": -16,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 4,
                "att": 0.1009577700647296,
                "se": 0.6341963414286031,
                "event_time": -15,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 5,
                "att": 0.23292201998926373,
                "se": 0.35496542268015535,
                "event_time": -14,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 6,
                "att": -0.4379850469305117,
                "se": 0.21515169468682221,
                "event_time": -13,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 7,
                "att": 0.029538542633785293,
                "se": 0.6386429675474565,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 8,
                "att": -0.5440153093727935,
                "se": 0.6912346189845088,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 9,
                "att": -0.5898280627482795,
                "se": 0.374657540865147,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 10,
                "att": -0.8144546122572801,
                "se": 0.4714027143334862,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 11,
                "att": -0.7401489496357976,
                "se": 0.3622950759885566,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 12,
                "att": -0.3091670061463756,
                "se": 0.4664906041198889,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 13,
                "att": 0.08699832343864032,
                "se": 0.3097028382074168,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 14,
                "att": -0.43570057340648427,
                "se": 0.49318939996060585,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 15,
                "att": -0.4144744572101334,
                "se": 0.7026168938871173,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 16,
                "att": -0.5007338714639227,
                "se": 0.26043057177431805,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 17,
                "att": 0.170176854441627,
                "se": 0.4016253676288153,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 18,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 19,
                "att": 0.18861826784118293,
                "se": 0.45872289447002923,
                "event_time": 0,
                "mass": 1131.0
              },
              {
                "group": 19,
                "year": 20,
                "att": -0.18224561094420066,
                "se": 0.40708876523301346,
                "event_time": 1,
                "mass": 1194.0
              },
              {
                "group": 19,
                "year": 21,
                "att": 0.6640067147737186,
                "se": 0.48708445015540913,
                "event_time": 2,
                "mass": 1272.0
              }
            ],
            "treated_cell_att": -0.21745376954687665,
            "treated_cell_se": 0.11137463539944592,
            "checks": {
              "input_rows": 1990,
              "retained_rows": 1990,
              "all_observed_post_cells_estimated": true,
              "dynamic_cluster_se_error": 0.0
            },
            "target": "Equal average of nonnegative native CS-DID event-time effects",
            "donor_rule": "notyettreated",
            "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty",
            "warnings": [
              "Be aware that there are some small groups in your dataset.\n  Check groups: 6,9,10,11,12,13,14,15,16,19.",
              "Not returning pre-test Wald statistic due to singular covariance matrix",
              "Time-varying weights detected. For balanced panel data, the default behavior uses the weight from the earlier of the two time periods in each 2x2 comparison (the base period for post-treatment cells). Use the 'fix_weights' argument to control this behavior."
            ],
            "seconds": 0.5241511669009924,
            "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."
            },
            "estimate": -0.04365642585980156,
            "event_study": [
              {
                "event_time": -18,
                "estimate": 0.24872225724862532,
                "raw_gap": 0.3844322720400592,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1214.0,
                "relative_to_minus_one": 0.041897204602591526
              },
              {
                "event_time": -17,
                "estimate": 0.2824966745012688,
                "raw_gap": 0.4182066892927026,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1167.0,
                "relative_to_minus_one": 0.07567162185523502
              },
              {
                "event_time": -16,
                "estimate": -0.48079183552924576,
                "raw_gap": -0.34508182073781185,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1254.0,
                "relative_to_minus_one": -0.6876168881752796
              },
              {
                "event_time": -15,
                "estimate": 0.06524813213840192,
                "raw_gap": 0.17775172883189874,
                "n": 4,
                "n_cells": 4,
                "weight_sum": 1551.0,
                "relative_to_minus_one": -0.14157692050763188
              },
              {
                "event_time": -14,
                "estimate": 0.3622884302447601,
                "raw_gap": 0.3103443605078878,
                "n": 6,
                "n_cells": 6,
                "weight_sum": 3989.0,
                "relative_to_minus_one": 0.1554633775987263
              },
              {
                "event_time": -13,
                "estimate": 0.03576711440147982,
                "raw_gap": -0.025719993838817276,
                "n": 8,
                "n_cells": 8,
                "weight_sum": 5752.0,
                "relative_to_minus_one": -0.17105793824455398
              },
              {
                "event_time": -12,
                "estimate": -0.02645734855670354,
                "raw_gap": -0.0708756080750349,
                "n": 10,
                "n_cells": 10,
                "weight_sum": 7400.0,
                "relative_to_minus_one": -0.23328240120273733
              },
              {
                "event_time": -11,
                "estimate": -0.15528428342797593,
                "raw_gap": -0.18371527995687562,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 8208.0,
                "relative_to_minus_one": -0.36210933607400975
              },
              {
                "event_time": -10,
                "estimate": -0.07736937492637648,
                "raw_gap": -0.12185999001871446,
                "n": 12,
                "n_cells": 12,
                "weight_sum": 9342.0,
                "relative_to_minus_one": -0.28419442757241026
              },
              {
                "event_time": -9,
                "estimate": 0.16515340908952045,
                "raw_gap": 0.11896305911229163,
                "n": 14,
                "n_cells": 14,
                "weight_sum": 10500.0,
                "relative_to_minus_one": -0.041671643556513344
              },
              {
                "event_time": -8,
                "estimate": 0.04021698222704552,
                "raw_gap": 0.016410452784565186,
                "n": 17,
                "n_cells": 17,
                "weight_sum": 12079.0,
                "relative_to_minus_one": -0.16660807041898829
              },
              {
                "event_time": -7,
                "estimate": 0.15593724211888343,
                "raw_gap": 0.10939952413224467,
                "n": 35,
                "n_cells": 35,
                "weight_sum": 25414.0,
                "relative_to_minus_one": -0.05088781052715036
              },
              {
                "event_time": -6,
                "estimate": 0.09615318831130037,
                "raw_gap": 0.04708309022573026,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 34061.0,
                "relative_to_minus_one": -0.11067186433473342
              },
              {
                "event_time": -5,
                "estimate": 0.09516670101841214,
                "raw_gap": 0.046200420739898884,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 35589.0,
                "relative_to_minus_one": -0.11165835162762165
              },
              {
                "event_time": -4,
                "estimate": 0.15433013263905626,
                "raw_gap": 0.10507701326226997,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 36333.0,
                "relative_to_minus_one": -0.05249492000697753
              },
              {
                "event_time": -3,
                "estimate": 0.19587666387245203,
                "raw_gap": 0.147368810950192,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 34902.0,
                "relative_to_minus_one": -0.010948388773581758
              },
              {
                "event_time": -2,
                "estimate": 0.19181936901271565,
                "raw_gap": 0.14265785287330862,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 35723.0,
                "relative_to_minus_one": -0.01500568363331814
              },
              {
                "event_time": -1,
                "estimate": 0.2068250526460338,
                "raw_gap": 0.1572461761747394,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 35047.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": 0.11202318363338226,
                "raw_gap": 0.06363117345991932,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 33867.0,
                "relative_to_minus_one": -0.09480186901265153
              },
              {
                "event_time": 1,
                "estimate": 0.12518965225690828,
                "raw_gap": 0.07718545554740806,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 33346.0,
                "relative_to_minus_one": -0.0816354003891255
              },
              {
                "event_time": 2,
                "estimate": 0.014721916848530461,
                "raw_gap": -0.032520383968532435,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 33340.0,
                "relative_to_minus_one": -0.19210313579750332
              },
              {
                "event_time": 3,
                "estimate": -0.013466911162622898,
                "raw_gap": -0.0678648934037272,
                "n": 43,
                "n_cells": 43,
                "weight_sum": 32234.0,
                "relative_to_minus_one": -0.22029196380865668
              },
              {
                "event_time": 4,
                "estimate": -0.024079205513662667,
                "raw_gap": -0.07882080244130078,
                "n": 43,
                "n_cells": 43,
                "weight_sum": 31861.0,
                "relative_to_minus_one": -0.23090425815969645
              },
              {
                "event_time": 5,
                "estimate": 0.02219912162171114,
                "raw_gap": -0.033533174506860344,
                "n": 43,
                "n_cells": 43,
                "weight_sum": 32569.0,
                "relative_to_minus_one": -0.18462593102432265
              },
              {
                "event_time": 6,
                "estimate": 0.08845408916362721,
                "raw_gap": 0.029747948025552733,
                "n": 42,
                "n_cells": 42,
                "weight_sum": 32835.0,
                "relative_to_minus_one": -0.11837096348240658
              },
              {
                "event_time": 7,
                "estimate": -0.07692667181672846,
                "raw_gap": -0.12651045204455236,
                "n": 40,
                "n_cells": 40,
                "weight_sum": 29560.0,
                "relative_to_minus_one": -0.28375172446276226
              },
              {
                "event_time": 8,
                "estimate": -0.21704669742995555,
                "raw_gap": -0.2642005139211106,
                "n": 38,
                "n_cells": 38,
                "weight_sum": 28798.0,
                "relative_to_minus_one": -0.4238717500759893
              },
              {
                "event_time": 9,
                "estimate": -0.19961786681775792,
                "raw_gap": -0.2513086258216041,
                "n": 36,
                "n_cells": 36,
                "weight_sum": 27700.0,
                "relative_to_minus_one": -0.40644291946379174
              },
              {
                "event_time": 10,
                "estimate": 0.10306762168474162,
                "raw_gap": 0.04761396158598107,
                "n": 35,
                "n_cells": 35,
                "weight_sum": 27198.0,
                "relative_to_minus_one": -0.10375743096129217
              },
              {
                "event_time": 11,
                "estimate": -0.3018849494372822,
                "raw_gap": -0.35354675953501286,
                "n": 34,
                "n_cells": 34,
                "weight_sum": 26462.0,
                "relative_to_minus_one": -0.508710002083316
              },
              {
                "event_time": 12,
                "estimate": -0.19672001658880675,
                "raw_gap": -0.24666121184476636,
                "n": 32,
                "n_cells": 32,
                "weight_sum": 27364.0,
                "relative_to_minus_one": -0.40354506923484057
              },
              {
                "event_time": 13,
                "estimate": -0.07227829833908074,
                "raw_gap": -0.13473607571855875,
                "n": 29,
                "n_cells": 29,
                "weight_sum": 28357.0,
                "relative_to_minus_one": -0.2791033509851145
              },
              {
                "event_time": 14,
                "estimate": -0.231570461584722,
                "raw_gap": -0.2850550898913346,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 12694.0,
                "relative_to_minus_one": -0.4383955142307558
              },
              {
                "event_time": 15,
                "estimate": -0.5028987999352357,
                "raw_gap": -0.49092551886253943,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 879.0,
                "relative_to_minus_one": -0.7097238525812695
              }
            ],
            "package_event_study": {
              "event_time": [
                -18.0,
                -17.0,
                -16.0,
                -15.0,
                -14.0,
                -13.0,
                -12.0,
                -11.0,
                -10.0,
                -9.0,
                -8.0,
                -7.0,
                -6.0,
                -5.0,
                -4.0,
                -3.0,
                -2.0,
                -1.0,
                0.0,
                1.0,
                2.0,
                3.0,
                4.0,
                5.0,
                6.0,
                7.0,
                8.0,
                9.0,
                10.0,
                11.0,
                12.0,
                13.0,
                14.0,
                15.0
              ],
              "estimate": [
                0.3584851869291252,
                0.16181362954913028,
                -0.2822062843532341,
                0.29697777174960116,
                0.11197249679442371,
                -0.06397061650658875,
                0.02308132539954748,
                -0.12573542325746442,
                -0.1446086166115803,
                0.11097867990086899,
                -0.05423330065459986,
                0.08382524082895486,
                -0.013447392887499335,
                -0.027494782366156906,
                0.0031149266066649657,
                0.005480191508374479,
                0.005958074830274455,
                -0.03347504291549242,
                -0.13722152183482927,
                -0.07675695271483629,
                -0.1361140057441448,
                -0.20988715202036184,
                -0.21557593319906793,
                -0.06992285910870145,
                -0.028837533832264013,
                -0.2800363730780539,
                -0.4429150665674939,
                -0.3418388118862533,
                -0.12168576659860779,
                -0.5180741409622043,
                -0.25793496362184704,
                -0.12220696206565557,
                -0.1913748610164948,
                -0.49092551886253943
              ],
              "n": [
                3.0,
                3.0,
                3.0,
                4.0,
                6.0,
                8.0,
                10.0,
                11.0,
                12.0,
                14.0,
                17.0,
                35.0,
                45.0,
                46.0,
                46.0,
                46.0,
                46.0,
                46.0,
                46.0,
                46.0,
                46.0,
                43.0,
                43.0,
                43.0,
                42.0,
                40.0,
                38.0,
                36.0,
                35.0,
                34.0,
                32.0,
                29.0,
                11.0,
                1.0
              ]
            },
            "sdid_pre_gap_correction": [
              {
                "cohort": 5,
                "pre_gap": 0.01197328107269625
              },
              {
                "cohort": 6,
                "pre_gap": -0.058402148897740466
              },
              {
                "cohort": 7,
                "pre_gap": -0.06853067156776371
              },
              {
                "cohort": 8,
                "pre_gap": 0.13573772106218612
              },
              {
                "cohort": 9,
                "pre_gap": -0.07360735986299391
              },
              {
                "cohort": 10,
                "pre_gap": -0.144306131292601
              },
              {
                "cohort": 11,
                "pre_gap": 0.052933267186062505
              },
              {
                "cohort": 12,
                "pre_gap": 0.052306028384625856
              },
              {
                "cohort": 13,
                "pre_gap": -0.08644221305415192
              },
              {
                "cohort": 14,
                "pre_gap": -0.14597477765932626
              },
              {
                "cohort": 15,
                "pre_gap": 0.02696936684611586
              },
              {
                "cohort": 18,
                "pre_gap": 0.1357100147914338
              }
            ],
            "diagnostics": {
              "converged": true,
              "pre_rmse": 0.2518678158854454,
              "zeta_omega": [
                1.8585402705293763,
                3.4487751418373733,
                3.9488985742274507,
                2.472878657275852,
                2.187831174470562,
                1.7835424201993209,
                1.8116393962065138,
                2.1085064939071096,
                2.0598868703679716,
                2.0073982653192126,
                1.6260807977427356,
                1.8790174160297688
              ],
              "zeta_lambda": [
                9.292701352646881e-07,
                9.854669523226322e-07,
                9.911190964542332e-07,
                9.895475196315009e-07,
                9.8846431640584e-07,
                9.793440111172929e-07,
                1.018759698829815e-06,
                1.0236625533833593e-06,
                1.0299434351839857e-06,
                1.0377710124702264e-06,
                1.0389731126649986e-06,
                1.084851210956782e-06
              ],
              "n_observed": 1990,
              "n_missing": 5,
              "n_treated_observed": 565,
              "n_untreated_observed": 1425,
              "missing_method": "available-case normalized weights",
              "missing_diagnostics": [
                {
                  "cohort": 5,
                  "unit_iterations": 19,
                  "time_iterations": 25,
                  "unit_objective": 0.10276660225837836,
                  "time_objective": 0.37180975990039666,
                  "unit_projected_gradient": 4.43723464915724e-09,
                  "time_projected_gradient": 7.312956185057118e-09
                },
                {
                  "cohort": 6,
                  "unit_iterations": 14,
                  "time_iterations": 28,
                  "unit_objective": 0.2818797415460536,
                  "time_objective": 0.2491575834585938,
                  "unit_projected_gradient": 2.833276280256314e-09,
                  "time_projected_gradient": 8.012269958612706e-09
                },
                {
                  "cohort": 7,
                  "unit_iterations": 13,
                  "time_iterations": 29,
                  "unit_objective": 0.33736495065156824,
                  "time_objective": 0.2224733423629338,
                  "unit_projected_gradient": 5.479695384946748e-09,
                  "time_projected_gradient": 4.256419605663808e-09
                },
                {
                  "cohort": 8,
                  "unit_iterations": 11,
                  "time_iterations": 32,
                  "unit_objective": 0.1628380172468818,
                  "time_objective": 0.2522688798292076,
                  "unit_projected_gradient": 8.541525505986747e-09,
                  "time_projected_gradient": 9.551579138733501e-09
                },
                {
                  "cohort": 9,
                  "unit_iterations": 13,
                  "time_iterations": 26,
                  "unit_objective": 0.2869678160834127,
                  "time_objective": 0.26639738994025,
                  "unit_projected_gradient": 5.0439333300345e-09,
                  "time_projected_gradient": 3.156328531872532e-09
                },
                {
                  "cohort": 10,
                  "unit_iterations": 14,
                  "time_iterations": 51,
                  "unit_objective": 0.18191230490691598,
                  "time_objective": 0.2621099057990352,
                  "unit_projected_gradient": 7.193249502990273e-09,
                  "time_projected_gradient": 5.664184482556678e-09
                },
                {
                  "cohort": 11,
                  "unit_iterations": 12,
                  "time_iterations": 29,
                  "unit_objective": 0.14412440500838744,
                  "time_objective": 0.23894338931924683,
                  "unit_projected_gradient": 3.6750462915902116e-09,
                  "time_projected_gradient": 4.869391723172356e-09
                },
                {
                  "cohort": 12,
                  "unit_iterations": 15,
                  "time_iterations": 59,
                  "unit_objective": 0.15362782430917138,
                  "time_objective": 0.25445191908807435,
                  "unit_projected_gradient": 4.826930353682424e-09,
                  "time_projected_gradient": 5.3977024933038464e-09
                },
                {
                  "cohort": 13,
                  "unit_iterations": 13,
                  "time_iterations": 54,
                  "unit_objective": 0.18804019241531317,
                  "time_objective": 0.3118667672750596,
                  "unit_projected_gradient": 5.722302076627273e-10,
                  "time_projected_gradient": 8.655965916259944e-09
                },
                {
                  "cohort": 14,
                  "unit_iterations": 13,
                  "time_iterations": 44,
                  "unit_objective": 0.1595362364914963,
                  "time_objective": 0.2814677269244187,
                  "unit_projected_gradient": 1.9972902845499796e-09,
                  "time_projected_gradient": 8.986129867993853e-09
                },
                {
                  "cohort": 15,
                  "unit_iterations": 18,
                  "time_iterations": 29,
                  "unit_objective": 0.14905602567048062,
                  "time_objective": 0.24013889745753753,
                  "unit_projected_gradient": 5.9787828559504375e-09,
                  "time_projected_gradient": 8.131909388919834e-09
                },
                {
                  "cohort": 18,
                  "unit_iterations": 11,
                  "time_iterations": 48,
                  "unit_objective": 0.19893082104543414,
                  "time_objective": 0.3466320089803031,
                  "unit_projected_gradient": 6.105554960916804e-09,
                  "time_projected_gradient": 7.256766187957453e-09
                }
              ]
            },
            "checks": {
              "scalar_vs_treated_cell_average": 1.3877787807814457e-17,
              "native_scalar_vs_unweighted_matrix_average": 3.3306690738754696e-16
            },
            "native_matrix_att": -0.1606223298044108,
            "matrix_preparation": {
              "source_rows": 1990,
              "matrix_shape": [
                95,
                21
              ],
              "observed_cells": 1990,
              "missing_cells": 5,
              "repeated_cells": 0,
              "minimum_cell_count": 1,
              "maximum_cell_count": 1,
              "observation_mass": 1132105.0,
              "treated_observation_mass": 439064.0,
              "within_cell_aggregation": "Observation-weighted outcome mean",
              "fitting_weights": "Standard crabbymetrics objective on cell means; no cell-count precision weighting",
              "reporting_weights": "Sum of original observation weights per treated unit-period"
            },
            "seconds": 0.003373917192220688,
            "crabbymetrics": "0.9.1",
            "crabbymetrics_build": {
              "source_commit": "cb3fcc0e8664cdbb6848d3998ddc4365d65740dc",
              "extension_sha256": "3e1dd2e2bd6d38612b9200b15094fc37138cd002749f8b31148d6265fc533cbd"
            },
            "normalization": "Original source outcome / source SD; no mean subtraction",
            "target": "All observed treated observations, using configured observation weights; cell mass equals sum of row weights",
            "status": "estimated"
          },
          {
            "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": -0.2289189682752028,
            "event_study": [
              {
                "event_time": -18,
                "estimate": 0.13625465549407542,
                "raw_gap": 0.13625465549407542,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1214.0,
                "relative_to_minus_one": 0.13375607928263009
              },
              {
                "event_time": -17,
                "estimate": 0.22061174118050628,
                "raw_gap": 0.22061174118050628,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1167.0,
                "relative_to_minus_one": 0.21811316496906094
              },
              {
                "event_time": -16,
                "estimate": -0.22773475612475344,
                "raw_gap": -0.22773475612475344,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1254.0,
                "relative_to_minus_one": -0.23023333233619878
              },
              {
                "event_time": -15,
                "estimate": 0.054737309820662,
                "raw_gap": 0.054737309820662,
                "n": 4,
                "n_cells": 4,
                "weight_sum": 1551.0,
                "relative_to_minus_one": 0.052238733609216666
              },
              {
                "event_time": -14,
                "estimate": 0.15159047536962975,
                "raw_gap": 0.15159047536962975,
                "n": 6,
                "n_cells": 6,
                "weight_sum": 3989.0,
                "relative_to_minus_one": 0.1490918991581844
              },
              {
                "event_time": -13,
                "estimate": 0.012543656698415855,
                "raw_gap": 0.012543656698415855,
                "n": 8,
                "n_cells": 8,
                "weight_sum": 5752.0,
                "relative_to_minus_one": 0.010045080486970517
              },
              {
                "event_time": -12,
                "estimate": -0.01352632886002021,
                "raw_gap": -0.01352632886002021,
                "n": 10,
                "n_cells": 10,
                "weight_sum": 7400.0,
                "relative_to_minus_one": -0.016024905071465548
              },
              {
                "event_time": -11,
                "estimate": -0.097487041633115,
                "raw_gap": -0.097487041633115,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 8208.0,
                "relative_to_minus_one": -0.09998561784456034
              },
              {
                "event_time": -10,
                "estimate": -0.05389582575753001,
                "raw_gap": -0.05389582575753001,
                "n": 12,
                "n_cells": 12,
                "weight_sum": 9342.0,
                "relative_to_minus_one": -0.05639440196897535
              },
              {
                "event_time": -9,
                "estimate": 0.07423935154634004,
                "raw_gap": 0.07423935154634004,
                "n": 14,
                "n_cells": 14,
                "weight_sum": 10500.0,
                "relative_to_minus_one": 0.0717407753348947
              },
              {
                "event_time": -8,
                "estimate": 0.01022479256236385,
                "raw_gap": 0.01022479256236385,
                "n": 17,
                "n_cells": 17,
                "weight_sum": 12079.0,
                "relative_to_minus_one": 0.007726216350918512
              },
              {
                "event_time": -7,
                "estimate": 0.026150036802174932,
                "raw_gap": 0.026150036802174932,
                "n": 35,
                "n_cells": 35,
                "weight_sum": 25414.0,
                "relative_to_minus_one": 0.023651460590729593
              },
              {
                "event_time": -6,
                "estimate": -0.02762139411148098,
                "raw_gap": -0.02762139411148098,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 34061.0,
                "relative_to_minus_one": -0.03011997032292632
              },
              {
                "event_time": -5,
                "estimate": -0.017411855665611237,
                "raw_gap": -0.017411855665611237,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 35589.0,
                "relative_to_minus_one": -0.019910431877056576
              },
              {
                "event_time": -4,
                "estimate": -0.034980128678580136,
                "raw_gap": -0.034980128678580136,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 36333.0,
                "relative_to_minus_one": -0.03747870489002547
              },
              {
                "event_time": -3,
                "estimate": 0.019694210794609944,
                "raw_gap": 0.019694210794609944,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 34902.0,
                "relative_to_minus_one": 0.017195634583164605
              },
              {
                "event_time": -2,
                "estimate": 0.026794737560035323,
                "raw_gap": 0.026794737560035323,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 35723.0,
                "relative_to_minus_one": 0.024296161348589983
              },
              {
                "event_time": -1,
                "estimate": 0.002498576211445338,
                "raw_gap": 0.002498576211445338,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 35047.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.060158252842052125,
                "raw_gap": -0.060158252842052125,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 33867.0,
                "relative_to_minus_one": -0.06265682905349747
              },
              {
                "event_time": 1,
                "estimate": -0.030257390342785344,
                "raw_gap": -0.030257390342785344,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 33346.0,
                "relative_to_minus_one": -0.03275596655423068
              },
              {
                "event_time": 2,
                "estimate": -0.10548749785529149,
                "raw_gap": -0.10548749785529149,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 33340.0,
                "relative_to_minus_one": -0.10798607406673683
              },
              {
                "event_time": 3,
                "estimate": -0.13019087133020674,
                "raw_gap": -0.13019087133020674,
                "n": 43,
                "n_cells": 43,
                "weight_sum": 32234.0,
                "relative_to_minus_one": -0.13268944754165207
              },
              {
                "event_time": 4,
                "estimate": -0.20633641344891857,
                "raw_gap": -0.20633641344891857,
                "n": 43,
                "n_cells": 43,
                "weight_sum": 31861.0,
                "relative_to_minus_one": -0.2088349896603639
              },
              {
                "event_time": 5,
                "estimate": -0.1734990272668724,
                "raw_gap": -0.1734990272668724,
                "n": 43,
                "n_cells": 43,
                "weight_sum": 32569.0,
                "relative_to_minus_one": -0.17599760347831775
              },
              {
                "event_time": 6,
                "estimate": -0.07315968219681981,
                "raw_gap": -0.07315968219681981,
                "n": 42,
                "n_cells": 42,
                "weight_sum": 32835.0,
                "relative_to_minus_one": -0.07565825840826515
              },
              {
                "event_time": 7,
                "estimate": -0.19605252187855673,
                "raw_gap": -0.19605252187855673,
                "n": 40,
                "n_cells": 40,
                "weight_sum": 29560.0,
                "relative_to_minus_one": -0.19855109809000207
              },
              {
                "event_time": 8,
                "estimate": -0.3590078601376505,
                "raw_gap": -0.3590078601376505,
                "n": 38,
                "n_cells": 38,
                "weight_sum": 28798.0,
                "relative_to_minus_one": -0.36150643634909585
              },
              {
                "event_time": 9,
                "estimate": -0.41530126269397444,
                "raw_gap": -0.41530126269397444,
                "n": 36,
                "n_cells": 36,
                "weight_sum": 27700.0,
                "relative_to_minus_one": -0.4177998389054198
              },
              {
                "event_time": 10,
                "estimate": -0.143225024231573,
                "raw_gap": -0.143225024231573,
                "n": 35,
                "n_cells": 35,
                "weight_sum": 27198.0,
                "relative_to_minus_one": -0.14572360044301833
              },
              {
                "event_time": 11,
                "estimate": -0.5258846675227058,
                "raw_gap": -0.5258846675227058,
                "n": 34,
                "n_cells": 34,
                "weight_sum": 26462.0,
                "relative_to_minus_one": -0.5283832437341511
              },
              {
                "event_time": 12,
                "estimate": -0.4170419879380481,
                "raw_gap": -0.4170419879380481,
                "n": 32,
                "n_cells": 32,
                "weight_sum": 27364.0,
                "relative_to_minus_one": -0.4195405641494934
              },
              {
                "event_time": 13,
                "estimate": -0.3309517597899784,
                "raw_gap": -0.3309517597899784,
                "n": 29,
                "n_cells": 29,
                "weight_sum": 28357.0,
                "relative_to_minus_one": -0.3334503360014237
              },
              {
                "event_time": 14,
                "estimate": -0.6676770083559881,
                "raw_gap": -0.6676770083559881,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 12694.0,
                "relative_to_minus_one": -0.6701755845674334
              },
              {
                "event_time": 15,
                "estimate": -0.45705245343478573,
                "raw_gap": -0.45705245343478573,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 879.0,
                "relative_to_minus_one": -0.45955102964623107
              }
            ],
            "package_event_study": {
              "event_time": [
                -18.0,
                -17.0,
                -16.0,
                -15.0,
                -14.0,
                -13.0,
                -12.0,
                -11.0,
                -10.0,
                -9.0,
                -8.0,
                -7.0,
                -6.0,
                -5.0,
                -4.0,
                -3.0,
                -2.0,
                -1.0,
                0.0,
                1.0,
                2.0,
                3.0,
                4.0,
                5.0,
                6.0,
                7.0,
                8.0,
                9.0,
                10.0,
                11.0,
                12.0,
                13.0,
                14.0,
                15.0
              ],
              "estimate": [
                0.14518770981446316,
                0.15560577837526957,
                -0.12062511988846285,
                0.08591528975503815,
                0.08130846412507697,
                -0.004578903303800175,
                0.009051125247177971,
                -0.09026640080492127,
                -0.07470497916420064,
                0.04753042692946906,
                -0.04349854581081522,
                0.03304037945853336,
                -0.006264567171590328,
                0.0006192700787491644,
                -0.02272766973325472,
                0.010018764369204285,
                0.031059154333935877,
                -0.02629503280305674,
                -0.13396500220954288,
                -0.04966636015169685,
                -0.07269934305758635,
                -0.15686793916011782,
                -0.2089299259374317,
                -0.08193575578179874,
                -0.01591376259151044,
                -0.21813886606045046,
                -0.4119482053145512,
                -0.34076371846286513,
                -0.13696462733912762,
                -0.49351429222319043,
                -0.23131583898625072,
                -0.11986520681940578,
                -0.22282993464664544,
                -0.45705245343478573
              ],
              "n": [
                3.0,
                3.0,
                3.0,
                4.0,
                6.0,
                8.0,
                10.0,
                11.0,
                12.0,
                14.0,
                17.0,
                35.0,
                45.0,
                46.0,
                46.0,
                46.0,
                46.0,
                46.0,
                46.0,
                46.0,
                46.0,
                43.0,
                43.0,
                43.0,
                42.0,
                40.0,
                38.0,
                36.0,
                35.0,
                34.0,
                32.0,
                29.0,
                11.0,
                1.0
              ]
            },
            "sdid_pre_gap_correction": [],
            "diagnostics": {
              "converged": true,
              "iterations": 50,
              "termination_reason": "Relative objective tolerance reached",
              "objective": 0.3364348743482457,
              "lambda_l": 0.003727499384265364,
              "singular_values": [
                8.319748157256374,
                7.5699055247559475,
                6.354704871168261,
                5.681396211669014,
                5.024271889213495,
                4.84182728722235,
                4.547076574800037,
                3.7977576270012134,
                3.6546966705616244,
                3.1732986916770454,
                2.764327671276524,
                2.2838931101955877,
                1.673321869942212,
                1.5560809472206456,
                1.2906946563249933,
                1.030178793094815,
                0.6218060363192937,
                0.20055614877557293,
                0.0,
                0.0,
                0.0
              ],
              "history_objective": [
                0.33815732762576334,
                0.3370633069716297,
                0.3367282497380435,
                0.3365805040875503,
                0.3365103952447561,
                0.336475416017353,
                0.33645726671246523,
                0.3364475432544739,
                0.33644219208504056,
                0.33643917868224205,
                0.3364374474608712,
                0.33643643512101223,
                0.3364358337003734,
                0.33643547123878825,
                0.3364352499067773,
                0.33643511310984414,
                0.3364350276085659,
                0.33643497360851543,
                0.33643493917057343,
                0.336434917007817,
                0.3364349026233008,
                0.3364348932129172,
                0.33643488701098934,
                0.3364348828954274,
                0.3364348801469117,
                0.3364348783005159,
                0.3364348770533976,
                0.3364348762068461,
                0.33643487562957797,
                0.336434875234298,
                0.3364348749626107,
                0.33643487477523304,
                0.33643487464560384,
                0.336434874555676,
                0.3364348744931349,
                0.3364348744495426,
                0.33643487441909803,
                0.3364348743977975,
                0.3364348743828708,
                0.3364348743723963,
                0.3364348743650363,
                0.33643487435985964,
                0.3364348743562147,
                0.3364348743536463,
                0.3364348743518345,
                0.3364348743505562,
                0.33643487434965336,
                0.33643487434901553,
                0.3364348743485644,
                0.3364348743482457
              ],
              "history_rmse": [
                0.3116724663159243,
                0.31080098585532395,
                0.3106734434789118,
                0.3106307725366788,
                0.31060665943244875,
                0.3105900668390921,
                0.3105781351216485,
                0.31056948566565007,
                0.3105631963887717,
                0.3105586038157949,
                0.3105552295218921,
                0.31055273119784155,
                0.31055086524362085,
                0.31054945858031585,
                0.31054838803396884,
                0.3105475655868551,
                0.31054692796927647,
                0.3105464293684669,
                0.3105460363363644,
                0.31054572423271415,
                0.3105454747347422,
                0.31054527408650023,
                0.3105451118615521,
                0.3105449800828503,
                0.3105448725921121,
                0.3105447845943631,
                0.3105447123261756,
                0.3105446528118646,
                0.31054460368266656,
                0.31054456304139477,
                0.31054452936019683,
                0.31054450140261225,
                0.3105444781636462,
                0.31054445882329196,
                0.31054444271022275,
                0.31054442927319137,
                0.31054441805837657,
                0.31054440869130373,
                0.3105444008623541,
                0.310544394315081,
                0.31054438883674673,
                0.3105443842506336,
                0.31054438040976556,
                0.31054437719177497,
                0.31054437449468125,
                0.310544372233428,
                0.31054437033701554,
                0.3105443687461399,
                0.31054436741123626,
                0.31054436629085524
              ],
              "n_observed": 1990,
              "n_missing": 5,
              "n_treated_observed": 565,
              "n_untreated_observed": 1425
            },
            "checks": {
              "scalar_vs_treated_cell_average": 0.0,
              "native_scalar_vs_unweighted_matrix_average": 2.220446049250313e-16
            },
            "native_matrix_att": -0.18357317514563543,
            "matrix_preparation": {
              "source_rows": 1990,
              "matrix_shape": [
                95,
                21
              ],
              "observed_cells": 1990,
              "missing_cells": 5,
              "repeated_cells": 0,
              "minimum_cell_count": 1,
              "maximum_cell_count": 1,
              "observation_mass": 1132105.0,
              "treated_observation_mass": 439064.0,
              "within_cell_aggregation": "Observation-weighted outcome mean",
              "fitting_weights": "Standard crabbymetrics objective on cell means; no cell-count precision weighting",
              "reporting_weights": "Sum of original observation weights per treated unit-period"
            },
            "seconds": 0.004831250291317701,
            "crabbymetrics": "0.9.1",
            "crabbymetrics_build": {
              "source_commit": "cb3fcc0e8664cdbb6848d3998ddc4365d65740dc",
              "extension_sha256": "3e1dd2e2bd6d38612b9200b15094fc37138cd002749f8b31148d6265fc533cbd"
            },
            "normalization": "Original source outcome / source SD; no mean subtraction",
            "target": "All observed treated observations, using configured observation weights; cell mass equals sum of row weights",
            "status": "estimated"
          },
          {
            "method": "Horizontal ridge",
            "class": "HorizontalPanelRidge",
            "parameters": {
              "penalty": 1.0
            },
            "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."
            },
            "estimate": -0.48876568806058124,
            "event_study": [
              {
                "event_time": -18,
                "estimate": 0.04314856261048917,
                "raw_gap": 0.04314856261048917,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1214.0,
                "relative_to_minus_one": -0.15805085213925285
              },
              {
                "event_time": -17,
                "estimate": 0.27915635452602683,
                "raw_gap": 0.27915635452602683,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1167.0,
                "relative_to_minus_one": 0.07795693977628482
              },
              {
                "event_time": -16,
                "estimate": -0.09049802520593307,
                "raw_gap": -0.09049802520593307,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1254.0,
                "relative_to_minus_one": -0.2916974399556751
              },
              {
                "event_time": -15,
                "estimate": -0.11784249066026956,
                "raw_gap": -0.11784249066026956,
                "n": 4,
                "n_cells": 4,
                "weight_sum": 1551.0,
                "relative_to_minus_one": -0.31904190541001154
              },
              {
                "event_time": -14,
                "estimate": 0.20110208683810782,
                "raw_gap": 0.20110208683810782,
                "n": 6,
                "n_cells": 6,
                "weight_sum": 3989.0,
                "relative_to_minus_one": -9.732791163419297e-05
              },
              {
                "event_time": -13,
                "estimate": 0.04365092574063242,
                "raw_gap": 0.04365092574063242,
                "n": 8,
                "n_cells": 8,
                "weight_sum": 5752.0,
                "relative_to_minus_one": -0.1575484890091096
              },
              {
                "event_time": -12,
                "estimate": -0.027332380934950534,
                "raw_gap": -0.027332380934950534,
                "n": 10,
                "n_cells": 10,
                "weight_sum": 7400.0,
                "relative_to_minus_one": -0.22853179568469253
              },
              {
                "event_time": -11,
                "estimate": -0.05067141672868655,
                "raw_gap": -0.05067141672868655,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 8208.0,
                "relative_to_minus_one": -0.2518708314784286
              },
              {
                "event_time": -10,
                "estimate": -0.026406967748047554,
                "raw_gap": -0.026406967748047554,
                "n": 12,
                "n_cells": 12,
                "weight_sum": 9342.0,
                "relative_to_minus_one": -0.22760638249778956
              },
              {
                "event_time": -9,
                "estimate": -0.03619657373875071,
                "raw_gap": -0.03619657373875071,
                "n": 14,
                "n_cells": 14,
                "weight_sum": 10500.0,
                "relative_to_minus_one": -0.23739598848849272
              },
              {
                "event_time": -8,
                "estimate": 0.0026249648696987085,
                "raw_gap": 0.0026249648696987085,
                "n": 17,
                "n_cells": 17,
                "weight_sum": 12079.0,
                "relative_to_minus_one": -0.1985744498800433
              },
              {
                "event_time": -7,
                "estimate": 0.013438407236221837,
                "raw_gap": 0.013438407236221837,
                "n": 35,
                "n_cells": 35,
                "weight_sum": 25414.0,
                "relative_to_minus_one": -0.18776100751352018
              },
              {
                "event_time": -6,
                "estimate": 0.06771499301558016,
                "raw_gap": 0.06771499301558016,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 34061.0,
                "relative_to_minus_one": -0.13348442173416186
              },
              {
                "event_time": -5,
                "estimate": 0.08260098527007276,
                "raw_gap": 0.08260098527007276,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 35589.0,
                "relative_to_minus_one": -0.11859842947966925
              },
              {
                "event_time": -4,
                "estimate": 0.09048036515750182,
                "raw_gap": 0.09048036515750182,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 36333.0,
                "relative_to_minus_one": -0.11071904959224019
              },
              {
                "event_time": -3,
                "estimate": 0.12592907656009106,
                "raw_gap": 0.12592907656009106,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 34902.0,
                "relative_to_minus_one": -0.07527033818965095
              },
              {
                "event_time": -2,
                "estimate": 0.16581020375668462,
                "raw_gap": 0.16581020375668462,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 35723.0,
                "relative_to_minus_one": -0.03538921099305739
              },
              {
                "event_time": -1,
                "estimate": 0.201199414749742,
                "raw_gap": 0.201199414749742,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 35047.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": 0.10082550195844422,
                "raw_gap": 0.10082550195844422,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 33867.0,
                "relative_to_minus_one": -0.10037391279129779
              },
              {
                "event_time": 1,
                "estimate": 0.09564347967047288,
                "raw_gap": 0.09564347967047288,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 33346.0,
                "relative_to_minus_one": -0.10555593507926914
              },
              {
                "event_time": 2,
                "estimate": 0.09742644007818371,
                "raw_gap": 0.09742644007818371,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 33340.0,
                "relative_to_minus_one": -0.1037729746715583
              },
              {
                "event_time": 3,
                "estimate": -0.06797993196655244,
                "raw_gap": -0.06797993196655244,
                "n": 43,
                "n_cells": 43,
                "weight_sum": 32234.0,
                "relative_to_minus_one": -0.26917934671629445
              },
              {
                "event_time": 4,
                "estimate": -0.32391030831421735,
                "raw_gap": -0.32391030831421735,
                "n": 43,
                "n_cells": 43,
                "weight_sum": 31861.0,
                "relative_to_minus_one": -0.5251097230639594
              },
              {
                "event_time": 5,
                "estimate": -0.43735948518535755,
                "raw_gap": -0.43735948518535755,
                "n": 43,
                "n_cells": 43,
                "weight_sum": 32569.0,
                "relative_to_minus_one": -0.6385588999350995
              },
              {
                "event_time": 6,
                "estimate": -0.43722225873973014,
                "raw_gap": -0.43722225873973014,
                "n": 42,
                "n_cells": 42,
                "weight_sum": 32835.0,
                "relative_to_minus_one": -0.6384216734894721
              },
              {
                "event_time": 7,
                "estimate": -0.5483591148194419,
                "raw_gap": -0.5483591148194419,
                "n": 40,
                "n_cells": 40,
                "weight_sum": 29560.0,
                "relative_to_minus_one": -0.7495585295691839
              },
              {
                "event_time": 8,
                "estimate": -0.7214016497325351,
                "raw_gap": -0.7214016497325351,
                "n": 38,
                "n_cells": 38,
                "weight_sum": 28798.0,
                "relative_to_minus_one": -0.9226010644822771
              },
              {
                "event_time": 9,
                "estimate": -0.7457751212292646,
                "raw_gap": -0.7457751212292646,
                "n": 36,
                "n_cells": 36,
                "weight_sum": 27700.0,
                "relative_to_minus_one": -0.9469745359790066
              },
              {
                "event_time": 10,
                "estimate": -0.6883373637112902,
                "raw_gap": -0.6883373637112902,
                "n": 35,
                "n_cells": 35,
                "weight_sum": 27198.0,
                "relative_to_minus_one": -0.8895367784610322
              },
              {
                "event_time": 11,
                "estimate": -0.9823132183601132,
                "raw_gap": -0.9823132183601132,
                "n": 34,
                "n_cells": 34,
                "weight_sum": 26462.0,
                "relative_to_minus_one": -1.183512633109855
              },
              {
                "event_time": 12,
                "estimate": -0.8962705384629186,
                "raw_gap": -0.8962705384629186,
                "n": 32,
                "n_cells": 32,
                "weight_sum": 27364.0,
                "relative_to_minus_one": -1.0974699532126606
              },
              {
                "event_time": 13,
                "estimate": -1.220580550181046,
                "raw_gap": -1.220580550181046,
                "n": 29,
                "n_cells": 29,
                "weight_sum": 28357.0,
                "relative_to_minus_one": -1.421779964930788
              },
              {
                "event_time": 14,
                "estimate": -1.6085197044606254,
                "raw_gap": -1.6085197044606254,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 12694.0,
                "relative_to_minus_one": -1.8097191192103674
              },
              {
                "event_time": 15,
                "estimate": -1.6220854560222344,
                "raw_gap": -1.6220854560222344,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 879.0,
                "relative_to_minus_one": -1.8232848707719764
              }
            ],
            "package_event_study": {
              "event_time": [
                -18.0,
                -17.0,
                -16.0,
                -15.0,
                -14.0,
                -13.0,
                -12.0,
                -11.0,
                -10.0,
                -9.0,
                -8.0,
                -7.0,
                -6.0,
                -5.0,
                -4.0,
                -3.0,
                -2.0,
                -1.0,
                0.0,
                1.0,
                2.0,
                3.0,
                4.0,
                5.0,
                6.0,
                7.0,
                8.0,
                9.0,
                10.0,
                11.0,
                12.0,
                13.0,
                14.0,
                15.0
              ],
              "estimate": [
                0.017201477499555178,
                0.022763294782454462,
                -0.02762248882135528,
                0.013575606675576335,
                0.010633554746292203,
                0.005176157182728902,
                -0.0012989168785789928,
                -0.0012175824685767883,
                -0.009289155391970283,
                0.005179354513306057,
                -0.004231653926174521,
                0.003094023770739643,
                -0.00029151439741380693,
                -0.00122254725605283,
                -0.0023423971365980887,
                0.004226088727383532,
                0.004678518698357105,
                -0.0014228865457023047,
                -0.12203191975766374,
                -0.06376637730538809,
                -0.0356790319554787,
                -0.245722740778143,
                -0.4990718358654237,
                -0.507465873181585,
                -0.5100939407125635,
                -0.693589362670157,
                -0.9232144148005661,
                -0.8367028222000619,
                -0.8740806429898823,
                -1.1446132430709928,
                -0.9419576385364163,
                -1.219444567217769,
                -1.5018323834318905,
                -1.6220854560222344
              ],
              "n": [
                3.0,
                3.0,
                3.0,
                4.0,
                6.0,
                8.0,
                10.0,
                11.0,
                12.0,
                14.0,
                17.0,
                35.0,
                45.0,
                46.0,
                46.0,
                46.0,
                46.0,
                46.0,
                46.0,
                46.0,
                46.0,
                43.0,
                43.0,
                43.0,
                42.0,
                40.0,
                38.0,
                36.0,
                35.0,
                34.0,
                32.0,
                29.0,
                11.0,
                1.0
              ]
            },
            "sdid_pre_gap_correction": [],
            "diagnostics": {
              "pre_rmse": 0.018977874426551317,
              "penalty": 1.0,
              "n_observed": 1990,
              "n_missing": 5,
              "n_treated_observed": 565,
              "n_untreated_observed": 1425,
              "missing_method": "available donors with complete-case pre-period training"
            },
            "checks": {
              "scalar_vs_treated_cell_average": 5.551115123125783e-17,
              "native_scalar_vs_unweighted_matrix_average": 0.0
            },
            "native_matrix_att": -0.586839959612398,
            "matrix_preparation": {
              "source_rows": 1990,
              "matrix_shape": [
                95,
                21
              ],
              "observed_cells": 1990,
              "missing_cells": 5,
              "repeated_cells": 0,
              "minimum_cell_count": 1,
              "maximum_cell_count": 1,
              "observation_mass": 1132105.0,
              "treated_observation_mass": 439064.0,
              "within_cell_aggregation": "Observation-weighted outcome mean",
              "fitting_weights": "Standard crabbymetrics objective on cell means; no cell-count precision weighting",
              "reporting_weights": "Sum of original observation weights per treated unit-period"
            },
            "seconds": 0.00887200003489852,
            "crabbymetrics": "0.9.1",
            "crabbymetrics_build": {
              "source_commit": "cb3fcc0e8664cdbb6848d3998ddc4365d65740dc",
              "extension_sha256": "3e1dd2e2bd6d38612b9200b15094fc37138cd002749f8b31148d6265fc533cbd"
            },
            "normalization": "Original source outcome / source SD; no mean subtraction",
            "target": "All observed treated observations, using configured observation weights; cell mass equals sum of row weights",
            "status": "estimated"
          },
          {
            "method": "Multisynth (cohort-averaged)",
            "status": "unsupported",
            "reason": "multisynth-cohort: this adapter does not implement the configured observation weights."
          },
          {
            "method": "Multisynth (individual)",
            "status": "unsupported",
            "reason": "multisynth-individual: this adapter does not implement the configured observation weights."
          }
        ]
      },
      "combined_table": [
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Static TWFE",
          "Estimate (SDs)": -0.13565805129746367,
          "SE": 0.07831177373750667,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.09198376871762172,
          "SE": 0.07076981657207991,
          "Aggregation": "equal_periods",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.1292724828225097,
          "SE": 0.07923332110361987,
          "Aggregation": "equal_periods",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": -0.1300820525159727,
          "SE": 0.09867393138354473,
          "Aggregation": "equal_periods",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID",
          "Estimate (SDs)": -0.2544710474855436,
          "SE": 0.11194289670641232,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (treated cells)",
          "Estimate (SDs)": -0.21745376954687665,
          "SE": 0.11137463539944592,
          "Aggregation": "Treated cells",
          "Event study": "Same CS-DID path",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "SDID",
          "Estimate (SDs)": -0.04365642585980156,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Matrix completion",
          "Estimate (SDs)": -0.2289189682752028,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Horizontal ridge",
          "Estimate (SDs)": -0.48876568806058124,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (cohort-averaged)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-cohort: this adapter does not implement the configured observation weights."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (individual)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-individual: this adapter does not implement the configured observation weights."
        }
      ],
      "adapter_sha256": {
        "validate_template.py": "9c8cc9bb42c9d4eb4f48bfa0a6ee09498fe83516d08aa9f26a49c21c4686618a",
        "mtgpax_worker.py": "7279b1b2aaa3f5909cd39ac1964d2e9c75907219011fe661a015511131affa85",
        "csdid_general.py": "07619c3b3dfee796ae9e4842afdbc6e367a74cece254ede73f7c403dfc924f6d",
        "runner.py": "2b0236c0fb0b135a333e0dd104c9e029718059743d101f9efa90edf44a1ee516",
        "matrix_inputs.py": "3f675276f9022147996dd5b62762721be2dd436d5db171491a286b05628176ae",
        "csdid_model.py": "b9fd5536d4886e99a707d2b162db5b11da3ff463930eca5b7590d27500096a3f",
        "multisynth_model.R": "3ae0740c5b75b14f563dacc9961688e8286655866a6b435045a3ef6f453c1604",
        "csdid_streaming.py": "378198e98c44bd46862601bdcb514b19d9ea4038cddc38dad7fdba9b0aa0216b",
        "multisynth_sparse.R": "f9ab3d8d7f7b52a79ccd694c7173f626276a0830f23bb79e527c88c0f0292540",
        "matrix_models.py": "2fddc228b899ed1c806fd1bd7feef84c5164b4c9d472d0218d2f1491a47a302b",
        "csdid_aggregations.py": "cbed0fb13450d9398f9a59d53dbfdf8e275a74daa01158c38c0f3396a3e8c6ee",
        "bootstrap_matrix.py": "c6a1f4bb0085e0a21f9a41677fb4def7990be5f6199077a53e951de489ab9550",
        "eligibility.py": "f0eb686ff3f13e89c8f3d85f49890601c4a7f9a611a2938753be599b8ceac9a6"
      },
      "scalar_ranges": [
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Static TWFE",
          "Estimate (SDs)": -0.13565805129746367,
          "SE": 0.07831177373750667,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": "",
          "lower": -0.29114791382743666,
          "upper": 0.019831811232509294,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.09198376871762172,
          "SE": 0.07076981657207991,
          "Aggregation": "equal_periods",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.23249889849808603,
          "upper": 0.0485313610628426,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.1292724828225097,
          "SE": 0.07923332110361987,
          "Aggregation": "equal_periods",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.28659209925069085,
          "upper": 0.02804713360567146,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": -0.1300820525159727,
          "SE": 0.09867393138354473,
          "Aggregation": "equal_periods",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.3260014563791376,
          "upper": 0.06583735134719212,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (equal event-time)",
          "Estimate (SDs)": -0.2544710474855436,
          "SE": 0.11194289670641232,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.4738750933551992,
          "upper": -0.03506700161588802,
          "ci_level": 0.95,
          "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (treated cells)",
          "Estimate (SDs)": -0.21745376954687665,
          "SE": 0.11137463539944592,
          "Aggregation": "Treated cells",
          "Event study": "Same CS-DID path",
          "Status": "estimated",
          "Note": "",
          "lower": -0.43574404372107045,
          "upper": 0.0008365046273171306,
          "ci_level": 0.95,
          "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "SDID",
          "Estimate (SDs)": -0.04365642585980156,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Matrix completion",
          "Estimate (SDs)": -0.2289189682752028,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Horizontal ridge",
          "Estimate (SDs)": -0.48876568806058124,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (cohort-averaged)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-cohort: this adapter does not implement the configured observation weights.",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (individual)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-individual: this adapter does not implement the configured observation weights.",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        }
      ],
      "reporting_source": {
        "path": "templates/reporting/comparison_report.py",
        "sha256": "94e9c5116a13335ead2db81834cac48593160291aea51c30c12fe3e11e5da1ce"
      }
    },
    "finished": 1791602347.702733,
    "scalar_ranges": [
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Static TWFE",
        "Estimate (SDs)": -0.13565805129746367,
        "SE": 0.07831177373750667,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": "",
        "lower": -0.29114791382743666,
        "upper": 0.019831811232509294,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": -0.09198376871762172,
        "SE": 0.07076981657207991,
        "Aggregation": "equal_periods",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.23249889849808603,
        "upper": 0.0485313610628426,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": -0.1292724828225097,
        "SE": 0.07923332110361987,
        "Aggregation": "equal_periods",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.28659209925069085,
        "upper": 0.02804713360567146,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": -0.1300820525159727,
        "SE": 0.09867393138354473,
        "Aggregation": "equal_periods",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.3260014563791376,
        "upper": 0.06583735134719212,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (equal event-time)",
        "Estimate (SDs)": -0.2544710474855436,
        "SE": 0.11194289670641232,
        "Aggregation": "Equal post-event times",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.4738750933551992,
        "upper": -0.03506700161588802,
        "ci_level": 0.95,
        "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (treated cells)",
        "Estimate (SDs)": -0.21745376954687665,
        "SE": 0.11137463539944592,
        "Aggregation": "Treated cells",
        "Event study": "Same CS-DID path",
        "Status": "estimated",
        "Note": "",
        "lower": -0.43574404372107045,
        "upper": 0.0008365046273171306,
        "ci_level": 0.95,
        "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "SDID",
        "Estimate (SDs)": -0.04365642585980156,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Matrix completion",
        "Estimate (SDs)": -0.2289189682752028,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Horizontal ridge",
        "Estimate (SDs)": -0.48876568806058124,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Multisynth (cohort-averaged)",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "multisynth-cohort: this adapter does not implement the configured observation weights.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Multisynth (individual)",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "multisynth-individual: this adapter does not implement the configured observation weights.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      }
    ]
  },
  {
    "study_id": 16,
    "specification_id": "S16-P004",
    "source_specification_id": "GIFT-F5A-BLACK",
    "role": "active_comparison",
    "published_source_location": "Main Figure5a",
    "outcome_label": "",
    "outcome_variable": "",
    "treatment_label": "",
    "unit_fixed_effects": "",
    "time_fixed_effects": "",
    "allowed_adjustments": "",
    "published_weights": "",
    "published_clustering": "",
    "panel_structure": "aggregate_county_panel",
    "design": "panel",
    "descriptive_metadata_status": "recorded_source_fields",
    "title": "The Gift of a Lifetime",
    "status": "ready",
    "reason": "",
    "config": "analyses/full-archive/configs/S16-P004.json",
    "input_bytes": 21975,
    "specification_type": "twfe_scalar",
    "run_status": "completed",
    "expanded_status": "processed",
    "expanded_reason": null,
    "regression_result": {
      "schema": "did-replication-v2",
      "config": {
        "outcomes": [
          "y"
        ],
        "treatments": [
          "d"
        ],
        "unit": "unit",
        "time": "time",
        "cluster": "cluster",
        "covariates": [],
        "baseline_by_time": [],
        "weight": "weight",
        "period_step": 1,
        "period_values": null,
        "display_window": [
          -10,
          10
        ],
        "seed": 20261008,
        "panelview_max_units": 100,
        "test_mode": "classical",
        "test_horizon": null,
        "post_horizon": null,
        "post_weighting": "observations",
        "sample_query": null,
        "reversal_policy": "drop_post_untreated",
        "labels": {},
        "allow_repeated_cells": true,
        "time_fe": null,
        "unit_fe": null,
        "frequency_weights": false,
        "source_sd": null,
        "require_never_control_periods": false,
        "latest_cohort_control": true,
        "slug": "s16-p004",
        "specification_id": "S16-P004",
        "source_specification_id": "GIFT-F5A-BLACK",
        "study_id": 16,
        "study": "The Gift of a Lifetime",
        "citation": "Hollingsworth et al. (2024), AER. https://doi.org/10.1257/aer.20230008",
        "description": "GIFT-F5A-BLACK",
        "data": "analyses/full-archive/prepared/S16-P004.parquet",
        "output_dir": "analyses/full-archive/results/S16-P004"
      },
      "source": {
        "file": "S16-P004.parquet",
        "bytes": 21975,
        "sha256": "28ee49e9ff07e027b9f7cc3e0af72c00f1c0b18e85208768dc332c9f63561e67"
      },
      "versions": {
        "pyfixest": "0.60.0",
        "polars": "2.0.0",
        "duckreg": "0.4.1",
        "numpy": "2.5.3",
        "pandas": "3.0.6"
      },
      "specifications": {
        "y__d": {
          "sample": {
            "outcome": "y",
            "treatment": "d",
            "source_rows": 1995,
            "source_sd": 83.92092236281862,
            "rows": 1995,
            "units": 95,
            "clusters": 95,
            "treated_units": 46,
            "never_treated_units": 49,
            "treated_cohorts": 12,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 1995,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 0,
            "post_adoption_untreated_rows_removed": 0,
            "units_without_minus_one_removed": 0,
            "additional_rows_removed": 0
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.19143692107818552,
              "se": 0.052449930923148536,
              "pvalue": 0.0004309269883401047,
              "lower": -0.295577488450381,
              "upper": -0.08729635370599002
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.1716086219025368,
              "se": 0.06632566321809022,
              "pvalue": 0.011203766991857343,
              "lower": -0.3032997810194045,
              "upper": -0.0399174627856691
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.23892181673685034,
              "se": 0.0642474520891522,
              "pvalue": 0.00034032895358058536,
              "lower": -0.3664866389400635,
              "upper": -0.11135699453363715
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": -0.21942540341940092,
              "se": 0.04719825683026199,
              "pvalue": 1.0867690336115716e-05,
              "lower": -0.3131386487711266,
              "upper": -0.1257121580676752
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -18,
                "estimate": -0.005314759988808632,
                "se": 0.137345173162109,
                "pvalue": 0.9692145311019976,
                "lower": -0.27801682092940405,
                "upper": 0.26738730095178675
              },
              {
                "event_time": -17,
                "estimate": 0.10283846909126576,
                "se": 0.12073351795128166,
                "pvalue": 0.3965007251663086,
                "lower": -0.13688076102002641,
                "upper": 0.34255769920255796
              },
              {
                "event_time": -16,
                "estimate": 0.37966452803383033,
                "se": 0.12094801093653262,
                "pvalue": 0.0022648315306974267,
                "lower": 0.13951941707220641,
                "upper": 0.6198096389954543
              },
              {
                "event_time": -15,
                "estimate": 0.6136858617064627,
                "se": 0.32978349274457575,
                "pvalue": 0.06588759964425324,
                "lower": -0.04110699387853756,
                "upper": 1.2684787172914629
              },
              {
                "event_time": -14,
                "estimate": 0.11262506020654038,
                "se": 0.10572748601220444,
                "pvalue": 0.2894962834127728,
                "lower": -0.097299341720315,
                "upper": 0.32254946213339575
              },
              {
                "event_time": -13,
                "estimate": 0.22552284340214943,
                "se": 0.12736474046267338,
                "pvalue": 0.07985478014879442,
                "lower": -0.027362834453744517,
                "upper": 0.47840852125804334
              },
              {
                "event_time": -12,
                "estimate": 0.04499368253257335,
                "se": 0.19899948028017272,
                "pvalue": 0.8216149391146915,
                "lower": -0.3501244504829806,
                "upper": 0.4401118155481273
              },
              {
                "event_time": -11,
                "estimate": 0.2132298560623695,
                "se": 0.2466414129378828,
                "pvalue": 0.3894955374222386,
                "lower": -0.2764824510608979,
                "upper": 0.702942163185637
              },
              {
                "event_time": -10,
                "estimate": 0.09939602367965708,
                "se": 0.15338491453267888,
                "pvalue": 0.5185537245169205,
                "lower": -0.20515331975368237,
                "upper": 0.40394536711299656
              },
              {
                "event_time": -9,
                "estimate": 0.09556462078459037,
                "se": 0.13030427419696294,
                "pvalue": 0.4651421561310034,
                "lower": -0.1631575702088932,
                "upper": 0.354286811778074
              },
              {
                "event_time": -8,
                "estimate": -0.01492678546916991,
                "se": 0.12828042526143826,
                "pvalue": 0.9076150086803877,
                "lower": -0.26963057695837245,
                "upper": 0.2397770060200326
              },
              {
                "event_time": -7,
                "estimate": -0.006867867875557761,
                "se": 0.08657304373039988,
                "pvalue": 0.9369385251272777,
                "lower": -0.17876067563600936,
                "upper": 0.16502493988489383
              },
              {
                "event_time": -6,
                "estimate": 0.07690830191809238,
                "se": 0.08828192621388044,
                "pvalue": 0.38588247729598146,
                "lower": -0.09837753207270507,
                "upper": 0.25219413590888984
              },
              {
                "event_time": -5,
                "estimate": 0.07094689788208507,
                "se": 0.07957505757957227,
                "pvalue": 0.3748988828506257,
                "lower": -0.08705124433004045,
                "upper": 0.22894504009421057
              },
              {
                "event_time": -4,
                "estimate": -0.001259549255273639,
                "se": 0.06879510690763238,
                "pvalue": 0.9854313895929773,
                "lower": -0.13785384670609685,
                "upper": 0.13533474819554958
              },
              {
                "event_time": -3,
                "estimate": 0.08306258191401285,
                "se": 0.06592801501404384,
                "pvalue": 0.21082513581055956,
                "lower": -0.04783903737210461,
                "upper": 0.21396420120013032
              },
              {
                "event_time": -2,
                "estimate": 0.1125250564351169,
                "se": 0.05645423392631012,
                "pvalue": 0.049137618994031004,
                "lower": 0.0004338515818072264,
                "upper": 0.22461626128842657
              },
              {
                "event_time": 0,
                "estimate": -0.07486538303672055,
                "se": 0.05612283103611415,
                "pvalue": 0.1854412829364051,
                "lower": -0.18629857968284377,
                "upper": 0.03656781360940267
              },
              {
                "event_time": 1,
                "estimate": 0.011109765087945157,
                "se": 0.057387747259702256,
                "pvalue": 0.8469136712266676,
                "lower": -0.10283495237210963,
                "upper": 0.12505448254799995
              },
              {
                "event_time": 2,
                "estimate": -0.10136357879374867,
                "se": 0.0584742799931743,
                "pvalue": 0.08629056580820255,
                "lower": -0.2174656324664676,
                "upper": 0.014738474878970245
              },
              {
                "event_time": 3,
                "estimate": -0.11770468970379451,
                "se": 0.06549968155959845,
                "pvalue": 0.0755428308466605,
                "lower": -0.24775584287517494,
                "upper": 0.01234646346758593
              },
              {
                "event_time": 4,
                "estimate": -0.1199002202278358,
                "se": 0.07134301142352899,
                "pvalue": 0.09615774821030611,
                "lower": -0.26155344182260953,
                "upper": 0.021753001366937932
              },
              {
                "event_time": 5,
                "estimate": -0.19691110789344024,
                "se": 0.07358077125584074,
                "pvalue": 0.008787392144047957,
                "lower": -0.3430074540925364,
                "upper": -0.05081476169434407
              },
              {
                "event_time": 6,
                "estimate": -0.23414054479731952,
                "se": 0.08126875054935638,
                "pvalue": 0.00490972903212185,
                "lower": -0.39550155410427607,
                "upper": -0.07277953549036298
              },
              {
                "event_time": 7,
                "estimate": -0.21306983004620209,
                "se": 0.09943028398614188,
                "pvalue": 0.03470319023327886,
                "lower": -0.4104909897321404,
                "upper": -0.015648670360263794
              },
              {
                "event_time": 8,
                "estimate": -0.18577356392823025,
                "se": 0.08828437796637115,
                "pvalue": 0.03802436302290884,
                "lower": -0.36106426593107166,
                "upper": -0.010482861925388831
              },
              {
                "event_time": 9,
                "estimate": -0.20276571576277608,
                "se": 0.0810950851290848,
                "pvalue": 0.014139215876461792,
                "lower": -0.36378190830674173,
                "upper": -0.0417495232188104
              },
              {
                "event_time": 10,
                "estimate": -0.21288505795102566,
                "se": 0.09389647593551766,
                "pvalue": 0.025667463212045282,
                "lower": -0.3993187120296594,
                "upper": -0.026451403872391893
              },
              {
                "event_time": 11,
                "estimate": -0.25376565157083536,
                "se": 0.10533815868558458,
                "pvalue": 0.017942805416025588,
                "lower": -0.4629170349641277,
                "upper": -0.044614268177542965
              },
              {
                "event_time": 12,
                "estimate": -0.1778483625244266,
                "se": 0.11516111108370639,
                "pvalue": 0.12586510432041415,
                "lower": -0.4065034481725296,
                "upper": 0.05080672312367643
              },
              {
                "event_time": 13,
                "estimate": -0.23359072811683498,
                "se": 0.11549123828313437,
                "pvalue": 0.04595716106538822,
                "lower": -0.46290128905820005,
                "upper": -0.0042801671754699455
              },
              {
                "event_time": 14,
                "estimate": -0.5411762011117517,
                "se": 0.1404307239464832,
                "pvalue": 0.00021262598840805896,
                "lower": -0.8200046954657919,
                "upper": -0.26234770675771146
              },
              {
                "event_time": 15,
                "estimate": -0.9059478245537519,
                "se": 0.08382067692172426,
                "pvalue": 3.56738043335321e-18,
                "lower": -1.0723757434949626,
                "upper": -0.7395199056125413
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -18,
                "estimate": -0.11737316042000533,
                "se": 0.06699007933301565,
                "pvalue": 0.08301811728716862,
                "lower": -0.2503835333082114,
                "upper": 0.015637212468200754
              },
              {
                "event_time": -17,
                "estimate": -0.013986762596676552,
                "se": 0.09226589525968745,
                "pvalue": 0.8798336911876532,
                "lower": -0.19718286051959477,
                "upper": 0.16920933532624166
              },
              {
                "event_time": -16,
                "estimate": 0.26827170548733276,
                "se": 0.06856987662254549,
                "pvalue": 0.00017271137162263746,
                "lower": 0.13212460804736786,
                "upper": 0.40441880292729765
              },
              {
                "event_time": -15,
                "estimate": 0.46555221640608685,
                "se": 0.23823935344797997,
                "pvalue": 0.05365716608668067,
                "lower": -0.00747760464002073,
                "upper": 0.9385820374521945
              },
              {
                "event_time": -14,
                "estimate": -0.049681720403065385,
                "se": 0.056703655643684965,
                "pvalue": 0.3831742301224929,
                "lower": -0.16226815792313343,
                "upper": 0.06290471711700267
              },
              {
                "event_time": -13,
                "estimate": 0.05662012571287648,
                "se": 0.09725053469108301,
                "pvalue": 0.5618198335759461,
                "lower": -0.13647309065033023,
                "upper": 0.24971334207608317
              },
              {
                "event_time": -12,
                "estimate": -0.038987798514799075,
                "se": 0.08542804104738119,
                "pvalue": 0.6491682424848882,
                "lower": -0.20860717660711692,
                "upper": 0.13063157957751875
              },
              {
                "event_time": -11,
                "estimate": 0.10798330870156074,
                "se": 0.15424195616550085,
                "pvalue": 0.48559996046541737,
                "lower": -0.19826771098440232,
                "upper": 0.41423432838752383
              },
              {
                "event_time": -10,
                "estimate": 0.022705998880274237,
                "se": 0.060384072606923966,
                "pvalue": 0.7077446718958134,
                "lower": -0.09718799279614836,
                "upper": 0.14259999055669684
              },
              {
                "event_time": -9,
                "estimate": 0.035231827150493625,
                "se": 0.0575509320101693,
                "pvalue": 0.5418932726591558,
                "lower": -0.07903689745696864,
                "upper": 0.1495005517579559
              },
              {
                "event_time": -8,
                "estimate": -0.051079651061659716,
                "se": 0.06328584524995821,
                "pvalue": 0.4216314742182166,
                "lower": -0.176735180343794,
                "upper": 0.0745758782204746
              },
              {
                "event_time": -7,
                "estimate": -0.021031864862096558,
                "se": 0.03666284632853499,
                "pvalue": 0.5675705582000181,
                "lower": -0.09382680569295573,
                "upper": 0.05176307596876262
              },
              {
                "event_time": -6,
                "estimate": 0.019841642874823,
                "se": 0.03755295071902608,
                "pvalue": 0.5984916685013043,
                "lower": -0.05472062108906463,
                "upper": 0.09440390683871062
              },
              {
                "event_time": -5,
                "estimate": 0.011117892783762363,
                "se": 0.03802114872961394,
                "pvalue": 0.7706150270477409,
                "lower": -0.06437398930558276,
                "upper": 0.08660977487310749
              },
              {
                "event_time": -4,
                "estimate": -0.0570336544291372,
                "se": 0.027584580577576415,
                "pvalue": 0.04142648570018266,
                "lower": -0.1118034857999734,
                "upper": -0.002263823058301008
              },
              {
                "event_time": -3,
                "estimate": 0.017872285178403537,
                "se": 0.03483619508508111,
                "pvalue": 0.6091284994345717,
                "lower": -0.05129579678846318,
                "upper": 0.08704036714527025
              },
              {
                "event_time": -2,
                "estimate": 0.04435266605930231,
                "se": 0.04777089298589582,
                "pvalue": 0.35555455761503585,
                "lower": -0.050497561803094754,
                "upper": 0.13920289392169938
              },
              {
                "event_time": -1,
                "estimate": -0.06399953998206974,
                "se": 0.04126647695800782,
                "pvalue": 0.12428980472374204,
                "lower": -0.14593509734544233,
                "upper": 0.01793601738130285
              },
              {
                "event_time": 0,
                "estimate": -0.14887050233930801,
                "se": 0.04609445955214752,
                "pvalue": 0.0017079066310478432,
                "lower": -0.2403921323202689,
                "upper": -0.05734887235834711
              },
              {
                "event_time": 1,
                "estimate": -0.052557278476599856,
                "se": 0.046691047779356835,
                "pvalue": 0.2631840123425834,
                "lower": -0.1452634483678265,
                "upper": 0.04014889141462678
              },
              {
                "event_time": 2,
                "estimate": -0.17203887296415582,
                "se": 0.053627009937616675,
                "pvalue": 0.0018277660179523809,
                "lower": -0.27851655831250705,
                "upper": -0.0655611876158046
              },
              {
                "event_time": 3,
                "estimate": -0.17890348480763685,
                "se": 0.06264786869112676,
                "pvalue": 0.005284860091252353,
                "lower": -0.3032922966768499,
                "upper": -0.05451467293842378
              },
              {
                "event_time": 4,
                "estimate": -0.18503202379370687,
                "se": 0.0705035530304584,
                "pvalue": 0.010129641998242327,
                "lower": -0.32501848107056724,
                "upper": -0.04504556651684649
              },
              {
                "event_time": 5,
                "estimate": -0.255997544838171,
                "se": 0.07410990097082652,
                "pvalue": 0.0008293414620988076,
                "lower": -0.40314449049015966,
                "upper": -0.10885059918618234
              },
              {
                "event_time": 6,
                "estimate": -0.3048533032722766,
                "se": 0.08186953742068336,
                "pvalue": 0.0003346579494145559,
                "lower": -0.46740718899581857,
                "upper": -0.14229941754873468
              },
              {
                "event_time": 7,
                "estimate": -0.27604725968575905,
                "se": 0.10274131048544226,
                "pvalue": 0.008530632179916233,
                "lower": -0.48004254010269976,
                "upper": -0.07205197926881834
              },
              {
                "event_time": 8,
                "estimate": -0.22583934256114413,
                "se": 0.0869866795497898,
                "pvalue": 0.010937264739055935,
                "lower": -0.39855343393739007,
                "upper": -0.053125251184898165
              },
              {
                "event_time": 9,
                "estimate": -0.26762973519692584,
                "se": 0.08724112989182285,
                "pvalue": 0.0028179179425127958,
                "lower": -0.44084904369206945,
                "upper": -0.09441042670178226
              },
              {
                "event_time": 10,
                "estimate": -0.27892719385539466,
                "se": 0.09525270825177003,
                "pvalue": 0.004275816811481773,
                "lower": -0.46805367899056455,
                "upper": -0.08980070872022478
              },
              {
                "event_time": 11,
                "estimate": -0.323570001297578,
                "se": 0.10432196703403147,
                "pvalue": 0.002540838541079389,
                "lower": -0.5307037123452826,
                "upper": -0.11643629024987345
              },
              {
                "event_time": 12,
                "estimate": -0.24269995051294038,
                "se": 0.11939012560894106,
                "pvalue": 0.04488996155251808,
                "lower": -0.4797518436368912,
                "upper": -0.005648057388989547
              },
              {
                "event_time": 13,
                "estimate": -0.290341894139799,
                "se": 0.11236453833060528,
                "pvalue": 0.011308342156381523,
                "lower": -0.5134443190297343,
                "upper": -0.06723946924986365
              },
              {
                "event_time": 14,
                "estimate": -0.7509512148865061,
                "se": 0.14839392006314311,
                "pvalue": 2.068937804228696e-06,
                "lower": -1.0455908218023557,
                "upper": -0.45631160797065645
              },
              {
                "event_time": 15,
                "estimate": -1.0726596322092472,
                "se": 0.05244134511814817,
                "pvalue": 2.2039100455608352e-36,
                "lower": -1.1767831522643473,
                "upper": -0.9685361121541473
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -18,
                "estimate": -0.061878248791949524,
                "se": 0.13955763658814954,
                "pvalue": 0.6585036043555711,
                "lower": -0.3389732077292209,
                "upper": 0.21521671014532184
              },
              {
                "event_time": -17,
                "estimate": 0.03829243377949516,
                "se": 0.10892576848441615,
                "pvalue": 0.7259654530957478,
                "lower": -0.17798223296964766,
                "upper": 0.25456710052863796
              },
              {
                "event_time": -16,
                "estimate": 0.3768816896382426,
                "se": 0.14685206058119096,
                "pvalue": 0.0118555716821495,
                "lower": 0.08530348086787326,
                "upper": 0.6684598984086119
              },
              {
                "event_time": -15,
                "estimate": 0.6050429706497102,
                "se": 0.09338494209053674,
                "pvalue": 4.205937623226735e-09,
                "lower": 0.41962497901159423,
                "upper": 0.7904609622878263
              },
              {
                "event_time": -14,
                "estimate": 0.22723182229475022,
                "se": 0.08390719226273508,
                "pvalue": 0.008039229388196624,
                "lower": 0.06063212511588159,
                "upper": 0.39383151947361883
              },
              {
                "event_time": -13,
                "estimate": 0.41424203961883466,
                "se": 0.18008232673551228,
                "pvalue": 0.02364346806069922,
                "lower": 0.05668435841959396,
                "upper": 0.7717997208180754
              },
              {
                "event_time": -12,
                "estimate": 0.22089481889041218,
                "se": 0.0903752126617451,
                "pvalue": 0.016382293889135216,
                "lower": 0.041452715586837774,
                "upper": 0.4003369221939866
              },
              {
                "event_time": -11,
                "estimate": 0.42508649584285796,
                "se": 0.09825486173915557,
                "pvalue": 3.777117560049928e-05,
                "lower": 0.2299991645824025,
                "upper": 0.6201738271033135
              },
              {
                "event_time": -10,
                "estimate": 0.22479962815136628,
                "se": 0.061278187872131025,
                "pvalue": 0.0004044141173610899,
                "lower": 0.1031303496561443,
                "upper": 0.34646890664658825
              },
              {
                "event_time": -9,
                "estimate": 0.24018631983760516,
                "se": 0.09578703468257367,
                "pvalue": 0.013873991105958794,
                "lower": 0.049998917048465735,
                "upper": 0.43037372262674456
              },
              {
                "event_time": -8,
                "estimate": 0.04324198228087636,
                "se": 0.06761058062737696,
                "pvalue": 0.5240051412995654,
                "lower": -0.09100041047299268,
                "upper": 0.1774843750347454
              },
              {
                "event_time": -7,
                "estimate": 0.029608426485182637,
                "se": 0.07020479706011118,
                "pvalue": 0.67417508549609,
                "lower": -0.10978484380915574,
                "upper": 0.169001696779521
              },
              {
                "event_time": -6,
                "estimate": 0.041339102340580504,
                "se": 0.0670261046565791,
                "pvalue": 0.5388831809777609,
                "lower": -0.09174279967206164,
                "upper": 0.17442100435322264
              },
              {
                "event_time": -5,
                "estimate": 0.05462151846229872,
                "se": 0.06094460207190364,
                "pvalue": 0.3724094851167971,
                "lower": -0.06638541760669796,
                "upper": 0.17562845453129539
              },
              {
                "event_time": -4,
                "estimate": -0.014418493787075673,
                "se": 0.05588652311311852,
                "pvalue": 0.7969740766709785,
                "lower": -0.12538249551259228,
                "upper": 0.09654550793844092
              },
              {
                "event_time": -3,
                "estimate": 0.08409937644326537,
                "se": 0.05809746875331607,
                "pvalue": 0.15106808171216532,
                "lower": -0.03125450967955622,
                "upper": 0.19945326256608698
              },
              {
                "event_time": -2,
                "estimate": 0.12943080548295344,
                "se": 0.04656756066879152,
                "pvalue": 0.006577012500938151,
                "lower": 0.0369698221445226,
                "upper": 0.22189178882138427
              },
              {
                "event_time": 0,
                "estimate": -0.08834236063322709,
                "se": 0.043519450252141254,
                "pvalue": 0.0451877186148783,
                "lower": -0.17475124928600105,
                "upper": -0.0019334719804531414
              },
              {
                "event_time": 1,
                "estimate": -0.013456991756027437,
                "se": 0.061126321092461,
                "pvalue": 0.826231340635658,
                "lower": -0.1348247352001738,
                "upper": 0.10791075168811892
              },
              {
                "event_time": 2,
                "estimate": -0.13968533951227807,
                "se": 0.05583490614298526,
                "pvalue": 0.014086571136144478,
                "lower": -0.25054685453359693,
                "upper": -0.028823824490959202
              },
              {
                "event_time": 3,
                "estimate": -0.14255968040607575,
                "se": 0.05515996609595477,
                "pvalue": 0.011291568249423912,
                "lower": -0.25208108614216107,
                "upper": -0.03303827466999046
              },
              {
                "event_time": 4,
                "estimate": -0.16714457980704855,
                "se": 0.0630051436284402,
                "pvalue": 0.009369823679113345,
                "lower": -0.2922427694394889,
                "upper": -0.042046390174608234
              },
              {
                "event_time": 5,
                "estimate": -0.23837944552633938,
                "se": 0.055056510916943524,
                "pvalue": 3.729465609912815e-05,
                "lower": -0.34769543857931534,
                "upper": -0.12906345247336343
              },
              {
                "event_time": 6,
                "estimate": -0.28108508972923724,
                "se": 0.058272823040403404,
                "pvalue": 5.425748292751227e-06,
                "lower": -0.39678714589970254,
                "upper": -0.16538303355877193
              },
              {
                "event_time": 7,
                "estimate": -0.26401137530991564,
                "se": 0.05267053758959704,
                "pvalue": 2.5202877761025837e-06,
                "lower": -0.3685899623897767,
                "upper": -0.15943278823005458
              },
              {
                "event_time": 8,
                "estimate": -0.21031371639094604,
                "se": 0.06265959540933431,
                "pvalue": 0.0011405461776189283,
                "lower": -0.33472581193405637,
                "upper": -0.08590162084783572
              },
              {
                "event_time": 9,
                "estimate": -0.26506867069769,
                "se": 0.07986626960507127,
                "pvalue": 0.001286796318532769,
                "lower": -0.4236450212129973,
                "upper": -0.10649232018238278
              },
              {
                "event_time": 10,
                "estimate": -0.2976782296445914,
                "se": 0.07345888796732616,
                "pvalue": 0.00010439553841163633,
                "lower": -0.4435325737171701,
                "upper": -0.1518238855720127
              },
              {
                "event_time": 11,
                "estimate": -0.32202229216355915,
                "se": 0.08243165817679848,
                "pvalue": 0.00017634155821682205,
                "lower": -0.4856922818255275,
                "upper": -0.15835230250159085
              },
              {
                "event_time": 12,
                "estimate": -0.2469366443113262,
                "se": 0.08921751258490893,
                "pvalue": 0.006797351977825849,
                "lower": -0.4240801069736916,
                "upper": -0.06979318164896078
              },
              {
                "event_time": 13,
                "estimate": -0.258374242687701,
                "se": 0.08850222858115064,
                "pvalue": 0.004388901217307189,
                "lower": -0.43409749219301214,
                "upper": -0.08265099318238983
              },
              {
                "event_time": 14,
                "estimate": -0.7538872388476683,
                "se": 0.1319420717847887,
                "pvalue": 1.2924787224519624e-07,
                "lower": -1.0158613153448124,
                "upper": -0.4919131623505241
              },
              {
                "event_time": 15,
                "estimate": -0.9377322078598792,
                "se": 0.06726584032114769,
                "pvalue": 1.3152501755840033e-24,
                "lower": -1.0712901106543737,
                "upper": -0.8041743050653847
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0,
              6.0,
              7.0,
              8.0,
              9.0,
              10.0,
              11.0,
              12.0,
              13.0,
              14.0,
              15.0
            ],
            "weights": [
              0.0750622338782457,
              0.07366916409756334,
              0.07434147168737092,
              0.07266978795055208,
              0.07452317644137296,
              0.07534084783438218,
              0.07379030060023137,
              0.06839972623150398,
              0.0681271691005009,
              0.06547427969207101,
              0.06337861819591406,
              0.06408726673652206,
              0.06409938038678885,
              0.06216119634410035,
              0.024802698921279443,
              7.268190160081888e-05
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 1.1102230246251565e-16,
            "package_aggregate_vs_estimable_cell_weights": null,
            "saturated_vs_deviations_relative_rss_difference": 1.7981415311990637e-16
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "F": 0.886786486104996,
            "df_num": 97,
            "df_den": 1640,
            "pvalue": 0.7746975579662475,
            "log10_pvalue": -0.11086781303218524,
            "inference": "Homoskedastic nested-model F",
            "observations": 1995,
            "design_columns": 240,
            "restricted_design_columns": 143,
            "fixed_effect_rank": 115,
            "covariance_rank": 97,
            "rss_unrestricted": 40463.76488135259,
            "rss_restricted": 42586.096483639296,
            "test_horizon": null,
            "reference_cohort": 6,
            "pyfixest": "0.27.0",
            "formulaic": "1.0.2",
            "design_head": {
              "index": [
                0,
                1,
                2,
                3,
                4
              ],
              "columns": [
                "C(rel_time, contr.treatment(base=-1.0))[T.-18.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-17.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-16.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-15.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-14.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-13.0]"
              ],
              "data": [
                [
                  -0.212767064870005,
                  0.011162434624299982,
                  0.011536243318122951,
                  -0.2405442609124978,
                  -0.2475226082855713,
                  -0.16047191491457746
                ],
                [
                  0.011478817378293293,
                  -0.19493765956389783,
                  0.010231461627142441,
                  0.022551123728401422,
                  -0.1971389469746126,
                  -0.2317010559704106
                ],
                [
                  0.011431255046278649,
                  0.00976287400220875,
                  -0.1898466461359985,
                  0.02479414774438091,
                  0.03591933333404381,
                  -0.22827877484718903
                ],
                [
                  0.01074818383483426,
                  0.009516883536437216,
                  0.009676522083787347,
                  -0.16934508086550334,
                  0.0350468132352779,
                  0.04768154422149446
                ],
                [
                  0.0096806045101086,
                  0.008592286048430051,
                  0.008693174138272293,
                  0.021885107497976262,
                  -0.14163492960986948,
                  0.0444594985515387
                ]
              ]
            },
            "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_7,ref=-1.0)+i(rel_time,cohort_dummy_8,ref=-1.0)+i(rel_time,cohort_dummy_9,ref=-1.0)+i(rel_time,cohort_dummy_10,ref=-1.0)+i(rel_time,cohort_dummy_11,ref=-1.0)+i(rel_time,cohort_dummy_12,ref=-1.0)+i(rel_time,cohort_dummy_13,ref=-1.0)+i(rel_time,cohort_dummy_14,ref=-1.0)+i(rel_time,cohort_dummy_15,ref=-1.0)+i(rel_time,cohort_dummy_16,ref=-1.0)+i(rel_time,cohort_dummy_19,ref=-1.0)|unit_fe+time_fe",
            "restriction_names": [
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_19",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_19"
            ],
            "deviations": [
              {
                "event_time": -6.0,
                "cohort": 7,
                "estimate": -0.03256085909628126
              },
              {
                "event_time": -5.0,
                "cohort": 7,
                "estimate": -0.010134568495692997
              },
              {
                "event_time": -4.0,
                "cohort": 7,
                "estimate": -0.42354213069954916
              },
              {
                "event_time": -3.0,
                "cohort": 7,
                "estimate": -1.0821378249460922
              },
              {
                "event_time": -2.0,
                "cohort": 7,
                "estimate": 0.6947708081427846
              },
              {
                "event_time": 0.0,
                "cohort": 7,
                "estimate": -0.20404399858161076
              },
              {
                "event_time": 1.0,
                "cohort": 7,
                "estimate": 0.5424930902906617
              },
              {
                "event_time": 2.0,
                "cohort": 7,
                "estimate": 0.4306879308873602
              },
              {
                "event_time": 3.0,
                "cohort": 7,
                "estimate": -2.0451388289385637
              },
              {
                "event_time": 4.0,
                "cohort": 7,
                "estimate": 0.5291804834939813
              },
              {
                "event_time": 5.0,
                "cohort": 7,
                "estimate": -0.19638418228183777
              },
              {
                "event_time": 6.0,
                "cohort": 7,
                "estimate": 0.49337430089577916
              },
              {
                "event_time": 7.0,
                "cohort": 7,
                "estimate": -0.6091210504790965
              },
              {
                "event_time": 8.0,
                "cohort": 7,
                "estimate": -0.3618334061759238
              },
              {
                "event_time": 9.0,
                "cohort": 7,
                "estimate": 0.6502949544331498
              },
              {
                "event_time": 10.0,
                "cohort": 7,
                "estimate": 0.4431067764696212
              },
              {
                "event_time": 11.0,
                "cohort": 7,
                "estimate": 0.44158252707964885
              },
              {
                "event_time": 12.0,
                "cohort": 7,
                "estimate": -2.750796669436059
              },
              {
                "event_time": 13.0,
                "cohort": 7,
                "estimate": -0.8977763585448675
              },
              {
                "event_time": 14.0,
                "cohort": 7,
                "estimate": 0.3024262141940152
              },
              {
                "event_time": -7.0,
                "cohort": 8,
                "estimate": 0.17062446828873673
              },
              {
                "event_time": -6.0,
                "cohort": 8,
                "estimate": 0.15981879603898616
              },
              {
                "event_time": -5.0,
                "cohort": 8,
                "estimate": 0.24078562271841053
              },
              {
                "event_time": -4.0,
                "cohort": 8,
                "estimate": -0.3677161661604136
              },
              {
                "event_time": -3.0,
                "cohort": 8,
                "estimate": -0.9820368240499494
              },
              {
                "event_time": -2.0,
                "cohort": 8,
                "estimate": 0.6813068672709202
              },
              {
                "event_time": 0.0,
                "cohort": 8,
                "estimate": -0.19933141153769457
              },
              {
                "event_time": 1.0,
                "cohort": 8,
                "estimate": 0.6357595236190885
              },
              {
                "event_time": 2.0,
                "cohort": 8,
                "estimate": 0.5177891317567597
              },
              {
                "event_time": 3.0,
                "cohort": 8,
                "estimate": -1.5983724494398444
              },
              {
                "event_time": 4.0,
                "cohort": 8,
                "estimate": 0.803413605836884
              },
              {
                "event_time": 5.0,
                "cohort": 8,
                "estimate": 0.3017434371340878
              },
              {
                "event_time": 6.0,
                "cohort": 8,
                "estimate": 1.0271761906514913
              },
              {
                "event_time": 7.0,
                "cohort": 8,
                "estimate": 0.09913671658033762
              },
              {
                "event_time": 8.0,
                "cohort": 8,
                "estimate": 0.1486259848269052
              },
              {
                "event_time": 9.0,
                "cohort": 8,
                "estimate": 0.91914744594538
              },
              {
                "event_time": 10.0,
                "cohort": 8,
                "estimate": 0.9554096812594238
              },
              {
                "event_time": 11.0,
                "cohort": 8,
                "estimate": 0.9431490208970121
              },
              {
                "event_time": 12.0,
                "cohort": 8,
                "estimate": -2.1986262679481965
              },
              {
                "event_time": 13.0,
                "cohort": 8,
                "estimate": -0.3778808157648876
              },
              {
                "event_time": -8.0,
                "cohort": 9,
                "estimate": -0.2538193391193374
              },
              {
                "event_time": -7.0,
                "cohort": 9,
                "estimate": -0.38930455353762383
              },
              {
                "event_time": -6.0,
                "cohort": 9,
                "estimate": -0.4047567742266338
              },
              {
                "event_time": -5.0,
                "cohort": 9,
                "estimate": -0.22160905045397095
              },
              {
                "event_time": -4.0,
                "cohort": 9,
                "estimate": -0.6617356597879854
              },
              {
                "event_time": -3.0,
                "cohort": 9,
                "estimate": -1.3871928379854652
              },
              {
                "event_time": -2.0,
                "cohort": 9,
                "estimate": 0.2900070473250723
              },
              {
                "event_time": 0.0,
                "cohort": 9,
                "estimate": -0.34578418298412716
              },
              {
                "event_time": 1.0,
                "cohort": 9,
                "estimate": 0.42394073515900393
              },
              {
                "event_time": 2.0,
                "cohort": 9,
                "estimate": 0.28691671708882505
              },
              {
                "event_time": 3.0,
                "cohort": 9,
                "estimate": -1.9991296831586007
              },
              {
                "event_time": 4.0,
                "cohort": 9,
                "estimate": 0.6125615327389111
              },
              {
                "event_time": 5.0,
                "cohort": 9,
                "estimate": -0.07868707108533748
              },
              {
                "event_time": 6.0,
                "cohort": 9,
                "estimate": 0.650501877187405
              },
              {
                "event_time": 7.0,
                "cohort": 9,
                "estimate": -0.11383094070293981
              },
              {
                "event_time": 8.0,
                "cohort": 9,
                "estimate": -0.13245889168749764
              },
              {
                "event_time": 9.0,
                "cohort": 9,
                "estimate": 0.6712277782754015
              },
              {
                "event_time": 10.0,
                "cohort": 9,
                "estimate": 0.71678010004385
              },
              {
                "event_time": 11.0,
                "cohort": 9,
                "estimate": 0.82464495570209
              },
              {
                "event_time": 12.0,
                "cohort": 9,
                "estimate": -2.448842590428838
              },
              {
                "event_time": -9.0,
                "cohort": 10,
                "estimate": -0.05513565445327158
              },
              {
                "event_time": -8.0,
                "cohort": 10,
                "estimate": 0.44568629138237725
              },
              {
                "event_time": -7.0,
                "cohort": 10,
                "estimate": 0.48721068763141373
              },
              {
                "event_time": -6.0,
                "cohort": 10,
                "estimate": 0.43968905398283153
              },
              {
                "event_time": -5.0,
                "cohort": 10,
                "estimate": 0.38984152860655097
              },
              {
                "event_time": -4.0,
                "cohort": 10,
                "estimate": -0.03729024282627981
              },
              {
                "event_time": -3.0,
                "cohort": 10,
                "estimate": -0.6039669003285164
              },
              {
                "event_time": -2.0,
                "cohort": 10,
                "estimate": 0.45266035852830633
              },
              {
                "event_time": 0.0,
                "cohort": 10,
                "estimate": 0.27204993651627507
              },
              {
                "event_time": 1.0,
                "cohort": 10,
                "estimate": 0.8079444107226263
              },
              {
                "event_time": 2.0,
                "cohort": 10,
                "estimate": 0.7357891379537217
              },
              {
                "event_time": 3.0,
                "cohort": 10,
                "estimate": -1.4386748579204633
              },
              {
                "event_time": 4.0,
                "cohort": 10,
                "estimate": 0.9199195174224786
              },
              {
                "event_time": 5.0,
                "cohort": 10,
                "estimate": 0.5024136215404919
              },
              {
                "event_time": 6.0,
                "cohort": 10,
                "estimate": 1.2303908372843448
              },
              {
                "event_time": 7.0,
                "cohort": 10,
                "estimate": 0.2591258642667172
              },
              {
                "event_time": 8.0,
                "cohort": 10,
                "estimate": 0.25428211175356147
              },
              {
                "event_time": 9.0,
                "cohort": 10,
                "estimate": 0.93820050499128
              },
              {
                "event_time": 10.0,
                "cohort": 10,
                "estimate": 1.1960273748109467
              },
              {
                "event_time": 11.0,
                "cohort": 10,
                "estimate": 1.0878070616211848
              },
              {
                "event_time": -10.0,
                "cohort": 11,
                "estimate": -1.370456170824851
              },
              {
                "event_time": -9.0,
                "cohort": 11,
                "estimate": -0.7568304044439342
              },
              {
                "event_time": -8.0,
                "cohort": 11,
                "estimate": -0.5086567080056641
              },
              {
                "event_time": -7.0,
                "cohort": 11,
                "estimate": -0.9998728316538142
              },
              {
                "event_time": -6.0,
                "cohort": 11,
                "estimate": -0.828069601789001
              },
              {
                "event_time": -5.0,
                "cohort": 11,
                "estimate": -0.8875543013013014
              },
              {
                "event_time": -4.0,
                "cohort": 11,
                "estimate": -1.7867671530307143
              },
              {
                "event_time": -3.0,
                "cohort": 11,
                "estimate": -2.1808426014169973
              },
              {
                "event_time": -2.0,
                "cohort": 11,
                "estimate": -0.2537411560992753
              },
              {
                "event_time": 0.0,
                "cohort": 11,
                "estimate": -1.0278060274561285
              },
              {
                "event_time": 1.0,
                "cohort": 11,
                "estimate": -0.03536904216539155
              },
              {
                "event_time": 2.0,
                "cohort": 11,
                "estimate": -0.3484061019493235
              },
              {
                "event_time": 3.0,
                "cohort": 11,
                "estimate": -2.062905141845249
              },
              {
                "event_time": 4.0,
                "cohort": 11,
                "estimate": -0.003935874103418535
              },
              {
                "event_time": 5.0,
                "cohort": 11,
                "estimate": -0.5587088167854682
              },
              {
                "event_time": 6.0,
                "cohort": 11,
                "estimate": 0.30963598070750875
              },
              {
                "event_time": 7.0,
                "cohort": 11,
                "estimate": -0.8196589950932034
              },
              {
                "event_time": 8.0,
                "cohort": 11,
                "estimate": -0.4114169289630348
              },
              {
                "event_time": 9.0,
                "cohort": 11,
                "estimate": 0.6081342066569714
              },
              {
                "event_time": 10.0,
                "cohort": 11,
                "estimate": 0.16076968864933994
              },
              {
                "event_time": -11.0,
                "cohort": 12,
                "estimate": 0.29720761473911744
              },
              {
                "event_time": -10.0,
                "cohort": 12,
                "estimate": 0.5066703540980781
              },
              {
                "event_time": -9.0,
                "cohort": 12,
                "estimate": 0.7517145483069652
              },
              {
                "event_time": -8.0,
                "cohort": 12,
                "estimate": 1.310384958109548
              },
              {
                "event_time": -7.0,
                "cohort": 12,
                "estimate": 0.9991766025638746
              },
              {
                "event_time": -6.0,
                "cohort": 12,
                "estimate": 1.6389092458620103
              },
              {
                "event_time": -5.0,
                "cohort": 12,
                "estimate": 1.9516575335733704
              },
              {
                "event_time": -4.0,
                "cohort": 12,
                "estimate": 0.5241479068428339
              },
              {
                "event_time": -3.0,
                "cohort": 12,
                "estimate": -0.8674874775368402
              },
              {
                "event_time": -2.0,
                "cohort": 12,
                "estimate": 0.702287034454068
              },
              {
                "event_time": 0.0,
                "cohort": 12,
                "estimate": 0.09891937516207526
              },
              {
                "event_time": 1.0,
                "cohort": 12,
                "estimate": 1.0028782240614942
              },
              {
                "event_time": 2.0,
                "cohort": 12,
                "estimate": 0.4409458661585424
              },
              {
                "event_time": 3.0,
                "cohort": 12,
                "estimate": -1.2368815114714766
              },
              {
                "event_time": 4.0,
                "cohort": 12,
                "estimate": 1.3011370757892229
              },
              {
                "event_time": 5.0,
                "cohort": 12,
                "estimate": 0.779776515312477
              },
              {
                "event_time": 6.0,
                "cohort": 12,
                "estimate": 1.5676888149040817
              },
              {
                "event_time": 7.0,
                "cohort": 12,
                "estimate": 0.4552808126081175
              },
              {
                "event_time": 8.0,
                "cohort": 12,
                "estimate": 0.28893325698436695
              },
              {
                "event_time": 9.0,
                "cohort": 12,
                "estimate": 1.0742425854525628
              },
              {
                "event_time": -12.0,
                "cohort": 13,
                "estimate": -0.08962078165330523
              },
              {
                "event_time": -11.0,
                "cohort": 13,
                "estimate": -0.1679322699830412
              },
              {
                "event_time": -10.0,
                "cohort": 13,
                "estimate": -0.13948530167319695
              },
              {
                "event_time": -9.0,
                "cohort": 13,
                "estimate": -0.08446722731373377
              },
              {
                "event_time": -8.0,
                "cohort": 13,
                "estimate": 0.5705075098778066
              },
              {
                "event_time": -7.0,
                "cohort": 13,
                "estimate": 0.34178137122812624
              },
              {
                "event_time": -6.0,
                "cohort": 13,
                "estimate": 0.3156590066274203
              },
              {
                "event_time": -5.0,
                "cohort": 13,
                "estimate": 0.4574248431078871
              },
              {
                "event_time": -4.0,
                "cohort": 13,
                "estimate": -0.26690293722295205
              },
              {
                "event_time": -3.0,
                "cohort": 13,
                "estimate": -0.761270917335569
              },
              {
                "event_time": -2.0,
                "cohort": 13,
                "estimate": 0.9557844869993629
              },
              {
                "event_time": 0.0,
                "cohort": 13,
                "estimate": 0.16704066279133362
              },
              {
                "event_time": 1.0,
                "cohort": 13,
                "estimate": 0.7040335711297288
              },
              {
                "event_time": 2.0,
                "cohort": 13,
                "estimate": 0.7476534868885583
              },
              {
                "event_time": 3.0,
                "cohort": 13,
                "estimate": -1.1890672678947238
              },
              {
                "event_time": 4.0,
                "cohort": 13,
                "estimate": 1.0284703043847114
              },
              {
                "event_time": 5.0,
                "cohort": 13,
                "estimate": 0.6531938485501463
              },
              {
                "event_time": 6.0,
                "cohort": 13,
                "estimate": 1.0826269710959864
              },
              {
                "event_time": 7.0,
                "cohort": 13,
                "estimate": 0.6176471072888962
              },
              {
                "event_time": 8.0,
                "cohort": 13,
                "estimate": 0.6491743797961492
              },
              {
                "event_time": -13.0,
                "cohort": 14,
                "estimate": 0.7337303188956668
              },
              {
                "event_time": -12.0,
                "cohort": 14,
                "estimate": 0.7303882509613118
              },
              {
                "event_time": -11.0,
                "cohort": 14,
                "estimate": 1.3400251610300369
              },
              {
                "event_time": -10.0,
                "cohort": 14,
                "estimate": 0.08241833700084827
              },
              {
                "event_time": -9.0,
                "cohort": 14,
                "estimate": 0.4544944483701905
              },
              {
                "event_time": -8.0,
                "cohort": 14,
                "estimate": 0.6972193379150109
              },
              {
                "event_time": -7.0,
                "cohort": 14,
                "estimate": 0.6218163071056951
              },
              {
                "event_time": -6.0,
                "cohort": 14,
                "estimate": 1.2999618996072344
              },
              {
                "event_time": -5.0,
                "cohort": 14,
                "estimate": 0.9260759965663747
              },
              {
                "event_time": -4.0,
                "cohort": 14,
                "estimate": 0.48274937504521254
              },
              {
                "event_time": -3.0,
                "cohort": 14,
                "estimate": -0.3321051205909823
              },
              {
                "event_time": -2.0,
                "cohort": 14,
                "estimate": 0.76875346706011
              },
              {
                "event_time": 0.0,
                "cohort": 14,
                "estimate": -0.11550639741346193
              },
              {
                "event_time": 1.0,
                "cohort": 14,
                "estimate": 0.9715199223232827
              },
              {
                "event_time": 2.0,
                "cohort": 14,
                "estimate": 0.6424616223068476
              },
              {
                "event_time": 3.0,
                "cohort": 14,
                "estimate": -1.4496369617841378
              },
              {
                "event_time": 4.0,
                "cohort": 14,
                "estimate": 1.1673973178213097
              },
              {
                "event_time": 5.0,
                "cohort": 14,
                "estimate": 0.4892945448292475
              },
              {
                "event_time": 6.0,
                "cohort": 14,
                "estimate": 1.1699842396240614
              },
              {
                "event_time": 7.0,
                "cohort": 14,
                "estimate": 0.03549647565538035
              },
              {
                "event_time": -14.0,
                "cohort": 15,
                "estimate": -0.03364198968153173
              },
              {
                "event_time": -13.0,
                "cohort": 15,
                "estimate": 0.04509866074914748
              },
              {
                "event_time": -12.0,
                "cohort": 15,
                "estimate": 0.754984781766203
              },
              {
                "event_time": -11.0,
                "cohort": 15,
                "estimate": 0.6425726802324527
              },
              {
                "event_time": -10.0,
                "cohort": 15,
                "estimate": 0.6214457989982017
              },
              {
                "event_time": -9.0,
                "cohort": 15,
                "estimate": 0.7090998473245536
              },
              {
                "event_time": -8.0,
                "cohort": 15,
                "estimate": 1.352827479803638
              },
              {
                "event_time": -7.0,
                "cohort": 15,
                "estimate": 0.4869390024585915
              },
              {
                "event_time": -6.0,
                "cohort": 15,
                "estimate": 0.6703558542942549
              },
              {
                "event_time": -5.0,
                "cohort": 15,
                "estimate": 0.02698601918151291
              },
              {
                "event_time": -4.0,
                "cohort": 15,
                "estimate": -0.11539293467246337
              },
              {
                "event_time": -3.0,
                "cohort": 15,
                "estimate": -0.9052175417318111
              },
              {
                "event_time": -2.0,
                "cohort": 15,
                "estimate": 1.079756218349409
              },
              {
                "event_time": 0.0,
                "cohort": 15,
                "estimate": -0.06953621879585262
              },
              {
                "event_time": 1.0,
                "cohort": 15,
                "estimate": 0.6229344161214448
              },
              {
                "event_time": 2.0,
                "cohort": 15,
                "estimate": 0.5961381285428392
              },
              {
                "event_time": 3.0,
                "cohort": 15,
                "estimate": -1.5350571452267783
              },
              {
                "event_time": 4.0,
                "cohort": 15,
                "estimate": 0.9882130271962598
              },
              {
                "event_time": 5.0,
                "cohort": 15,
                "estimate": 0.3319685735579282
              },
              {
                "event_time": 6.0,
                "cohort": 15,
                "estimate": 1.2097294266054721
              },
              {
                "event_time": -15.0,
                "cohort": 16,
                "estimate": 0.7562089509838391
              },
              {
                "event_time": -14.0,
                "cohort": 16,
                "estimate": -0.11973817262598953
              },
              {
                "event_time": -13.0,
                "cohort": 16,
                "estimate": -0.12137383725236872
              },
              {
                "event_time": -12.0,
                "cohort": 16,
                "estimate": 0.5526459771075928
              },
              {
                "event_time": -11.0,
                "cohort": 16,
                "estimate": 0.8556683071612123
              },
              {
                "event_time": -10.0,
                "cohort": 16,
                "estimate": 0.22427683838635923
              },
              {
                "event_time": -9.0,
                "cohort": 16,
                "estimate": 0.05326018969723276
              },
              {
                "event_time": -8.0,
                "cohort": 16,
                "estimate": 0.8442542894424163
              },
              {
                "event_time": -7.0,
                "cohort": 16,
                "estimate": -0.0189962992098984
              },
              {
                "event_time": -6.0,
                "cohort": 16,
                "estimate": 0.40608584616622834
              },
              {
                "event_time": -5.0,
                "cohort": 16,
                "estimate": 0.09633219861200965
              },
              {
                "event_time": -4.0,
                "cohort": 16,
                "estimate": -0.5819785288876216
              },
              {
                "event_time": -3.0,
                "cohort": 16,
                "estimate": -1.2222008375031783
              },
              {
                "event_time": -2.0,
                "cohort": 16,
                "estimate": 0.017175372256525743
              },
              {
                "event_time": 0.0,
                "cohort": 16,
                "estimate": 0.08923900613750294
              },
              {
                "event_time": 1.0,
                "cohort": 16,
                "estimate": 0.7156705051720127
              },
              {
                "event_time": 2.0,
                "cohort": 16,
                "estimate": 0.37224589724806906
              },
              {
                "event_time": 3.0,
                "cohort": 16,
                "estimate": -2.064585552737599
              },
              {
                "event_time": 4.0,
                "cohort": 16,
                "estimate": 0.4215543775259215
              },
              {
                "event_time": 5.0,
                "cohort": 16,
                "estimate": 0.08621116984841741
              },
              {
                "event_time": -5.0,
                "cohort": 19,
                "estimate": 0.015289215873085807
              },
              {
                "event_time": -4.0,
                "cohort": 19,
                "estimate": -0.10342979914779335
              },
              {
                "event_time": -3.0,
                "cohort": 19,
                "estimate": -0.6129167077366299
              },
              {
                "event_time": -2.0,
                "cohort": 19,
                "estimate": 0.47746077369273693
              },
              {
                "event_time": 0.0,
                "cohort": 19,
                "estimate": -0.12323071408117728
              },
              {
                "event_time": 1.0,
                "cohort": 19,
                "estimate": 0.6794728879268289
              },
              {
                "event_time": 2.0,
                "cohort": 19,
                "estimate": 0.751537049516435
              }
            ]
          }
        }
      },
      "code_sha256": {
        "replication_engine.py": "b42dd52795225c55faa7af833b12a94304ddde96f066412b80dea4620c4bcc24",
        "reference_f_test.py": "9cf8f31eeda89784ac1750ea22c35401ae46e24e06279acf938d2d103b78cccf",
        "sparse_did2s.py": "75169d7fbba6e1bad163e564ac9b5b1262a04033eda925dc379dc3eef64c59fa",
        "frequency.py": "8f922ae4be2b63ad9b89515d8e665cda4e11a354258b54ef3b820648243642eb",
        "sparse_models.py": "538c06b81a46a104838d662d6e6489d0d2daa7f680fd234049f28c97c87ef555"
      }
    },
    "comparison": {
      "schema": "expensive-replication-v1",
      "config": {
        "outcomes": [
          "y"
        ],
        "treatments": [
          "d"
        ],
        "unit": "unit",
        "time": "time",
        "cluster": "cluster",
        "covariates": [],
        "baseline_by_time": [],
        "weight": "weight",
        "period_step": 1,
        "period_values": null,
        "display_window": [
          -10,
          10
        ],
        "seed": 20261008,
        "panelview_max_units": 100,
        "test_mode": "classical",
        "test_horizon": null,
        "post_horizon": null,
        "post_weighting": "observations",
        "sample_query": null,
        "reversal_policy": "drop_post_untreated",
        "labels": {},
        "allow_repeated_cells": true,
        "time_fe": null,
        "unit_fe": null,
        "frequency_weights": false,
        "source_sd": null,
        "require_never_control_periods": false,
        "latest_cohort_control": true,
        "slug": "s16-p004",
        "specification_id": "S16-P004",
        "source_specification_id": "GIFT-F5A-BLACK",
        "study_id": 16,
        "study": "The Gift of a Lifetime",
        "citation": "Hollingsworth et al. (2024), AER. https://doi.org/10.1257/aer.20230008",
        "description": "GIFT-F5A-BLACK",
        "data": "analyses/full-archive/prepared/S16-P004.parquet",
        "output_dir": "analyses/archive-expanded/fits/S16-P004"
      },
      "options": {
        "output_dir": "analyses/archive-expanded/fits/S16-P004",
        "regression_results": "analyses/archive-expanded/baselines/S16-P004.json",
        "display_window": [
          -10,
          10
        ],
        "timeout_seconds": 3600
      },
      "source": {
        "file": "S16-P004.parquet",
        "bytes": 21975,
        "sha256": "28ee49e9ff07e027b9f7cc3e0af72c00f1c0b18e85208768dc332c9f63561e67"
      },
      "regressions": {
        "y__d": {
          "sample": {
            "outcome": "y",
            "treatment": "d",
            "source_rows": 1995,
            "source_sd": 83.92092236281862,
            "rows": 1995,
            "units": 95,
            "clusters": 95,
            "treated_units": 46,
            "never_treated_units": 49,
            "treated_cohorts": 12,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 1995,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 0,
            "post_adoption_untreated_rows_removed": 0,
            "units_without_minus_one_removed": 0,
            "additional_rows_removed": 0
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.19143692107818552,
              "se": 0.052449930923148536,
              "pvalue": 0.0004309269883401047,
              "lower": -0.295577488450381,
              "upper": -0.08729635370599002
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.1716086219025368,
              "se": 0.06632566321809022,
              "pvalue": 0.011203766991857343,
              "lower": -0.3032997810194045,
              "upper": -0.0399174627856691
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.23892181673685034,
              "se": 0.0642474520891522,
              "pvalue": 0.00034032895358058536,
              "lower": -0.3664866389400635,
              "upper": -0.11135699453363715
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": -0.21942540341940092,
              "se": 0.04719825683026199,
              "pvalue": 1.0867690336115716e-05,
              "lower": -0.3131386487711266,
              "upper": -0.1257121580676752
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -18,
                "estimate": -0.005314759988808632,
                "se": 0.137345173162109,
                "pvalue": 0.9692145311019976,
                "lower": -0.27801682092940405,
                "upper": 0.26738730095178675
              },
              {
                "event_time": -17,
                "estimate": 0.10283846909126576,
                "se": 0.12073351795128166,
                "pvalue": 0.3965007251663086,
                "lower": -0.13688076102002641,
                "upper": 0.34255769920255796
              },
              {
                "event_time": -16,
                "estimate": 0.37966452803383033,
                "se": 0.12094801093653262,
                "pvalue": 0.0022648315306974267,
                "lower": 0.13951941707220641,
                "upper": 0.6198096389954543
              },
              {
                "event_time": -15,
                "estimate": 0.6136858617064627,
                "se": 0.32978349274457575,
                "pvalue": 0.06588759964425324,
                "lower": -0.04110699387853756,
                "upper": 1.2684787172914629
              },
              {
                "event_time": -14,
                "estimate": 0.11262506020654038,
                "se": 0.10572748601220444,
                "pvalue": 0.2894962834127728,
                "lower": -0.097299341720315,
                "upper": 0.32254946213339575
              },
              {
                "event_time": -13,
                "estimate": 0.22552284340214943,
                "se": 0.12736474046267338,
                "pvalue": 0.07985478014879442,
                "lower": -0.027362834453744517,
                "upper": 0.47840852125804334
              },
              {
                "event_time": -12,
                "estimate": 0.04499368253257335,
                "se": 0.19899948028017272,
                "pvalue": 0.8216149391146915,
                "lower": -0.3501244504829806,
                "upper": 0.4401118155481273
              },
              {
                "event_time": -11,
                "estimate": 0.2132298560623695,
                "se": 0.2466414129378828,
                "pvalue": 0.3894955374222386,
                "lower": -0.2764824510608979,
                "upper": 0.702942163185637
              },
              {
                "event_time": -10,
                "estimate": 0.09939602367965708,
                "se": 0.15338491453267888,
                "pvalue": 0.5185537245169205,
                "lower": -0.20515331975368237,
                "upper": 0.40394536711299656
              },
              {
                "event_time": -9,
                "estimate": 0.09556462078459037,
                "se": 0.13030427419696294,
                "pvalue": 0.4651421561310034,
                "lower": -0.1631575702088932,
                "upper": 0.354286811778074
              },
              {
                "event_time": -8,
                "estimate": -0.01492678546916991,
                "se": 0.12828042526143826,
                "pvalue": 0.9076150086803877,
                "lower": -0.26963057695837245,
                "upper": 0.2397770060200326
              },
              {
                "event_time": -7,
                "estimate": -0.006867867875557761,
                "se": 0.08657304373039988,
                "pvalue": 0.9369385251272777,
                "lower": -0.17876067563600936,
                "upper": 0.16502493988489383
              },
              {
                "event_time": -6,
                "estimate": 0.07690830191809238,
                "se": 0.08828192621388044,
                "pvalue": 0.38588247729598146,
                "lower": -0.09837753207270507,
                "upper": 0.25219413590888984
              },
              {
                "event_time": -5,
                "estimate": 0.07094689788208507,
                "se": 0.07957505757957227,
                "pvalue": 0.3748988828506257,
                "lower": -0.08705124433004045,
                "upper": 0.22894504009421057
              },
              {
                "event_time": -4,
                "estimate": -0.001259549255273639,
                "se": 0.06879510690763238,
                "pvalue": 0.9854313895929773,
                "lower": -0.13785384670609685,
                "upper": 0.13533474819554958
              },
              {
                "event_time": -3,
                "estimate": 0.08306258191401285,
                "se": 0.06592801501404384,
                "pvalue": 0.21082513581055956,
                "lower": -0.04783903737210461,
                "upper": 0.21396420120013032
              },
              {
                "event_time": -2,
                "estimate": 0.1125250564351169,
                "se": 0.05645423392631012,
                "pvalue": 0.049137618994031004,
                "lower": 0.0004338515818072264,
                "upper": 0.22461626128842657
              },
              {
                "event_time": 0,
                "estimate": -0.07486538303672055,
                "se": 0.05612283103611415,
                "pvalue": 0.1854412829364051,
                "lower": -0.18629857968284377,
                "upper": 0.03656781360940267
              },
              {
                "event_time": 1,
                "estimate": 0.011109765087945157,
                "se": 0.057387747259702256,
                "pvalue": 0.8469136712266676,
                "lower": -0.10283495237210963,
                "upper": 0.12505448254799995
              },
              {
                "event_time": 2,
                "estimate": -0.10136357879374867,
                "se": 0.0584742799931743,
                "pvalue": 0.08629056580820255,
                "lower": -0.2174656324664676,
                "upper": 0.014738474878970245
              },
              {
                "event_time": 3,
                "estimate": -0.11770468970379451,
                "se": 0.06549968155959845,
                "pvalue": 0.0755428308466605,
                "lower": -0.24775584287517494,
                "upper": 0.01234646346758593
              },
              {
                "event_time": 4,
                "estimate": -0.1199002202278358,
                "se": 0.07134301142352899,
                "pvalue": 0.09615774821030611,
                "lower": -0.26155344182260953,
                "upper": 0.021753001366937932
              },
              {
                "event_time": 5,
                "estimate": -0.19691110789344024,
                "se": 0.07358077125584074,
                "pvalue": 0.008787392144047957,
                "lower": -0.3430074540925364,
                "upper": -0.05081476169434407
              },
              {
                "event_time": 6,
                "estimate": -0.23414054479731952,
                "se": 0.08126875054935638,
                "pvalue": 0.00490972903212185,
                "lower": -0.39550155410427607,
                "upper": -0.07277953549036298
              },
              {
                "event_time": 7,
                "estimate": -0.21306983004620209,
                "se": 0.09943028398614188,
                "pvalue": 0.03470319023327886,
                "lower": -0.4104909897321404,
                "upper": -0.015648670360263794
              },
              {
                "event_time": 8,
                "estimate": -0.18577356392823025,
                "se": 0.08828437796637115,
                "pvalue": 0.03802436302290884,
                "lower": -0.36106426593107166,
                "upper": -0.010482861925388831
              },
              {
                "event_time": 9,
                "estimate": -0.20276571576277608,
                "se": 0.0810950851290848,
                "pvalue": 0.014139215876461792,
                "lower": -0.36378190830674173,
                "upper": -0.0417495232188104
              },
              {
                "event_time": 10,
                "estimate": -0.21288505795102566,
                "se": 0.09389647593551766,
                "pvalue": 0.025667463212045282,
                "lower": -0.3993187120296594,
                "upper": -0.026451403872391893
              },
              {
                "event_time": 11,
                "estimate": -0.25376565157083536,
                "se": 0.10533815868558458,
                "pvalue": 0.017942805416025588,
                "lower": -0.4629170349641277,
                "upper": -0.044614268177542965
              },
              {
                "event_time": 12,
                "estimate": -0.1778483625244266,
                "se": 0.11516111108370639,
                "pvalue": 0.12586510432041415,
                "lower": -0.4065034481725296,
                "upper": 0.05080672312367643
              },
              {
                "event_time": 13,
                "estimate": -0.23359072811683498,
                "se": 0.11549123828313437,
                "pvalue": 0.04595716106538822,
                "lower": -0.46290128905820005,
                "upper": -0.0042801671754699455
              },
              {
                "event_time": 14,
                "estimate": -0.5411762011117517,
                "se": 0.1404307239464832,
                "pvalue": 0.00021262598840805896,
                "lower": -0.8200046954657919,
                "upper": -0.26234770675771146
              },
              {
                "event_time": 15,
                "estimate": -0.9059478245537519,
                "se": 0.08382067692172426,
                "pvalue": 3.56738043335321e-18,
                "lower": -1.0723757434949626,
                "upper": -0.7395199056125413
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -18,
                "estimate": -0.11737316042000533,
                "se": 0.06699007933301565,
                "pvalue": 0.08301811728716862,
                "lower": -0.2503835333082114,
                "upper": 0.015637212468200754
              },
              {
                "event_time": -17,
                "estimate": -0.013986762596676552,
                "se": 0.09226589525968745,
                "pvalue": 0.8798336911876532,
                "lower": -0.19718286051959477,
                "upper": 0.16920933532624166
              },
              {
                "event_time": -16,
                "estimate": 0.26827170548733276,
                "se": 0.06856987662254549,
                "pvalue": 0.00017271137162263746,
                "lower": 0.13212460804736786,
                "upper": 0.40441880292729765
              },
              {
                "event_time": -15,
                "estimate": 0.46555221640608685,
                "se": 0.23823935344797997,
                "pvalue": 0.05365716608668067,
                "lower": -0.00747760464002073,
                "upper": 0.9385820374521945
              },
              {
                "event_time": -14,
                "estimate": -0.049681720403065385,
                "se": 0.056703655643684965,
                "pvalue": 0.3831742301224929,
                "lower": -0.16226815792313343,
                "upper": 0.06290471711700267
              },
              {
                "event_time": -13,
                "estimate": 0.05662012571287648,
                "se": 0.09725053469108301,
                "pvalue": 0.5618198335759461,
                "lower": -0.13647309065033023,
                "upper": 0.24971334207608317
              },
              {
                "event_time": -12,
                "estimate": -0.038987798514799075,
                "se": 0.08542804104738119,
                "pvalue": 0.6491682424848882,
                "lower": -0.20860717660711692,
                "upper": 0.13063157957751875
              },
              {
                "event_time": -11,
                "estimate": 0.10798330870156074,
                "se": 0.15424195616550085,
                "pvalue": 0.48559996046541737,
                "lower": -0.19826771098440232,
                "upper": 0.41423432838752383
              },
              {
                "event_time": -10,
                "estimate": 0.022705998880274237,
                "se": 0.060384072606923966,
                "pvalue": 0.7077446718958134,
                "lower": -0.09718799279614836,
                "upper": 0.14259999055669684
              },
              {
                "event_time": -9,
                "estimate": 0.035231827150493625,
                "se": 0.0575509320101693,
                "pvalue": 0.5418932726591558,
                "lower": -0.07903689745696864,
                "upper": 0.1495005517579559
              },
              {
                "event_time": -8,
                "estimate": -0.051079651061659716,
                "se": 0.06328584524995821,
                "pvalue": 0.4216314742182166,
                "lower": -0.176735180343794,
                "upper": 0.0745758782204746
              },
              {
                "event_time": -7,
                "estimate": -0.021031864862096558,
                "se": 0.03666284632853499,
                "pvalue": 0.5675705582000181,
                "lower": -0.09382680569295573,
                "upper": 0.05176307596876262
              },
              {
                "event_time": -6,
                "estimate": 0.019841642874823,
                "se": 0.03755295071902608,
                "pvalue": 0.5984916685013043,
                "lower": -0.05472062108906463,
                "upper": 0.09440390683871062
              },
              {
                "event_time": -5,
                "estimate": 0.011117892783762363,
                "se": 0.03802114872961394,
                "pvalue": 0.7706150270477409,
                "lower": -0.06437398930558276,
                "upper": 0.08660977487310749
              },
              {
                "event_time": -4,
                "estimate": -0.0570336544291372,
                "se": 0.027584580577576415,
                "pvalue": 0.04142648570018266,
                "lower": -0.1118034857999734,
                "upper": -0.002263823058301008
              },
              {
                "event_time": -3,
                "estimate": 0.017872285178403537,
                "se": 0.03483619508508111,
                "pvalue": 0.6091284994345717,
                "lower": -0.05129579678846318,
                "upper": 0.08704036714527025
              },
              {
                "event_time": -2,
                "estimate": 0.04435266605930231,
                "se": 0.04777089298589582,
                "pvalue": 0.35555455761503585,
                "lower": -0.050497561803094754,
                "upper": 0.13920289392169938
              },
              {
                "event_time": -1,
                "estimate": -0.06399953998206974,
                "se": 0.04126647695800782,
                "pvalue": 0.12428980472374204,
                "lower": -0.14593509734544233,
                "upper": 0.01793601738130285
              },
              {
                "event_time": 0,
                "estimate": -0.14887050233930801,
                "se": 0.04609445955214752,
                "pvalue": 0.0017079066310478432,
                "lower": -0.2403921323202689,
                "upper": -0.05734887235834711
              },
              {
                "event_time": 1,
                "estimate": -0.052557278476599856,
                "se": 0.046691047779356835,
                "pvalue": 0.2631840123425834,
                "lower": -0.1452634483678265,
                "upper": 0.04014889141462678
              },
              {
                "event_time": 2,
                "estimate": -0.17203887296415582,
                "se": 0.053627009937616675,
                "pvalue": 0.0018277660179523809,
                "lower": -0.27851655831250705,
                "upper": -0.0655611876158046
              },
              {
                "event_time": 3,
                "estimate": -0.17890348480763685,
                "se": 0.06264786869112676,
                "pvalue": 0.005284860091252353,
                "lower": -0.3032922966768499,
                "upper": -0.05451467293842378
              },
              {
                "event_time": 4,
                "estimate": -0.18503202379370687,
                "se": 0.0705035530304584,
                "pvalue": 0.010129641998242327,
                "lower": -0.32501848107056724,
                "upper": -0.04504556651684649
              },
              {
                "event_time": 5,
                "estimate": -0.255997544838171,
                "se": 0.07410990097082652,
                "pvalue": 0.0008293414620988076,
                "lower": -0.40314449049015966,
                "upper": -0.10885059918618234
              },
              {
                "event_time": 6,
                "estimate": -0.3048533032722766,
                "se": 0.08186953742068336,
                "pvalue": 0.0003346579494145559,
                "lower": -0.46740718899581857,
                "upper": -0.14229941754873468
              },
              {
                "event_time": 7,
                "estimate": -0.27604725968575905,
                "se": 0.10274131048544226,
                "pvalue": 0.008530632179916233,
                "lower": -0.48004254010269976,
                "upper": -0.07205197926881834
              },
              {
                "event_time": 8,
                "estimate": -0.22583934256114413,
                "se": 0.0869866795497898,
                "pvalue": 0.010937264739055935,
                "lower": -0.39855343393739007,
                "upper": -0.053125251184898165
              },
              {
                "event_time": 9,
                "estimate": -0.26762973519692584,
                "se": 0.08724112989182285,
                "pvalue": 0.0028179179425127958,
                "lower": -0.44084904369206945,
                "upper": -0.09441042670178226
              },
              {
                "event_time": 10,
                "estimate": -0.27892719385539466,
                "se": 0.09525270825177003,
                "pvalue": 0.004275816811481773,
                "lower": -0.46805367899056455,
                "upper": -0.08980070872022478
              },
              {
                "event_time": 11,
                "estimate": -0.323570001297578,
                "se": 0.10432196703403147,
                "pvalue": 0.002540838541079389,
                "lower": -0.5307037123452826,
                "upper": -0.11643629024987345
              },
              {
                "event_time": 12,
                "estimate": -0.24269995051294038,
                "se": 0.11939012560894106,
                "pvalue": 0.04488996155251808,
                "lower": -0.4797518436368912,
                "upper": -0.005648057388989547
              },
              {
                "event_time": 13,
                "estimate": -0.290341894139799,
                "se": 0.11236453833060528,
                "pvalue": 0.011308342156381523,
                "lower": -0.5134443190297343,
                "upper": -0.06723946924986365
              },
              {
                "event_time": 14,
                "estimate": -0.7509512148865061,
                "se": 0.14839392006314311,
                "pvalue": 2.068937804228696e-06,
                "lower": -1.0455908218023557,
                "upper": -0.45631160797065645
              },
              {
                "event_time": 15,
                "estimate": -1.0726596322092472,
                "se": 0.05244134511814817,
                "pvalue": 2.2039100455608352e-36,
                "lower": -1.1767831522643473,
                "upper": -0.9685361121541473
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -18,
                "estimate": -0.061878248791949524,
                "se": 0.13955763658814954,
                "pvalue": 0.6585036043555711,
                "lower": -0.3389732077292209,
                "upper": 0.21521671014532184
              },
              {
                "event_time": -17,
                "estimate": 0.03829243377949516,
                "se": 0.10892576848441615,
                "pvalue": 0.7259654530957478,
                "lower": -0.17798223296964766,
                "upper": 0.25456710052863796
              },
              {
                "event_time": -16,
                "estimate": 0.3768816896382426,
                "se": 0.14685206058119096,
                "pvalue": 0.0118555716821495,
                "lower": 0.08530348086787326,
                "upper": 0.6684598984086119
              },
              {
                "event_time": -15,
                "estimate": 0.6050429706497102,
                "se": 0.09338494209053674,
                "pvalue": 4.205937623226735e-09,
                "lower": 0.41962497901159423,
                "upper": 0.7904609622878263
              },
              {
                "event_time": -14,
                "estimate": 0.22723182229475022,
                "se": 0.08390719226273508,
                "pvalue": 0.008039229388196624,
                "lower": 0.06063212511588159,
                "upper": 0.39383151947361883
              },
              {
                "event_time": -13,
                "estimate": 0.41424203961883466,
                "se": 0.18008232673551228,
                "pvalue": 0.02364346806069922,
                "lower": 0.05668435841959396,
                "upper": 0.7717997208180754
              },
              {
                "event_time": -12,
                "estimate": 0.22089481889041218,
                "se": 0.0903752126617451,
                "pvalue": 0.016382293889135216,
                "lower": 0.041452715586837774,
                "upper": 0.4003369221939866
              },
              {
                "event_time": -11,
                "estimate": 0.42508649584285796,
                "se": 0.09825486173915557,
                "pvalue": 3.777117560049928e-05,
                "lower": 0.2299991645824025,
                "upper": 0.6201738271033135
              },
              {
                "event_time": -10,
                "estimate": 0.22479962815136628,
                "se": 0.061278187872131025,
                "pvalue": 0.0004044141173610899,
                "lower": 0.1031303496561443,
                "upper": 0.34646890664658825
              },
              {
                "event_time": -9,
                "estimate": 0.24018631983760516,
                "se": 0.09578703468257367,
                "pvalue": 0.013873991105958794,
                "lower": 0.049998917048465735,
                "upper": 0.43037372262674456
              },
              {
                "event_time": -8,
                "estimate": 0.04324198228087636,
                "se": 0.06761058062737696,
                "pvalue": 0.5240051412995654,
                "lower": -0.09100041047299268,
                "upper": 0.1774843750347454
              },
              {
                "event_time": -7,
                "estimate": 0.029608426485182637,
                "se": 0.07020479706011118,
                "pvalue": 0.67417508549609,
                "lower": -0.10978484380915574,
                "upper": 0.169001696779521
              },
              {
                "event_time": -6,
                "estimate": 0.041339102340580504,
                "se": 0.0670261046565791,
                "pvalue": 0.5388831809777609,
                "lower": -0.09174279967206164,
                "upper": 0.17442100435322264
              },
              {
                "event_time": -5,
                "estimate": 0.05462151846229872,
                "se": 0.06094460207190364,
                "pvalue": 0.3724094851167971,
                "lower": -0.06638541760669796,
                "upper": 0.17562845453129539
              },
              {
                "event_time": -4,
                "estimate": -0.014418493787075673,
                "se": 0.05588652311311852,
                "pvalue": 0.7969740766709785,
                "lower": -0.12538249551259228,
                "upper": 0.09654550793844092
              },
              {
                "event_time": -3,
                "estimate": 0.08409937644326537,
                "se": 0.05809746875331607,
                "pvalue": 0.15106808171216532,
                "lower": -0.03125450967955622,
                "upper": 0.19945326256608698
              },
              {
                "event_time": -2,
                "estimate": 0.12943080548295344,
                "se": 0.04656756066879152,
                "pvalue": 0.006577012500938151,
                "lower": 0.0369698221445226,
                "upper": 0.22189178882138427
              },
              {
                "event_time": 0,
                "estimate": -0.08834236063322709,
                "se": 0.043519450252141254,
                "pvalue": 0.0451877186148783,
                "lower": -0.17475124928600105,
                "upper": -0.0019334719804531414
              },
              {
                "event_time": 1,
                "estimate": -0.013456991756027437,
                "se": 0.061126321092461,
                "pvalue": 0.826231340635658,
                "lower": -0.1348247352001738,
                "upper": 0.10791075168811892
              },
              {
                "event_time": 2,
                "estimate": -0.13968533951227807,
                "se": 0.05583490614298526,
                "pvalue": 0.014086571136144478,
                "lower": -0.25054685453359693,
                "upper": -0.028823824490959202
              },
              {
                "event_time": 3,
                "estimate": -0.14255968040607575,
                "se": 0.05515996609595477,
                "pvalue": 0.011291568249423912,
                "lower": -0.25208108614216107,
                "upper": -0.03303827466999046
              },
              {
                "event_time": 4,
                "estimate": -0.16714457980704855,
                "se": 0.0630051436284402,
                "pvalue": 0.009369823679113345,
                "lower": -0.2922427694394889,
                "upper": -0.042046390174608234
              },
              {
                "event_time": 5,
                "estimate": -0.23837944552633938,
                "se": 0.055056510916943524,
                "pvalue": 3.729465609912815e-05,
                "lower": -0.34769543857931534,
                "upper": -0.12906345247336343
              },
              {
                "event_time": 6,
                "estimate": -0.28108508972923724,
                "se": 0.058272823040403404,
                "pvalue": 5.425748292751227e-06,
                "lower": -0.39678714589970254,
                "upper": -0.16538303355877193
              },
              {
                "event_time": 7,
                "estimate": -0.26401137530991564,
                "se": 0.05267053758959704,
                "pvalue": 2.5202877761025837e-06,
                "lower": -0.3685899623897767,
                "upper": -0.15943278823005458
              },
              {
                "event_time": 8,
                "estimate": -0.21031371639094604,
                "se": 0.06265959540933431,
                "pvalue": 0.0011405461776189283,
                "lower": -0.33472581193405637,
                "upper": -0.08590162084783572
              },
              {
                "event_time": 9,
                "estimate": -0.26506867069769,
                "se": 0.07986626960507127,
                "pvalue": 0.001286796318532769,
                "lower": -0.4236450212129973,
                "upper": -0.10649232018238278
              },
              {
                "event_time": 10,
                "estimate": -0.2976782296445914,
                "se": 0.07345888796732616,
                "pvalue": 0.00010439553841163633,
                "lower": -0.4435325737171701,
                "upper": -0.1518238855720127
              },
              {
                "event_time": 11,
                "estimate": -0.32202229216355915,
                "se": 0.08243165817679848,
                "pvalue": 0.00017634155821682205,
                "lower": -0.4856922818255275,
                "upper": -0.15835230250159085
              },
              {
                "event_time": 12,
                "estimate": -0.2469366443113262,
                "se": 0.08921751258490893,
                "pvalue": 0.006797351977825849,
                "lower": -0.4240801069736916,
                "upper": -0.06979318164896078
              },
              {
                "event_time": 13,
                "estimate": -0.258374242687701,
                "se": 0.08850222858115064,
                "pvalue": 0.004388901217307189,
                "lower": -0.43409749219301214,
                "upper": -0.08265099318238983
              },
              {
                "event_time": 14,
                "estimate": -0.7538872388476683,
                "se": 0.1319420717847887,
                "pvalue": 1.2924787224519624e-07,
                "lower": -1.0158613153448124,
                "upper": -0.4919131623505241
              },
              {
                "event_time": 15,
                "estimate": -0.9377322078598792,
                "se": 0.06726584032114769,
                "pvalue": 1.3152501755840033e-24,
                "lower": -1.0712901106543737,
                "upper": -0.8041743050653847
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0,
              6.0,
              7.0,
              8.0,
              9.0,
              10.0,
              11.0,
              12.0,
              13.0,
              14.0,
              15.0
            ],
            "weights": [
              0.0750622338782457,
              0.07366916409756334,
              0.07434147168737092,
              0.07266978795055208,
              0.07452317644137296,
              0.07534084783438218,
              0.07379030060023137,
              0.06839972623150398,
              0.0681271691005009,
              0.06547427969207101,
              0.06337861819591406,
              0.06408726673652206,
              0.06409938038678885,
              0.06216119634410035,
              0.024802698921279443,
              7.268190160081888e-05
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 1.1102230246251565e-16,
            "package_aggregate_vs_estimable_cell_weights": null,
            "saturated_vs_deviations_relative_rss_difference": 1.7981415311990637e-16
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "F": 0.886786486104996,
            "df_num": 97,
            "df_den": 1640,
            "pvalue": 0.7746975579662475,
            "log10_pvalue": -0.11086781303218524,
            "inference": "Homoskedastic nested-model F",
            "observations": 1995,
            "design_columns": 240,
            "restricted_design_columns": 143,
            "fixed_effect_rank": 115,
            "covariance_rank": 97,
            "rss_unrestricted": 40463.76488135259,
            "rss_restricted": 42586.096483639296,
            "test_horizon": null,
            "reference_cohort": 6,
            "pyfixest": "0.27.0",
            "formulaic": "1.0.2",
            "design_head": {
              "index": [
                0,
                1,
                2,
                3,
                4
              ],
              "columns": [
                "C(rel_time, contr.treatment(base=-1.0))[T.-18.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-17.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-16.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-15.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-14.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-13.0]"
              ],
              "data": [
                [
                  -0.212767064870005,
                  0.011162434624299982,
                  0.011536243318122951,
                  -0.2405442609124978,
                  -0.2475226082855713,
                  -0.16047191491457746
                ],
                [
                  0.011478817378293293,
                  -0.19493765956389783,
                  0.010231461627142441,
                  0.022551123728401422,
                  -0.1971389469746126,
                  -0.2317010559704106
                ],
                [
                  0.011431255046278649,
                  0.00976287400220875,
                  -0.1898466461359985,
                  0.02479414774438091,
                  0.03591933333404381,
                  -0.22827877484718903
                ],
                [
                  0.01074818383483426,
                  0.009516883536437216,
                  0.009676522083787347,
                  -0.16934508086550334,
                  0.0350468132352779,
                  0.04768154422149446
                ],
                [
                  0.0096806045101086,
                  0.008592286048430051,
                  0.008693174138272293,
                  0.021885107497976262,
                  -0.14163492960986948,
                  0.0444594985515387
                ]
              ]
            },
            "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_7,ref=-1.0)+i(rel_time,cohort_dummy_8,ref=-1.0)+i(rel_time,cohort_dummy_9,ref=-1.0)+i(rel_time,cohort_dummy_10,ref=-1.0)+i(rel_time,cohort_dummy_11,ref=-1.0)+i(rel_time,cohort_dummy_12,ref=-1.0)+i(rel_time,cohort_dummy_13,ref=-1.0)+i(rel_time,cohort_dummy_14,ref=-1.0)+i(rel_time,cohort_dummy_15,ref=-1.0)+i(rel_time,cohort_dummy_16,ref=-1.0)+i(rel_time,cohort_dummy_19,ref=-1.0)|unit_fe+time_fe",
            "restriction_names": [
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_19",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_19"
            ],
            "deviations": [
              {
                "event_time": -6.0,
                "cohort": 7,
                "estimate": -0.03256085909628126
              },
              {
                "event_time": -5.0,
                "cohort": 7,
                "estimate": -0.010134568495692997
              },
              {
                "event_time": -4.0,
                "cohort": 7,
                "estimate": -0.42354213069954916
              },
              {
                "event_time": -3.0,
                "cohort": 7,
                "estimate": -1.0821378249460922
              },
              {
                "event_time": -2.0,
                "cohort": 7,
                "estimate": 0.6947708081427846
              },
              {
                "event_time": 0.0,
                "cohort": 7,
                "estimate": -0.20404399858161076
              },
              {
                "event_time": 1.0,
                "cohort": 7,
                "estimate": 0.5424930902906617
              },
              {
                "event_time": 2.0,
                "cohort": 7,
                "estimate": 0.4306879308873602
              },
              {
                "event_time": 3.0,
                "cohort": 7,
                "estimate": -2.0451388289385637
              },
              {
                "event_time": 4.0,
                "cohort": 7,
                "estimate": 0.5291804834939813
              },
              {
                "event_time": 5.0,
                "cohort": 7,
                "estimate": -0.19638418228183777
              },
              {
                "event_time": 6.0,
                "cohort": 7,
                "estimate": 0.49337430089577916
              },
              {
                "event_time": 7.0,
                "cohort": 7,
                "estimate": -0.6091210504790965
              },
              {
                "event_time": 8.0,
                "cohort": 7,
                "estimate": -0.3618334061759238
              },
              {
                "event_time": 9.0,
                "cohort": 7,
                "estimate": 0.6502949544331498
              },
              {
                "event_time": 10.0,
                "cohort": 7,
                "estimate": 0.4431067764696212
              },
              {
                "event_time": 11.0,
                "cohort": 7,
                "estimate": 0.44158252707964885
              },
              {
                "event_time": 12.0,
                "cohort": 7,
                "estimate": -2.750796669436059
              },
              {
                "event_time": 13.0,
                "cohort": 7,
                "estimate": -0.8977763585448675
              },
              {
                "event_time": 14.0,
                "cohort": 7,
                "estimate": 0.3024262141940152
              },
              {
                "event_time": -7.0,
                "cohort": 8,
                "estimate": 0.17062446828873673
              },
              {
                "event_time": -6.0,
                "cohort": 8,
                "estimate": 0.15981879603898616
              },
              {
                "event_time": -5.0,
                "cohort": 8,
                "estimate": 0.24078562271841053
              },
              {
                "event_time": -4.0,
                "cohort": 8,
                "estimate": -0.3677161661604136
              },
              {
                "event_time": -3.0,
                "cohort": 8,
                "estimate": -0.9820368240499494
              },
              {
                "event_time": -2.0,
                "cohort": 8,
                "estimate": 0.6813068672709202
              },
              {
                "event_time": 0.0,
                "cohort": 8,
                "estimate": -0.19933141153769457
              },
              {
                "event_time": 1.0,
                "cohort": 8,
                "estimate": 0.6357595236190885
              },
              {
                "event_time": 2.0,
                "cohort": 8,
                "estimate": 0.5177891317567597
              },
              {
                "event_time": 3.0,
                "cohort": 8,
                "estimate": -1.5983724494398444
              },
              {
                "event_time": 4.0,
                "cohort": 8,
                "estimate": 0.803413605836884
              },
              {
                "event_time": 5.0,
                "cohort": 8,
                "estimate": 0.3017434371340878
              },
              {
                "event_time": 6.0,
                "cohort": 8,
                "estimate": 1.0271761906514913
              },
              {
                "event_time": 7.0,
                "cohort": 8,
                "estimate": 0.09913671658033762
              },
              {
                "event_time": 8.0,
                "cohort": 8,
                "estimate": 0.1486259848269052
              },
              {
                "event_time": 9.0,
                "cohort": 8,
                "estimate": 0.91914744594538
              },
              {
                "event_time": 10.0,
                "cohort": 8,
                "estimate": 0.9554096812594238
              },
              {
                "event_time": 11.0,
                "cohort": 8,
                "estimate": 0.9431490208970121
              },
              {
                "event_time": 12.0,
                "cohort": 8,
                "estimate": -2.1986262679481965
              },
              {
                "event_time": 13.0,
                "cohort": 8,
                "estimate": -0.3778808157648876
              },
              {
                "event_time": -8.0,
                "cohort": 9,
                "estimate": -0.2538193391193374
              },
              {
                "event_time": -7.0,
                "cohort": 9,
                "estimate": -0.38930455353762383
              },
              {
                "event_time": -6.0,
                "cohort": 9,
                "estimate": -0.4047567742266338
              },
              {
                "event_time": -5.0,
                "cohort": 9,
                "estimate": -0.22160905045397095
              },
              {
                "event_time": -4.0,
                "cohort": 9,
                "estimate": -0.6617356597879854
              },
              {
                "event_time": -3.0,
                "cohort": 9,
                "estimate": -1.3871928379854652
              },
              {
                "event_time": -2.0,
                "cohort": 9,
                "estimate": 0.2900070473250723
              },
              {
                "event_time": 0.0,
                "cohort": 9,
                "estimate": -0.34578418298412716
              },
              {
                "event_time": 1.0,
                "cohort": 9,
                "estimate": 0.42394073515900393
              },
              {
                "event_time": 2.0,
                "cohort": 9,
                "estimate": 0.28691671708882505
              },
              {
                "event_time": 3.0,
                "cohort": 9,
                "estimate": -1.9991296831586007
              },
              {
                "event_time": 4.0,
                "cohort": 9,
                "estimate": 0.6125615327389111
              },
              {
                "event_time": 5.0,
                "cohort": 9,
                "estimate": -0.07868707108533748
              },
              {
                "event_time": 6.0,
                "cohort": 9,
                "estimate": 0.650501877187405
              },
              {
                "event_time": 7.0,
                "cohort": 9,
                "estimate": -0.11383094070293981
              },
              {
                "event_time": 8.0,
                "cohort": 9,
                "estimate": -0.13245889168749764
              },
              {
                "event_time": 9.0,
                "cohort": 9,
                "estimate": 0.6712277782754015
              },
              {
                "event_time": 10.0,
                "cohort": 9,
                "estimate": 0.71678010004385
              },
              {
                "event_time": 11.0,
                "cohort": 9,
                "estimate": 0.82464495570209
              },
              {
                "event_time": 12.0,
                "cohort": 9,
                "estimate": -2.448842590428838
              },
              {
                "event_time": -9.0,
                "cohort": 10,
                "estimate": -0.05513565445327158
              },
              {
                "event_time": -8.0,
                "cohort": 10,
                "estimate": 0.44568629138237725
              },
              {
                "event_time": -7.0,
                "cohort": 10,
                "estimate": 0.48721068763141373
              },
              {
                "event_time": -6.0,
                "cohort": 10,
                "estimate": 0.43968905398283153
              },
              {
                "event_time": -5.0,
                "cohort": 10,
                "estimate": 0.38984152860655097
              },
              {
                "event_time": -4.0,
                "cohort": 10,
                "estimate": -0.03729024282627981
              },
              {
                "event_time": -3.0,
                "cohort": 10,
                "estimate": -0.6039669003285164
              },
              {
                "event_time": -2.0,
                "cohort": 10,
                "estimate": 0.45266035852830633
              },
              {
                "event_time": 0.0,
                "cohort": 10,
                "estimate": 0.27204993651627507
              },
              {
                "event_time": 1.0,
                "cohort": 10,
                "estimate": 0.8079444107226263
              },
              {
                "event_time": 2.0,
                "cohort": 10,
                "estimate": 0.7357891379537217
              },
              {
                "event_time": 3.0,
                "cohort": 10,
                "estimate": -1.4386748579204633
              },
              {
                "event_time": 4.0,
                "cohort": 10,
                "estimate": 0.9199195174224786
              },
              {
                "event_time": 5.0,
                "cohort": 10,
                "estimate": 0.5024136215404919
              },
              {
                "event_time": 6.0,
                "cohort": 10,
                "estimate": 1.2303908372843448
              },
              {
                "event_time": 7.0,
                "cohort": 10,
                "estimate": 0.2591258642667172
              },
              {
                "event_time": 8.0,
                "cohort": 10,
                "estimate": 0.25428211175356147
              },
              {
                "event_time": 9.0,
                "cohort": 10,
                "estimate": 0.93820050499128
              },
              {
                "event_time": 10.0,
                "cohort": 10,
                "estimate": 1.1960273748109467
              },
              {
                "event_time": 11.0,
                "cohort": 10,
                "estimate": 1.0878070616211848
              },
              {
                "event_time": -10.0,
                "cohort": 11,
                "estimate": -1.370456170824851
              },
              {
                "event_time": -9.0,
                "cohort": 11,
                "estimate": -0.7568304044439342
              },
              {
                "event_time": -8.0,
                "cohort": 11,
                "estimate": -0.5086567080056641
              },
              {
                "event_time": -7.0,
                "cohort": 11,
                "estimate": -0.9998728316538142
              },
              {
                "event_time": -6.0,
                "cohort": 11,
                "estimate": -0.828069601789001
              },
              {
                "event_time": -5.0,
                "cohort": 11,
                "estimate": -0.8875543013013014
              },
              {
                "event_time": -4.0,
                "cohort": 11,
                "estimate": -1.7867671530307143
              },
              {
                "event_time": -3.0,
                "cohort": 11,
                "estimate": -2.1808426014169973
              },
              {
                "event_time": -2.0,
                "cohort": 11,
                "estimate": -0.2537411560992753
              },
              {
                "event_time": 0.0,
                "cohort": 11,
                "estimate": -1.0278060274561285
              },
              {
                "event_time": 1.0,
                "cohort": 11,
                "estimate": -0.03536904216539155
              },
              {
                "event_time": 2.0,
                "cohort": 11,
                "estimate": -0.3484061019493235
              },
              {
                "event_time": 3.0,
                "cohort": 11,
                "estimate": -2.062905141845249
              },
              {
                "event_time": 4.0,
                "cohort": 11,
                "estimate": -0.003935874103418535
              },
              {
                "event_time": 5.0,
                "cohort": 11,
                "estimate": -0.5587088167854682
              },
              {
                "event_time": 6.0,
                "cohort": 11,
                "estimate": 0.30963598070750875
              },
              {
                "event_time": 7.0,
                "cohort": 11,
                "estimate": -0.8196589950932034
              },
              {
                "event_time": 8.0,
                "cohort": 11,
                "estimate": -0.4114169289630348
              },
              {
                "event_time": 9.0,
                "cohort": 11,
                "estimate": 0.6081342066569714
              },
              {
                "event_time": 10.0,
                "cohort": 11,
                "estimate": 0.16076968864933994
              },
              {
                "event_time": -11.0,
                "cohort": 12,
                "estimate": 0.29720761473911744
              },
              {
                "event_time": -10.0,
                "cohort": 12,
                "estimate": 0.5066703540980781
              },
              {
                "event_time": -9.0,
                "cohort": 12,
                "estimate": 0.7517145483069652
              },
              {
                "event_time": -8.0,
                "cohort": 12,
                "estimate": 1.310384958109548
              },
              {
                "event_time": -7.0,
                "cohort": 12,
                "estimate": 0.9991766025638746
              },
              {
                "event_time": -6.0,
                "cohort": 12,
                "estimate": 1.6389092458620103
              },
              {
                "event_time": -5.0,
                "cohort": 12,
                "estimate": 1.9516575335733704
              },
              {
                "event_time": -4.0,
                "cohort": 12,
                "estimate": 0.5241479068428339
              },
              {
                "event_time": -3.0,
                "cohort": 12,
                "estimate": -0.8674874775368402
              },
              {
                "event_time": -2.0,
                "cohort": 12,
                "estimate": 0.702287034454068
              },
              {
                "event_time": 0.0,
                "cohort": 12,
                "estimate": 0.09891937516207526
              },
              {
                "event_time": 1.0,
                "cohort": 12,
                "estimate": 1.0028782240614942
              },
              {
                "event_time": 2.0,
                "cohort": 12,
                "estimate": 0.4409458661585424
              },
              {
                "event_time": 3.0,
                "cohort": 12,
                "estimate": -1.2368815114714766
              },
              {
                "event_time": 4.0,
                "cohort": 12,
                "estimate": 1.3011370757892229
              },
              {
                "event_time": 5.0,
                "cohort": 12,
                "estimate": 0.779776515312477
              },
              {
                "event_time": 6.0,
                "cohort": 12,
                "estimate": 1.5676888149040817
              },
              {
                "event_time": 7.0,
                "cohort": 12,
                "estimate": 0.4552808126081175
              },
              {
                "event_time": 8.0,
                "cohort": 12,
                "estimate": 0.28893325698436695
              },
              {
                "event_time": 9.0,
                "cohort": 12,
                "estimate": 1.0742425854525628
              },
              {
                "event_time": -12.0,
                "cohort": 13,
                "estimate": -0.08962078165330523
              },
              {
                "event_time": -11.0,
                "cohort": 13,
                "estimate": -0.1679322699830412
              },
              {
                "event_time": -10.0,
                "cohort": 13,
                "estimate": -0.13948530167319695
              },
              {
                "event_time": -9.0,
                "cohort": 13,
                "estimate": -0.08446722731373377
              },
              {
                "event_time": -8.0,
                "cohort": 13,
                "estimate": 0.5705075098778066
              },
              {
                "event_time": -7.0,
                "cohort": 13,
                "estimate": 0.34178137122812624
              },
              {
                "event_time": -6.0,
                "cohort": 13,
                "estimate": 0.3156590066274203
              },
              {
                "event_time": -5.0,
                "cohort": 13,
                "estimate": 0.4574248431078871
              },
              {
                "event_time": -4.0,
                "cohort": 13,
                "estimate": -0.26690293722295205
              },
              {
                "event_time": -3.0,
                "cohort": 13,
                "estimate": -0.761270917335569
              },
              {
                "event_time": -2.0,
                "cohort": 13,
                "estimate": 0.9557844869993629
              },
              {
                "event_time": 0.0,
                "cohort": 13,
                "estimate": 0.16704066279133362
              },
              {
                "event_time": 1.0,
                "cohort": 13,
                "estimate": 0.7040335711297288
              },
              {
                "event_time": 2.0,
                "cohort": 13,
                "estimate": 0.7476534868885583
              },
              {
                "event_time": 3.0,
                "cohort": 13,
                "estimate": -1.1890672678947238
              },
              {
                "event_time": 4.0,
                "cohort": 13,
                "estimate": 1.0284703043847114
              },
              {
                "event_time": 5.0,
                "cohort": 13,
                "estimate": 0.6531938485501463
              },
              {
                "event_time": 6.0,
                "cohort": 13,
                "estimate": 1.0826269710959864
              },
              {
                "event_time": 7.0,
                "cohort": 13,
                "estimate": 0.6176471072888962
              },
              {
                "event_time": 8.0,
                "cohort": 13,
                "estimate": 0.6491743797961492
              },
              {
                "event_time": -13.0,
                "cohort": 14,
                "estimate": 0.7337303188956668
              },
              {
                "event_time": -12.0,
                "cohort": 14,
                "estimate": 0.7303882509613118
              },
              {
                "event_time": -11.0,
                "cohort": 14,
                "estimate": 1.3400251610300369
              },
              {
                "event_time": -10.0,
                "cohort": 14,
                "estimate": 0.08241833700084827
              },
              {
                "event_time": -9.0,
                "cohort": 14,
                "estimate": 0.4544944483701905
              },
              {
                "event_time": -8.0,
                "cohort": 14,
                "estimate": 0.6972193379150109
              },
              {
                "event_time": -7.0,
                "cohort": 14,
                "estimate": 0.6218163071056951
              },
              {
                "event_time": -6.0,
                "cohort": 14,
                "estimate": 1.2999618996072344
              },
              {
                "event_time": -5.0,
                "cohort": 14,
                "estimate": 0.9260759965663747
              },
              {
                "event_time": -4.0,
                "cohort": 14,
                "estimate": 0.48274937504521254
              },
              {
                "event_time": -3.0,
                "cohort": 14,
                "estimate": -0.3321051205909823
              },
              {
                "event_time": -2.0,
                "cohort": 14,
                "estimate": 0.76875346706011
              },
              {
                "event_time": 0.0,
                "cohort": 14,
                "estimate": -0.11550639741346193
              },
              {
                "event_time": 1.0,
                "cohort": 14,
                "estimate": 0.9715199223232827
              },
              {
                "event_time": 2.0,
                "cohort": 14,
                "estimate": 0.6424616223068476
              },
              {
                "event_time": 3.0,
                "cohort": 14,
                "estimate": -1.4496369617841378
              },
              {
                "event_time": 4.0,
                "cohort": 14,
                "estimate": 1.1673973178213097
              },
              {
                "event_time": 5.0,
                "cohort": 14,
                "estimate": 0.4892945448292475
              },
              {
                "event_time": 6.0,
                "cohort": 14,
                "estimate": 1.1699842396240614
              },
              {
                "event_time": 7.0,
                "cohort": 14,
                "estimate": 0.03549647565538035
              },
              {
                "event_time": -14.0,
                "cohort": 15,
                "estimate": -0.03364198968153173
              },
              {
                "event_time": -13.0,
                "cohort": 15,
                "estimate": 0.04509866074914748
              },
              {
                "event_time": -12.0,
                "cohort": 15,
                "estimate": 0.754984781766203
              },
              {
                "event_time": -11.0,
                "cohort": 15,
                "estimate": 0.6425726802324527
              },
              {
                "event_time": -10.0,
                "cohort": 15,
                "estimate": 0.6214457989982017
              },
              {
                "event_time": -9.0,
                "cohort": 15,
                "estimate": 0.7090998473245536
              },
              {
                "event_time": -8.0,
                "cohort": 15,
                "estimate": 1.352827479803638
              },
              {
                "event_time": -7.0,
                "cohort": 15,
                "estimate": 0.4869390024585915
              },
              {
                "event_time": -6.0,
                "cohort": 15,
                "estimate": 0.6703558542942549
              },
              {
                "event_time": -5.0,
                "cohort": 15,
                "estimate": 0.02698601918151291
              },
              {
                "event_time": -4.0,
                "cohort": 15,
                "estimate": -0.11539293467246337
              },
              {
                "event_time": -3.0,
                "cohort": 15,
                "estimate": -0.9052175417318111
              },
              {
                "event_time": -2.0,
                "cohort": 15,
                "estimate": 1.079756218349409
              },
              {
                "event_time": 0.0,
                "cohort": 15,
                "estimate": -0.06953621879585262
              },
              {
                "event_time": 1.0,
                "cohort": 15,
                "estimate": 0.6229344161214448
              },
              {
                "event_time": 2.0,
                "cohort": 15,
                "estimate": 0.5961381285428392
              },
              {
                "event_time": 3.0,
                "cohort": 15,
                "estimate": -1.5350571452267783
              },
              {
                "event_time": 4.0,
                "cohort": 15,
                "estimate": 0.9882130271962598
              },
              {
                "event_time": 5.0,
                "cohort": 15,
                "estimate": 0.3319685735579282
              },
              {
                "event_time": 6.0,
                "cohort": 15,
                "estimate": 1.2097294266054721
              },
              {
                "event_time": -15.0,
                "cohort": 16,
                "estimate": 0.7562089509838391
              },
              {
                "event_time": -14.0,
                "cohort": 16,
                "estimate": -0.11973817262598953
              },
              {
                "event_time": -13.0,
                "cohort": 16,
                "estimate": -0.12137383725236872
              },
              {
                "event_time": -12.0,
                "cohort": 16,
                "estimate": 0.5526459771075928
              },
              {
                "event_time": -11.0,
                "cohort": 16,
                "estimate": 0.8556683071612123
              },
              {
                "event_time": -10.0,
                "cohort": 16,
                "estimate": 0.22427683838635923
              },
              {
                "event_time": -9.0,
                "cohort": 16,
                "estimate": 0.05326018969723276
              },
              {
                "event_time": -8.0,
                "cohort": 16,
                "estimate": 0.8442542894424163
              },
              {
                "event_time": -7.0,
                "cohort": 16,
                "estimate": -0.0189962992098984
              },
              {
                "event_time": -6.0,
                "cohort": 16,
                "estimate": 0.40608584616622834
              },
              {
                "event_time": -5.0,
                "cohort": 16,
                "estimate": 0.09633219861200965
              },
              {
                "event_time": -4.0,
                "cohort": 16,
                "estimate": -0.5819785288876216
              },
              {
                "event_time": -3.0,
                "cohort": 16,
                "estimate": -1.2222008375031783
              },
              {
                "event_time": -2.0,
                "cohort": 16,
                "estimate": 0.017175372256525743
              },
              {
                "event_time": 0.0,
                "cohort": 16,
                "estimate": 0.08923900613750294
              },
              {
                "event_time": 1.0,
                "cohort": 16,
                "estimate": 0.7156705051720127
              },
              {
                "event_time": 2.0,
                "cohort": 16,
                "estimate": 0.37224589724806906
              },
              {
                "event_time": 3.0,
                "cohort": 16,
                "estimate": -2.064585552737599
              },
              {
                "event_time": 4.0,
                "cohort": 16,
                "estimate": 0.4215543775259215
              },
              {
                "event_time": 5.0,
                "cohort": 16,
                "estimate": 0.08621116984841741
              },
              {
                "event_time": -5.0,
                "cohort": 19,
                "estimate": 0.015289215873085807
              },
              {
                "event_time": -4.0,
                "cohort": 19,
                "estimate": -0.10342979914779335
              },
              {
                "event_time": -3.0,
                "cohort": 19,
                "estimate": -0.6129167077366299
              },
              {
                "event_time": -2.0,
                "cohort": 19,
                "estimate": 0.47746077369273693
              },
              {
                "event_time": 0.0,
                "cohort": 19,
                "estimate": -0.12323071408117728
              },
              {
                "event_time": 1.0,
                "cohort": 19,
                "estimate": 0.6794728879268289
              },
              {
                "event_time": 2.0,
                "cohort": 19,
                "estimate": 0.751537049516435
              }
            ]
          }
        }
      },
      "alternative_models": {
        "y__d": [
          {
            "method": "CS-DID",
            "class": "csdid.att_gt.ATTgt",
            "package": {
              "csdid": "0.4.2",
              "drdid": "1.1.6"
            },
            "parameters": {
              "est_method": "dr",
              "covariate_basis": "intercept",
              "control_group": "notyettreated",
              "xformla": "y ~ 1",
              "panel": true,
              "effective_panel": false,
              "allow_unbalanced_panel": true,
              "weights_name": "weight",
              "fix_weights": "varying",
              "base_period": "universal",
              "clustervar": "cluster",
              "aggregate": "dynamic",
              "faster_mode": true
            },
            "data_structure": "unbalanced or varying-weight panel; native repeated-cross-section comparisons",
            "aggregations": {
              "summaries": [
                {
                  "typec": "dynamic",
                  "aggregation": "Native CS-DID dynamic",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.2888481604184638,
                  "se": 0.06393224002304153,
                  "lower": -0.4141530483145954,
                  "upper": -0.1635432725223322
                },
                {
                  "typec": "simple",
                  "aggregation": "Native CS-DID simple",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.21217665888247067,
                  "se": 0.06853075498309791,
                  "lower": -0.34649447048268145,
                  "upper": -0.07785884728225992
                },
                {
                  "typec": "group",
                  "aggregation": "Native CS-DID group",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.18456173209254348,
                  "se": 0.06586728126143554,
                  "lower": -0.3136592311245271,
                  "upper": -0.05546423306055984
                },
                {
                  "typec": "treated_cells",
                  "aggregation": "Observed treated observations, configured weights",
                  "matches_treated_unit_year_target": true,
                  "weight_sum": 165103.0,
                  "post_cells": 124,
                  "estimate": -0.21762442360066364,
                  "se": 0.07068374195920608,
                  "lower": -0.3561620121332302,
                  "upper": -0.07908683506809708
                }
              ],
              "same_group_time_effects": true,
              "additional_covariates": []
            },
            "estimate": -0.2888481604184638,
            "se": 0.06393224002304153,
            "lower": -0.4141530483145954,
            "upper": -0.1635432725223322,
            "event_study": [
              {
                "event_time": -18,
                "estimate": 0.012323434837973036,
                "se": 0.13707928576023387,
                "lower": -0.2563470282785596,
                "upper": 0.2809938979545057,
                "relative_to_minus_one": 0.012323434837973036,
                "n": 0.0
              },
              {
                "event_time": -17,
                "estimate": 0.05507948009718453,
                "se": 0.08231959458359277,
                "lower": -0.1062639605085958,
                "upper": 0.21642292070296484,
                "relative_to_minus_one": 0.05507948009718453,
                "n": 0.0
              },
              {
                "event_time": -16,
                "estimate": 0.4343588361509638,
                "se": 0.10890484181681599,
                "lower": 0.22090926844797285,
                "upper": 0.6478084038539548,
                "relative_to_minus_one": 0.4343588361509638,
                "n": 0.0
              },
              {
                "event_time": -15,
                "estimate": 0.5850965081594234,
                "se": 0.2815301054180693,
                "lower": 0.033307640976242836,
                "upper": 1.136885375342604,
                "relative_to_minus_one": 0.5850965081594234,
                "n": 0.0
              },
              {
                "event_time": -14,
                "estimate": 0.21110563124392,
                "se": 0.07830147193579787,
                "lower": 0.0576375663132824,
                "upper": 0.3645736961745576,
                "relative_to_minus_one": 0.21110563124392,
                "n": 0.0
              },
              {
                "event_time": -13,
                "estimate": 0.3851668574433106,
                "se": 0.13619225936750873,
                "lower": 0.1182349341098557,
                "upper": 0.6520987807767655,
                "relative_to_minus_one": 0.3851668574433106,
                "n": 0.0
              },
              {
                "event_time": -12,
                "estimate": 0.18606857972049584,
                "se": 0.17067809524314068,
                "lower": -0.14845433990595702,
                "upper": 0.5205914993469487,
                "relative_to_minus_one": 0.18606857972049584,
                "n": 0.0
              },
              {
                "event_time": -11,
                "estimate": 0.4192728994217083,
                "se": 0.23076337788725557,
                "lower": -0.03301501018811931,
                "upper": 0.8715608090315359,
                "relative_to_minus_one": 0.4192728994217083,
                "n": 0.0
              },
              {
                "event_time": -10,
                "estimate": 0.23561177870996103,
                "se": 0.17289838600393292,
                "lower": -0.10326283084285165,
                "upper": 0.5744863882627738,
                "relative_to_minus_one": 0.23561177870996103,
                "n": 0.0
              },
              {
                "event_time": -9,
                "estimate": 0.18691039525513148,
                "se": 0.14025114795916566,
                "lower": -0.08797680353523152,
                "upper": 0.4617975940454945,
                "relative_to_minus_one": 0.18691039525513148,
                "n": 0.0
              },
              {
                "event_time": -8,
                "estimate": 0.06272122832836662,
                "se": 0.14012745756239878,
                "lower": -0.21192354173909983,
                "upper": 0.3373659983958331,
                "relative_to_minus_one": 0.06272122832836662,
                "n": 0.0
              },
              {
                "event_time": -7,
                "estimate": 0.08146620687402928,
                "se": 0.08851881001230767,
                "lower": -0.09202747270443729,
                "upper": 0.25495988645249584,
                "relative_to_minus_one": 0.08146620687402928,
                "n": 0.0
              },
              {
                "event_time": -6,
                "estimate": 0.08684791019479687,
                "se": 0.08185434718400428,
                "lower": -0.0735836622638891,
                "upper": 0.24727948265348285,
                "relative_to_minus_one": 0.08684791019479687,
                "n": 0.0
              },
              {
                "event_time": -5,
                "estimate": 0.07001326038694133,
                "se": 0.07738231745953325,
                "lower": -0.08165329487398884,
                "upper": 0.2216798156478715,
                "relative_to_minus_one": 0.07001326038694133,
                "n": 0.0
              },
              {
                "event_time": -4,
                "estimate": -0.0031593561004791835,
                "se": 0.06546728835681395,
                "lower": -0.13147288344533295,
                "upper": 0.12515417124437458,
                "relative_to_minus_one": -0.0031593561004791835,
                "n": 0.0
              },
              {
                "event_time": -3,
                "estimate": 0.09600427311331526,
                "se": 0.06522973186772495,
                "lower": -0.031843652068630254,
                "upper": 0.22385219829526076,
                "relative_to_minus_one": 0.09600427311331526,
                "n": 0.0
              },
              {
                "event_time": -2,
                "estimate": 0.13284629177708973,
                "se": 0.06316337170683735,
                "lower": 0.009048358089572286,
                "upper": 0.2566442254646072,
                "relative_to_minus_one": 0.13284629177708973,
                "n": 0.0
              },
              {
                "event_time": -1,
                "estimate": 0.0,
                "se": null,
                "lower": null,
                "upper": null,
                "relative_to_minus_one": 0.0,
                "n": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.07841149910308508,
                "se": 0.058682739730569235,
                "lower": -0.19342755548913848,
                "upper": 0.03660455728296834,
                "relative_to_minus_one": -0.07841149910308508,
                "n": 12393.0
              },
              {
                "event_time": 1,
                "estimate": 0.006177554224927126,
                "se": 0.06356923278949987,
                "lower": -0.1184158525673353,
                "upper": 0.13077096101718955,
                "relative_to_minus_one": 0.006177554224927126,
                "n": 12163.0
              },
              {
                "event_time": 2,
                "estimate": -0.11642325806353383,
                "se": 0.06552688061202824,
                "lower": -0.24485358408236513,
                "upper": 0.012007067955297449,
                "relative_to_minus_one": -0.11642325806353383,
                "n": 12274.0
              },
              {
                "event_time": 3,
                "estimate": -0.13400616398504236,
                "se": 0.07401689736562138,
                "lower": -0.27907661706905784,
                "upper": 0.01106428909897314,
                "relative_to_minus_one": -0.13400616398504236,
                "n": 11998.0
              },
              {
                "event_time": 4,
                "estimate": -0.1423437939472787,
                "se": 0.07424016870883007,
                "lower": -0.2878518508227631,
                "upper": 0.0031642629282057355,
                "relative_to_minus_one": -0.1423437939472787,
                "n": 12304.0
              },
              {
                "event_time": 5,
                "estimate": -0.22555590671893738,
                "se": 0.07983905675324476,
                "lower": -0.38203758251494646,
                "upper": -0.06907423092292828,
                "relative_to_minus_one": -0.22555590671893738,
                "n": 12439.0
              },
              {
                "event_time": 6,
                "estimate": -0.27432831775690264,
                "se": 0.08794432109622057,
                "lower": -0.446696019750321,
                "upper": -0.10196061576348425,
                "relative_to_minus_one": -0.27432831775690264,
                "n": 12183.0
              },
              {
                "event_time": 7,
                "estimate": -0.25773619362126904,
                "se": 0.10127600499930942,
                "lower": -0.456233515918014,
                "upper": -0.05923887132452413,
                "relative_to_minus_one": -0.25773619362126904,
                "n": 11293.0
              },
              {
                "event_time": 8,
                "estimate": -0.236152768404397,
                "se": 0.09365414864806347,
                "lower": -0.419711526757362,
                "upper": -0.052594010051431994,
                "relative_to_minus_one": -0.236152768404397,
                "n": 11248.0
              },
              {
                "event_time": 9,
                "estimate": -0.28934013357488697,
                "se": 0.08426494694947317,
                "lower": -0.4544963947550327,
                "upper": -0.12418387239474127,
                "relative_to_minus_one": -0.28934013357488697,
                "n": 10810.0
              },
              {
                "event_time": 10,
                "estimate": -0.3182099051120486,
                "se": 0.1002137599277322,
                "lower": -0.514625265325747,
                "upper": -0.1217945448983502,
                "relative_to_minus_one": -0.3182099051120486,
                "n": 10464.0
              },
              {
                "event_time": 11,
                "estimate": -0.34295500472521495,
                "se": 0.10248362738585186,
                "lower": -0.5438192234065073,
                "upper": -0.14209078604392253,
                "relative_to_minus_one": -0.34295500472521495,
                "n": 10581.0
              },
              {
                "event_time": 12,
                "estimate": -0.26111256612288253,
                "se": 0.11470070251543045,
                "lower": -0.48592181205456897,
                "upper": -0.03630332019119606,
                "relative_to_minus_one": -0.26111256612288253,
                "n": 10583.0
              },
              {
                "event_time": 13,
                "estimate": -0.26483908739499645,
                "se": 0.11414508850148286,
                "lower": -0.4885593498700399,
                "upper": -0.041118824919953,
                "relative_to_minus_one": -0.26483908739499645,
                "n": 10263.0
              },
              {
                "event_time": 14,
                "estimate": -0.748782783976825,
                "se": 0.12843451348599016,
                "lower": -1.0005098047812895,
                "upper": -0.4970557631723604,
                "relative_to_minus_one": -0.748782783976825,
                "n": 4095.0
              },
              {
                "event_time": 15,
                "estimate": -0.9375507384130471,
                "se": 0.06329041177534606,
                "lower": -1.061597666059435,
                "upper": -0.8135038107666591,
                "relative_to_minus_one": -0.9375507384130471,
                "n": 12.0
              }
            ],
            "group_time_estimates": [
              {
                "group": 6,
                "year": 1,
                "att": -0.001219730094136625,
                "se": 0.048986908266619784,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 2,
                "att": 0.45302374631193787,
                "se": 0.043689411301434014,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 3,
                "att": 1.1308079423331765,
                "se": 0.037502866113291636,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 4,
                "att": -0.45384022625673237,
                "se": 0.035189808038844465,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 5,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 6,
                "att": 0.06896833259371164,
                "se": 0.03600598892278545,
                "event_time": 0,
                "mass": 27.0
              },
              {
                "group": 6,
                "year": 7,
                "att": -0.6049931199112495,
                "se": 0.03738568450221201,
                "event_time": 1,
                "mass": 15.0
              },
              {
                "group": 6,
                "year": 8,
                "att": -0.6163311671674536,
                "se": 0.04157766916784858,
                "event_time": 2,
                "mass": 15.0
              },
              {
                "group": 6,
                "year": 9,
                "att": 1.6182190158253864,
                "se": 0.05147806921129928,
                "event_time": 3,
                "mass": 12.0
              },
              {
                "group": 6,
                "year": 10,
                "att": -0.8718124280759566,
                "se": 0.052744469218780204,
                "event_time": 4,
                "mass": 45.0
              },
              {
                "group": 6,
                "year": 11,
                "att": -0.36180246277801614,
                "se": 0.06468966436237845,
                "event_time": 5,
                "mass": 13.0
              },
              {
                "group": 6,
                "year": 12,
                "att": -1.090619371068581,
                "se": 0.06546162175578206,
                "event_time": 6,
                "mass": 10.0
              },
              {
                "group": 6,
                "year": 13,
                "att": -0.11842761886780773,
                "se": 0.06693622465097541,
                "event_time": 7,
                "mass": 12.0
              },
              {
                "group": 6,
                "year": 14,
                "att": -0.1516282762014985,
                "se": 0.08076288271798131,
                "event_time": 8,
                "mass": 13.0
              },
              {
                "group": 6,
                "year": 15,
                "att": -1.0572981603529343,
                "se": 0.0526171551456937,
                "event_time": 9,
                "mass": 10.0
              },
              {
                "group": 6,
                "year": 16,
                "att": -1.0838720758871467,
                "se": 0.059614114688806966,
                "event_time": 10,
                "mass": 14.0
              },
              {
                "group": 6,
                "year": 17,
                "att": -1.0989799897136812,
                "se": 0.05031370735129771,
                "event_time": 11,
                "mass": 10.0
              },
              {
                "group": 6,
                "year": 18,
                "att": 2.1526391423473763,
                "se": 0.053698678713323844,
                "event_time": 12,
                "mass": 15.0
              },
              {
                "group": 6,
                "year": 19,
                "att": 0.2994974197837049,
                "se": 0.05892325308729965,
                "event_time": 13,
                "mass": 17.0
              },
              {
                "group": 6,
                "year": 20,
                "att": -1.0590672492180822,
                "se": 0.05910311526955096,
                "event_time": 14,
                "mass": 9.0
              },
              {
                "group": 6,
                "year": 21,
                "att": -0.9375507384130471,
                "se": 0.06329041177534606,
                "event_time": 15,
                "mass": 12.0
              },
              {
                "group": 7,
                "year": 1,
                "att": -0.06871882038933137,
                "se": 0.15565164989291402,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 2,
                "att": -0.07700228295850826,
                "se": 0.13542512691639216,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 3,
                "att": -0.06448385069906282,
                "se": 0.08000948497445144,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 4,
                "att": 0.05301913998656309,
                "se": 0.12770830022392998,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 5,
                "att": 0.1922755289093791,
                "se": 0.08121418825765435,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 6,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 7,
                "att": -0.10453604398027898,
                "se": 0.07441735969839566,
                "event_time": 0,
                "mass": 3304.0
              },
              {
                "group": 7,
                "year": 8,
                "att": -0.08316735534981456,
                "se": 0.08046875670452365,
                "event_time": 1,
                "mass": 3160.0
              },
              {
                "group": 7,
                "year": 9,
                "att": -0.15768295685536124,
                "se": 0.08253618633055089,
                "event_time": 2,
                "mass": 3204.0
              },
              {
                "group": 7,
                "year": 10,
                "att": -0.4713454491757747,
                "se": 0.12410132972211713,
                "event_time": 3,
                "mass": 3058.0
              },
              {
                "group": 7,
                "year": 11,
                "att": -0.3356644879517123,
                "se": 0.12427875769371187,
                "event_time": 4,
                "mass": 3202.0
              },
              {
                "group": 7,
                "year": 12,
                "att": -0.5547216765084594,
                "se": 0.10028887315055253,
                "event_time": 5,
                "mass": 3088.0
              },
              {
                "group": 7,
                "year": 13,
                "att": -0.6429974711146763,
                "se": 0.09717533338427534,
                "event_time": 6,
                "mass": 3180.0
              },
              {
                "group": 7,
                "year": 14,
                "att": -0.712822149349438,
                "se": 0.09418778638937318,
                "event_time": 7,
                "mass": 3187.0
              },
              {
                "group": 7,
                "year": 15,
                "att": -0.5808894251082012,
                "se": 0.0903141268810318,
                "event_time": 8,
                "mass": 3042.0
              },
              {
                "group": 7,
                "year": 16,
                "att": -0.43304659400254536,
                "se": 0.12881296992985272,
                "event_time": 9,
                "mass": 3189.0
              },
              {
                "group": 7,
                "year": 17,
                "att": -0.6157227910952602,
                "se": 0.08795758994179405,
                "event_time": 10,
                "mass": 3173.0
              },
              {
                "group": 7,
                "year": 18,
                "att": -0.6569428645886984,
                "se": 0.10685526893748853,
                "event_time": 11,
                "mass": 3344.0
              },
              {
                "group": 7,
                "year": 19,
                "att": -0.6038701092860985,
                "se": 0.11383343477651499,
                "event_time": 12,
                "mass": 3601.0
              },
              {
                "group": 7,
                "year": 20,
                "att": -0.5899732943754934,
                "se": 0.09572678545629766,
                "event_time": 13,
                "mass": 3726.0
              },
              {
                "group": 7,
                "year": 21,
                "att": -0.7472658152287011,
                "se": 0.12919095126301014,
                "event_time": 14,
                "mass": 4086.0
              },
              {
                "group": 8,
                "year": 1,
                "att": 0.1206536757756643,
                "se": 0.10966577299462545,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 2,
                "att": 0.11563934109816466,
                "se": 0.0986320358597945,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 3,
                "att": 0.1256532325596973,
                "se": 0.10212196180217459,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 4,
                "att": 0.012375086898711094,
                "se": 0.0925558345481127,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 5,
                "att": 0.10700790239760131,
                "se": 0.0864285846596764,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 6,
                "att": 0.17386320161658214,
                "se": 0.09008441201863181,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 7,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 8,
                "att": -0.12879006733249196,
                "se": 0.08873971637697668,
                "event_time": 0,
                "mass": 5143.0
              },
              {
                "group": 8,
                "year": 9,
                "att": 0.038483063855606056,
                "se": 0.1148813801758411,
                "event_time": 1,
                "mass": 5137.0
              },
              {
                "group": 8,
                "year": 10,
                "att": -0.11154747213499744,
                "se": 0.11646371840991047,
                "event_time": 2,
                "mass": 5122.0
              },
              {
                "group": 8,
                "year": 11,
                "att": -0.020589712143277435,
                "se": 0.08550579411010567,
                "event_time": 3,
                "mass": 5307.0
              },
              {
                "group": 8,
                "year": 12,
                "att": -0.08144993787354099,
                "se": 0.11384529235247824,
                "event_time": 4,
                "mass": 5181.0
              },
              {
                "group": 8,
                "year": 13,
                "att": -0.11726294916296036,
                "se": 0.09755404873489372,
                "event_time": 5,
                "mass": 5544.0
              },
              {
                "group": 8,
                "year": 14,
                "att": -0.1284313477472166,
                "se": 0.10633089036139724,
                "event_time": 6,
                "mass": 5586.0
              },
              {
                "group": 8,
                "year": 15,
                "att": -0.1251036951946326,
                "se": 0.09413985832494565,
                "event_time": 7,
                "mass": 5366.0
              },
              {
                "group": 8,
                "year": 16,
                "att": -0.14581188215818663,
                "se": 0.1077152619097782,
                "event_time": 8,
                "mass": 5638.0
              },
              {
                "group": 8,
                "year": 17,
                "att": -0.20556263816633064,
                "se": 0.1171005503682925,
                "event_time": 9,
                "mass": 5759.0
              },
              {
                "group": 8,
                "year": 18,
                "att": -0.15475131214336918,
                "se": 0.11426483865397191,
                "event_time": 10,
                "mass": 5675.0
              },
              {
                "group": 8,
                "year": 19,
                "att": -0.2028238838914245,
                "se": 0.11783452989847507,
                "event_time": 11,
                "mass": 5913.0
              },
              {
                "group": 8,
                "year": 20,
                "att": -0.06708064358896684,
                "se": 0.11927909195467701,
                "event_time": 12,
                "mass": 6201.0
              },
              {
                "group": 8,
                "year": 21,
                "att": -0.07933498013674341,
                "se": 0.11873442881870797,
                "event_time": 13,
                "mass": 6520.0
              },
              {
                "group": 9,
                "year": 1,
                "att": -0.6069178638858451,
                "se": 0.23095161838539938,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 2,
                "att": -0.49669700671019223,
                "se": 0.18162477864492002,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 3,
                "att": -0.5420698725759759,
                "se": 0.16172611439569118,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 4,
                "att": -0.3485431468052509,
                "se": 0.13960571714538494,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 5,
                "att": -0.3514253021748727,
                "se": 0.06246079299466059,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 6,
                "att": -0.3434671742246743,
                "se": 0.1664223166608817,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 7,
                "att": -0.26088096945649897,
                "se": 0.09888958208580957,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 8,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 9,
                "att": -0.25726897164346346,
                "se": 0.10499503544747034,
                "event_time": 0,
                "mass": 643.0
              },
              {
                "group": 9,
                "year": 10,
                "att": -0.18516194865552527,
                "se": 0.08354367120902884,
                "event_time": 1,
                "mass": 570.0
              },
              {
                "group": 9,
                "year": 11,
                "att": -0.28620910382528947,
                "se": 0.13107197292888487,
                "event_time": 2,
                "mass": 689.0
              },
              {
                "group": 9,
                "year": 12,
                "att": -0.37194542090283256,
                "se": 0.0700097063149204,
                "event_time": 3,
                "mass": 618.0
              },
              {
                "group": 9,
                "year": 13,
                "att": -0.26269534931089134,
                "se": 0.10412695740094707,
                "event_time": 4,
                "mass": 683.0
              },
              {
                "group": 9,
                "year": 14,
                "att": -0.4543207463485797,
                "se": 0.1825925202909751,
                "event_time": 5,
                "mass": 647.0
              },
              {
                "group": 9,
                "year": 15,
                "att": -0.5220607454154069,
                "se": 0.15294933945788544,
                "event_time": 6,
                "mass": 608.0
              },
              {
                "group": 9,
                "year": 16,
                "att": -0.3168099403000579,
                "se": 0.11692678803229839,
                "event_time": 7,
                "mass": 607.0
              },
              {
                "group": 9,
                "year": 17,
                "att": -0.36755197293353237,
                "se": 0.11778464349423363,
                "event_time": 8,
                "mass": 671.0
              },
              {
                "group": 9,
                "year": 18,
                "att": -0.4272891642073023,
                "se": 0.11880794944210134,
                "event_time": 9,
                "mass": 682.0
              },
              {
                "group": 9,
                "year": 19,
                "att": -0.3771976814683353,
                "se": 0.07117898998109382,
                "event_time": 10,
                "mass": 699.0
              },
              {
                "group": 9,
                "year": 20,
                "att": -0.2828600764762991,
                "se": 0.2067067092053675,
                "event_time": 11,
                "mass": 715.0
              },
              {
                "group": 9,
                "year": 21,
                "att": -0.28905597543303213,
                "se": 0.14211800735296742,
                "event_time": 12,
                "mass": 766.0
              },
              {
                "group": 10,
                "year": 1,
                "att": -0.10800935062577162,
                "se": 0.4467600193522009,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 2,
                "att": 0.054249066271646725,
                "se": 0.051476414365226514,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 3,
                "att": 0.3222973093573327,
                "se": 0.05899538936392417,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 4,
                "att": 0.3110544357038537,
                "se": 0.0746407988212288,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 5,
                "att": 0.21307347793184428,
                "se": 0.08373831633638047,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 6,
                "att": 0.2707562735771427,
                "se": 0.06466770641149648,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 7,
                "att": 0.4487904817549838,
                "se": 0.0780722966145015,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 8,
                "att": -0.08877848976737618,
                "se": 0.04787540646387603,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 9,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 10,
                "att": 0.32232307389270065,
                "se": 0.0789054870998318,
                "event_time": 0,
                "mass": 552.0
              },
              {
                "group": 10,
                "year": 11,
                "att": 0.18110888245720605,
                "se": 0.06764693511868228,
                "event_time": 1,
                "mass": 536.0
              },
              {
                "group": 10,
                "year": 12,
                "att": 0.13654255384170721,
                "se": 0.06947626533656887,
                "event_time": 2,
                "mass": 505.0
              },
              {
                "group": 10,
                "year": 13,
                "att": 0.14595704195743528,
                "se": 0.057504674646806093,
                "event_time": 3,
                "mass": 591.0
              },
              {
                "group": 10,
                "year": 14,
                "att": 0.05899629807599608,
                "se": 0.08287313769359136,
                "event_time": 4,
                "mass": 617.0
              },
              {
                "group": 10,
                "year": 15,
                "att": 0.08952877916429436,
                "se": 0.0658225427593416,
                "event_time": 5,
                "mass": 516.0
              },
              {
                "group": 10,
                "year": 16,
                "att": 0.05227304210220234,
                "se": 0.07260471991292236,
                "event_time": 6,
                "mass": 560.0
              },
              {
                "group": 10,
                "year": 17,
                "att": 0.09188142613056176,
                "se": 0.07723688782558812,
                "event_time": 7,
                "mass": 490.0
              },
              {
                "group": 10,
                "year": 18,
                "att": 0.014031280303287427,
                "se": 0.08464402098720201,
                "event_time": 8,
                "mass": 530.0
              },
              {
                "group": 10,
                "year": 19,
                "att": -0.1452954288311878,
                "se": 0.0695159180117621,
                "event_time": 9,
                "mass": 606.0
              },
              {
                "group": 10,
                "year": 20,
                "att": 0.11684769519888656,
                "se": 0.09057998000483748,
                "event_time": 10,
                "mass": 637.0
              },
              {
                "group": 10,
                "year": 21,
                "att": -0.00990946917625304,
                "se": 0.08444407849607935,
                "event_time": 11,
                "mass": 599.0
              },
              {
                "group": 11,
                "year": 1,
                "att": -1.115803135399692,
                "se": 0.05223058824032031,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 2,
                "att": -0.6075919538032227,
                "se": 0.04163263265706326,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 3,
                "att": -0.937006740820879,
                "se": 0.04649142925975874,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 4,
                "att": -1.155789986451523,
                "se": 0.04962161374676891,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 5,
                "att": -0.9900336570996902,
                "se": 0.05080196873914987,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 6,
                "att": -1.0612630758943058,
                "se": 0.05251681196885013,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 7,
                "att": -1.483783273920769,
                "se": 0.052737222064339215,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 8,
                "att": -1.1302551501145737,
                "se": 0.03957741605142691,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 9,
                "att": -0.7665819861591007,
                "se": 0.04443230736660429,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 10,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 11,
                "att": -0.9574588504247044,
                "se": 0.04000747218567736,
                "event_time": 0,
                "mass": 242.0
              },
              {
                "group": 11,
                "year": 12,
                "att": -0.6248266202442042,
                "se": 0.047875456385762495,
                "event_time": 1,
                "mass": 280.0
              },
              {
                "group": 11,
                "year": 13,
                "att": -0.9688064200138624,
                "se": 0.04748225957343326,
                "event_time": 2,
                "mass": 302.0
              },
              {
                "group": 11,
                "year": 14,
                "att": -0.47321400368242733,
                "se": 0.05142251477225891,
                "event_time": 3,
                "mass": 246.0
              },
              {
                "group": 11,
                "year": 15,
                "att": -0.9011499142766937,
                "se": 0.03689668396995124,
                "event_time": 4,
                "mass": 259.0
              },
              {
                "group": 11,
                "year": 16,
                "att": -0.9842531981567263,
                "se": 0.04790167569034415,
                "event_time": 5,
                "mass": 292.0
              },
              {
                "group": 11,
                "year": 17,
                "att": -0.8541117461374544,
                "se": 0.042418230576949295,
                "event_time": 6,
                "mass": 236.0
              },
              {
                "group": 11,
                "year": 18,
                "att": -1.0024554618976687,
                "se": 0.03728091601581509,
                "event_time": 7,
                "mass": 245.0
              },
              {
                "group": 11,
                "year": 19,
                "att": -0.6506369830981422,
                "se": 0.05213824313840519,
                "event_time": 8,
                "mass": 248.0
              },
              {
                "group": 11,
                "year": 20,
                "att": -0.4767477812311783,
                "se": 0.05108559355151201,
                "event_time": 9,
                "mass": 262.0
              },
              {
                "group": 11,
                "year": 21,
                "att": -0.9092083645562836,
                "se": 0.05407868548529525,
                "event_time": 10,
                "mass": 266.0
              },
              {
                "group": 12,
                "year": 1,
                "att": 0.38509249226221814,
                "se": 0.066246940995453,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 2,
                "att": 0.7714026491254947,
                "se": 0.0515744735525693,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 3,
                "att": 0.8610409076812473,
                "se": 0.05506152412133814,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 4,
                "att": 0.9071062920587787,
                "se": 0.06114633918506021,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 5,
                "att": 0.8262518346129684,
                "se": 0.06433071771585037,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 6,
                "att": 1.499766196661473,
                "se": 0.05773279555676268,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 7,
                "att": 1.800472099294184,
                "se": 0.04856902302017878,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 8,
                "att": 0.8484600042562056,
                "se": 0.05181654293341776,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 9,
                "att": 0.2205705523370755,
                "se": 0.06197526916016725,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 10,
                "att": 0.18361962614598856,
                "se": 0.04049230173137744,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 11,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 12,
                "att": 0.20213699250069173,
                "se": 0.051870549826413107,
                "event_time": 0,
                "mass": 268.0
              },
              {
                "group": 12,
                "year": 13,
                "att": 0.3712944640618641,
                "se": 0.045886836151454384,
                "event_time": 1,
                "mass": 248.0
              },
              {
                "group": 12,
                "year": 14,
                "att": -0.17224982651503468,
                "se": 0.046705949418495415,
                "event_time": 2,
                "mass": 253.0
              },
              {
                "group": 12,
                "year": 15,
                "att": 0.3065071049527267,
                "se": 0.04839307535241911,
                "event_time": 3,
                "mass": 260.0
              },
              {
                "group": 12,
                "year": 16,
                "att": 0.3727024838857397,
                "se": 0.05439920133330343,
                "event_time": 4,
                "mass": 268.0
              },
              {
                "group": 12,
                "year": 17,
                "att": 0.35529477653903146,
                "se": 0.054176370674584744,
                "event_time": 5,
                "mass": 232.0
              },
              {
                "group": 12,
                "year": 18,
                "att": 0.3802402343343808,
                "se": 0.04754383101825548,
                "event_time": 6,
                "mass": 270.0
              },
              {
                "group": 12,
                "year": 19,
                "att": 0.2679155488067231,
                "se": 0.06465332127144717,
                "event_time": 7,
                "mass": 245.0
              },
              {
                "group": 12,
                "year": 20,
                "att": 0.05277968084974947,
                "se": 0.06133852105861896,
                "event_time": 8,
                "mass": 309.0
              },
              {
                "group": 12,
                "year": 21,
                "att": -0.008686715682219476,
                "se": 0.05422667018499675,
                "event_time": 9,
                "mass": 302.0
              },
              {
                "group": 13,
                "year": 1,
                "att": -0.19830744833449598,
                "se": 0.07287470389954477,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 2,
                "att": -0.11742707265627579,
                "se": 0.10458607403974408,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 3,
                "att": 0.04174219256974122,
                "se": 0.12352575530309474,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 4,
                "att": -0.0024931012096478266,
                "se": 0.13367796460818493,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 5,
                "att": 0.115136750962751,
                "se": 0.0959291790125639,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 6,
                "att": 0.15976067775600458,
                "se": 0.16589846985217604,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 7,
                "att": 0.16256405103798743,
                "se": 0.09816053738040785,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 8,
                "att": 0.29086172521412856,
                "se": 0.06386254147338209,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 9,
                "att": 0.06279299627404669,
                "se": 0.09100127060347056,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 10,
                "att": 0.30462669332225045,
                "se": 0.2267262226294513,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 11,
                "att": 0.44179545561554723,
                "se": 0.0691779549592843,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 12,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 13,
                "att": 0.23187806043832018,
                "se": 0.08286114996956022,
                "event_time": 0,
                "mass": 950.0
              },
              {
                "group": 13,
                "year": 14,
                "att": 0.09699858362874716,
                "se": 0.05169340858899632,
                "event_time": 1,
                "mass": 949.0
              },
              {
                "group": 13,
                "year": 15,
                "att": 0.10904645863529791,
                "se": 0.04802902294585298,
                "event_time": 2,
                "mass": 873.0
              },
              {
                "group": 13,
                "year": 16,
                "att": 0.36801298463263105,
                "se": 0.13887532241440764,
                "event_time": 3,
                "mass": 894.0
              },
              {
                "group": 13,
                "year": 17,
                "att": 0.12901887132715378,
                "se": 0.09138263489391495,
                "event_time": 4,
                "mass": 976.0
              },
              {
                "group": 13,
                "year": 18,
                "att": 0.22796740566128038,
                "se": 0.08248486017312369,
                "event_time": 5,
                "mass": 893.0
              },
              {
                "group": 13,
                "year": 19,
                "att": -0.10029686287754562,
                "se": 0.08634080317388469,
                "event_time": 6,
                "mass": 902.0
              },
              {
                "group": 13,
                "year": 20,
                "att": 0.4225542942592864,
                "se": 0.05798533598441599,
                "event_time": 7,
                "mass": 822.0
              },
              {
                "group": 13,
                "year": 21,
                "att": 0.39876197835271826,
                "se": 0.056308617911748474,
                "event_time": 8,
                "mass": 797.0
              },
              {
                "group": 14,
                "year": 1,
                "att": 0.8531584123371442,
                "se": 0.5999440397348453,
                "event_time": -13,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 2,
                "att": 0.6291591044370204,
                "se": 0.5785205620993986,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 3,
                "att": 1.4946182293343677,
                "se": 0.4513020706715103,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 4,
                "att": 0.4396105442429094,
                "se": 0.277846582247478,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 5,
                "att": 0.6579105458011507,
                "se": 0.5685001120047048,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 6,
                "att": 0.4192660540624288,
                "se": 0.4551679326909008,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 7,
                "att": 0.6505831182317404,
                "se": 0.2709131669772033,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 8,
                "att": 1.1485599788937617,
                "se": 1.2005914943459712,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 9,
                "att": 0.755984377298086,
                "se": 0.6312099648107378,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 10,
                "att": 0.7279951264190113,
                "se": 1.017731980870887,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 11,
                "att": 0.8033160991670051,
                "se": 0.6713976781578107,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 12,
                "att": 0.2979720354506048,
                "se": 0.18031640904068263,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 13,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 14,
                "att": -0.009054826229830532,
                "se": 0.06283549520399015,
                "event_time": 0,
                "mass": 316.0
              },
              {
                "group": 14,
                "year": 15,
                "att": 0.34575876511657166,
                "se": 0.15057202240803705,
                "event_time": 1,
                "mass": 271.0
              },
              {
                "group": 14,
                "year": 16,
                "att": 0.0443202601086703,
                "se": 0.0755000752712698,
                "event_time": 2,
                "mass": 284.0
              },
              {
                "group": 14,
                "year": 17,
                "att": -0.05779468784742043,
                "se": 0.26510103827620474,
                "event_time": 3,
                "mass": 285.0
              },
              {
                "group": 14,
                "year": 18,
                "att": 0.26314564044015376,
                "se": 0.05485012505040996,
                "event_time": 4,
                "mass": 286.0
              },
              {
                "group": 14,
                "year": 19,
                "att": -0.03983964770704442,
                "se": 0.087709726425141,
                "event_time": 5,
                "mass": 335.0
              },
              {
                "group": 14,
                "year": 20,
                "att": -0.04823172297909715,
                "se": 0.07600267462635396,
                "event_time": 6,
                "mass": 313.0
              },
              {
                "group": 14,
                "year": 21,
                "att": -0.2786559300900565,
                "se": 0.4453820446130347,
                "event_time": 7,
                "mass": 319.0
              },
              {
                "group": 15,
                "year": 1,
                "att": 0.2066075035828062,
                "se": 0.1484877517520161,
                "event_time": -14,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 2,
                "att": 0.2953211076862501,
                "se": 0.08254318734120895,
                "event_time": -13,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 3,
                "att": 0.6434110789047202,
                "se": 0.10116539958068971,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 4,
                "att": 0.6798175495638363,
                "se": 0.4029678653081404,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 5,
                "att": 0.8149084377983594,
                "se": 0.16750499950354764,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 6,
                "att": 0.8113553916325178,
                "se": 0.3116619792643576,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 7,
                "att": 0.9364219121225424,
                "se": 0.32601734303099733,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 8,
                "att": 0.32438237846691764,
                "se": 0.15555024911013232,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 9,
                "att": 0.5449856100217512,
                "se": 0.09397703057401617,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 10,
                "att": -0.13220915705014735,
                "se": 0.12487332561287434,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 11,
                "att": 0.2268689075460089,
                "se": 0.09521732989515072,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 12,
                "att": 0.172271973434474,
                "se": 0.09228625833600979,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 13,
                "att": 0.5579844476576907,
                "se": 0.1804230771127048,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 14,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 15,
                "att": -0.029614137655034355,
                "se": 0.08264509986860222,
                "event_time": 0,
                "mass": 370.0
              },
              {
                "group": 15,
                "year": 16,
                "att": -0.02402726465225446,
                "se": 0.042623790526012936,
                "event_time": 1,
                "mass": 361.0
              },
              {
                "group": 15,
                "year": 17,
                "att": -0.04375111977183981,
                "se": 0.10903391324261337,
                "event_time": 2,
                "mass": 379.0
              },
              {
                "group": 15,
                "year": 18,
                "att": 0.011253966822279202,
                "se": 0.11392709028437295,
                "event_time": 3,
                "mass": 405.0
              },
              {
                "group": 15,
                "year": 19,
                "att": 0.07372535386424288,
                "se": 0.18442017132437113,
                "event_time": 4,
                "mass": 413.0
              },
              {
                "group": 15,
                "year": 20,
                "att": -0.09460121500909696,
                "se": 0.08616899140907376,
                "event_time": 5,
                "mass": 492.0
              },
              {
                "group": 15,
                "year": 21,
                "att": 0.040100410725757256,
                "se": 0.06924134103118423,
                "event_time": 6,
                "mass": 518.0
              },
              {
                "group": 16,
                "year": 1,
                "att": 0.9451887034031473,
                "se": 0.05297721518011467,
                "event_time": -15,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 2,
                "att": 0.1614565762764509,
                "se": 0.03796341792247017,
                "event_time": -14,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 3,
                "att": 0.15146902106665375,
                "se": 0.04287951697560768,
                "event_time": -13,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 4,
                "att": 0.4764556343001393,
                "se": 0.03931265661670555,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 5,
                "att": 0.9372967201770558,
                "se": 0.043450125330094826,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 6,
                "att": 0.4717031764948439,
                "se": 0.03893325251459419,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 7,
                "att": 0.19355912983390386,
                "se": 0.040175114485848304,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 8,
                "att": 0.4600745453796412,
                "se": 0.04047224457542436,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 9,
                "att": -0.1478118674241501,
                "se": 0.05168589454235794,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 10,
                "att": 0.29705886038064255,
                "se": 0.036353779377914806,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 11,
                "att": -0.01283852392146438,
                "se": 0.04987600799449601,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 12,
                "att": -0.22511066299789312,
                "se": 0.04748716660510098,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 13,
                "att": -0.13131684425994986,
                "se": 0.044629427370315396,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 14,
                "att": -0.4871661984404516,
                "se": 0.042951802859703604,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 15,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 16,
                "att": 0.14878133410082453,
                "se": 0.04123558591103651,
                "event_time": 0,
                "mass": 303.0
              },
              {
                "group": 16,
                "year": 17,
                "att": 0.09624352389347544,
                "se": 0.03950761003593181,
                "event_time": 1,
                "mass": 311.0
              },
              {
                "group": 16,
                "year": 18,
                "att": -0.2573368311499124,
                "se": 0.04204955211494289,
                "event_time": 2,
                "mass": 337.0
              },
              {
                "group": 16,
                "year": 19,
                "att": -0.5104378168483357,
                "se": 0.048746026532936554,
                "event_time": 3,
                "mass": 322.0
              },
              {
                "group": 16,
                "year": 20,
                "att": -0.4847351563440287,
                "se": 0.04419483878417445,
                "event_time": 4,
                "mass": 374.0
              },
              {
                "group": 16,
                "year": 21,
                "att": -0.32839391511122146,
                "se": 0.043359531454234566,
                "event_time": 5,
                "mass": 387.0
              },
              {
                "group": 19,
                "year": 1,
                "att": 0.012323434837973036,
                "se": 0.13707928576023387,
                "event_time": -18,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 2,
                "att": 0.05507948009718453,
                "se": 0.08231959458359278,
                "event_time": -17,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 3,
                "att": 0.4343588361509638,
                "se": 0.10890484181681599,
                "event_time": -16,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 4,
                "att": 0.1525040327468215,
                "se": 0.16052822687743096,
                "event_time": -15,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 5,
                "att": 0.27695536753139516,
                "se": 0.15797776089013416,
                "event_time": -14,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 6,
                "att": 0.3471931378324336,
                "se": 0.05535836230838463,
                "event_time": -13,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 7,
                "att": -0.050374379386484466,
                "se": 0.08557202257614459,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 8,
                "att": 0.07146162209071585,
                "se": 0.12258841867829041,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 9,
                "att": 0.2830407097379106,
                "se": 0.06284880613789405,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 10,
                "att": 0.148236142577593,
                "se": 0.10360861273886665,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 11,
                "att": -0.3518065096353508,
                "se": 0.11848201660754416,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 12,
                "att": -0.10825844048228495,
                "se": 0.11852848439091337,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 13,
                "att": -0.09931003895253032,
                "se": 0.07837950117573818,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 14,
                "att": -0.0638774503939795,
                "se": 0.13538900064102818,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 15,
                "att": 0.2742777620314338,
                "se": 0.10066757034888457,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 16,
                "att": 0.48143006524154797,
                "se": 0.0793615259822828,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 17,
                "att": -0.05279418736134085,
                "se": 0.07332028957309074,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 18,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 19,
                "att": -0.049497860757114244,
                "se": 0.06576928921630319,
                "event_time": 0,
                "mass": 275.0
              },
              {
                "group": 19,
                "year": 20,
                "att": 0.08714536563414871,
                "se": 0.14669197793971456,
                "event_time": 1,
                "mass": 325.0
              },
              {
                "group": 19,
                "year": 21,
                "att": 0.1901527324673354,
                "se": 0.1549488799692383,
                "event_time": 2,
                "mass": 311.0
              }
            ],
            "treated_cell_att": -0.21762442360066364,
            "treated_cell_se": 0.07068374195920608,
            "checks": {
              "input_rows": 1995,
              "retained_rows": 1995,
              "all_observed_post_cells_estimated": true,
              "dynamic_cluster_se_error": 0.0
            },
            "target": "Equal average of nonnegative native CS-DID event-time effects",
            "donor_rule": "notyettreated",
            "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty",
            "warnings": [
              "Be aware that there are some small groups in your dataset.\n  Check groups: 6,9,10,11,12,13,14,15,16,19.",
              "Not returning pre-test Wald statistic due to singular covariance matrix",
              "Time-varying weights detected. For balanced panel data, the default behavior uses the weight from the earlier of the two time periods in each 2x2 comparison (the base period for post-treatment cells). Use the 'fix_weights' argument to control this behavior."
            ],
            "seconds": 0.6244411249645054,
            "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."
            },
            "estimate": -0.1824530460747235,
            "event_study": [
              {
                "event_time": -18,
                "estimate": -0.6244425739871982,
                "raw_gap": -0.7825518386551455,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 348.0,
                "relative_to_minus_one": -0.5982314257678945
              },
              {
                "event_time": -17,
                "estimate": -1.1002151536690208,
                "raw_gap": -1.2583244183369682,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 336.0,
                "relative_to_minus_one": -1.074004005449717
              },
              {
                "event_time": -16,
                "estimate": -0.4835657481519179,
                "raw_gap": -0.6416750128198655,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 324.0,
                "relative_to_minus_one": -0.4573545999326142
              },
              {
                "event_time": -15,
                "estimate": -0.2682039541968198,
                "raw_gap": -0.40780618106628536,
                "n": 4,
                "n_cells": 4,
                "weight_sum": 715.0,
                "relative_to_minus_one": -0.2419928059775161
              },
              {
                "event_time": -14,
                "estimate": -0.10955638542472582,
                "raw_gap": -0.25784011958633246,
                "n": 6,
                "n_cells": 6,
                "weight_sum": 1107.0,
                "relative_to_minus_one": -0.08334523720542211
              },
              {
                "event_time": -13,
                "estimate": -0.6268464370048502,
                "raw_gap": -0.6802665724270348,
                "n": 8,
                "n_cells": 8,
                "weight_sum": 1503.0,
                "relative_to_minus_one": -0.6006352887855465
              },
              {
                "event_time": -12,
                "estimate": -0.21731688789552647,
                "raw_gap": -0.27441685336850674,
                "n": 10,
                "n_cells": 10,
                "weight_sum": 2433.0,
                "relative_to_minus_one": -0.19110573967622277
              },
              {
                "event_time": -11,
                "estimate": -0.04553029886679866,
                "raw_gap": -0.09161034175777522,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 2643.0,
                "relative_to_minus_one": -0.019319150647494954
              },
              {
                "event_time": -10,
                "estimate": -0.14004537406697645,
                "raw_gap": -0.1592105586373501,
                "n": 12,
                "n_cells": 12,
                "weight_sum": 3087.0,
                "relative_to_minus_one": -0.11383422584767275
              },
              {
                "event_time": -9,
                "estimate": -0.11949950587118795,
                "raw_gap": -0.10663341198927995,
                "n": 14,
                "n_cells": 14,
                "weight_sum": 3803.0,
                "relative_to_minus_one": -0.09328835765188424
              },
              {
                "event_time": -8,
                "estimate": -0.2099351188305488,
                "raw_gap": -0.1946888446518659,
                "n": 17,
                "n_cells": 17,
                "weight_sum": 4548.0,
                "relative_to_minus_one": -0.1837239706112451
              },
              {
                "event_time": -7,
                "estimate": -0.19310686499292226,
                "raw_gap": -0.16473019193956415,
                "n": 35,
                "n_cells": 35,
                "weight_sum": 9751.0,
                "relative_to_minus_one": -0.16689571677361856
              },
              {
                "event_time": -6,
                "estimate": -0.023837787639528478,
                "raw_gap": 0.005454984889783479,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 12439.0,
                "relative_to_minus_one": 0.002373360579775226
              },
              {
                "event_time": -5,
                "estimate": -0.01977920291366768,
                "raw_gap": 0.010187420682217192,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 12942.0,
                "relative_to_minus_one": 0.006431945305636025
              },
              {
                "event_time": -4,
                "estimate": -0.06267037898560791,
                "raw_gap": -0.032604538036358176,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 12964.0,
                "relative_to_minus_one": -0.03645923076630421
              },
              {
                "event_time": -3,
                "estimate": 0.07548774284842688,
                "raw_gap": 0.10535660338126766,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 12793.0,
                "relative_to_minus_one": 0.10169889106773058
              },
              {
                "event_time": -2,
                "estimate": 0.11889303455925548,
                "raw_gap": 0.1471415124104061,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 12577.0,
                "relative_to_minus_one": 0.1451041827785592
              },
              {
                "event_time": -1,
                "estimate": -0.026211148219303704,
                "raw_gap": 0.003214162737516453,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 12491.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.1396745905752249,
                "raw_gap": -0.10857884211804746,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 12393.0,
                "relative_to_minus_one": -0.1134634423559212
              },
              {
                "event_time": 1,
                "estimate": -0.0351141125616827,
                "raw_gap": -0.0052675965335146745,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 12163.0,
                "relative_to_minus_one": -0.008902964342379
              },
              {
                "event_time": 2,
                "estimate": -0.14510588625377774,
                "raw_gap": -0.1150086839841175,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 12274.0,
                "relative_to_minus_one": -0.11889473803447403
              },
              {
                "event_time": 3,
                "estimate": -0.14562294849209306,
                "raw_gap": -0.11059536107015173,
                "n": 43,
                "n_cells": 43,
                "weight_sum": 11998.0,
                "relative_to_minus_one": -0.11941180027278936
              },
              {
                "event_time": 4,
                "estimate": -0.1530627753844788,
                "raw_gap": -0.11950611048130953,
                "n": 43,
                "n_cells": 43,
                "weight_sum": 12304.0,
                "relative_to_minus_one": -0.1268516271651751
              },
              {
                "event_time": 5,
                "estimate": -0.21080572722795207,
                "raw_gap": -0.17703000020169152,
                "n": 43,
                "n_cells": 43,
                "weight_sum": 12439.0,
                "relative_to_minus_one": -0.18459457900864837
              },
              {
                "event_time": 6,
                "estimate": -0.2600274330592245,
                "raw_gap": -0.22223619301475153,
                "n": 42,
                "n_cells": 42,
                "weight_sum": 12183.0,
                "relative_to_minus_one": -0.23381628483992078
              },
              {
                "event_time": 7,
                "estimate": -0.2994958127573686,
                "raw_gap": -0.25255075092950424,
                "n": 40,
                "n_cells": 40,
                "weight_sum": 11293.0,
                "relative_to_minus_one": -0.2732846645380649
              },
              {
                "event_time": 8,
                "estimate": -0.16046678816214127,
                "raw_gap": -0.11983563759105084,
                "n": 38,
                "n_cells": 38,
                "weight_sum": 11248.0,
                "relative_to_minus_one": -0.13425563994283757
              },
              {
                "event_time": 9,
                "estimate": -0.23804508696012552,
                "raw_gap": -0.19013588915630067,
                "n": 36,
                "n_cells": 36,
                "weight_sum": 10810.0,
                "relative_to_minus_one": -0.21183393874082182
              },
              {
                "event_time": 10,
                "estimate": -0.17529885415183788,
                "raw_gap": -0.12679430778067546,
                "n": 35,
                "n_cells": 35,
                "weight_sum": 10464.0,
                "relative_to_minus_one": -0.14908770593253418
              },
              {
                "event_time": 11,
                "estimate": -0.29002557981805666,
                "raw_gap": -0.2454011548664065,
                "n": 34,
                "n_cells": 34,
                "weight_sum": 10581.0,
                "relative_to_minus_one": -0.26381443159875295
              },
              {
                "event_time": 12,
                "estimate": -0.20635771809942016,
                "raw_gap": -0.1680053407252964,
                "n": 32,
                "n_cells": 32,
                "weight_sum": 10583.0,
                "relative_to_minus_one": -0.18014656988011646
              },
              {
                "event_time": 13,
                "estimate": -0.11663669860173859,
                "raw_gap": -0.0770977383926896,
                "n": 29,
                "n_cells": 29,
                "weight_sum": 10263.0,
                "relative_to_minus_one": -0.09042555038243488
              },
              {
                "event_time": 14,
                "estimate": -0.1737456390598012,
                "raw_gap": -0.13962506474624348,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 4095.0,
                "relative_to_minus_one": -0.1475344908404975
              },
              {
                "event_time": 15,
                "estimate": -0.66115140173702,
                "raw_gap": -0.7685348262167139,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 12.0,
                "relative_to_minus_one": -0.6349402535177163
              }
            ],
            "package_event_study": {
              "event_time": [
                -18.0,
                -17.0,
                -16.0,
                -15.0,
                -14.0,
                -13.0,
                -12.0,
                -11.0,
                -10.0,
                -9.0,
                -8.0,
                -7.0,
                -6.0,
                -5.0,
                -4.0,
                -3.0,
                -2.0,
                -1.0,
                0.0,
                1.0,
                2.0,
                3.0,
                4.0,
                5.0,
                6.0,
                7.0,
                8.0,
                9.0,
                10.0,
                11.0,
                12.0,
                13.0,
                14.0,
                15.0
              ],
              "estimate": [
                -0.2845723251885464,
                -0.42437775566491753,
                -0.10389079170442657,
                1.176907497241002,
                0.7753090733539564,
                0.14638917480087044,
                -0.14176798945327637,
                -0.058021455729180875,
                -0.01718535978638182,
                -0.09280421702873852,
                -0.23611918471118626,
                -0.13962096285294998,
                -0.03583936241694847,
                -0.1026089564535294,
                0.09489646739641294,
                0.13080568360304842,
                0.04149834823662445,
                -0.03452947316782291,
                -0.1942414202469831,
                -0.04486094194146292,
                -0.19804920638684395,
                -0.07240740128862072,
                -0.14931842725804326,
                -0.2673561011462061,
                -0.2123785282754597,
                -0.04209604825335702,
                -0.04834359742512107,
                -0.15079909566949004,
                0.18306643676420398,
                0.003698830474100242,
                0.06622615448380348,
                0.2751692596337889,
                -0.030222755990938488,
                -0.7685348262167138
              ],
              "n": [
                3.0,
                3.0,
                3.0,
                4.0,
                6.0,
                8.0,
                10.0,
                11.0,
                12.0,
                14.0,
                17.0,
                35.0,
                45.0,
                46.0,
                46.0,
                46.0,
                46.0,
                46.0,
                46.0,
                46.0,
                46.0,
                43.0,
                43.0,
                43.0,
                42.0,
                40.0,
                38.0,
                36.0,
                35.0,
                34.0,
                32.0,
                29.0,
                11.0,
                1.0
              ]
            },
            "sdid_pre_gap_correction": [
              {
                "cohort": 5,
                "pre_gap": -0.1073834244796937
              },
              {
                "cohort": 6,
                "pre_gap": 0.03443225713028296
              },
              {
                "cohort": 7,
                "pre_gap": 0.042840379873342105
              },
              {
                "cohort": 8,
                "pre_gap": 0.023303143076767757
              },
              {
                "cohort": 9,
                "pre_gap": 0.1471226933615695
              },
              {
                "cohort": 10,
                "pre_gap": 0.17547436403373642
              },
              {
                "cohort": 11,
                "pre_gap": 0.037836647989364036
              },
              {
                "cohort": 12,
                "pre_gap": -0.04602562706347105
              },
              {
                "cohort": 13,
                "pre_gap": 0.2857643960721302
              },
              {
                "cohort": 14,
                "pre_gap": -0.16106261089140478
              },
              {
                "cohort": 15,
                "pre_gap": -0.1258347963120584
              },
              {
                "cohort": 18,
                "pre_gap": -0.15810926466794745
              }
            ],
            "diagnostics": {
              "converged": true,
              "pre_rmse": 0.4599056649926468,
              "zeta_omega": [
                2.083062161277563,
                3.376264580988536,
                3.8406200034647027,
                2.4582059282204285,
                2.0945129662188395,
                1.6542429332697461,
                1.5629245674378487,
                1.7912370532613557,
                1.6968093726959692,
                1.5896902041767762,
                1.3402789672542237,
                1.4135049992420596
              ],
              "zeta_lambda": [
                1.0415310806387814e-06,
                9.647474915076718e-07,
                9.639426680900974e-07,
                9.836760780222251e-07,
                9.463030564310715e-07,
                9.083455999043617e-07,
                8.788970724255529e-07,
                8.696308505356609e-07,
                8.484046863479846e-07,
                8.218271586680864e-07,
                8.563620038934018e-07,
                8.160874918132849e-07
              ]
            },
            "checks": {
              "scalar_vs_treated_cell_average": 0.0,
              "native_scalar_vs_unweighted_matrix_average": 6.938893903907228e-17
            },
            "native_matrix_att": -0.11288415060201681,
            "matrix_preparation": {
              "source_rows": 1995,
              "matrix_shape": [
                95,
                21
              ],
              "observed_cells": 1995,
              "missing_cells": 0,
              "repeated_cells": 0,
              "minimum_cell_count": 1,
              "maximum_cell_count": 1,
              "observation_mass": 517605.0,
              "treated_observation_mass": 165103.0,
              "within_cell_aggregation": "Observation-weighted outcome mean",
              "fitting_weights": "Standard crabbymetrics objective on cell means; no cell-count precision weighting",
              "reporting_weights": "Sum of original observation weights per treated unit-period"
            },
            "seconds": 0.0017631249502301216,
            "crabbymetrics": "0.9.1",
            "normalization": "Original source outcome / source SD; no mean subtraction",
            "target": "All observed treated observations, using configured observation weights; cell mass equals sum of row weights",
            "status": "estimated"
          },
          {
            "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": -0.18992362843850547,
            "event_study": [
              {
                "event_time": -18,
                "estimate": -0.06027502844305494,
                "raw_gap": -0.06027502844305494,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 348.0,
                "relative_to_minus_one": -0.03635837593182543
              },
              {
                "event_time": -17,
                "estimate": -0.087909875163439,
                "raw_gap": -0.087909875163439,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 336.0,
                "relative_to_minus_one": -0.06399322265220948
              },
              {
                "event_time": -16,
                "estimate": 0.1799414582357227,
                "raw_gap": 0.1799414582357227,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 324.0,
                "relative_to_minus_one": 0.2038581107469522
              },
              {
                "event_time": -15,
                "estimate": 0.10203640827234867,
                "raw_gap": 0.10203640827234867,
                "n": 4,
                "n_cells": 4,
                "weight_sum": 715.0,
                "relative_to_minus_one": 0.12595306078357818
              },
              {
                "event_time": -14,
                "estimate": 0.015732896613063384,
                "raw_gap": 0.015732896613063384,
                "n": 6,
                "n_cells": 6,
                "weight_sum": 1107.0,
                "relative_to_minus_one": 0.0396495491242929
              },
              {
                "event_time": -13,
                "estimate": -0.010510561583738743,
                "raw_gap": -0.010510561583738743,
                "n": 8,
                "n_cells": 8,
                "weight_sum": 1503.0,
                "relative_to_minus_one": 0.01340609092749077
              },
              {
                "event_time": -12,
                "estimate": -0.0578885961861976,
                "raw_gap": -0.0578885961861976,
                "n": 10,
                "n_cells": 10,
                "weight_sum": 2433.0,
                "relative_to_minus_one": -0.033971943674968086
              },
              {
                "event_time": -11,
                "estimate": 0.026120481424690273,
                "raw_gap": 0.026120481424690273,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 2643.0,
                "relative_to_minus_one": 0.050037133935919784
              },
              {
                "event_time": -10,
                "estimate": 0.008028194145614858,
                "raw_gap": 0.008028194145614858,
                "n": 12,
                "n_cells": 12,
                "weight_sum": 3087.0,
                "relative_to_minus_one": 0.03194484665684437
              },
              {
                "event_time": -9,
                "estimate": 0.014231942245849772,
                "raw_gap": 0.014231942245849772,
                "n": 14,
                "n_cells": 14,
                "weight_sum": 3803.0,
                "relative_to_minus_one": 0.03814859475707928
              },
              {
                "event_time": -8,
                "estimate": -0.041831810490697265,
                "raw_gap": -0.041831810490697265,
                "n": 17,
                "n_cells": 17,
                "weight_sum": 4548.0,
                "relative_to_minus_one": -0.01791515797946775
              },
              {
                "event_time": -7,
                "estimate": -0.014501601455412072,
                "raw_gap": -0.014501601455412072,
                "n": 35,
                "n_cells": 35,
                "weight_sum": 9751.0,
                "relative_to_minus_one": 0.009415051055817442
              },
              {
                "event_time": -6,
                "estimate": -0.011019512041159555,
                "raw_gap": -0.011019512041159555,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 12439.0,
                "relative_to_minus_one": 0.012897140470069958
              },
              {
                "event_time": -5,
                "estimate": -0.00030433563517764126,
                "raw_gap": -0.00030433563517764126,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 12942.0,
                "relative_to_minus_one": 0.02361231687605187
              },
              {
                "event_time": -4,
                "estimate": -0.04254512714535244,
                "raw_gap": -0.04254512714535244,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 12964.0,
                "relative_to_minus_one": -0.018628474634122927
              },
              {
                "event_time": -3,
                "estimate": 0.0015592424482515357,
                "raw_gap": 0.0015592424482515357,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 12793.0,
                "relative_to_minus_one": 0.02547589495948105
              },
              {
                "event_time": -2,
                "estimate": 0.06673459850595276,
                "raw_gap": 0.06673459850595276,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 12577.0,
                "relative_to_minus_one": 0.09065125101718227
              },
              {
                "event_time": -1,
                "estimate": -0.023916652511229514,
                "raw_gap": -0.023916652511229514,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 12491.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.15111233064446525,
                "raw_gap": -0.15111233064446525,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 12393.0,
                "relative_to_minus_one": -0.12719567813323573
              },
              {
                "event_time": 1,
                "estimate": -0.060198263324204485,
                "raw_gap": -0.060198263324204485,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 12163.0,
                "relative_to_minus_one": -0.03628161081297497
              },
              {
                "event_time": 2,
                "estimate": -0.1601342007347521,
                "raw_gap": -0.1601342007347521,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 12274.0,
                "relative_to_minus_one": -0.13621754822352258
              },
              {
                "event_time": 3,
                "estimate": -0.11463995973448918,
                "raw_gap": -0.11463995973448918,
                "n": 43,
                "n_cells": 43,
                "weight_sum": 11998.0,
                "relative_to_minus_one": -0.09072330722325966
              },
              {
                "event_time": 4,
                "estimate": -0.07418206836816453,
                "raw_gap": -0.07418206836816453,
                "n": 43,
                "n_cells": 43,
                "weight_sum": 12304.0,
                "relative_to_minus_one": -0.05026541585693502
              },
              {
                "event_time": 5,
                "estimate": -0.13049863319451158,
                "raw_gap": -0.13049863319451158,
                "n": 43,
                "n_cells": 43,
                "weight_sum": 12439.0,
                "relative_to_minus_one": -0.10658198068328206
              },
              {
                "event_time": 6,
                "estimate": -0.1963846951679615,
                "raw_gap": -0.1963846951679615,
                "n": 42,
                "n_cells": 42,
                "weight_sum": 12183.0,
                "relative_to_minus_one": -0.172468042656732
              },
              {
                "event_time": 7,
                "estimate": -0.28236557770790355,
                "raw_gap": -0.28236557770790355,
                "n": 40,
                "n_cells": 40,
                "weight_sum": 11293.0,
                "relative_to_minus_one": -0.25844892519667406
              },
              {
                "event_time": 8,
                "estimate": -0.2044124771847452,
                "raw_gap": -0.2044124771847452,
                "n": 38,
                "n_cells": 38,
                "weight_sum": 11248.0,
                "relative_to_minus_one": -0.1804958246735157
              },
              {
                "event_time": 9,
                "estimate": -0.22338677290133002,
                "raw_gap": -0.22338677290133002,
                "n": 36,
                "n_cells": 36,
                "weight_sum": 10810.0,
                "relative_to_minus_one": -0.1994701203901005
              },
              {
                "event_time": 10,
                "estimate": -0.19961642321960024,
                "raw_gap": -0.19961642321960024,
                "n": 35,
                "n_cells": 35,
                "weight_sum": 10464.0,
                "relative_to_minus_one": -0.17569977070837073
              },
              {
                "event_time": 11,
                "estimate": -0.3427727091291666,
                "raw_gap": -0.3427727091291666,
                "n": 34,
                "n_cells": 34,
                "weight_sum": 10581.0,
                "relative_to_minus_one": -0.31885605661793703
              },
              {
                "event_time": 12,
                "estimate": -0.2472501948487782,
                "raw_gap": -0.2472501948487782,
                "n": 32,
                "n_cells": 32,
                "weight_sum": 10583.0,
                "relative_to_minus_one": -0.22333354233754868
              },
              {
                "event_time": 13,
                "estimate": -0.17903828260080096,
                "raw_gap": -0.17903828260080096,
                "n": 29,
                "n_cells": 29,
                "weight_sum": 10263.0,
                "relative_to_minus_one": -0.15512163008957144
              },
              {
                "event_time": 14,
                "estimate": -0.5855562044300112,
                "raw_gap": -0.5855562044300112,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 4095.0,
                "relative_to_minus_one": -0.5616395519187817
              },
              {
                "event_time": 15,
                "estimate": -1.008394268755801,
                "raw_gap": -1.008394268755801,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 12.0,
                "relative_to_minus_one": -0.9844776162445714
              }
            ],
            "package_event_study": {
              "event_time": [
                -18.0,
                -17.0,
                -16.0,
                -15.0,
                -14.0,
                -13.0,
                -12.0,
                -11.0,
                -10.0,
                -9.0,
                -8.0,
                -7.0,
                -6.0,
                -5.0,
                -4.0,
                -3.0,
                -2.0,
                -1.0,
                0.0,
                1.0,
                2.0,
                3.0,
                4.0,
                5.0,
                6.0,
                7.0,
                8.0,
                9.0,
                10.0,
                11.0,
                12.0,
                13.0,
                14.0,
                15.0
              ],
              "estimate": [
                -0.12229158012283864,
                -0.09816106168165173,
                0.0002809904210974897,
                0.5077937716585709,
                0.3507214776304737,
                0.1281926305179754,
                -0.10788218971310067,
                -0.05113257197678161,
                0.0682555897316049,
                -0.014774283009047333,
                -0.1436617643975173,
                -0.054667901691884964,
                -0.019991105025204393,
                -0.05898558072135749,
                0.03767238202561476,
                0.05064985935099653,
                0.014290709501951172,
                -0.004850330646302098,
                -0.2113842684777093,
                -0.0832426299419531,
                -0.19247717363098166,
                -0.017481755096490685,
                -0.08190459700374493,
                -0.21021124335258212,
                -0.15507008935440394,
                -0.03904022131094366,
                -0.05839403252019837,
                -0.11206639092920308,
                0.1895048121679583,
                0.02646362594525352,
                0.08044509234047327,
                0.3109121438126415,
                0.00510436674975969,
                -1.008394268755801
              ],
              "n": [
                3.0,
                3.0,
                3.0,
                4.0,
                6.0,
                8.0,
                10.0,
                11.0,
                12.0,
                14.0,
                17.0,
                35.0,
                45.0,
                46.0,
                46.0,
                46.0,
                46.0,
                46.0,
                46.0,
                46.0,
                46.0,
                43.0,
                43.0,
                43.0,
                42.0,
                40.0,
                38.0,
                36.0,
                35.0,
                34.0,
                32.0,
                29.0,
                11.0,
                1.0
              ]
            },
            "sdid_pre_gap_correction": [],
            "diagnostics": {
              "converged": true,
              "iterations": 31,
              "termination_reason": "Relative objective tolerance reached",
              "objective": 0.31680080018863754,
              "lambda_l": 0.005204834370692371,
              "singular_values": [
                11.46587448378314,
                7.794416582995711,
                6.453640918586113,
                4.946086214942052,
                3.0288031761810483,
                2.3155113538363814,
                0.9994371106001703,
                0.45725089993375967,
                0.02744798527391712,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0
              ],
              "history_objective": [
                0.3185862807197113,
                0.31720038215547647,
                0.3169214242281364,
                0.3168437357081835,
                0.3168177270079715,
                0.31680789050892666,
                0.3168038811196035,
                0.31680217115530285,
                0.31680142069777706,
                0.31680108482795283,
                0.3168009322780576,
                0.3168008621452501,
                0.31680082955285993,
                0.31680081425149204,
                0.316800806995628,
                0.31680080351994766,
                0.3168008018376411,
                0.3168008010145429,
                0.31680080060729,
                0.31680080040343583,
                0.3168008003001651,
                0.31680080024720625,
                0.3168008002197104,
                0.31680080020525714,
                0.31680080019756757,
                0.3168008001934277,
                0.3168008001911738,
                0.31680080018993306,
                0.31680080018924317,
                0.31680080018885626,
                0.31680080018863754
              ],
              "history_rmse": [
                0.35375584210754135,
                0.3503799630446553,
                0.34951844170887875,
                0.3491735830751633,
                0.3490106665918697,
                0.34892818712503737,
                0.348884440050334,
                0.34886031981730986,
                0.34884657779656925,
                0.3488385342184683,
                0.3488337230326286,
                0.3488307959303059,
                0.3488289915141937,
                0.34882786789047315,
                0.348827162760872,
                0.3488267175949999,
                0.34882643520877094,
                0.34882625536747347,
                0.3488261404236791,
                0.34882606669843147,
                0.348826019228299,
                0.3488259885244728,
                0.34882596855416254,
                0.3488259554741979,
                0.34882594683225415,
                0.34882594106104015,
                0.34882593715713495,
                0.348825934476689,
                0.34882593260532063,
                0.34882593127521794,
                0.34882593031229503
              ]
            },
            "checks": {
              "scalar_vs_treated_cell_average": 2.7755575615628914e-17,
              "native_scalar_vs_unweighted_matrix_average": 3.469446951953614e-17
            },
            "native_matrix_att": -0.056418618113932596,
            "matrix_preparation": {
              "source_rows": 1995,
              "matrix_shape": [
                95,
                21
              ],
              "observed_cells": 1995,
              "missing_cells": 0,
              "repeated_cells": 0,
              "minimum_cell_count": 1,
              "maximum_cell_count": 1,
              "observation_mass": 517605.0,
              "treated_observation_mass": 165103.0,
              "within_cell_aggregation": "Observation-weighted outcome mean",
              "fitting_weights": "Standard crabbymetrics objective on cell means; no cell-count precision weighting",
              "reporting_weights": "Sum of original observation weights per treated unit-period"
            },
            "seconds": 0.0026824166998267174,
            "crabbymetrics": "0.9.1",
            "normalization": "Original source outcome / source SD; no mean subtraction",
            "target": "All observed treated observations, using configured observation weights; cell mass equals sum of row weights",
            "status": "estimated"
          },
          {
            "method": "Horizontal ridge",
            "class": "HorizontalPanelRidge",
            "parameters": {
              "penalty": 1.0
            },
            "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."
            },
            "estimate": -0.33645246730280537,
            "event_study": [
              {
                "event_time": -18,
                "estimate": -0.5124350883820751,
                "raw_gap": -0.5124350883820751,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 348.0,
                "relative_to_minus_one": -0.5547495199398925
              },
              {
                "event_time": -17,
                "estimate": -0.8641060715714591,
                "raw_gap": -0.8641060715714591,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 336.0,
                "relative_to_minus_one": -0.9064205031292766
              },
              {
                "event_time": -16,
                "estimate": -0.4778952784731584,
                "raw_gap": -0.4778952784731584,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 324.0,
                "relative_to_minus_one": -0.5202097100309758
              },
              {
                "event_time": -15,
                "estimate": -0.9285321887897993,
                "raw_gap": -0.9285321887897993,
                "n": 4,
                "n_cells": 4,
                "weight_sum": 715.0,
                "relative_to_minus_one": -0.9708466203476167
              },
              {
                "event_time": -14,
                "estimate": -0.5483656107789238,
                "raw_gap": -0.5483656107789238,
                "n": 6,
                "n_cells": 6,
                "weight_sum": 1107.0,
                "relative_to_minus_one": -0.5906800423367412
              },
              {
                "event_time": -13,
                "estimate": -0.7527894457163662,
                "raw_gap": -0.7527894457163662,
                "n": 8,
                "n_cells": 8,
                "weight_sum": 1503.0,
                "relative_to_minus_one": -0.7951038772741836
              },
              {
                "event_time": -12,
                "estimate": -0.14430676024159908,
                "raw_gap": -0.14430676024159908,
                "n": 10,
                "n_cells": 10,
                "weight_sum": 2433.0,
                "relative_to_minus_one": -0.18662119179941655
              },
              {
                "event_time": -11,
                "estimate": -0.0941086271434863,
                "raw_gap": -0.0941086271434863,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 2643.0,
                "relative_to_minus_one": -0.13642305870130378
              },
              {
                "event_time": -10,
                "estimate": -0.16122798579160474,
                "raw_gap": -0.16122798579160474,
                "n": 12,
                "n_cells": 12,
                "weight_sum": 3087.0,
                "relative_to_minus_one": -0.2035424173494222
              },
              {
                "event_time": -9,
                "estimate": -0.03824730186255501,
                "raw_gap": -0.03824730186255501,
                "n": 14,
                "n_cells": 14,
                "weight_sum": 3803.0,
                "relative_to_minus_one": -0.08056173342037247
              },
              {
                "event_time": -8,
                "estimate": -0.10986048014132081,
                "raw_gap": -0.10986048014132081,
                "n": 17,
                "n_cells": 17,
                "weight_sum": 4548.0,
                "relative_to_minus_one": -0.15217491169913827
              },
              {
                "event_time": -7,
                "estimate": -0.0962132069684731,
                "raw_gap": -0.0962132069684731,
                "n": 35,
                "n_cells": 35,
                "weight_sum": 9751.0,
                "relative_to_minus_one": -0.13852763852629058
              },
              {
                "event_time": -6,
                "estimate": 0.08628435060526497,
                "raw_gap": 0.08628435060526497,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 12439.0,
                "relative_to_minus_one": 0.043969919047447514
              },
              {
                "event_time": -5,
                "estimate": 0.07584530605026008,
                "raw_gap": 0.07584530605026008,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 12942.0,
                "relative_to_minus_one": 0.03353087449244262
              },
              {
                "event_time": -4,
                "estimate": -0.060502697171266,
                "raw_gap": -0.060502697171266,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 12964.0,
                "relative_to_minus_one": -0.10281712872908347
              },
              {
                "event_time": -3,
                "estimate": -0.018747971071124667,
                "raw_gap": -0.018747971071124667,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 12793.0,
                "relative_to_minus_one": -0.06106240262894212
              },
              {
                "event_time": -2,
                "estimate": 0.04572493823134448,
                "raw_gap": 0.04572493823134448,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 12577.0,
                "relative_to_minus_one": 0.0034105066735270195
              },
              {
                "event_time": -1,
                "estimate": 0.04231443155781746,
                "raw_gap": 0.04231443155781746,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 12491.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.05395125847601045,
                "raw_gap": -0.05395125847601045,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 12393.0,
                "relative_to_minus_one": -0.0962656900338279
              },
              {
                "event_time": 1,
                "estimate": -0.06022859095378214,
                "raw_gap": -0.06022859095378214,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 12163.0,
                "relative_to_minus_one": -0.10254302251159961
              },
              {
                "event_time": 2,
                "estimate": -0.15880670745398717,
                "raw_gap": -0.15880670745398717,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 12274.0,
                "relative_to_minus_one": -0.20112113901180462
              },
              {
                "event_time": 3,
                "estimate": -0.13676616028344146,
                "raw_gap": -0.13676616028344146,
                "n": 43,
                "n_cells": 43,
                "weight_sum": 11998.0,
                "relative_to_minus_one": -0.1790805918412589
              },
              {
                "event_time": 4,
                "estimate": -0.30029066600741067,
                "raw_gap": -0.30029066600741067,
                "n": 43,
                "n_cells": 43,
                "weight_sum": 12304.0,
                "relative_to_minus_one": -0.3426050975652281
              },
              {
                "event_time": 5,
                "estimate": -0.46156862190234127,
                "raw_gap": -0.46156862190234127,
                "n": 43,
                "n_cells": 43,
                "weight_sum": 12439.0,
                "relative_to_minus_one": -0.5038830534601587
              },
              {
                "event_time": 6,
                "estimate": -0.45059501350700104,
                "raw_gap": -0.45059501350700104,
                "n": 42,
                "n_cells": 42,
                "weight_sum": 12183.0,
                "relative_to_minus_one": -0.4929094450648185
              },
              {
                "event_time": 7,
                "estimate": -0.3748464474308378,
                "raw_gap": -0.3748464474308378,
                "n": 40,
                "n_cells": 40,
                "weight_sum": 11293.0,
                "relative_to_minus_one": -0.4171608789886552
              },
              {
                "event_time": 8,
                "estimate": -0.38277833012297074,
                "raw_gap": -0.38277833012297074,
                "n": 38,
                "n_cells": 38,
                "weight_sum": 11248.0,
                "relative_to_minus_one": -0.4250927616807882
              },
              {
                "event_time": 9,
                "estimate": -0.4810523001771203,
                "raw_gap": -0.4810523001771203,
                "n": 36,
                "n_cells": 36,
                "weight_sum": 10810.0,
                "relative_to_minus_one": -0.5233667317349378
              },
              {
                "event_time": 10,
                "estimate": -0.524722267419193,
                "raw_gap": -0.524722267419193,
                "n": 35,
                "n_cells": 35,
                "weight_sum": 10464.0,
                "relative_to_minus_one": -0.5670366989770105
              },
              {
                "event_time": 11,
                "estimate": -0.3314889293444196,
                "raw_gap": -0.3314889293444196,
                "n": 34,
                "n_cells": 34,
                "weight_sum": 10581.0,
                "relative_to_minus_one": -0.37380336090223704
              },
              {
                "event_time": 12,
                "estimate": -0.39860057752700456,
                "raw_gap": -0.39860057752700456,
                "n": 32,
                "n_cells": 32,
                "weight_sum": 10583.0,
                "relative_to_minus_one": -0.440915009084822
              },
              {
                "event_time": 13,
                "estimate": -0.5853995892778127,
                "raw_gap": -0.5853995892778127,
                "n": 29,
                "n_cells": 29,
                "weight_sum": 10263.0,
                "relative_to_minus_one": -0.6277140208356301
              },
              {
                "event_time": 14,
                "estimate": -0.6486479048572934,
                "raw_gap": -0.6486479048572934,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 4095.0,
                "relative_to_minus_one": -0.6909623364151108
              },
              {
                "event_time": 15,
                "estimate": -1.0539844122276534,
                "raw_gap": -1.0539844122276534,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 12.0,
                "relative_to_minus_one": -1.0962988437854708
              }
            ],
            "package_event_study": {
              "event_time": [
                -18.0,
                -17.0,
                -16.0,
                -15.0,
                -14.0,
                -13.0,
                -12.0,
                -11.0,
                -10.0,
                -9.0,
                -8.0,
                -7.0,
                -6.0,
                -5.0,
                -4.0,
                -3.0,
                -2.0,
                -1.0,
                0.0,
                1.0,
                2.0,
                3.0,
                4.0,
                5.0,
                6.0,
                7.0,
                8.0,
                9.0,
                10.0,
                11.0,
                12.0,
                13.0,
                14.0,
                15.0
              ],
              "estimate": [
                -0.014455574915475852,
                -0.030159408899408418,
                0.05988894264228051,
                0.31520748013865707,
                0.16168710142254086,
                -0.03519196105581407,
                0.015410457091849915,
                -0.0294774175110866,
                -0.014405467029933672,
                -0.02145954270976212,
                -0.0025955457945451583,
                -0.025525106020795538,
                0.0015855692910394742,
                -0.0248547984508083,
                0.014762405802282337,
                0.007036354682158157,
                -0.01267755320313839,
                0.005176197213300683,
                -0.07999825922863008,
                -0.06516570362152548,
                -0.2643715397841429,
                -0.07071218613415774,
                -0.2989939907869624,
                -0.5425376767150869,
                -0.4324874558640425,
                -0.12032266676777326,
                -0.29499972192487633,
                -0.44359080879328555,
                -0.20248371601328552,
                -0.08290649285704313,
                -0.17319155265525715,
                -0.24504747372430374,
                -0.5154035211777501,
                -1.0539844122276534
              ],
              "n": [
                3.0,
                3.0,
                3.0,
                4.0,
                6.0,
                8.0,
                10.0,
                11.0,
                12.0,
                14.0,
                17.0,
                35.0,
                45.0,
                46.0,
                46.0,
                46.0,
                46.0,
                46.0,
                46.0,
                46.0,
                46.0,
                43.0,
                43.0,
                43.0,
                42.0,
                40.0,
                38.0,
                36.0,
                35.0,
                34.0,
                32.0,
                29.0,
                11.0,
                1.0
              ]
            },
            "sdid_pre_gap_correction": [],
            "diagnostics": {
              "pre_rmse": 0.09305391282564923,
              "penalty": 1.0
            },
            "checks": {
              "scalar_vs_treated_cell_average": 5.551115123125783e-17,
              "native_scalar_vs_unweighted_matrix_average": 5.551115123125783e-17
            },
            "native_matrix_att": -0.24336183642477763,
            "matrix_preparation": {
              "source_rows": 1995,
              "matrix_shape": [
                95,
                21
              ],
              "observed_cells": 1995,
              "missing_cells": 0,
              "repeated_cells": 0,
              "minimum_cell_count": 1,
              "maximum_cell_count": 1,
              "observation_mass": 517605.0,
              "treated_observation_mass": 165103.0,
              "within_cell_aggregation": "Observation-weighted outcome mean",
              "fitting_weights": "Standard crabbymetrics objective on cell means; no cell-count precision weighting",
              "reporting_weights": "Sum of original observation weights per treated unit-period"
            },
            "seconds": 0.0025704591535031796,
            "crabbymetrics": "0.9.1",
            "normalization": "Original source outcome / source SD; no mean subtraction",
            "target": "All observed treated observations, using configured observation weights; cell mass equals sum of row weights",
            "status": "estimated"
          },
          {
            "method": "Multisynth (cohort-averaged)",
            "status": "unsupported",
            "reason": "multisynth-cohort: this adapter does not implement the configured observation weights."
          },
          {
            "method": "Multisynth (individual)",
            "status": "unsupported",
            "reason": "multisynth-individual: this adapter does not implement the configured observation weights."
          }
        ]
      },
      "combined_table": [
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Static TWFE",
          "Estimate (SDs)": -0.19143692107818552,
          "SE": 0.052449930923148536,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.1716086219025368,
          "SE": 0.06632566321809022,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.23892181673685034,
          "SE": 0.0642474520891522,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": -0.21942540341940092,
          "SE": 0.04719825683026199,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID",
          "Estimate (SDs)": -0.2888481604184638,
          "SE": 0.06393224002304153,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (treated cells)",
          "Estimate (SDs)": -0.21762442360066364,
          "SE": 0.07068374195920608,
          "Aggregation": "Treated cells",
          "Event study": "Same CS-DID path",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "SDID",
          "Estimate (SDs)": -0.1824530460747235,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Matrix completion",
          "Estimate (SDs)": -0.18992362843850547,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Horizontal ridge",
          "Estimate (SDs)": -0.33645246730280537,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (cohort-averaged)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-cohort: this adapter does not implement the configured observation weights."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (individual)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-individual: this adapter does not implement the configured observation weights."
        }
      ],
      "adapter_sha256": {
        "validate_template.py": "02026cc47fa098566d7e410f741b107390345e4c75a9748217a20ebc4481570a",
        "mtgpax_worker.py": "7279b1b2aaa3f5909cd39ac1964d2e9c75907219011fe661a015511131affa85",
        "csdid_general.py": "07619c3b3dfee796ae9e4842afdbc6e367a74cece254ede73f7c403dfc924f6d",
        "runner.py": "cbb7d135d08e454e57f87bee2bba8365431617b1f8295727611cadb00414f0f4",
        "matrix_inputs.py": "3f675276f9022147996dd5b62762721be2dd436d5db171491a286b05628176ae",
        "csdid_model.py": "b9fd5536d4886e99a707d2b162db5b11da3ff463930eca5b7590d27500096a3f",
        "multisynth_model.R": "3ae0740c5b75b14f563dacc9961688e8286655866a6b435045a3ef6f453c1604",
        "csdid_streaming.py": "378198e98c44bd46862601bdcb514b19d9ea4038cddc38dad7fdba9b0aa0216b",
        "multisynth_sparse.R": "f9ab3d8d7f7b52a79ccd694c7173f626276a0830f23bb79e527c88c0f0292540",
        "matrix_models.py": "98784341a7fbdc8ef51833554c0439ef6755c5f702e9128d5fa2b1292c5f093c",
        "csdid_aggregations.py": "cbed0fb13450d9398f9a59d53dbfdf8e275a74daa01158c38c0f3396a3e8c6ee",
        "bootstrap_matrix.py": "c6a1f4bb0085e0a21f9a41677fb4def7990be5f6199077a53e951de489ab9550",
        "eligibility.py": "d99ad4158a150bf0ba9f3ffcde47c14ddecc2b877c09c5682d1806c8c26c7b8a"
      },
      "scalar_ranges": [
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Static TWFE",
          "Estimate (SDs)": -0.19143692107818552,
          "SE": 0.052449930923148536,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": "",
          "lower": -0.295577488450381,
          "upper": -0.08729635370599002,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.1716086219025368,
          "SE": 0.06632566321809022,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.3032997810194045,
          "upper": -0.0399174627856691,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.23892181673685034,
          "SE": 0.0642474520891522,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.3664866389400635,
          "upper": -0.11135699453363715,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": -0.21942540341940092,
          "SE": 0.04719825683026199,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.3131386487711266,
          "upper": -0.1257121580676752,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (equal event-time)",
          "Estimate (SDs)": -0.2888481604184638,
          "SE": 0.06393224002304153,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.4141530483145954,
          "upper": -0.1635432725223322,
          "ci_level": 0.95,
          "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (treated cells)",
          "Estimate (SDs)": -0.21762442360066364,
          "SE": 0.07068374195920608,
          "Aggregation": "Treated cells",
          "Event study": "Same CS-DID path",
          "Status": "estimated",
          "Note": "",
          "lower": -0.3561620121332302,
          "upper": -0.07908683506809708,
          "ci_level": 0.95,
          "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "SDID",
          "Estimate (SDs)": -0.1824530460747235,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Matrix completion",
          "Estimate (SDs)": -0.18992362843850547,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Horizontal ridge",
          "Estimate (SDs)": -0.33645246730280537,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (cohort-averaged)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-cohort: this adapter does not implement the configured observation weights.",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (individual)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-individual: this adapter does not implement the configured observation weights.",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        }
      ],
      "reporting_source": {
        "path": "templates/reporting/comparison_report.py",
        "sha256": "94e9c5116a13335ead2db81834cac48593160291aea51c30c12fe3e11e5da1ce"
      }
    },
    "finished": 1791588795.798184,
    "scalar_ranges": [
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Static TWFE",
        "Estimate (SDs)": -0.19143692107818552,
        "SE": 0.052449930923148536,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": "",
        "lower": -0.295577488450381,
        "upper": -0.08729635370599002,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": -0.1716086219025368,
        "SE": 0.06632566321809022,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.3032997810194045,
        "upper": -0.0399174627856691,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": -0.23892181673685034,
        "SE": 0.0642474520891522,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.3664866389400635,
        "upper": -0.11135699453363715,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": -0.21942540341940092,
        "SE": 0.04719825683026199,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.3131386487711266,
        "upper": -0.1257121580676752,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (equal event-time)",
        "Estimate (SDs)": -0.2888481604184638,
        "SE": 0.06393224002304153,
        "Aggregation": "Equal post-event times",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.4141530483145954,
        "upper": -0.1635432725223322,
        "ci_level": 0.95,
        "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (treated cells)",
        "Estimate (SDs)": -0.21762442360066364,
        "SE": 0.07068374195920608,
        "Aggregation": "Treated cells",
        "Event study": "Same CS-DID path",
        "Status": "estimated",
        "Note": "",
        "lower": -0.3561620121332302,
        "upper": -0.07908683506809708,
        "ci_level": 0.95,
        "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "SDID",
        "Estimate (SDs)": -0.1824530460747235,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Matrix completion",
        "Estimate (SDs)": -0.18992362843850547,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Horizontal ridge",
        "Estimate (SDs)": -0.33645246730280537,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Multisynth (cohort-averaged)",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "multisynth-cohort: this adapter does not implement the configured observation weights.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Multisynth (individual)",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "multisynth-individual: this adapter does not implement the configured observation weights.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      }
    ]
  },
  {
    "study_id": 16,
    "specification_id": "S16-P005",
    "source_specification_id": "GIFT-F5A-LOGIMR-CSA-BLACK",
    "role": "active_comparison",
    "published_source_location": "Main Figure5a",
    "outcome_label": "",
    "outcome_variable": "",
    "treatment_label": "",
    "unit_fixed_effects": "",
    "time_fixed_effects": "",
    "allowed_adjustments": "",
    "published_weights": "",
    "published_clustering": "",
    "panel_structure": "aggregate_county_panel",
    "design": "panel",
    "descriptive_metadata_status": "recorded_source_fields",
    "title": "The Gift of a Lifetime",
    "status": "ready",
    "reason": "",
    "config": "analyses/full-archive/configs/S16-P005.json",
    "input_bytes": 21890,
    "specification_type": "scalar",
    "run_status": "completed",
    "expanded_status": "processed",
    "expanded_reason": null,
    "regression_result": {
      "schema": "did-replication-v2",
      "config": {
        "outcomes": [
          "y"
        ],
        "treatments": [
          "d"
        ],
        "unit": "unit",
        "time": "time",
        "cluster": "cluster",
        "covariates": [],
        "baseline_by_time": [],
        "weight": "weight",
        "period_step": 1,
        "period_values": null,
        "display_window": [
          -10,
          10
        ],
        "seed": 20261008,
        "panelview_max_units": 100,
        "test_mode": "classical",
        "test_horizon": null,
        "post_horizon": null,
        "post_weighting": "observations",
        "sample_query": null,
        "reversal_policy": "drop_post_untreated",
        "labels": {},
        "allow_repeated_cells": true,
        "time_fe": null,
        "unit_fe": null,
        "frequency_weights": false,
        "source_sd": null,
        "require_never_control_periods": false,
        "latest_cohort_control": true,
        "slug": "s16-p005",
        "specification_id": "S16-P005",
        "source_specification_id": "GIFT-F5A-LOGIMR-CSA-BLACK",
        "study_id": 16,
        "study": "The Gift of a Lifetime",
        "citation": "Hollingsworth et al. (2024), AER. https://doi.org/10.1257/aer.20230008",
        "description": "GIFT-F5A-LOGIMR-CSA-BLACK",
        "data": "analyses/full-archive/prepared/S16-P005.parquet",
        "output_dir": "analyses/full-archive/results/S16-P005"
      },
      "source": {
        "file": "S16-P005.parquet",
        "bytes": 21890,
        "sha256": "ab738c5640c06744663c3303db66f5a349e06a292394772186dd3fad22041acf"
      },
      "versions": {
        "pyfixest": "0.60.0",
        "polars": "2.0.0",
        "duckreg": "0.4.1",
        "numpy": "2.5.3",
        "pandas": "3.0.6"
      },
      "specifications": {
        "y__d": {
          "sample": {
            "outcome": "y",
            "treatment": "d",
            "source_rows": 1908,
            "source_sd": 0.6690996482643772,
            "rows": 1862,
            "units": 95,
            "clusters": 95,
            "treated_units": 42,
            "never_treated_units": 53,
            "treated_cohorts": 12,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 1862,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 0,
            "post_adoption_untreated_rows_removed": 0,
            "units_without_minus_one_removed": 3,
            "additional_rows_removed": 46
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.21303309555203287,
              "se": 0.07148927240410327,
              "pvalue": 0.003669447731962748,
              "lower": -0.3549767217523672,
              "upper": -0.07108946935169852
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.1976322869564458,
              "se": 0.08995321908555387,
              "pvalue": 0.030474267077273017,
              "lower": -0.3762365121221754,
              "upper": -0.0190280617907162
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.27643920088850715,
              "se": 0.08233172004928342,
              "pvalue": 0.0011362191873969347,
              "lower": -0.43991076105555804,
              "upper": -0.11296764072145626
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": -0.2806193113899418,
              "se": 0.0689089771053762,
              "pvalue": 9.705901318526037e-05,
              "lower": -0.41743970078771536,
              "upper": -0.1437989219921682
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -18,
                "estimate": -0.0964613567272799,
                "se": 0.16945456721694152,
                "pvalue": 0.5705468659046615,
                "lower": -0.4329173722678774,
                "upper": 0.2399946588133176
              },
              {
                "event_time": -17,
                "estimate": 0.37382696993606035,
                "se": 0.11954886898501871,
                "pvalue": 0.002350800349963864,
                "lower": 0.13645988811766632,
                "upper": 0.6111940517544544
              },
              {
                "event_time": -16,
                "estimate": 0.7821310523603121,
                "se": 0.20282079124364774,
                "pvalue": 0.0002107014003540185,
                "lower": 0.3794256168481167,
                "upper": 1.1848364878725075
              },
              {
                "event_time": -15,
                "estimate": 0.5954836551655489,
                "se": 0.1604485553132822,
                "pvalue": 0.0003491247181791352,
                "lower": 0.2769092873773967,
                "upper": 0.9140580229537012
              },
              {
                "event_time": -14,
                "estimate": 0.16298082835000852,
                "se": 0.15252250686473037,
                "pvalue": 0.28800036935721485,
                "lower": -0.13985618444217365,
                "upper": 0.4658178411421907
              },
              {
                "event_time": -13,
                "estimate": 0.2608490896785343,
                "se": 0.155241340969524,
                "pvalue": 0.09622311566991999,
                "lower": -0.04738623196326197,
                "upper": 0.5690844113203306
              },
              {
                "event_time": -12,
                "estimate": -0.0841825904746998,
                "se": 0.23265401191230575,
                "pvalue": 0.7182867272369929,
                "lower": -0.5461225849708949,
                "upper": 0.3777574040214954
              },
              {
                "event_time": -11,
                "estimate": 0.14457883681574984,
                "se": 0.28019368393770466,
                "pvalue": 0.6070687935981814,
                "lower": -0.41175229090552484,
                "upper": 0.7009099645370245
              },
              {
                "event_time": -10,
                "estimate": 0.12601095190381847,
                "se": 0.21237125504836687,
                "pvalue": 0.5543704983978377,
                "lower": -0.2956571533733453,
                "upper": 0.5476790571809822
              },
              {
                "event_time": -9,
                "estimate": 0.14583253382834124,
                "se": 0.17232789289489867,
                "pvalue": 0.39956230394476466,
                "lower": -0.19632853720195745,
                "upper": 0.48799360485863996
              },
              {
                "event_time": -8,
                "estimate": -0.12768457554770513,
                "se": 0.1481154699046275,
                "pvalue": 0.39084782083721226,
                "lower": -0.4217713131464305,
                "upper": 0.16640216205102026
              },
              {
                "event_time": -7,
                "estimate": -0.001678927874201132,
                "se": 0.12179935971209713,
                "pvalue": 0.989031223697635,
                "lower": -0.24351441178691277,
                "upper": 0.24015655603851052
              },
              {
                "event_time": -6,
                "estimate": 0.06259488647002147,
                "se": 0.10042528571892079,
                "pvalue": 0.5345981177998211,
                "lower": -0.13680187248104725,
                "upper": 0.26199164542109016
              },
              {
                "event_time": -5,
                "estimate": 0.05488136336972207,
                "se": 0.09485757113367518,
                "pvalue": 0.5642657492671548,
                "lower": -0.1334605677547189,
                "upper": 0.24322329449416305
              },
              {
                "event_time": -4,
                "estimate": -0.046849396102354744,
                "se": 0.09303721867126262,
                "pvalue": 0.6157518689393171,
                "lower": -0.23157697474021596,
                "upper": 0.13787818253550646
              },
              {
                "event_time": -3,
                "estimate": 0.08115404088528726,
                "se": 0.09436098872377027,
                "pvalue": 0.3919562526916154,
                "lower": -0.1062019142234689,
                "upper": 0.2685099959940434
              },
              {
                "event_time": -2,
                "estimate": 0.14725698043404367,
                "se": 0.07175922892545655,
                "pvalue": 0.04294077416091592,
                "lower": 0.004777349232277628,
                "upper": 0.2897366116358097
              },
              {
                "event_time": 0,
                "estimate": -0.1257388772115459,
                "se": 0.07445989622067505,
                "pvalue": 0.09459577846674001,
                "lower": -0.2735807466366508,
                "upper": 0.022102992213558964
              },
              {
                "event_time": 1,
                "estimate": -0.025554785259684295,
                "se": 0.07413343477017507,
                "pvalue": 0.731079941333148,
                "lower": -0.1727484578219557,
                "upper": 0.1216388873025871
              },
              {
                "event_time": 2,
                "estimate": -0.17169450240669604,
                "se": 0.08910561504876391,
                "pvalue": 0.05701666473792078,
                "lower": -0.3486157898879584,
                "upper": 0.005226785074566337
              },
              {
                "event_time": 3,
                "estimate": -0.13119430855266423,
                "se": 0.10100410690682443,
                "pvalue": 0.1971551800883521,
                "lower": -0.3317403305409647,
                "upper": 0.06935171343563623
              },
              {
                "event_time": 4,
                "estimate": -0.09502328754304383,
                "se": 0.10755932949307224,
                "pvalue": 0.37924709744154206,
                "lower": -0.30858485764299276,
                "upper": 0.11853828255690509
              },
              {
                "event_time": 5,
                "estimate": -0.2300914958547555,
                "se": 0.11140485710835285,
                "pvalue": 0.041641433172857435,
                "lower": -0.45128845118118943,
                "upper": -0.00889454052832156
              },
              {
                "event_time": 6,
                "estimate": -0.3119738705734451,
                "se": 0.11211939494083487,
                "pvalue": 0.006519415319207483,
                "lower": -0.5345895575163726,
                "upper": -0.08935818363051756
              },
              {
                "event_time": 7,
                "estimate": -0.23857528830215657,
                "se": 0.13761248483905536,
                "pvalue": 0.08625454027313688,
                "lower": -0.5118081028436137,
                "upper": 0.03465752623930046
              },
              {
                "event_time": 8,
                "estimate": -0.22182562420184587,
                "se": 0.12900973522614517,
                "pvalue": 0.08882392380021963,
                "lower": -0.4779774777223609,
                "upper": 0.03432622931866913
              },
              {
                "event_time": 9,
                "estimate": -0.23622927691663154,
                "se": 0.11063410393031142,
                "pvalue": 0.03534216009205205,
                "lower": -0.45589588374017104,
                "upper": -0.016562670093092036
              },
              {
                "event_time": 10,
                "estimate": -0.22999831110987734,
                "se": 0.1229908998391337,
                "pvalue": 0.06458989181803254,
                "lower": -0.4741996258767448,
                "upper": 0.01420300365699012
              },
              {
                "event_time": 11,
                "estimate": -0.28419637229070766,
                "se": 0.13430394222955902,
                "pvalue": 0.03698175789359972,
                "lower": -0.5508599979225952,
                "upper": -0.017532746658820098
              },
              {
                "event_time": 12,
                "estimate": -0.1296007188971714,
                "se": 0.16064999022373003,
                "pvalue": 0.4218600983003047,
                "lower": -0.4485750404220281,
                "upper": 0.18937360262768532
              },
              {
                "event_time": 13,
                "estimate": -0.18901379517190564,
                "se": 0.156923002153881,
                "pvalue": 0.2314202920615007,
                "lower": -0.50058809451652,
                "upper": 0.12256050417270864
              },
              {
                "event_time": 14,
                "estimate": -0.6813387168294439,
                "se": 0.21236370237316554,
                "pvalue": 0.0018260856980570703,
                "lower": -1.1029918260929468,
                "upper": -0.25968560756594117
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -18,
                "estimate": -0.20910046315666686,
                "se": 0.07798657220219636,
                "pvalue": 0.008663752925031555,
                "lower": -0.3639446304149502,
                "upper": -0.054256295898383516
              },
              {
                "event_time": -17,
                "estimate": 0.24498962590788265,
                "se": 0.05124433349064878,
                "pvalue": 6.4410147659586184e-06,
                "lower": 0.1432428004993696,
                "upper": 0.3467364513163957
              },
              {
                "event_time": -16,
                "estimate": 0.6666389418221192,
                "se": 0.11376259354927078,
                "pvalue": 6.809364211684875e-08,
                "lower": 0.4407606455224996,
                "upper": 0.8925172381217389
              },
              {
                "event_time": -15,
                "estimate": 0.47858817859851893,
                "se": 0.11517388449686881,
                "pvalue": 7.156465422281059e-05,
                "lower": 0.24990773103914926,
                "upper": 0.7072686261578887
              },
              {
                "event_time": -14,
                "estimate": 0.020751668147630648,
                "se": 0.08384854418137108,
                "pvalue": 0.8050688821111918,
                "lower": -0.14573158189086927,
                "upper": 0.18723491818613058
              },
              {
                "event_time": -13,
                "estimate": 0.12994502390164717,
                "se": 0.11161977041599734,
                "pvalue": 0.24729910120540158,
                "lower": -0.091678646835084,
                "upper": 0.35156869463837837
              },
              {
                "event_time": -12,
                "estimate": -0.11315757409573525,
                "se": 0.12467586707765853,
                "pvalue": 0.36640308583307135,
                "lower": -0.36070443081347103,
                "upper": 0.1343892826220005
              },
              {
                "event_time": -11,
                "estimate": 0.08942141585605064,
                "se": 0.1623303764507844,
                "pvalue": 0.5830360950601587,
                "lower": -0.23288935191401233,
                "upper": 0.4117321836261136
              },
              {
                "event_time": -10,
                "estimate": 0.1043259817752717,
                "se": 0.07932335045448927,
                "pvalue": 0.19164232402483414,
                "lower": -0.05317239003951667,
                "upper": 0.26182435359006007
              },
              {
                "event_time": -9,
                "estimate": 0.13110412043075903,
                "se": 0.07958748176601588,
                "pvalue": 0.10283634547010877,
                "lower": -0.026918690294796405,
                "upper": 0.2891269311563145
              },
              {
                "event_time": -8,
                "estimate": -0.11609686746365049,
                "se": 0.09842297082489333,
                "pvalue": 0.24114771199637255,
                "lower": -0.31151798325462904,
                "upper": 0.07932424832732805
              },
              {
                "event_time": -7,
                "estimate": -0.004289601357714695,
                "se": 0.05212642116734265,
                "pvalue": 0.934589281857593,
                "lower": -0.10778783252608508,
                "upper": 0.09920862981065569
              },
              {
                "event_time": -6,
                "estimate": 0.01018777061889644,
                "se": 0.044746457025407645,
                "pvalue": 0.8203912962581201,
                "lower": -0.07865736874552703,
                "upper": 0.0990329099833199
              },
              {
                "event_time": -5,
                "estimate": -0.004484561810148701,
                "se": 0.04259420365075147,
                "pvalue": 0.9163734290866474,
                "lower": -0.08905635164635582,
                "upper": 0.08008722802605843
              },
              {
                "event_time": -4,
                "estimate": -0.09896230086731678,
                "se": 0.035023156922301,
                "pvalue": 0.005763632357303578,
                "lower": -0.16850159994471803,
                "upper": -0.029423001789915526
              },
              {
                "event_time": -3,
                "estimate": 0.017917577042480568,
                "se": 0.04362656059114884,
                "pvalue": 0.6822247382687012,
                "lower": -0.06870398169925922,
                "upper": 0.10453913578422035
              },
              {
                "event_time": -2,
                "estimate": 0.07150346718880829,
                "se": 0.0552633964092446,
                "pvalue": 0.19888157135607468,
                "lower": -0.038223301858913566,
                "upper": 0.18123023623653015
              },
              {
                "event_time": -1,
                "estimate": -0.06965141384071902,
                "se": 0.05453545642133894,
                "pvalue": 0.20468557639567553,
                "lower": -0.17793284097818207,
                "upper": 0.03863001329674405
              },
              {
                "event_time": 0,
                "estimate": -0.20896118010258885,
                "se": 0.0684054728167582,
                "pvalue": 0.0029308858570108428,
                "lower": -0.344781849932231,
                "upper": -0.07314051027294671
              },
              {
                "event_time": 1,
                "estimate": -0.10631602511500539,
                "se": 0.06553923963188578,
                "pvalue": 0.10811561502684548,
                "lower": -0.23644572176622736,
                "upper": 0.023813671536216593
              },
              {
                "event_time": 2,
                "estimate": -0.2596439693145699,
                "se": 0.08475877110425034,
                "pvalue": 0.0028555808308540816,
                "lower": -0.42793449624586466,
                "upper": -0.09135344238327511
              },
              {
                "event_time": 3,
                "estimate": -0.20708039927324717,
                "se": 0.08958050704022338,
                "pvalue": 0.02298032935097886,
                "lower": -0.384944595935907,
                "upper": -0.0292162026105873
              },
              {
                "event_time": 4,
                "estimate": -0.16721233135555477,
                "se": 0.09995022567091527,
                "pvalue": 0.09766104552891802,
                "lower": -0.3656658474450143,
                "upper": 0.03124118473390472
              },
              {
                "event_time": 5,
                "estimate": -0.29270011409120533,
                "se": 0.10511647584535201,
                "pvalue": 0.00648213487312627,
                "lower": -0.5014113410085563,
                "upper": -0.08398888717385428
              },
              {
                "event_time": 6,
                "estimate": -0.41205441726055314,
                "se": 0.10737701999786262,
                "pvalue": 0.00022513285291900293,
                "lower": -0.6252540075840884,
                "upper": -0.1988548269370178
              },
              {
                "event_time": 7,
                "estimate": -0.3168378983446459,
                "se": 0.13304691761747742,
                "pvalue": 0.01926267689764778,
                "lower": -0.5810056721422421,
                "upper": -0.05267012454704961
              },
              {
                "event_time": 8,
                "estimate": -0.26544280924954267,
                "se": 0.12210682744474312,
                "pvalue": 0.03222763868266059,
                "lower": -0.5078887775530405,
                "upper": -0.022996840946044816
              },
              {
                "event_time": 9,
                "estimate": -0.3145645952427014,
                "se": 0.11349620329301549,
                "pvalue": 0.006724873054007246,
                "lower": -0.5399139674438413,
                "upper": -0.08921522304156151
              },
              {
                "event_time": 10,
                "estimate": -0.30164377547962534,
                "se": 0.12124757379673753,
                "pvalue": 0.014613740441347911,
                "lower": -0.5423836755224987,
                "upper": -0.06090387543675199
              },
              {
                "event_time": 11,
                "estimate": -0.3914600944451874,
                "se": 0.13260828811483036,
                "pvalue": 0.003986715397186439,
                "lower": -0.6547569590829836,
                "upper": -0.1281632298073912
              },
              {
                "event_time": 12,
                "estimate": -0.21522633559598028,
                "se": 0.16881202411004909,
                "pvalue": 0.20547044267685002,
                "lower": -0.5504065667354331,
                "upper": 0.1199538955434725
              },
              {
                "event_time": 13,
                "estimate": -0.2270517925891414,
                "se": 0.15586984673414508,
                "pvalue": 0.1485382800376154,
                "lower": -0.5365350271599412,
                "upper": 0.08243144198165839
              },
              {
                "event_time": 14,
                "estimate": -0.8568505883716262,
                "se": 0.2361087553989589,
                "pvalue": 0.0004625817837024,
                "lower": -1.325650057046207,
                "upper": -0.38805111969704525
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -18,
                "estimate": 0.5609006829215926,
                "se": 0.20850871200293186,
                "pvalue": 0.008454212024194035,
                "lower": 0.1469017474063588,
                "upper": 0.9748996184368264
              },
              {
                "event_time": -17,
                "estimate": 0.995711722407706,
                "se": 0.11791666040282468,
                "pvalue": 3.7038995115959496e-13,
                "lower": 0.761585428991274,
                "upper": 1.229838015824138
              },
              {
                "event_time": -16,
                "estimate": 1.488035542488433,
                "se": 0.26023120154259005,
                "pvalue": 1.2681596898828634e-07,
                "lower": 0.9713403915205078,
                "upper": 2.0047306934563585
              },
              {
                "event_time": -15,
                "estimate": 0.7783039593066631,
                "se": 0.08700978768113313,
                "pvalue": 3.216616261169425e-14,
                "lower": 0.6055439861939372,
                "upper": 0.9510639324193889
              },
              {
                "event_time": -14,
                "estimate": 0.4355803952464928,
                "se": 0.10662323472085639,
                "pvalue": 9.259016175402686e-05,
                "lower": 0.22387746326058722,
                "upper": 0.6472833272323983
              },
              {
                "event_time": -13,
                "estimate": 0.54057780545839,
                "se": 0.08228952034973541,
                "pvalue": 2.780164584710054e-09,
                "lower": 0.3771900337840314,
                "upper": 0.7039655771327485
              },
              {
                "event_time": -12,
                "estimate": 0.24827046249660348,
                "se": 0.08181801084364279,
                "pvalue": 0.003116526986080006,
                "lower": 0.08581888399965473,
                "upper": 0.41072204099355225
              },
              {
                "event_time": -11,
                "estimate": 0.507234150628256,
                "se": 0.18351199950568492,
                "pvalue": 0.006870237287734815,
                "lower": 0.142866773745906,
                "upper": 0.8716015275106062
              },
              {
                "event_time": -10,
                "estimate": 0.40394901959602764,
                "se": 0.1682376038349067,
                "pvalue": 0.018315800088436834,
                "lower": 0.06990931337835349,
                "upper": 0.7379887258137018
              },
              {
                "event_time": -9,
                "estimate": 0.43433771619463774,
                "se": 0.1462729459541563,
                "pvalue": 0.003786636322713837,
                "lower": 0.1439093530917736,
                "upper": 0.7247660792975019
              },
              {
                "event_time": -8,
                "estimate": 0.03483658945356301,
                "se": 0.11878298402407038,
                "pvalue": 0.7699551779126899,
                "lower": -0.201009809821095,
                "upper": 0.27068298872822105
              },
              {
                "event_time": -7,
                "estimate": 0.08328726701005659,
                "se": 0.1135532814375673,
                "pvalue": 0.4651007093038329,
                "lower": -0.14217543518510917,
                "upper": 0.30874996920522235
              },
              {
                "event_time": -6,
                "estimate": 0.026365995403154797,
                "se": 0.08883011231939406,
                "pvalue": 0.7672635961257449,
                "lower": -0.1500082749506455,
                "upper": 0.20274026575695508
              },
              {
                "event_time": -5,
                "estimate": 0.03588540613729453,
                "se": 0.08165429493469031,
                "pvalue": 0.6613226676238464,
                "lower": -0.12624111058462256,
                "upper": 0.19801192285921165
              },
              {
                "event_time": -4,
                "estimate": -0.06820583219122246,
                "se": 0.0731711707605998,
                "pvalue": 0.35365179632892635,
                "lower": -0.2134889070052176,
                "upper": 0.07707724262277267
              },
              {
                "event_time": -3,
                "estimate": 0.07921501674336254,
                "se": 0.08092366149053093,
                "pvalue": 0.3301490798664655,
                "lower": -0.08146081014776438,
                "upper": 0.23989084363448945
              },
              {
                "event_time": -2,
                "estimate": 0.18421616196818624,
                "se": 0.05994982360334009,
                "pvalue": 0.0027742555416511603,
                "lower": 0.06518438186798665,
                "upper": 0.30324794206838585
              },
              {
                "event_time": 0,
                "estimate": -0.16058133270351105,
                "se": 0.06601004202943671,
                "pvalue": 0.016879846479720458,
                "lower": -0.2916458185515574,
                "upper": -0.029516846855464685
              },
              {
                "event_time": 1,
                "estimate": -0.06991871267199712,
                "se": 0.0744060923087956,
                "pvalue": 0.3497846899530649,
                "lower": -0.2176537531688012,
                "upper": 0.07781632782480696
              },
              {
                "event_time": 2,
                "estimate": -0.24160858789937764,
                "se": 0.08246600473643144,
                "pvalue": 0.004256849956756552,
                "lower": -0.4053467734606446,
                "upper": -0.07787040233811063
              },
              {
                "event_time": 3,
                "estimate": -0.19627943007871387,
                "se": 0.08646395832149409,
                "pvalue": 0.025487767867330764,
                "lower": -0.3679556462026174,
                "upper": -0.024603213954810355
              },
              {
                "event_time": 4,
                "estimate": -0.17569429387171914,
                "se": 0.10042106442475433,
                "pvalue": 0.08345509424809121,
                "lower": -0.3750826713442653,
                "upper": 0.02369408360082706
              },
              {
                "event_time": 5,
                "estimate": -0.29810138228948224,
                "se": 0.09339133685328926,
                "pvalue": 0.0019221034826255189,
                "lower": -0.48353207087894856,
                "upper": -0.11267069370001592
              },
              {
                "event_time": 6,
                "estimate": -0.3982830621806277,
                "se": 0.09301561853410537,
                "pvalue": 4.466508605361285e-05,
                "lower": -0.5829677532398156,
                "upper": -0.21359837112143973
              },
              {
                "event_time": 7,
                "estimate": -0.31930480385926746,
                "se": 0.0798165985523801,
                "pvalue": 0.00012595526455259185,
                "lower": -0.4777825313350742,
                "upper": -0.16082707638346072
              },
              {
                "event_time": 8,
                "estimate": -0.248620453646671,
                "se": 0.10790079276238014,
                "pvalue": 0.023416275204050693,
                "lower": -0.4628600070723672,
                "upper": -0.03438090022097484
              },
              {
                "event_time": 9,
                "estimate": -0.342698696584272,
                "se": 0.11447568834877264,
                "pvalue": 0.0035224234631625454,
                "lower": -0.5699928593245758,
                "upper": -0.11540453384396826
              },
              {
                "event_time": 10,
                "estimate": -0.3642084714141192,
                "se": 0.10892864384420665,
                "pvalue": 0.001188934163334419,
                "lower": -0.5804888472575298,
                "upper": -0.14792809557070857
              },
              {
                "event_time": 11,
                "estimate": -0.42481926143747917,
                "se": 0.11942336347142776,
                "pvalue": 0.0005892983138098405,
                "lower": -0.6619371491165549,
                "upper": -0.18770137375840346
              },
              {
                "event_time": 12,
                "estimate": -0.255183332652414,
                "se": 0.137813570213527,
                "pvalue": 0.06721441785139122,
                "lower": -0.528815406918701,
                "upper": 0.018448741613873
              },
              {
                "event_time": 13,
                "estimate": -0.22635882209816455,
                "se": 0.13735274599932107,
                "pvalue": 0.10268916602028386,
                "lower": -0.49907591908456594,
                "upper": 0.04635827488823685
              },
              {
                "event_time": 14,
                "estimate": -0.9830969871113179,
                "se": 0.22485809290220693,
                "pvalue": 3.17590057160752e-05,
                "lower": -1.4295580016620684,
                "upper": -0.5366359725605674
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0,
              6.0,
              7.0,
              8.0,
              9.0,
              10.0,
              11.0,
              12.0,
              13.0,
              14.0
            ],
            "weights": [
              0.0752872546207873,
              0.0736763099603976,
              0.07438414928087186,
              0.07293185826127814,
              0.07474417100421653,
              0.07558625571305659,
              0.07354816663513934,
              0.06836141299373318,
              0.06784273762959256,
              0.06563379078466429,
              0.06344925219216617,
              0.0641692956388555,
              0.06363841614849981,
              0.06203357355121766,
              0.024713355585523466
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 1.1102230246251565e-16,
            "package_aggregate_vs_estimable_cell_weights": null,
            "saturated_vs_deviations_relative_rss_difference": 1.9258916608801295e-16
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "F": 1.147597285359858,
            "df_num": 92,
            "df_den": 1513,
            "pvalue": 0.16617954483812042,
            "log10_pvalue": -0.7794224348879517,
            "inference": "Homoskedastic nested-model F",
            "observations": 1862,
            "design_columns": 234,
            "restricted_design_columns": 142,
            "fixed_effect_rank": 115,
            "covariance_rank": 92,
            "rss_unrestricted": 75559.36568995084,
            "rss_restricted": 80831.98863201008,
            "test_horizon": null,
            "reference_cohort": 6,
            "pyfixest": "0.27.0",
            "formulaic": "1.0.2",
            "design_head": {
              "index": [
                0,
                1,
                2,
                3,
                4
              ],
              "columns": [
                "C(rel_time, contr.treatment(base=-1.0))[T.-18.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-17.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-16.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-15.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-14.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-13.0]"
              ],
              "data": [
                [
                  -0.19737837638711628,
                  0.010243901894560897,
                  0.010927079549839869,
                  -0.24301502944679546,
                  -0.2496364366561252,
                  -0.1631184036176068
                ],
                [
                  0.010549249068068643,
                  -0.1835257131034748,
                  0.009691773873168113,
                  0.022300237214022783,
                  -0.19806375026100786,
                  -0.23355606366040588
                ],
                [
                  0.01081463461459579,
                  0.009250069650080895,
                  -0.17978155417307054,
                  0.02422863125819624,
                  0.03597145052797446,
                  -0.2301308166796061
                ],
                [
                  0.010101585609422866,
                  0.009182354830049302,
                  0.009002382469616167,
                  -0.16177191250975026,
                  0.034904451334658894,
                  0.047423062775985965
                ],
                [
                  0.009409098948694947,
                  0.008382900177759908,
                  0.008588555364395446,
                  0.021769539966587866,
                  -0.1374766979646933,
                  0.04437847559594203
                ]
              ]
            },
            "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_7,ref=-1.0)+i(rel_time,cohort_dummy_8,ref=-1.0)+i(rel_time,cohort_dummy_9,ref=-1.0)+i(rel_time,cohort_dummy_10,ref=-1.0)+i(rel_time,cohort_dummy_11,ref=-1.0)+i(rel_time,cohort_dummy_12,ref=-1.0)+i(rel_time,cohort_dummy_13,ref=-1.0)+i(rel_time,cohort_dummy_14,ref=-1.0)+i(rel_time,cohort_dummy_15,ref=-1.0)+i(rel_time,cohort_dummy_16,ref=-1.0)+i(rel_time,cohort_dummy_19,ref=-1.0)|unit_fe+time_fe",
            "restriction_names": [
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_19",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_19"
            ],
            "deviations": [
              {
                "event_time": -6.0,
                "cohort": 7,
                "estimate": -0.19413549934497704
              },
              {
                "event_time": -5.0,
                "cohort": 7,
                "estimate": -0.18817295026323827
              },
              {
                "event_time": -4.0,
                "cohort": 7,
                "estimate": -0.47472907695524247
              },
              {
                "event_time": -3.0,
                "cohort": 7,
                "estimate": -1.0802844441709094
              },
              {
                "event_time": -2.0,
                "cohort": 7,
                "estimate": 0.8617293980689771
              },
              {
                "event_time": 0.0,
                "cohort": 7,
                "estimate": -0.4086337478113757
              },
              {
                "event_time": 1.0,
                "cohort": 7,
                "estimate": 0.7048088416553551
              },
              {
                "event_time": 2.0,
                "cohort": 7,
                "estimate": 0.6083952211075959
              },
              {
                "event_time": 3.0,
                "cohort": 7,
                "estimate": -1.775631028197445
              },
              {
                "event_time": 4.0,
                "cohort": 7,
                "estimate": 1.1358276033917272
              },
              {
                "event_time": 5.0,
                "cohort": 7,
                "estimate": -0.1967449044239047
              },
              {
                "event_time": 6.0,
                "cohort": 7,
                "estimate": -1.044187279893979
              },
              {
                "event_time": 7.0,
                "cohort": 7,
                "estimate": -0.8894937448308229
              },
              {
                "event_time": 8.0,
                "cohort": 7,
                "estimate": -0.3835367445572241
              },
              {
                "event_time": 9.0,
                "cohort": 7,
                "estimate": -0.32107888015254227
              },
              {
                "event_time": 10.0,
                "cohort": 7,
                "estimate": 0.11372851931238637
              },
              {
                "event_time": 11.0,
                "cohort": 7,
                "estimate": -1.1030177691430583
              },
              {
                "event_time": 12.0,
                "cohort": 7,
                "estimate": -2.635337614214875
              },
              {
                "event_time": 13.0,
                "cohort": 7,
                "estimate": -1.0861824131461124
              },
              {
                "event_time": -7.0,
                "cohort": 8,
                "estimate": -0.04737476613168701
              },
              {
                "event_time": -6.0,
                "cohort": 8,
                "estimate": 0.004117917828867279
              },
              {
                "event_time": -5.0,
                "cohort": 8,
                "estimate": 0.26877277859692994
              },
              {
                "event_time": -4.0,
                "cohort": 8,
                "estimate": -0.36135530450726855
              },
              {
                "event_time": -3.0,
                "cohort": 8,
                "estimate": -0.7542276027090962
              },
              {
                "event_time": -2.0,
                "cohort": 8,
                "estimate": 1.0520479838821695
              },
              {
                "event_time": 0.0,
                "cohort": 8,
                "estimate": -0.3671012811606121
              },
              {
                "event_time": 1.0,
                "cohort": 8,
                "estimate": 0.8324925871224227
              },
              {
                "event_time": 2.0,
                "cohort": 8,
                "estimate": 0.7238177166159996
              },
              {
                "event_time": 3.0,
                "cohort": 8,
                "estimate": -1.1002370294822534
              },
              {
                "event_time": 4.0,
                "cohort": 8,
                "estimate": 1.542556112112308
              },
              {
                "event_time": 5.0,
                "cohort": 8,
                "estimate": 0.43264852178687996
              },
              {
                "event_time": 6.0,
                "cohort": 8,
                "estimate": -0.44721485131045546
              },
              {
                "event_time": 7.0,
                "cohort": 8,
                "estimate": 0.14021781105927894
              },
              {
                "event_time": 8.0,
                "cohort": 8,
                "estimate": 0.17260363739848433
              },
              {
                "event_time": 9.0,
                "cohort": 8,
                "estimate": -0.05974842776738898
              },
              {
                "event_time": 10.0,
                "cohort": 8,
                "estimate": 0.7725227291372092
              },
              {
                "event_time": 11.0,
                "cohort": 8,
                "estimate": -0.5683758362346019
              },
              {
                "event_time": 12.0,
                "cohort": 8,
                "estimate": -1.7383967231617523
              },
              {
                "event_time": 13.0,
                "cohort": 8,
                "estimate": -0.3892035157643343
              },
              {
                "event_time": -8.0,
                "cohort": 9,
                "estimate": -0.5735286687493131
              },
              {
                "event_time": -7.0,
                "cohort": 9,
                "estimate": -0.8759768488721544
              },
              {
                "event_time": -6.0,
                "cohort": 9,
                "estimate": -0.7238824744152929
              },
              {
                "event_time": -5.0,
                "cohort": 9,
                "estimate": -0.29067955885594876
              },
              {
                "event_time": -4.0,
                "cohort": 9,
                "estimate": -0.5618654259349856
              },
              {
                "event_time": -3.0,
                "cohort": 9,
                "estimate": -1.1436212795736695
              },
              {
                "event_time": -2.0,
                "cohort": 9,
                "estimate": 0.4955257544066493
              },
              {
                "event_time": 0.0,
                "cohort": 9,
                "estimate": -0.40760041509886835
              },
              {
                "event_time": 1.0,
                "cohort": 9,
                "estimate": 0.6611858013339224
              },
              {
                "event_time": 2.0,
                "cohort": 9,
                "estimate": 0.41438415612713664
              },
              {
                "event_time": 3.0,
                "cohort": 9,
                "estimate": -1.6778222183138065
              },
              {
                "event_time": 4.0,
                "cohort": 9,
                "estimate": 1.2088008662029321
              },
              {
                "event_time": 5.0,
                "cohort": 9,
                "estimate": -0.17017639772992962
              },
              {
                "event_time": 6.0,
                "cohort": 9,
                "estimate": -0.9749568458022358
              },
              {
                "event_time": 7.0,
                "cohort": 9,
                "estimate": -0.09041819353087834
              },
              {
                "event_time": 8.0,
                "cohort": 9,
                "estimate": -0.3544351706371094
              },
              {
                "event_time": 9.0,
                "cohort": 9,
                "estimate": -0.4311877968621436
              },
              {
                "event_time": 10.0,
                "cohort": 9,
                "estimate": 0.4281675007627814
              },
              {
                "event_time": 11.0,
                "cohort": 9,
                "estimate": -0.5437497561761392
              },
              {
                "event_time": 12.0,
                "cohort": 9,
                "estimate": -2.111086315429908
              },
              {
                "event_time": -9.0,
                "cohort": 10,
                "estimate": -0.7582846207413065
              },
              {
                "event_time": -8.0,
                "cohort": 10,
                "estimate": 0.3923727844960979
              },
              {
                "event_time": -7.0,
                "cohort": 10,
                "estimate": 0.3114365567853349
              },
              {
                "event_time": -6.0,
                "cohort": 10,
                "estimate": 0.3622051055188742
              },
              {
                "event_time": -5.0,
                "cohort": 10,
                "estimate": 0.5490780266786116
              },
              {
                "event_time": -4.0,
                "cohort": 10,
                "estimate": 0.21966340237935103
              },
              {
                "event_time": -3.0,
                "cohort": 10,
                "estimate": -0.3721510603837453
              },
              {
                "event_time": -2.0,
                "cohort": 10,
                "estimate": 0.7088022952390419
              },
              {
                "event_time": 0.0,
                "cohort": 10,
                "estimate": 0.21089122918005265
              },
              {
                "event_time": 1.0,
                "cohort": 10,
                "estimate": 1.2059646046435266
              },
              {
                "event_time": 2.0,
                "cohort": 10,
                "estimate": 1.1988208726105722
              },
              {
                "event_time": 3.0,
                "cohort": 10,
                "estimate": -0.7612555481076748
              },
              {
                "event_time": 4.0,
                "cohort": 10,
                "estimate": 1.7763227467196068
              },
              {
                "event_time": 5.0,
                "cohort": 10,
                "estimate": 0.9357962837152304
              },
              {
                "event_time": 6.0,
                "cohort": 10,
                "estimate": 0.07829743688415543
              },
              {
                "event_time": 7.0,
                "cohort": 10,
                "estimate": 0.49838718959171413
              },
              {
                "event_time": 8.0,
                "cohort": 10,
                "estimate": 0.5940869020138683
              },
              {
                "event_time": 9.0,
                "cohort": 10,
                "estimate": 0.11721963208922812
              },
              {
                "event_time": 10.0,
                "cohort": 10,
                "estimate": 1.3129896543122848
              },
              {
                "event_time": -10.0,
                "cohort": 11,
                "estimate": -2.5825381977261483
              },
              {
                "event_time": -9.0,
                "cohort": 11,
                "estimate": -1.6849081533260295
              },
              {
                "event_time": -8.0,
                "cohort": 11,
                "estimate": -0.5316234282594765
              },
              {
                "event_time": -7.0,
                "cohort": 11,
                "estimate": -1.4161981235921202
              },
              {
                "event_time": -6.0,
                "cohort": 11,
                "estimate": -0.9208313908333327
              },
              {
                "event_time": -5.0,
                "cohort": 11,
                "estimate": -0.9006198295564232
              },
              {
                "event_time": -4.0,
                "cohort": 11,
                "estimate": -2.216040465898146
              },
              {
                "event_time": -3.0,
                "cohort": 11,
                "estimate": -2.0703019873178388
              },
              {
                "event_time": -2.0,
                "cohort": 11,
                "estimate": 0.08568284720645719
              },
              {
                "event_time": 0.0,
                "cohort": 11,
                "estimate": -1.0828771187732462
              },
              {
                "event_time": 1.0,
                "cohort": 11,
                "estimate": 0.49407171208834016
              },
              {
                "event_time": 2.0,
                "cohort": 11,
                "estimate": -0.07266020720442194
              },
              {
                "event_time": 3.0,
                "cohort": 11,
                "estimate": -1.313972059686074
              },
              {
                "event_time": 4.0,
                "cohort": 11,
                "estimate": 0.7421497768685936
              },
              {
                "event_time": 5.0,
                "cohort": 11,
                "estimate": -0.45794706581279343
              },
              {
                "event_time": 6.0,
                "cohort": 11,
                "estimate": -0.999285192518979
              },
              {
                "event_time": 7.0,
                "cohort": 11,
                "estimate": -0.9191615929704694
              },
              {
                "event_time": 8.0,
                "cohort": 11,
                "estimate": -0.12306818047730353
              },
              {
                "event_time": 9.0,
                "cohort": 11,
                "estimate": 0.038151915401727354
              },
              {
                "event_time": -11.0,
                "cohort": 12,
                "estimate": -0.4530809726334368
              },
              {
                "event_time": -10.0,
                "cohort": 12,
                "estimate": -0.4352241444098034
              },
              {
                "event_time": -9.0,
                "cohort": 12,
                "estimate": -0.06838542664830945
              },
              {
                "event_time": -8.0,
                "cohort": 12,
                "estimate": 1.4158188704292758
              },
              {
                "event_time": -7.0,
                "cohort": 12,
                "estimate": 0.9740421927867943
              },
              {
                "event_time": -6.0,
                "cohort": 12,
                "estimate": 1.6370832088167315
              },
              {
                "event_time": -5.0,
                "cohort": 12,
                "estimate": 1.778041496887292
              },
              {
                "event_time": -4.0,
                "cohort": 12,
                "estimate": 0.7282608385365306
              },
              {
                "event_time": -3.0,
                "cohort": 12,
                "estimate": -0.5386077312189453
              },
              {
                "event_time": -2.0,
                "cohort": 12,
                "estimate": 1.0153158864074152
              },
              {
                "event_time": 0.0,
                "cohort": 12,
                "estimate": 0.19821828885509532
              },
              {
                "event_time": 1.0,
                "cohort": 12,
                "estimate": 1.550955051798199
              },
              {
                "event_time": 2.0,
                "cohort": 12,
                "estimate": 0.385116285927826
              },
              {
                "event_time": 3.0,
                "cohort": 12,
                "estimate": -0.44122548969425057
              },
              {
                "event_time": 4.0,
                "cohort": 12,
                "estimate": 2.315559799603959
              },
              {
                "event_time": 5.0,
                "cohort": 12,
                "estimate": 1.2104269914780794
              },
              {
                "event_time": 6.0,
                "cohort": 12,
                "estimate": 0.5491470798341619
              },
              {
                "event_time": 7.0,
                "cohort": 12,
                "estimate": 0.6896867183038473
              },
              {
                "event_time": 8.0,
                "cohort": 12,
                "estimate": 0.37900140189288856
              },
              {
                "event_time": -12.0,
                "cohort": 13,
                "estimate": -0.9956513548683805
              },
              {
                "event_time": -11.0,
                "cohort": 13,
                "estimate": -1.0786987088011781
              },
              {
                "event_time": -10.0,
                "cohort": 13,
                "estimate": -1.0292023606119238
              },
              {
                "event_time": -9.0,
                "cohort": 13,
                "estimate": -0.9270116472146773
              },
              {
                "event_time": -8.0,
                "cohort": 13,
                "estimate": 0.7949310384353305
              },
              {
                "event_time": -7.0,
                "cohort": 13,
                "estimate": 0.39324398717485604
              },
              {
                "event_time": -6.0,
                "cohort": 13,
                "estimate": 0.39137684413291773
              },
              {
                "event_time": -5.0,
                "cohort": 13,
                "estimate": 0.659145269052999
              },
              {
                "event_time": -4.0,
                "cohort": 13,
                "estimate": -0.00689217865721517
              },
              {
                "event_time": -3.0,
                "cohort": 13,
                "estimate": -0.3653254502259209
              },
              {
                "event_time": -2.0,
                "cohort": 13,
                "estimate": 1.48488564864839
              },
              {
                "event_time": 0.0,
                "cohort": 13,
                "estimate": 0.4007994115025211
              },
              {
                "event_time": 1.0,
                "cohort": 13,
                "estimate": 1.141757387368176
              },
              {
                "event_time": 2.0,
                "cohort": 13,
                "estimate": 1.0871375008475248
              },
              {
                "event_time": 3.0,
                "cohort": 13,
                "estimate": -0.2456339687078925
              },
              {
                "event_time": 4.0,
                "cohort": 13,
                "estimate": 1.9830024741213563
              },
              {
                "event_time": 5.0,
                "cohort": 13,
                "estimate": 1.2081188509337264
              },
              {
                "event_time": 6.0,
                "cohort": 13,
                "estimate": -0.30907298309583336
              },
              {
                "event_time": 7.0,
                "cohort": 13,
                "estimate": 1.1030165683379316
              },
              {
                "event_time": 8.0,
                "cohort": 13,
                "estimate": 1.3007903891094295
              },
              {
                "event_time": -13.0,
                "cohort": 14,
                "estimate": -0.6914666546567777
              },
              {
                "event_time": -12.0,
                "cohort": 14,
                "estimate": -0.4109184734645422
              },
              {
                "event_time": -11.0,
                "cohort": 14,
                "estimate": 0.16790574918976148
              },
              {
                "event_time": -10.0,
                "cohort": 14,
                "estimate": -1.0199425397619497
              },
              {
                "event_time": -9.0,
                "cohort": 14,
                "estimate": -0.6907121478575158
              },
              {
                "event_time": -8.0,
                "cohort": 14,
                "estimate": 0.5853911818347184
              },
              {
                "event_time": -7.0,
                "cohort": 14,
                "estimate": 0.3740573957903725
              },
              {
                "event_time": -6.0,
                "cohort": 14,
                "estimate": 0.447285838759021
              },
              {
                "event_time": -5.0,
                "cohort": 14,
                "estimate": 0.6328347275895446
              },
              {
                "event_time": -4.0,
                "cohort": 14,
                "estimate": -0.1821510428635904
              },
              {
                "event_time": -3.0,
                "cohort": 14,
                "estimate": -0.38774709047640277
              },
              {
                "event_time": -2.0,
                "cohort": 14,
                "estimate": 1.3453904307094535
              },
              {
                "event_time": 0.0,
                "cohort": 14,
                "estimate": -0.16528062406234384
              },
              {
                "event_time": 1.0,
                "cohort": 14,
                "estimate": 1.450398425815822
              },
              {
                "event_time": 2.0,
                "cohort": 14,
                "estimate": 1.0045216664956755
              },
              {
                "event_time": 3.0,
                "cohort": 14,
                "estimate": -0.8138294770592019
              },
              {
                "event_time": 4.0,
                "cohort": 14,
                "estimate": 2.178482378024181
              },
              {
                "event_time": 5.0,
                "cohort": 14,
                "estimate": 0.6539563008586573
              },
              {
                "event_time": 6.0,
                "cohort": 14,
                "estimate": -0.34716505388639074
              },
              {
                "event_time": 7.0,
                "cohort": 14,
                "estimate": 0.44793322453951756
              },
              {
                "event_time": -14.0,
                "cohort": 15,
                "estimate": -0.7698248189198156
              },
              {
                "event_time": -13.0,
                "cohort": 15,
                "estimate": -1.0839399307141222
              },
              {
                "event_time": -12.0,
                "cohort": 15,
                "estimate": 0.010763794647633829
              },
              {
                "event_time": -11.0,
                "cohort": 15,
                "estimate": -0.36048372186528876
              },
              {
                "event_time": -10.0,
                "cohort": 15,
                "estimate": -0.37549577183834426
              },
              {
                "event_time": -9.0,
                "cohort": 15,
                "estimate": -0.18632245146509258
              },
              {
                "event_time": -8.0,
                "cohort": 15,
                "estimate": 1.249350977146451
              },
              {
                "event_time": -7.0,
                "cohort": 15,
                "estimate": 0.25894679834927137
              },
              {
                "event_time": -6.0,
                "cohort": 15,
                "estimate": 0.5862122866804806
              },
              {
                "event_time": -5.0,
                "cohort": 15,
                "estimate": -0.0732419737891098
              },
              {
                "event_time": -4.0,
                "cohort": 15,
                "estimate": 0.05219407059126725
              },
              {
                "event_time": -3.0,
                "cohort": 15,
                "estimate": -0.5300621303502279
              },
              {
                "event_time": -2.0,
                "cohort": 15,
                "estimate": 1.5342544569111862
              },
              {
                "event_time": 0.0,
                "cohort": 15,
                "estimate": -0.06482223527586276
              },
              {
                "event_time": 1.0,
                "cohort": 15,
                "estimate": 0.9782229754303708
              },
              {
                "event_time": 2.0,
                "cohort": 15,
                "estimate": 0.8770912282481798
              },
              {
                "event_time": 3.0,
                "cohort": 15,
                "estimate": -0.9740275046752076
              },
              {
                "event_time": 4.0,
                "cohort": 15,
                "estimate": 1.715365735945095
              },
              {
                "event_time": 5.0,
                "cohort": 15,
                "estimate": 0.46023004445396976
              },
              {
                "event_time": -15.0,
                "cohort": 16,
                "estimate": -0.4685710951457689
              },
              {
                "event_time": -14.0,
                "cohort": 16,
                "estimate": -1.2469810167062265
              },
              {
                "event_time": -13.0,
                "cohort": 16,
                "estimate": -1.5063913824989996
              },
              {
                "event_time": -12.0,
                "cohort": 16,
                "estimate": -0.6181754893299234
              },
              {
                "event_time": -11.0,
                "cohort": 16,
                "estimate": -0.5067606184757154
              },
              {
                "event_time": -10.0,
                "cohort": 16,
                "estimate": -1.0446269738822558
              },
              {
                "event_time": -9.0,
                "cohort": 16,
                "estimate": -1.2484197639575314
              },
              {
                "event_time": -8.0,
                "cohort": 16,
                "estimate": 0.4424243232114101
              },
              {
                "event_time": -7.0,
                "cohort": 16,
                "estimate": -0.5241093778829239
              },
              {
                "event_time": -6.0,
                "cohort": 16,
                "estimate": -0.09158418939864736
              },
              {
                "event_time": -5.0,
                "cohort": 16,
                "estimate": -0.09018824488404206
              },
              {
                "event_time": -4.0,
                "cohort": 16,
                "estimate": -0.5917427918669116
              },
              {
                "event_time": -3.0,
                "cohort": 16,
                "estimate": -1.1258955008293756
              },
              {
                "event_time": -2.0,
                "cohort": 16,
                "estimate": 0.003923013832861089
              },
              {
                "event_time": 0.0,
                "cohort": 16,
                "estimate": 0.04937741442432583
              },
              {
                "event_time": 1.0,
                "cohort": 16,
                "estimate": 0.9939097251584609
              },
              {
                "event_time": 2.0,
                "cohort": 16,
                "estimate": 0.6747935102814583
              },
              {
                "event_time": 3.0,
                "cohort": 16,
                "estimate": -1.7942166783358848
              },
              {
                "event_time": 4.0,
                "cohort": 16,
                "estimate": 0.9449037960903115
              },
              {
                "event_time": 5.0,
                "cohort": 16,
                "estimate": 0.2761128496475099
              },
              {
                "event_time": -5.0,
                "cohort": 19,
                "estimate": 0.6114111050200013
              },
              {
                "event_time": -4.0,
                "cohort": 19,
                "estimate": 0.7446709159386896
              },
              {
                "event_time": -3.0,
                "cohort": 19,
                "estimate": 0.8102048416498885
              },
              {
                "event_time": -2.0,
                "cohort": 19,
                "estimate": 0.9865667009835715
              },
              {
                "event_time": 0.0,
                "cohort": 19,
                "estimate": -0.1428576092357885
              },
              {
                "event_time": 1.0,
                "cohort": 19,
                "estimate": 1.9116079454160322
              },
              {
                "event_time": 2.0,
                "cohort": 19,
                "estimate": 2.1967167428013705
              }
            ]
          }
        }
      },
      "code_sha256": {
        "replication_engine.py": "4d1c3ebb7851c82ad64d9ac8e54247610500cbb6d72e579ec3a30184da092d06",
        "reference_f_test.py": "9cf8f31eeda89784ac1750ea22c35401ae46e24e06279acf938d2d103b78cccf",
        "sparse_did2s.py": "75169d7fbba6e1bad163e564ac9b5b1262a04033eda925dc379dc3eef64c59fa",
        "frequency.py": "8f922ae4be2b63ad9b89515d8e665cda4e11a354258b54ef3b820648243642eb",
        "sparse_models.py": "538c06b81a46a104838d662d6e6489d0d2daa7f680fd234049f28c97c87ef555"
      }
    },
    "comparison": {
      "schema": "expensive-replication-v1",
      "config": {
        "outcomes": [
          "y"
        ],
        "treatments": [
          "d"
        ],
        "unit": "unit",
        "time": "time",
        "cluster": "cluster",
        "covariates": [],
        "baseline_by_time": [],
        "weight": "weight",
        "period_step": 1,
        "period_values": null,
        "display_window": [
          -10,
          10
        ],
        "seed": 20261008,
        "panelview_max_units": 100,
        "test_mode": "classical",
        "test_horizon": null,
        "post_horizon": null,
        "post_weighting": "observations",
        "sample_query": null,
        "reversal_policy": "drop_post_untreated",
        "labels": {},
        "allow_repeated_cells": true,
        "time_fe": null,
        "unit_fe": null,
        "frequency_weights": false,
        "source_sd": null,
        "require_never_control_periods": false,
        "latest_cohort_control": true,
        "slug": "s16-p005",
        "specification_id": "S16-P005",
        "source_specification_id": "GIFT-F5A-LOGIMR-CSA-BLACK",
        "study_id": 16,
        "study": "The Gift of a Lifetime",
        "citation": "Hollingsworth et al. (2024), AER. https://doi.org/10.1257/aer.20230008",
        "description": "GIFT-F5A-LOGIMR-CSA-BLACK",
        "data": "analyses/full-archive/prepared/S16-P005.parquet",
        "output_dir": "analyses/archive-expanded/fits/S16-P005"
      },
      "options": {
        "output_dir": "analyses/archive-expanded/fits/S16-P005",
        "regression_results": "analyses/archive-expanded/baselines/S16-P005.json",
        "display_window": [
          -10,
          10
        ],
        "timeout_seconds": 3600,
        "estimators": {
          "sdid": {
            "max_iterations": 20000
          }
        }
      },
      "source": {
        "file": "S16-P005.parquet",
        "bytes": 21890,
        "sha256": "ab738c5640c06744663c3303db66f5a349e06a292394772186dd3fad22041acf"
      },
      "regressions": {
        "y__d": {
          "sample": {
            "outcome": "y",
            "treatment": "d",
            "source_rows": 1908,
            "source_sd": 0.6690996482643772,
            "rows": 1862,
            "units": 95,
            "clusters": 95,
            "treated_units": 42,
            "never_treated_units": 53,
            "treated_cohorts": 12,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 1862,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 0,
            "post_adoption_untreated_rows_removed": 0,
            "units_without_minus_one_removed": 3,
            "additional_rows_removed": 46
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.21303309555203287,
              "se": 0.07148927240410327,
              "pvalue": 0.003669447731962748,
              "lower": -0.3549767217523672,
              "upper": -0.07108946935169852
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.1976322869564458,
              "se": 0.08995321908555387,
              "pvalue": 0.030474267077273017,
              "lower": -0.3762365121221754,
              "upper": -0.0190280617907162
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.27643920088850715,
              "se": 0.08233172004928342,
              "pvalue": 0.0011362191873969347,
              "lower": -0.43991076105555804,
              "upper": -0.11296764072145626
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": -0.2806193113899418,
              "se": 0.0689089771053762,
              "pvalue": 9.705901318526037e-05,
              "lower": -0.41743970078771536,
              "upper": -0.1437989219921682
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -18,
                "estimate": -0.0964613567272799,
                "se": 0.16945456721694152,
                "pvalue": 0.5705468659046615,
                "lower": -0.4329173722678774,
                "upper": 0.2399946588133176
              },
              {
                "event_time": -17,
                "estimate": 0.37382696993606035,
                "se": 0.11954886898501871,
                "pvalue": 0.002350800349963864,
                "lower": 0.13645988811766632,
                "upper": 0.6111940517544544
              },
              {
                "event_time": -16,
                "estimate": 0.7821310523603121,
                "se": 0.20282079124364774,
                "pvalue": 0.0002107014003540185,
                "lower": 0.3794256168481167,
                "upper": 1.1848364878725075
              },
              {
                "event_time": -15,
                "estimate": 0.5954836551655489,
                "se": 0.1604485553132822,
                "pvalue": 0.0003491247181791352,
                "lower": 0.2769092873773967,
                "upper": 0.9140580229537012
              },
              {
                "event_time": -14,
                "estimate": 0.16298082835000852,
                "se": 0.15252250686473037,
                "pvalue": 0.28800036935721485,
                "lower": -0.13985618444217365,
                "upper": 0.4658178411421907
              },
              {
                "event_time": -13,
                "estimate": 0.2608490896785343,
                "se": 0.155241340969524,
                "pvalue": 0.09622311566991999,
                "lower": -0.04738623196326197,
                "upper": 0.5690844113203306
              },
              {
                "event_time": -12,
                "estimate": -0.0841825904746998,
                "se": 0.23265401191230575,
                "pvalue": 0.7182867272369929,
                "lower": -0.5461225849708949,
                "upper": 0.3777574040214954
              },
              {
                "event_time": -11,
                "estimate": 0.14457883681574984,
                "se": 0.28019368393770466,
                "pvalue": 0.6070687935981814,
                "lower": -0.41175229090552484,
                "upper": 0.7009099645370245
              },
              {
                "event_time": -10,
                "estimate": 0.12601095190381847,
                "se": 0.21237125504836687,
                "pvalue": 0.5543704983978377,
                "lower": -0.2956571533733453,
                "upper": 0.5476790571809822
              },
              {
                "event_time": -9,
                "estimate": 0.14583253382834124,
                "se": 0.17232789289489867,
                "pvalue": 0.39956230394476466,
                "lower": -0.19632853720195745,
                "upper": 0.48799360485863996
              },
              {
                "event_time": -8,
                "estimate": -0.12768457554770513,
                "se": 0.1481154699046275,
                "pvalue": 0.39084782083721226,
                "lower": -0.4217713131464305,
                "upper": 0.16640216205102026
              },
              {
                "event_time": -7,
                "estimate": -0.001678927874201132,
                "se": 0.12179935971209713,
                "pvalue": 0.989031223697635,
                "lower": -0.24351441178691277,
                "upper": 0.24015655603851052
              },
              {
                "event_time": -6,
                "estimate": 0.06259488647002147,
                "se": 0.10042528571892079,
                "pvalue": 0.5345981177998211,
                "lower": -0.13680187248104725,
                "upper": 0.26199164542109016
              },
              {
                "event_time": -5,
                "estimate": 0.05488136336972207,
                "se": 0.09485757113367518,
                "pvalue": 0.5642657492671548,
                "lower": -0.1334605677547189,
                "upper": 0.24322329449416305
              },
              {
                "event_time": -4,
                "estimate": -0.046849396102354744,
                "se": 0.09303721867126262,
                "pvalue": 0.6157518689393171,
                "lower": -0.23157697474021596,
                "upper": 0.13787818253550646
              },
              {
                "event_time": -3,
                "estimate": 0.08115404088528726,
                "se": 0.09436098872377027,
                "pvalue": 0.3919562526916154,
                "lower": -0.1062019142234689,
                "upper": 0.2685099959940434
              },
              {
                "event_time": -2,
                "estimate": 0.14725698043404367,
                "se": 0.07175922892545655,
                "pvalue": 0.04294077416091592,
                "lower": 0.004777349232277628,
                "upper": 0.2897366116358097
              },
              {
                "event_time": 0,
                "estimate": -0.1257388772115459,
                "se": 0.07445989622067505,
                "pvalue": 0.09459577846674001,
                "lower": -0.2735807466366508,
                "upper": 0.022102992213558964
              },
              {
                "event_time": 1,
                "estimate": -0.025554785259684295,
                "se": 0.07413343477017507,
                "pvalue": 0.731079941333148,
                "lower": -0.1727484578219557,
                "upper": 0.1216388873025871
              },
              {
                "event_time": 2,
                "estimate": -0.17169450240669604,
                "se": 0.08910561504876391,
                "pvalue": 0.05701666473792078,
                "lower": -0.3486157898879584,
                "upper": 0.005226785074566337
              },
              {
                "event_time": 3,
                "estimate": -0.13119430855266423,
                "se": 0.10100410690682443,
                "pvalue": 0.1971551800883521,
                "lower": -0.3317403305409647,
                "upper": 0.06935171343563623
              },
              {
                "event_time": 4,
                "estimate": -0.09502328754304383,
                "se": 0.10755932949307224,
                "pvalue": 0.37924709744154206,
                "lower": -0.30858485764299276,
                "upper": 0.11853828255690509
              },
              {
                "event_time": 5,
                "estimate": -0.2300914958547555,
                "se": 0.11140485710835285,
                "pvalue": 0.041641433172857435,
                "lower": -0.45128845118118943,
                "upper": -0.00889454052832156
              },
              {
                "event_time": 6,
                "estimate": -0.3119738705734451,
                "se": 0.11211939494083487,
                "pvalue": 0.006519415319207483,
                "lower": -0.5345895575163726,
                "upper": -0.08935818363051756
              },
              {
                "event_time": 7,
                "estimate": -0.23857528830215657,
                "se": 0.13761248483905536,
                "pvalue": 0.08625454027313688,
                "lower": -0.5118081028436137,
                "upper": 0.03465752623930046
              },
              {
                "event_time": 8,
                "estimate": -0.22182562420184587,
                "se": 0.12900973522614517,
                "pvalue": 0.08882392380021963,
                "lower": -0.4779774777223609,
                "upper": 0.03432622931866913
              },
              {
                "event_time": 9,
                "estimate": -0.23622927691663154,
                "se": 0.11063410393031142,
                "pvalue": 0.03534216009205205,
                "lower": -0.45589588374017104,
                "upper": -0.016562670093092036
              },
              {
                "event_time": 10,
                "estimate": -0.22999831110987734,
                "se": 0.1229908998391337,
                "pvalue": 0.06458989181803254,
                "lower": -0.4741996258767448,
                "upper": 0.01420300365699012
              },
              {
                "event_time": 11,
                "estimate": -0.28419637229070766,
                "se": 0.13430394222955902,
                "pvalue": 0.03698175789359972,
                "lower": -0.5508599979225952,
                "upper": -0.017532746658820098
              },
              {
                "event_time": 12,
                "estimate": -0.1296007188971714,
                "se": 0.16064999022373003,
                "pvalue": 0.4218600983003047,
                "lower": -0.4485750404220281,
                "upper": 0.18937360262768532
              },
              {
                "event_time": 13,
                "estimate": -0.18901379517190564,
                "se": 0.156923002153881,
                "pvalue": 0.2314202920615007,
                "lower": -0.50058809451652,
                "upper": 0.12256050417270864
              },
              {
                "event_time": 14,
                "estimate": -0.6813387168294439,
                "se": 0.21236370237316554,
                "pvalue": 0.0018260856980570703,
                "lower": -1.1029918260929468,
                "upper": -0.25968560756594117
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -18,
                "estimate": -0.20910046315666686,
                "se": 0.07798657220219636,
                "pvalue": 0.008663752925031555,
                "lower": -0.3639446304149502,
                "upper": -0.054256295898383516
              },
              {
                "event_time": -17,
                "estimate": 0.24498962590788265,
                "se": 0.05124433349064878,
                "pvalue": 6.4410147659586184e-06,
                "lower": 0.1432428004993696,
                "upper": 0.3467364513163957
              },
              {
                "event_time": -16,
                "estimate": 0.6666389418221192,
                "se": 0.11376259354927078,
                "pvalue": 6.809364211684875e-08,
                "lower": 0.4407606455224996,
                "upper": 0.8925172381217389
              },
              {
                "event_time": -15,
                "estimate": 0.47858817859851893,
                "se": 0.11517388449686881,
                "pvalue": 7.156465422281059e-05,
                "lower": 0.24990773103914926,
                "upper": 0.7072686261578887
              },
              {
                "event_time": -14,
                "estimate": 0.020751668147630648,
                "se": 0.08384854418137108,
                "pvalue": 0.8050688821111918,
                "lower": -0.14573158189086927,
                "upper": 0.18723491818613058
              },
              {
                "event_time": -13,
                "estimate": 0.12994502390164717,
                "se": 0.11161977041599734,
                "pvalue": 0.24729910120540158,
                "lower": -0.091678646835084,
                "upper": 0.35156869463837837
              },
              {
                "event_time": -12,
                "estimate": -0.11315757409573525,
                "se": 0.12467586707765853,
                "pvalue": 0.36640308583307135,
                "lower": -0.36070443081347103,
                "upper": 0.1343892826220005
              },
              {
                "event_time": -11,
                "estimate": 0.08942141585605064,
                "se": 0.1623303764507844,
                "pvalue": 0.5830360950601587,
                "lower": -0.23288935191401233,
                "upper": 0.4117321836261136
              },
              {
                "event_time": -10,
                "estimate": 0.1043259817752717,
                "se": 0.07932335045448927,
                "pvalue": 0.19164232402483414,
                "lower": -0.05317239003951667,
                "upper": 0.26182435359006007
              },
              {
                "event_time": -9,
                "estimate": 0.13110412043075903,
                "se": 0.07958748176601588,
                "pvalue": 0.10283634547010877,
                "lower": -0.026918690294796405,
                "upper": 0.2891269311563145
              },
              {
                "event_time": -8,
                "estimate": -0.11609686746365049,
                "se": 0.09842297082489333,
                "pvalue": 0.24114771199637255,
                "lower": -0.31151798325462904,
                "upper": 0.07932424832732805
              },
              {
                "event_time": -7,
                "estimate": -0.004289601357714695,
                "se": 0.05212642116734265,
                "pvalue": 0.934589281857593,
                "lower": -0.10778783252608508,
                "upper": 0.09920862981065569
              },
              {
                "event_time": -6,
                "estimate": 0.01018777061889644,
                "se": 0.044746457025407645,
                "pvalue": 0.8203912962581201,
                "lower": -0.07865736874552703,
                "upper": 0.0990329099833199
              },
              {
                "event_time": -5,
                "estimate": -0.004484561810148701,
                "se": 0.04259420365075147,
                "pvalue": 0.9163734290866474,
                "lower": -0.08905635164635582,
                "upper": 0.08008722802605843
              },
              {
                "event_time": -4,
                "estimate": -0.09896230086731678,
                "se": 0.035023156922301,
                "pvalue": 0.005763632357303578,
                "lower": -0.16850159994471803,
                "upper": -0.029423001789915526
              },
              {
                "event_time": -3,
                "estimate": 0.017917577042480568,
                "se": 0.04362656059114884,
                "pvalue": 0.6822247382687012,
                "lower": -0.06870398169925922,
                "upper": 0.10453913578422035
              },
              {
                "event_time": -2,
                "estimate": 0.07150346718880829,
                "se": 0.0552633964092446,
                "pvalue": 0.19888157135607468,
                "lower": -0.038223301858913566,
                "upper": 0.18123023623653015
              },
              {
                "event_time": -1,
                "estimate": -0.06965141384071902,
                "se": 0.05453545642133894,
                "pvalue": 0.20468557639567553,
                "lower": -0.17793284097818207,
                "upper": 0.03863001329674405
              },
              {
                "event_time": 0,
                "estimate": -0.20896118010258885,
                "se": 0.0684054728167582,
                "pvalue": 0.0029308858570108428,
                "lower": -0.344781849932231,
                "upper": -0.07314051027294671
              },
              {
                "event_time": 1,
                "estimate": -0.10631602511500539,
                "se": 0.06553923963188578,
                "pvalue": 0.10811561502684548,
                "lower": -0.23644572176622736,
                "upper": 0.023813671536216593
              },
              {
                "event_time": 2,
                "estimate": -0.2596439693145699,
                "se": 0.08475877110425034,
                "pvalue": 0.0028555808308540816,
                "lower": -0.42793449624586466,
                "upper": -0.09135344238327511
              },
              {
                "event_time": 3,
                "estimate": -0.20708039927324717,
                "se": 0.08958050704022338,
                "pvalue": 0.02298032935097886,
                "lower": -0.384944595935907,
                "upper": -0.0292162026105873
              },
              {
                "event_time": 4,
                "estimate": -0.16721233135555477,
                "se": 0.09995022567091527,
                "pvalue": 0.09766104552891802,
                "lower": -0.3656658474450143,
                "upper": 0.03124118473390472
              },
              {
                "event_time": 5,
                "estimate": -0.29270011409120533,
                "se": 0.10511647584535201,
                "pvalue": 0.00648213487312627,
                "lower": -0.5014113410085563,
                "upper": -0.08398888717385428
              },
              {
                "event_time": 6,
                "estimate": -0.41205441726055314,
                "se": 0.10737701999786262,
                "pvalue": 0.00022513285291900293,
                "lower": -0.6252540075840884,
                "upper": -0.1988548269370178
              },
              {
                "event_time": 7,
                "estimate": -0.3168378983446459,
                "se": 0.13304691761747742,
                "pvalue": 0.01926267689764778,
                "lower": -0.5810056721422421,
                "upper": -0.05267012454704961
              },
              {
                "event_time": 8,
                "estimate": -0.26544280924954267,
                "se": 0.12210682744474312,
                "pvalue": 0.03222763868266059,
                "lower": -0.5078887775530405,
                "upper": -0.022996840946044816
              },
              {
                "event_time": 9,
                "estimate": -0.3145645952427014,
                "se": 0.11349620329301549,
                "pvalue": 0.006724873054007246,
                "lower": -0.5399139674438413,
                "upper": -0.08921522304156151
              },
              {
                "event_time": 10,
                "estimate": -0.30164377547962534,
                "se": 0.12124757379673753,
                "pvalue": 0.014613740441347911,
                "lower": -0.5423836755224987,
                "upper": -0.06090387543675199
              },
              {
                "event_time": 11,
                "estimate": -0.3914600944451874,
                "se": 0.13260828811483036,
                "pvalue": 0.003986715397186439,
                "lower": -0.6547569590829836,
                "upper": -0.1281632298073912
              },
              {
                "event_time": 12,
                "estimate": -0.21522633559598028,
                "se": 0.16881202411004909,
                "pvalue": 0.20547044267685002,
                "lower": -0.5504065667354331,
                "upper": 0.1199538955434725
              },
              {
                "event_time": 13,
                "estimate": -0.2270517925891414,
                "se": 0.15586984673414508,
                "pvalue": 0.1485382800376154,
                "lower": -0.5365350271599412,
                "upper": 0.08243144198165839
              },
              {
                "event_time": 14,
                "estimate": -0.8568505883716262,
                "se": 0.2361087553989589,
                "pvalue": 0.0004625817837024,
                "lower": -1.325650057046207,
                "upper": -0.38805111969704525
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -18,
                "estimate": 0.5609006829215926,
                "se": 0.20850871200293186,
                "pvalue": 0.008454212024194035,
                "lower": 0.1469017474063588,
                "upper": 0.9748996184368264
              },
              {
                "event_time": -17,
                "estimate": 0.995711722407706,
                "se": 0.11791666040282468,
                "pvalue": 3.7038995115959496e-13,
                "lower": 0.761585428991274,
                "upper": 1.229838015824138
              },
              {
                "event_time": -16,
                "estimate": 1.488035542488433,
                "se": 0.26023120154259005,
                "pvalue": 1.2681596898828634e-07,
                "lower": 0.9713403915205078,
                "upper": 2.0047306934563585
              },
              {
                "event_time": -15,
                "estimate": 0.7783039593066631,
                "se": 0.08700978768113313,
                "pvalue": 3.216616261169425e-14,
                "lower": 0.6055439861939372,
                "upper": 0.9510639324193889
              },
              {
                "event_time": -14,
                "estimate": 0.4355803952464928,
                "se": 0.10662323472085639,
                "pvalue": 9.259016175402686e-05,
                "lower": 0.22387746326058722,
                "upper": 0.6472833272323983
              },
              {
                "event_time": -13,
                "estimate": 0.54057780545839,
                "se": 0.08228952034973541,
                "pvalue": 2.780164584710054e-09,
                "lower": 0.3771900337840314,
                "upper": 0.7039655771327485
              },
              {
                "event_time": -12,
                "estimate": 0.24827046249660348,
                "se": 0.08181801084364279,
                "pvalue": 0.003116526986080006,
                "lower": 0.08581888399965473,
                "upper": 0.41072204099355225
              },
              {
                "event_time": -11,
                "estimate": 0.507234150628256,
                "se": 0.18351199950568492,
                "pvalue": 0.006870237287734815,
                "lower": 0.142866773745906,
                "upper": 0.8716015275106062
              },
              {
                "event_time": -10,
                "estimate": 0.40394901959602764,
                "se": 0.1682376038349067,
                "pvalue": 0.018315800088436834,
                "lower": 0.06990931337835349,
                "upper": 0.7379887258137018
              },
              {
                "event_time": -9,
                "estimate": 0.43433771619463774,
                "se": 0.1462729459541563,
                "pvalue": 0.003786636322713837,
                "lower": 0.1439093530917736,
                "upper": 0.7247660792975019
              },
              {
                "event_time": -8,
                "estimate": 0.03483658945356301,
                "se": 0.11878298402407038,
                "pvalue": 0.7699551779126899,
                "lower": -0.201009809821095,
                "upper": 0.27068298872822105
              },
              {
                "event_time": -7,
                "estimate": 0.08328726701005659,
                "se": 0.1135532814375673,
                "pvalue": 0.4651007093038329,
                "lower": -0.14217543518510917,
                "upper": 0.30874996920522235
              },
              {
                "event_time": -6,
                "estimate": 0.026365995403154797,
                "se": 0.08883011231939406,
                "pvalue": 0.7672635961257449,
                "lower": -0.1500082749506455,
                "upper": 0.20274026575695508
              },
              {
                "event_time": -5,
                "estimate": 0.03588540613729453,
                "se": 0.08165429493469031,
                "pvalue": 0.6613226676238464,
                "lower": -0.12624111058462256,
                "upper": 0.19801192285921165
              },
              {
                "event_time": -4,
                "estimate": -0.06820583219122246,
                "se": 0.0731711707605998,
                "pvalue": 0.35365179632892635,
                "lower": -0.2134889070052176,
                "upper": 0.07707724262277267
              },
              {
                "event_time": -3,
                "estimate": 0.07921501674336254,
                "se": 0.08092366149053093,
                "pvalue": 0.3301490798664655,
                "lower": -0.08146081014776438,
                "upper": 0.23989084363448945
              },
              {
                "event_time": -2,
                "estimate": 0.18421616196818624,
                "se": 0.05994982360334009,
                "pvalue": 0.0027742555416511603,
                "lower": 0.06518438186798665,
                "upper": 0.30324794206838585
              },
              {
                "event_time": 0,
                "estimate": -0.16058133270351105,
                "se": 0.06601004202943671,
                "pvalue": 0.016879846479720458,
                "lower": -0.2916458185515574,
                "upper": -0.029516846855464685
              },
              {
                "event_time": 1,
                "estimate": -0.06991871267199712,
                "se": 0.0744060923087956,
                "pvalue": 0.3497846899530649,
                "lower": -0.2176537531688012,
                "upper": 0.07781632782480696
              },
              {
                "event_time": 2,
                "estimate": -0.24160858789937764,
                "se": 0.08246600473643144,
                "pvalue": 0.004256849956756552,
                "lower": -0.4053467734606446,
                "upper": -0.07787040233811063
              },
              {
                "event_time": 3,
                "estimate": -0.19627943007871387,
                "se": 0.08646395832149409,
                "pvalue": 0.025487767867330764,
                "lower": -0.3679556462026174,
                "upper": -0.024603213954810355
              },
              {
                "event_time": 4,
                "estimate": -0.17569429387171914,
                "se": 0.10042106442475433,
                "pvalue": 0.08345509424809121,
                "lower": -0.3750826713442653,
                "upper": 0.02369408360082706
              },
              {
                "event_time": 5,
                "estimate": -0.29810138228948224,
                "se": 0.09339133685328926,
                "pvalue": 0.0019221034826255189,
                "lower": -0.48353207087894856,
                "upper": -0.11267069370001592
              },
              {
                "event_time": 6,
                "estimate": -0.3982830621806277,
                "se": 0.09301561853410537,
                "pvalue": 4.466508605361285e-05,
                "lower": -0.5829677532398156,
                "upper": -0.21359837112143973
              },
              {
                "event_time": 7,
                "estimate": -0.31930480385926746,
                "se": 0.0798165985523801,
                "pvalue": 0.00012595526455259185,
                "lower": -0.4777825313350742,
                "upper": -0.16082707638346072
              },
              {
                "event_time": 8,
                "estimate": -0.248620453646671,
                "se": 0.10790079276238014,
                "pvalue": 0.023416275204050693,
                "lower": -0.4628600070723672,
                "upper": -0.03438090022097484
              },
              {
                "event_time": 9,
                "estimate": -0.342698696584272,
                "se": 0.11447568834877264,
                "pvalue": 0.0035224234631625454,
                "lower": -0.5699928593245758,
                "upper": -0.11540453384396826
              },
              {
                "event_time": 10,
                "estimate": -0.3642084714141192,
                "se": 0.10892864384420665,
                "pvalue": 0.001188934163334419,
                "lower": -0.5804888472575298,
                "upper": -0.14792809557070857
              },
              {
                "event_time": 11,
                "estimate": -0.42481926143747917,
                "se": 0.11942336347142776,
                "pvalue": 0.0005892983138098405,
                "lower": -0.6619371491165549,
                "upper": -0.18770137375840346
              },
              {
                "event_time": 12,
                "estimate": -0.255183332652414,
                "se": 0.137813570213527,
                "pvalue": 0.06721441785139122,
                "lower": -0.528815406918701,
                "upper": 0.018448741613873
              },
              {
                "event_time": 13,
                "estimate": -0.22635882209816455,
                "se": 0.13735274599932107,
                "pvalue": 0.10268916602028386,
                "lower": -0.49907591908456594,
                "upper": 0.04635827488823685
              },
              {
                "event_time": 14,
                "estimate": -0.9830969871113179,
                "se": 0.22485809290220693,
                "pvalue": 3.17590057160752e-05,
                "lower": -1.4295580016620684,
                "upper": -0.5366359725605674
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0,
              6.0,
              7.0,
              8.0,
              9.0,
              10.0,
              11.0,
              12.0,
              13.0,
              14.0
            ],
            "weights": [
              0.0752872546207873,
              0.0736763099603976,
              0.07438414928087186,
              0.07293185826127814,
              0.07474417100421653,
              0.07558625571305659,
              0.07354816663513934,
              0.06836141299373318,
              0.06784273762959256,
              0.06563379078466429,
              0.06344925219216617,
              0.0641692956388555,
              0.06363841614849981,
              0.06203357355121766,
              0.024713355585523466
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 1.1102230246251565e-16,
            "package_aggregate_vs_estimable_cell_weights": null,
            "saturated_vs_deviations_relative_rss_difference": 1.9258916608801295e-16
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "F": 1.147597285359858,
            "df_num": 92,
            "df_den": 1513,
            "pvalue": 0.16617954483812042,
            "log10_pvalue": -0.7794224348879517,
            "inference": "Homoskedastic nested-model F",
            "observations": 1862,
            "design_columns": 234,
            "restricted_design_columns": 142,
            "fixed_effect_rank": 115,
            "covariance_rank": 92,
            "rss_unrestricted": 75559.36568995084,
            "rss_restricted": 80831.98863201008,
            "test_horizon": null,
            "reference_cohort": 6,
            "pyfixest": "0.27.0",
            "formulaic": "1.0.2",
            "design_head": {
              "index": [
                0,
                1,
                2,
                3,
                4
              ],
              "columns": [
                "C(rel_time, contr.treatment(base=-1.0))[T.-18.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-17.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-16.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-15.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-14.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-13.0]"
              ],
              "data": [
                [
                  -0.19737837638711628,
                  0.010243901894560897,
                  0.010927079549839869,
                  -0.24301502944679546,
                  -0.2496364366561252,
                  -0.1631184036176068
                ],
                [
                  0.010549249068068643,
                  -0.1835257131034748,
                  0.009691773873168113,
                  0.022300237214022783,
                  -0.19806375026100786,
                  -0.23355606366040588
                ],
                [
                  0.01081463461459579,
                  0.009250069650080895,
                  -0.17978155417307054,
                  0.02422863125819624,
                  0.03597145052797446,
                  -0.2301308166796061
                ],
                [
                  0.010101585609422866,
                  0.009182354830049302,
                  0.009002382469616167,
                  -0.16177191250975026,
                  0.034904451334658894,
                  0.047423062775985965
                ],
                [
                  0.009409098948694947,
                  0.008382900177759908,
                  0.008588555364395446,
                  0.021769539966587866,
                  -0.1374766979646933,
                  0.04437847559594203
                ]
              ]
            },
            "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_7,ref=-1.0)+i(rel_time,cohort_dummy_8,ref=-1.0)+i(rel_time,cohort_dummy_9,ref=-1.0)+i(rel_time,cohort_dummy_10,ref=-1.0)+i(rel_time,cohort_dummy_11,ref=-1.0)+i(rel_time,cohort_dummy_12,ref=-1.0)+i(rel_time,cohort_dummy_13,ref=-1.0)+i(rel_time,cohort_dummy_14,ref=-1.0)+i(rel_time,cohort_dummy_15,ref=-1.0)+i(rel_time,cohort_dummy_16,ref=-1.0)+i(rel_time,cohort_dummy_19,ref=-1.0)|unit_fe+time_fe",
            "restriction_names": [
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_19",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_19"
            ],
            "deviations": [
              {
                "event_time": -6.0,
                "cohort": 7,
                "estimate": -0.19413549934497704
              },
              {
                "event_time": -5.0,
                "cohort": 7,
                "estimate": -0.18817295026323827
              },
              {
                "event_time": -4.0,
                "cohort": 7,
                "estimate": -0.47472907695524247
              },
              {
                "event_time": -3.0,
                "cohort": 7,
                "estimate": -1.0802844441709094
              },
              {
                "event_time": -2.0,
                "cohort": 7,
                "estimate": 0.8617293980689771
              },
              {
                "event_time": 0.0,
                "cohort": 7,
                "estimate": -0.4086337478113757
              },
              {
                "event_time": 1.0,
                "cohort": 7,
                "estimate": 0.7048088416553551
              },
              {
                "event_time": 2.0,
                "cohort": 7,
                "estimate": 0.6083952211075959
              },
              {
                "event_time": 3.0,
                "cohort": 7,
                "estimate": -1.775631028197445
              },
              {
                "event_time": 4.0,
                "cohort": 7,
                "estimate": 1.1358276033917272
              },
              {
                "event_time": 5.0,
                "cohort": 7,
                "estimate": -0.1967449044239047
              },
              {
                "event_time": 6.0,
                "cohort": 7,
                "estimate": -1.044187279893979
              },
              {
                "event_time": 7.0,
                "cohort": 7,
                "estimate": -0.8894937448308229
              },
              {
                "event_time": 8.0,
                "cohort": 7,
                "estimate": -0.3835367445572241
              },
              {
                "event_time": 9.0,
                "cohort": 7,
                "estimate": -0.32107888015254227
              },
              {
                "event_time": 10.0,
                "cohort": 7,
                "estimate": 0.11372851931238637
              },
              {
                "event_time": 11.0,
                "cohort": 7,
                "estimate": -1.1030177691430583
              },
              {
                "event_time": 12.0,
                "cohort": 7,
                "estimate": -2.635337614214875
              },
              {
                "event_time": 13.0,
                "cohort": 7,
                "estimate": -1.0861824131461124
              },
              {
                "event_time": -7.0,
                "cohort": 8,
                "estimate": -0.04737476613168701
              },
              {
                "event_time": -6.0,
                "cohort": 8,
                "estimate": 0.004117917828867279
              },
              {
                "event_time": -5.0,
                "cohort": 8,
                "estimate": 0.26877277859692994
              },
              {
                "event_time": -4.0,
                "cohort": 8,
                "estimate": -0.36135530450726855
              },
              {
                "event_time": -3.0,
                "cohort": 8,
                "estimate": -0.7542276027090962
              },
              {
                "event_time": -2.0,
                "cohort": 8,
                "estimate": 1.0520479838821695
              },
              {
                "event_time": 0.0,
                "cohort": 8,
                "estimate": -0.3671012811606121
              },
              {
                "event_time": 1.0,
                "cohort": 8,
                "estimate": 0.8324925871224227
              },
              {
                "event_time": 2.0,
                "cohort": 8,
                "estimate": 0.7238177166159996
              },
              {
                "event_time": 3.0,
                "cohort": 8,
                "estimate": -1.1002370294822534
              },
              {
                "event_time": 4.0,
                "cohort": 8,
                "estimate": 1.542556112112308
              },
              {
                "event_time": 5.0,
                "cohort": 8,
                "estimate": 0.43264852178687996
              },
              {
                "event_time": 6.0,
                "cohort": 8,
                "estimate": -0.44721485131045546
              },
              {
                "event_time": 7.0,
                "cohort": 8,
                "estimate": 0.14021781105927894
              },
              {
                "event_time": 8.0,
                "cohort": 8,
                "estimate": 0.17260363739848433
              },
              {
                "event_time": 9.0,
                "cohort": 8,
                "estimate": -0.05974842776738898
              },
              {
                "event_time": 10.0,
                "cohort": 8,
                "estimate": 0.7725227291372092
              },
              {
                "event_time": 11.0,
                "cohort": 8,
                "estimate": -0.5683758362346019
              },
              {
                "event_time": 12.0,
                "cohort": 8,
                "estimate": -1.7383967231617523
              },
              {
                "event_time": 13.0,
                "cohort": 8,
                "estimate": -0.3892035157643343
              },
              {
                "event_time": -8.0,
                "cohort": 9,
                "estimate": -0.5735286687493131
              },
              {
                "event_time": -7.0,
                "cohort": 9,
                "estimate": -0.8759768488721544
              },
              {
                "event_time": -6.0,
                "cohort": 9,
                "estimate": -0.7238824744152929
              },
              {
                "event_time": -5.0,
                "cohort": 9,
                "estimate": -0.29067955885594876
              },
              {
                "event_time": -4.0,
                "cohort": 9,
                "estimate": -0.5618654259349856
              },
              {
                "event_time": -3.0,
                "cohort": 9,
                "estimate": -1.1436212795736695
              },
              {
                "event_time": -2.0,
                "cohort": 9,
                "estimate": 0.4955257544066493
              },
              {
                "event_time": 0.0,
                "cohort": 9,
                "estimate": -0.40760041509886835
              },
              {
                "event_time": 1.0,
                "cohort": 9,
                "estimate": 0.6611858013339224
              },
              {
                "event_time": 2.0,
                "cohort": 9,
                "estimate": 0.41438415612713664
              },
              {
                "event_time": 3.0,
                "cohort": 9,
                "estimate": -1.6778222183138065
              },
              {
                "event_time": 4.0,
                "cohort": 9,
                "estimate": 1.2088008662029321
              },
              {
                "event_time": 5.0,
                "cohort": 9,
                "estimate": -0.17017639772992962
              },
              {
                "event_time": 6.0,
                "cohort": 9,
                "estimate": -0.9749568458022358
              },
              {
                "event_time": 7.0,
                "cohort": 9,
                "estimate": -0.09041819353087834
              },
              {
                "event_time": 8.0,
                "cohort": 9,
                "estimate": -0.3544351706371094
              },
              {
                "event_time": 9.0,
                "cohort": 9,
                "estimate": -0.4311877968621436
              },
              {
                "event_time": 10.0,
                "cohort": 9,
                "estimate": 0.4281675007627814
              },
              {
                "event_time": 11.0,
                "cohort": 9,
                "estimate": -0.5437497561761392
              },
              {
                "event_time": 12.0,
                "cohort": 9,
                "estimate": -2.111086315429908
              },
              {
                "event_time": -9.0,
                "cohort": 10,
                "estimate": -0.7582846207413065
              },
              {
                "event_time": -8.0,
                "cohort": 10,
                "estimate": 0.3923727844960979
              },
              {
                "event_time": -7.0,
                "cohort": 10,
                "estimate": 0.3114365567853349
              },
              {
                "event_time": -6.0,
                "cohort": 10,
                "estimate": 0.3622051055188742
              },
              {
                "event_time": -5.0,
                "cohort": 10,
                "estimate": 0.5490780266786116
              },
              {
                "event_time": -4.0,
                "cohort": 10,
                "estimate": 0.21966340237935103
              },
              {
                "event_time": -3.0,
                "cohort": 10,
                "estimate": -0.3721510603837453
              },
              {
                "event_time": -2.0,
                "cohort": 10,
                "estimate": 0.7088022952390419
              },
              {
                "event_time": 0.0,
                "cohort": 10,
                "estimate": 0.21089122918005265
              },
              {
                "event_time": 1.0,
                "cohort": 10,
                "estimate": 1.2059646046435266
              },
              {
                "event_time": 2.0,
                "cohort": 10,
                "estimate": 1.1988208726105722
              },
              {
                "event_time": 3.0,
                "cohort": 10,
                "estimate": -0.7612555481076748
              },
              {
                "event_time": 4.0,
                "cohort": 10,
                "estimate": 1.7763227467196068
              },
              {
                "event_time": 5.0,
                "cohort": 10,
                "estimate": 0.9357962837152304
              },
              {
                "event_time": 6.0,
                "cohort": 10,
                "estimate": 0.07829743688415543
              },
              {
                "event_time": 7.0,
                "cohort": 10,
                "estimate": 0.49838718959171413
              },
              {
                "event_time": 8.0,
                "cohort": 10,
                "estimate": 0.5940869020138683
              },
              {
                "event_time": 9.0,
                "cohort": 10,
                "estimate": 0.11721963208922812
              },
              {
                "event_time": 10.0,
                "cohort": 10,
                "estimate": 1.3129896543122848
              },
              {
                "event_time": -10.0,
                "cohort": 11,
                "estimate": -2.5825381977261483
              },
              {
                "event_time": -9.0,
                "cohort": 11,
                "estimate": -1.6849081533260295
              },
              {
                "event_time": -8.0,
                "cohort": 11,
                "estimate": -0.5316234282594765
              },
              {
                "event_time": -7.0,
                "cohort": 11,
                "estimate": -1.4161981235921202
              },
              {
                "event_time": -6.0,
                "cohort": 11,
                "estimate": -0.9208313908333327
              },
              {
                "event_time": -5.0,
                "cohort": 11,
                "estimate": -0.9006198295564232
              },
              {
                "event_time": -4.0,
                "cohort": 11,
                "estimate": -2.216040465898146
              },
              {
                "event_time": -3.0,
                "cohort": 11,
                "estimate": -2.0703019873178388
              },
              {
                "event_time": -2.0,
                "cohort": 11,
                "estimate": 0.08568284720645719
              },
              {
                "event_time": 0.0,
                "cohort": 11,
                "estimate": -1.0828771187732462
              },
              {
                "event_time": 1.0,
                "cohort": 11,
                "estimate": 0.49407171208834016
              },
              {
                "event_time": 2.0,
                "cohort": 11,
                "estimate": -0.07266020720442194
              },
              {
                "event_time": 3.0,
                "cohort": 11,
                "estimate": -1.313972059686074
              },
              {
                "event_time": 4.0,
                "cohort": 11,
                "estimate": 0.7421497768685936
              },
              {
                "event_time": 5.0,
                "cohort": 11,
                "estimate": -0.45794706581279343
              },
              {
                "event_time": 6.0,
                "cohort": 11,
                "estimate": -0.999285192518979
              },
              {
                "event_time": 7.0,
                "cohort": 11,
                "estimate": -0.9191615929704694
              },
              {
                "event_time": 8.0,
                "cohort": 11,
                "estimate": -0.12306818047730353
              },
              {
                "event_time": 9.0,
                "cohort": 11,
                "estimate": 0.038151915401727354
              },
              {
                "event_time": -11.0,
                "cohort": 12,
                "estimate": -0.4530809726334368
              },
              {
                "event_time": -10.0,
                "cohort": 12,
                "estimate": -0.4352241444098034
              },
              {
                "event_time": -9.0,
                "cohort": 12,
                "estimate": -0.06838542664830945
              },
              {
                "event_time": -8.0,
                "cohort": 12,
                "estimate": 1.4158188704292758
              },
              {
                "event_time": -7.0,
                "cohort": 12,
                "estimate": 0.9740421927867943
              },
              {
                "event_time": -6.0,
                "cohort": 12,
                "estimate": 1.6370832088167315
              },
              {
                "event_time": -5.0,
                "cohort": 12,
                "estimate": 1.778041496887292
              },
              {
                "event_time": -4.0,
                "cohort": 12,
                "estimate": 0.7282608385365306
              },
              {
                "event_time": -3.0,
                "cohort": 12,
                "estimate": -0.5386077312189453
              },
              {
                "event_time": -2.0,
                "cohort": 12,
                "estimate": 1.0153158864074152
              },
              {
                "event_time": 0.0,
                "cohort": 12,
                "estimate": 0.19821828885509532
              },
              {
                "event_time": 1.0,
                "cohort": 12,
                "estimate": 1.550955051798199
              },
              {
                "event_time": 2.0,
                "cohort": 12,
                "estimate": 0.385116285927826
              },
              {
                "event_time": 3.0,
                "cohort": 12,
                "estimate": -0.44122548969425057
              },
              {
                "event_time": 4.0,
                "cohort": 12,
                "estimate": 2.315559799603959
              },
              {
                "event_time": 5.0,
                "cohort": 12,
                "estimate": 1.2104269914780794
              },
              {
                "event_time": 6.0,
                "cohort": 12,
                "estimate": 0.5491470798341619
              },
              {
                "event_time": 7.0,
                "cohort": 12,
                "estimate": 0.6896867183038473
              },
              {
                "event_time": 8.0,
                "cohort": 12,
                "estimate": 0.37900140189288856
              },
              {
                "event_time": -12.0,
                "cohort": 13,
                "estimate": -0.9956513548683805
              },
              {
                "event_time": -11.0,
                "cohort": 13,
                "estimate": -1.0786987088011781
              },
              {
                "event_time": -10.0,
                "cohort": 13,
                "estimate": -1.0292023606119238
              },
              {
                "event_time": -9.0,
                "cohort": 13,
                "estimate": -0.9270116472146773
              },
              {
                "event_time": -8.0,
                "cohort": 13,
                "estimate": 0.7949310384353305
              },
              {
                "event_time": -7.0,
                "cohort": 13,
                "estimate": 0.39324398717485604
              },
              {
                "event_time": -6.0,
                "cohort": 13,
                "estimate": 0.39137684413291773
              },
              {
                "event_time": -5.0,
                "cohort": 13,
                "estimate": 0.659145269052999
              },
              {
                "event_time": -4.0,
                "cohort": 13,
                "estimate": -0.00689217865721517
              },
              {
                "event_time": -3.0,
                "cohort": 13,
                "estimate": -0.3653254502259209
              },
              {
                "event_time": -2.0,
                "cohort": 13,
                "estimate": 1.48488564864839
              },
              {
                "event_time": 0.0,
                "cohort": 13,
                "estimate": 0.4007994115025211
              },
              {
                "event_time": 1.0,
                "cohort": 13,
                "estimate": 1.141757387368176
              },
              {
                "event_time": 2.0,
                "cohort": 13,
                "estimate": 1.0871375008475248
              },
              {
                "event_time": 3.0,
                "cohort": 13,
                "estimate": -0.2456339687078925
              },
              {
                "event_time": 4.0,
                "cohort": 13,
                "estimate": 1.9830024741213563
              },
              {
                "event_time": 5.0,
                "cohort": 13,
                "estimate": 1.2081188509337264
              },
              {
                "event_time": 6.0,
                "cohort": 13,
                "estimate": -0.30907298309583336
              },
              {
                "event_time": 7.0,
                "cohort": 13,
                "estimate": 1.1030165683379316
              },
              {
                "event_time": 8.0,
                "cohort": 13,
                "estimate": 1.3007903891094295
              },
              {
                "event_time": -13.0,
                "cohort": 14,
                "estimate": -0.6914666546567777
              },
              {
                "event_time": -12.0,
                "cohort": 14,
                "estimate": -0.4109184734645422
              },
              {
                "event_time": -11.0,
                "cohort": 14,
                "estimate": 0.16790574918976148
              },
              {
                "event_time": -10.0,
                "cohort": 14,
                "estimate": -1.0199425397619497
              },
              {
                "event_time": -9.0,
                "cohort": 14,
                "estimate": -0.6907121478575158
              },
              {
                "event_time": -8.0,
                "cohort": 14,
                "estimate": 0.5853911818347184
              },
              {
                "event_time": -7.0,
                "cohort": 14,
                "estimate": 0.3740573957903725
              },
              {
                "event_time": -6.0,
                "cohort": 14,
                "estimate": 0.447285838759021
              },
              {
                "event_time": -5.0,
                "cohort": 14,
                "estimate": 0.6328347275895446
              },
              {
                "event_time": -4.0,
                "cohort": 14,
                "estimate": -0.1821510428635904
              },
              {
                "event_time": -3.0,
                "cohort": 14,
                "estimate": -0.38774709047640277
              },
              {
                "event_time": -2.0,
                "cohort": 14,
                "estimate": 1.3453904307094535
              },
              {
                "event_time": 0.0,
                "cohort": 14,
                "estimate": -0.16528062406234384
              },
              {
                "event_time": 1.0,
                "cohort": 14,
                "estimate": 1.450398425815822
              },
              {
                "event_time": 2.0,
                "cohort": 14,
                "estimate": 1.0045216664956755
              },
              {
                "event_time": 3.0,
                "cohort": 14,
                "estimate": -0.8138294770592019
              },
              {
                "event_time": 4.0,
                "cohort": 14,
                "estimate": 2.178482378024181
              },
              {
                "event_time": 5.0,
                "cohort": 14,
                "estimate": 0.6539563008586573
              },
              {
                "event_time": 6.0,
                "cohort": 14,
                "estimate": -0.34716505388639074
              },
              {
                "event_time": 7.0,
                "cohort": 14,
                "estimate": 0.44793322453951756
              },
              {
                "event_time": -14.0,
                "cohort": 15,
                "estimate": -0.7698248189198156
              },
              {
                "event_time": -13.0,
                "cohort": 15,
                "estimate": -1.0839399307141222
              },
              {
                "event_time": -12.0,
                "cohort": 15,
                "estimate": 0.010763794647633829
              },
              {
                "event_time": -11.0,
                "cohort": 15,
                "estimate": -0.36048372186528876
              },
              {
                "event_time": -10.0,
                "cohort": 15,
                "estimate": -0.37549577183834426
              },
              {
                "event_time": -9.0,
                "cohort": 15,
                "estimate": -0.18632245146509258
              },
              {
                "event_time": -8.0,
                "cohort": 15,
                "estimate": 1.249350977146451
              },
              {
                "event_time": -7.0,
                "cohort": 15,
                "estimate": 0.25894679834927137
              },
              {
                "event_time": -6.0,
                "cohort": 15,
                "estimate": 0.5862122866804806
              },
              {
                "event_time": -5.0,
                "cohort": 15,
                "estimate": -0.0732419737891098
              },
              {
                "event_time": -4.0,
                "cohort": 15,
                "estimate": 0.05219407059126725
              },
              {
                "event_time": -3.0,
                "cohort": 15,
                "estimate": -0.5300621303502279
              },
              {
                "event_time": -2.0,
                "cohort": 15,
                "estimate": 1.5342544569111862
              },
              {
                "event_time": 0.0,
                "cohort": 15,
                "estimate": -0.06482223527586276
              },
              {
                "event_time": 1.0,
                "cohort": 15,
                "estimate": 0.9782229754303708
              },
              {
                "event_time": 2.0,
                "cohort": 15,
                "estimate": 0.8770912282481798
              },
              {
                "event_time": 3.0,
                "cohort": 15,
                "estimate": -0.9740275046752076
              },
              {
                "event_time": 4.0,
                "cohort": 15,
                "estimate": 1.715365735945095
              },
              {
                "event_time": 5.0,
                "cohort": 15,
                "estimate": 0.46023004445396976
              },
              {
                "event_time": -15.0,
                "cohort": 16,
                "estimate": -0.4685710951457689
              },
              {
                "event_time": -14.0,
                "cohort": 16,
                "estimate": -1.2469810167062265
              },
              {
                "event_time": -13.0,
                "cohort": 16,
                "estimate": -1.5063913824989996
              },
              {
                "event_time": -12.0,
                "cohort": 16,
                "estimate": -0.6181754893299234
              },
              {
                "event_time": -11.0,
                "cohort": 16,
                "estimate": -0.5067606184757154
              },
              {
                "event_time": -10.0,
                "cohort": 16,
                "estimate": -1.0446269738822558
              },
              {
                "event_time": -9.0,
                "cohort": 16,
                "estimate": -1.2484197639575314
              },
              {
                "event_time": -8.0,
                "cohort": 16,
                "estimate": 0.4424243232114101
              },
              {
                "event_time": -7.0,
                "cohort": 16,
                "estimate": -0.5241093778829239
              },
              {
                "event_time": -6.0,
                "cohort": 16,
                "estimate": -0.09158418939864736
              },
              {
                "event_time": -5.0,
                "cohort": 16,
                "estimate": -0.09018824488404206
              },
              {
                "event_time": -4.0,
                "cohort": 16,
                "estimate": -0.5917427918669116
              },
              {
                "event_time": -3.0,
                "cohort": 16,
                "estimate": -1.1258955008293756
              },
              {
                "event_time": -2.0,
                "cohort": 16,
                "estimate": 0.003923013832861089
              },
              {
                "event_time": 0.0,
                "cohort": 16,
                "estimate": 0.04937741442432583
              },
              {
                "event_time": 1.0,
                "cohort": 16,
                "estimate": 0.9939097251584609
              },
              {
                "event_time": 2.0,
                "cohort": 16,
                "estimate": 0.6747935102814583
              },
              {
                "event_time": 3.0,
                "cohort": 16,
                "estimate": -1.7942166783358848
              },
              {
                "event_time": 4.0,
                "cohort": 16,
                "estimate": 0.9449037960903115
              },
              {
                "event_time": 5.0,
                "cohort": 16,
                "estimate": 0.2761128496475099
              },
              {
                "event_time": -5.0,
                "cohort": 19,
                "estimate": 0.6114111050200013
              },
              {
                "event_time": -4.0,
                "cohort": 19,
                "estimate": 0.7446709159386896
              },
              {
                "event_time": -3.0,
                "cohort": 19,
                "estimate": 0.8102048416498885
              },
              {
                "event_time": -2.0,
                "cohort": 19,
                "estimate": 0.9865667009835715
              },
              {
                "event_time": 0.0,
                "cohort": 19,
                "estimate": -0.1428576092357885
              },
              {
                "event_time": 1.0,
                "cohort": 19,
                "estimate": 1.9116079454160322
              },
              {
                "event_time": 2.0,
                "cohort": 19,
                "estimate": 2.1967167428013705
              }
            ]
          }
        }
      },
      "alternative_models": {
        "y__d": [
          {
            "method": "CS-DID",
            "class": "csdid.att_gt.ATTgt",
            "package": {
              "csdid": "0.4.2",
              "drdid": "1.1.6"
            },
            "parameters": {
              "est_method": "dr",
              "covariate_basis": "intercept",
              "control_group": "notyettreated",
              "xformla": "y ~ 1",
              "panel": true,
              "effective_panel": false,
              "allow_unbalanced_panel": true,
              "weights_name": "weight",
              "fix_weights": "varying",
              "base_period": "universal",
              "clustervar": "cluster",
              "aggregate": "dynamic",
              "faster_mode": true
            },
            "data_structure": "unbalanced or varying-weight panel; native repeated-cross-section comparisons",
            "aggregations": {
              "summaries": [
                {
                  "typec": "dynamic",
                  "aggregation": "Native CS-DID dynamic",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.3077182984873791,
                  "se": 0.08965531091697398,
                  "lower": -0.4834394789073888,
                  "upper": -0.13199711806736936
                },
                {
                  "typec": "simple",
                  "aggregation": "Native CS-DID simple",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.2682119550942127,
                  "se": 0.09114083747738605,
                  "lower": -0.44684471407070775,
                  "upper": -0.08957919611771764
                },
                {
                  "typec": "group",
                  "aggregation": "Native CS-DID group",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.2149568098521939,
                  "se": 0.09189105107448058,
                  "lower": -0.3950599604597065,
                  "upper": -0.03485365924468134
                },
                {
                  "typec": "treated_cells",
                  "aggregation": "Observed treated observations, configured weights",
                  "matches_treated_unit_year_target": true,
                  "weight_sum": 163879.0,
                  "post_cells": 118,
                  "estimate": -0.2737648136257634,
                  "se": 0.09323598550073638,
                  "lower": -0.4565039872703054,
                  "upper": -0.0910256399812214
                }
              ],
              "same_group_time_effects": true,
              "additional_covariates": []
            },
            "estimate": -0.3077182984873791,
            "se": 0.08965531091697398,
            "lower": -0.4834394789073888,
            "upper": -0.13199711806736936,
            "event_study": [
              {
                "event_time": -18,
                "estimate": 0.6275050015593628,
                "se": 0.15180819665590212,
                "lower": 0.3299664035558208,
                "upper": 0.9250435995629049,
                "relative_to_minus_one": 0.6275050015593628,
                "n": 0.0
              },
              {
                "event_time": -17,
                "estimate": 0.9897010478004573,
                "se": 0.11431649742357534,
                "lower": 0.7656448300114838,
                "upper": 1.2137572655894309,
                "relative_to_minus_one": 0.9897010478004573,
                "n": 0.0
              },
              {
                "event_time": -16,
                "estimate": 1.5736215465777592,
                "se": 0.16089154323768814,
                "lower": 1.2582799164148215,
                "upper": 1.888963176740697,
                "relative_to_minus_one": 1.5736215465777592,
                "n": 0.0
              },
              {
                "event_time": -15,
                "estimate": 0.7869860912644824,
                "se": 0.1931845478596862,
                "lower": 0.40835133508984306,
                "upper": 1.1656208474391216,
                "relative_to_minus_one": 0.7869860912644824,
                "n": 0.0
              },
              {
                "event_time": -14,
                "estimate": 0.4324437279612151,
                "se": 0.2972968842112142,
                "lower": -0.15024745780873938,
                "upper": 1.0151349137311696,
                "relative_to_minus_one": 0.4324437279612151,
                "n": 0.0
              },
              {
                "event_time": -13,
                "estimate": 0.5635276839646798,
                "se": 0.26863064040882906,
                "lower": 0.03702130361944478,
                "upper": 1.090034064309915,
                "relative_to_minus_one": 0.5635276839646798,
                "n": 0.0
              },
              {
                "event_time": -12,
                "estimate": 0.2261669776122226,
                "se": 0.21367659161468003,
                "lower": -0.19263144629182355,
                "upper": 0.6449654015162687,
                "relative_to_minus_one": 0.2261669776122226,
                "n": 0.0
              },
              {
                "event_time": -11,
                "estimate": 0.5064381056882777,
                "se": 0.30124204940392996,
                "lower": -0.08398546177246058,
                "upper": 1.0968616731490162,
                "relative_to_minus_one": 0.5064381056882777,
                "n": 0.0
              },
              {
                "event_time": -10,
                "estimate": 0.418431362272487,
                "se": 0.2598349741008506,
                "lower": -0.09083582888907793,
                "upper": 0.9276985534340519,
                "relative_to_minus_one": 0.418431362272487,
                "n": 0.0
              },
              {
                "event_time": -9,
                "estimate": 0.4214641990938181,
                "se": 0.21265172447004924,
                "lower": 0.004674477882186667,
                "upper": 0.8382539203054495,
                "relative_to_minus_one": 0.4214641990938181,
                "n": 0.0
              },
              {
                "event_time": -8,
                "estimate": 0.048257918148231826,
                "se": 0.1785293369994214,
                "lower": -0.30165315255444825,
                "upper": 0.3981689888509119,
                "relative_to_minus_one": 0.048257918148231826,
                "n": 0.0
              },
              {
                "event_time": -7,
                "estimate": 0.13666310869290293,
                "se": 0.12666006487577608,
                "lower": -0.11158605674312488,
                "upper": 0.38491227412893075,
                "relative_to_minus_one": 0.13666310869290293,
                "n": 0.0
              },
              {
                "event_time": -6,
                "estimate": 0.08016738528157899,
                "se": 0.09566348506098851,
                "lower": -0.107329600073544,
                "upper": 0.267664370636702,
                "relative_to_minus_one": 0.08016738528157899,
                "n": 0.0
              },
              {
                "event_time": -5,
                "estimate": 0.0510565946191697,
                "se": 0.09201123582269741,
                "lower": -0.12928211376633886,
                "upper": 0.23139530300467825,
                "relative_to_minus_one": 0.0510565946191697,
                "n": 0.0
              },
              {
                "event_time": -4,
                "estimate": -0.053520573871828986,
                "se": 0.08718932637927225,
                "lower": -0.22440851341151066,
                "upper": 0.11736736566785269,
                "relative_to_minus_one": -0.053520573871828986,
                "n": 0.0
              },
              {
                "event_time": -3,
                "estimate": 0.09614203389704727,
                "se": 0.0903454143979753,
                "lower": -0.08093172449133078,
                "upper": 0.2732157922854253,
                "relative_to_minus_one": 0.09614203389704727,
                "n": 0.0
              },
              {
                "event_time": -2,
                "estimate": 0.18190623762008815,
                "se": 0.07705920126873306,
                "lower": 0.030872978455948108,
                "upper": 0.3329394967842282,
                "relative_to_minus_one": 0.18190623762008815,
                "n": 0.0
              },
              {
                "event_time": -1,
                "estimate": 0.0,
                "se": null,
                "lower": null,
                "upper": null,
                "relative_to_minus_one": 0.0,
                "n": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.13961092037214257,
                "se": 0.08061253180753294,
                "lower": -0.2976085794174967,
                "upper": 0.018386738673211556,
                "relative_to_minus_one": -0.13961092037214257,
                "n": 12338.0
              },
              {
                "event_time": 1,
                "estimate": -0.05577755877703522,
                "se": 0.08303090542535393,
                "lower": -0.2185151430144803,
                "upper": 0.10696002546040986,
                "relative_to_minus_one": -0.05577755877703522,
                "n": 12074.0
              },
              {
                "event_time": 2,
                "estimate": -0.21059087622773454,
                "se": 0.09597159873683746,
                "lower": -0.3986917532906657,
                "upper": -0.022489999164803376,
                "relative_to_minus_one": -0.21059087622773454,
                "n": 12190.0
              },
              {
                "event_time": 3,
                "estimate": -0.18089666182882638,
                "se": 0.10791670301559521,
                "lower": -0.39240951306969807,
                "upper": 0.030616189412045275,
                "relative_to_minus_one": -0.18089666182882638,
                "n": 11952.0
              },
              {
                "event_time": 4,
                "estimate": -0.1427874310856941,
                "se": 0.11058799296741277,
                "lower": -0.3595359144243919,
                "upper": 0.0739610522530037,
                "relative_to_minus_one": -0.1427874310856941,
                "n": 12249.0
              },
              {
                "event_time": 5,
                "estimate": -0.278640940308441,
                "se": 0.11609943415191754,
                "lower": -0.506191649871679,
                "upper": -0.05109023074520308,
                "relative_to_minus_one": -0.278640940308441,
                "n": 12387.0
              },
              {
                "event_time": 6,
                "estimate": -0.3885788430894442,
                "se": 0.11775218355624596,
                "lower": -0.6193688819606359,
                "upper": -0.1577888042182525,
                "relative_to_minus_one": -0.3885788430894442,
                "n": 12053.0
              },
              {
                "event_time": 7,
                "estimate": -0.31660970975113656,
                "se": 0.14023999360942596,
                "lower": -0.5914750464177387,
                "upper": -0.041744373084534325,
                "relative_to_minus_one": -0.31660970975113656,
                "n": 11203.0
              },
              {
                "event_time": 8,
                "estimate": -0.27132481970367706,
                "se": 0.1401927861576621,
                "lower": -0.5460976314650201,
                "upper": 0.0034479920576660494,
                "relative_to_minus_one": -0.27132481970367706,
                "n": 11118.0
              },
              {
                "event_time": 9,
                "estimate": -0.3628709273219928,
                "se": 0.11326681000553365,
                "lower": -0.5848697955765798,
                "upper": -0.14087205906740577,
                "relative_to_minus_one": -0.3628709273219928,
                "n": 10756.0
              },
              {
                "event_time": 10,
                "estimate": -0.3735843282428519,
                "se": 0.13816854951574506,
                "lower": -0.6443897090898514,
                "upper": -0.10277894739585247,
                "relative_to_minus_one": -0.3735843282428519,
                "n": 10398.0
              },
              {
                "event_time": 11,
                "estimate": -0.4409936000565099,
                "se": 0.13384274761830497,
                "lower": -0.7033205649802717,
                "upper": -0.17866663513274805,
                "relative_to_minus_one": -0.4409936000565099,
                "n": 10516.0
              },
              {
                "event_time": 12,
                "estimate": -0.2597735097462701,
                "se": 0.17095026520966347,
                "lower": -0.5948298727047812,
                "upper": 0.07528285321224087,
                "relative_to_minus_one": -0.2597735097462701,
                "n": 10429.0
              },
              {
                "event_time": 13,
                "estimate": -0.22902365661936216,
                "se": 0.15354551771910419,
                "lower": -0.529967341336363,
                "upper": 0.07192002809763873,
                "relative_to_minus_one": -0.22902365661936216,
                "n": 10166.0
              },
              {
                "event_time": 14,
                "estimate": -0.9647106941795672,
                "se": 0.20954643602621476,
                "lower": -1.3754141618796747,
                "upper": -0.5540072264794598,
                "relative_to_minus_one": -0.9647106941795672,
                "n": 4050.0
              }
            ],
            "group_time_estimates": [
              {
                "group": 6,
                "year": 1,
                "att": -0.0028504729571269104,
                "se": 0.06680092734305353,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 2,
                "att": 0.40052864325076587,
                "se": 0.06341684839114234,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 3,
                "att": 0.9268968099774522,
                "se": 0.055971568438157725,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 4,
                "att": -0.6728871423650273,
                "se": 0.052572958159734826,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 5,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 6,
                "att": 0.06753461330767903,
                "se": 0.05516137434642587,
                "event_time": 0,
                "mass": 27.0
              },
              {
                "group": 6,
                "year": 7,
                "att": -0.9114118787712732,
                "se": 0.05614121532953191,
                "event_time": 1,
                "mass": 15.0
              },
              {
                "group": 6,
                "year": 8,
                "att": -0.9408307636541615,
                "se": 0.06869079088774484,
                "event_time": 2,
                "mass": 15.0
              },
              {
                "group": 6,
                "year": 9,
                "att": 1.0867255824128206,
                "se": 0.07975121228133768,
                "event_time": 3,
                "mass": 12.0
              },
              {
                "group": 6,
                "year": 10,
                "att": -1.578267456154013,
                "se": 0.08668396732680864,
                "event_time": 4,
                "mass": 45.0
              },
              {
                "group": 6,
                "year": 11,
                "att": -0.541578935583077,
                "se": 0.11286001008875368,
                "event_time": 5,
                "mass": 13.0
              },
              {
                "group": 6,
                "year": 12,
                "att": null,
                "se": null,
                "event_time": 6,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 13,
                "att": -0.17563319463897148,
                "se": 0.1175752911736109,
                "event_time": 7,
                "mass": 12.0
              },
              {
                "group": 6,
                "year": 14,
                "att": -0.25033171066121246,
                "se": 0.13400166390609988,
                "event_time": 8,
                "mass": 13.0
              },
              {
                "group": 6,
                "year": 15,
                "att": null,
                "se": null,
                "event_time": 9,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 16,
                "att": null,
                "se": null,
                "event_time": 10,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 17,
                "att": null,
                "se": null,
                "event_time": 11,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 18,
                "att": 1.8258603257959032,
                "se": 0.12094827580042973,
                "event_time": 12,
                "mass": 15.0
              },
              {
                "group": 6,
                "year": 19,
                "att": 0.3924320686445131,
                "se": 0.1235239400748784,
                "event_time": 13,
                "mass": 17.0
              },
              {
                "group": 6,
                "year": 20,
                "att": null,
                "se": null,
                "event_time": 14,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 21,
                "att": null,
                "se": null,
                "event_time": 15,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 1,
                "att": -0.04750903476825975,
                "se": 0.15087523861937616,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 2,
                "att": -0.21129920160288324,
                "se": 0.16076004981277578,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 3,
                "att": -0.17091780510150967,
                "se": 0.13150277417975922,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 4,
                "att": -0.09406340587987619,
                "se": 0.16444391487987467,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 5,
                "att": 0.13058600349478436,
                "se": 0.08949001598239256,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 6,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 7,
                "att": -0.21690048151018718,
                "se": 0.09355512919490759,
                "event_time": 0,
                "mass": 3261.0
              },
              {
                "group": 7,
                "year": 8,
                "att": -0.21356484045644705,
                "se": 0.0891583419396138,
                "event_time": 1,
                "mass": 3107.0
              },
              {
                "group": 7,
                "year": 9,
                "att": -0.31397398015251266,
                "se": 0.11743348837042747,
                "event_time": 2,
                "mass": 3168.0
              },
              {
                "group": 7,
                "year": 10,
                "att": -0.7061811688224283,
                "se": 0.15392969462350847,
                "event_time": 3,
                "mass": 3014.0
              },
              {
                "group": 7,
                "year": 11,
                "att": -0.4283962791893012,
                "se": 0.17025777761057603,
                "event_time": 4,
                "mass": 3155.0
              },
              {
                "group": 7,
                "year": 12,
                "att": -0.724258058427483,
                "se": 0.194882701916389,
                "event_time": 5,
                "mass": 3048.0
              },
              {
                "group": 7,
                "year": 13,
                "att": -0.8310067778080643,
                "se": 0.15518753761314114,
                "event_time": 6,
                "mass": 3142.0
              },
              {
                "group": 7,
                "year": 14,
                "att": -1.0287249937796892,
                "se": 0.15263466318601474,
                "event_time": 7,
                "mass": 3146.0
              },
              {
                "group": 7,
                "year": 15,
                "att": -0.6955703339069919,
                "se": 0.12497013574461355,
                "event_time": 8,
                "mass": 2989.0
              },
              {
                "group": 7,
                "year": 16,
                "att": -0.5092915416409225,
                "se": 0.20901206660132446,
                "event_time": 9,
                "mass": 3146.0
              },
              {
                "group": 7,
                "year": 17,
                "att": -0.7692140415426992,
                "se": 0.12648583595127272,
                "event_time": 10,
                "mass": 3127.0
              },
              {
                "group": 7,
                "year": 18,
                "att": -0.7909213088663904,
                "se": 0.17358337944107133,
                "event_time": 11,
                "mass": 3294.0
              },
              {
                "group": 7,
                "year": 19,
                "att": -0.8345460263269605,
                "se": 0.21910781100738894,
                "event_time": 12,
                "mass": 3542.0
              },
              {
                "group": 7,
                "year": 20,
                "att": -0.663770518962576,
                "se": 0.15084737069937126,
                "event_time": 13,
                "mass": 3637.0
              },
              {
                "group": 7,
                "year": 21,
                "att": -0.9647106941795672,
                "se": 0.20954643602621473,
                "event_time": 14,
                "mass": 4050.0
              },
              {
                "group": 8,
                "year": 1,
                "att": 0.18616199192729105,
                "se": 0.1555130183722838,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 2,
                "att": 0.10941918391326581,
                "se": 0.14915316297047992,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 3,
                "att": 0.13348548986527628,
                "se": 0.13709325054922053,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 4,
                "att": -0.06811481622054766,
                "se": 0.11614342603480206,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 5,
                "att": 0.10516337007561401,
                "se": 0.11213679700714338,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 6,
                "att": 0.2496768873912164,
                "se": 0.10504758761274807,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 7,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 8,
                "att": -0.25827657425656314,
                "se": 0.12072128395174951,
                "event_time": 0,
                "mass": 5145.0
              },
              {
                "group": 8,
                "year": 9,
                "att": -0.11412261349604762,
                "se": 0.13541592151133086,
                "event_time": 1,
                "mass": 5140.0
              },
              {
                "group": 8,
                "year": 10,
                "att": -0.24376852121202794,
                "se": 0.1597891888353392,
                "event_time": 2,
                "mass": 5124.0
              },
              {
                "group": 8,
                "year": 11,
                "att": -0.059537389493865875,
                "se": 0.1172407147716118,
                "event_time": 3,
                "mass": 5311.0
              },
              {
                "group": 8,
                "year": 12,
                "att": -0.07295074197876265,
                "se": 0.16689525772146954,
                "event_time": 4,
                "mass": 5179.0
              },
              {
                "group": 8,
                "year": 13,
                "att": -0.1880536032777207,
                "se": 0.135418151391504,
                "event_time": 5,
                "mass": 5535.0
              },
              {
                "group": 8,
                "year": 14,
                "att": -0.2604937699552551,
                "se": 0.15251307229654978,
                "event_time": 6,
                "mass": 5512.0
              },
              {
                "group": 8,
                "year": 15,
                "att": -0.16312703883995539,
                "se": 0.1268884668687041,
                "event_time": 7,
                "mass": 5360.0
              },
              {
                "group": 8,
                "year": 16,
                "att": -0.23764273996611926,
                "se": 0.188109737637543,
                "event_time": 8,
                "mass": 5572.0
              },
              {
                "group": 8,
                "year": 17,
                "att": -0.2913049437719874,
                "se": 0.14929445443892939,
                "event_time": 9,
                "mass": 5761.0
              },
              {
                "group": 8,
                "year": 18,
                "att": -0.17906719977830868,
                "se": 0.16286858714942928,
                "event_time": 10,
                "mass": 5681.0
              },
              {
                "group": 8,
                "year": 19,
                "att": -0.33932458104559726,
                "se": 0.15214190825545806,
                "event_time": 11,
                "mass": 5913.0
              },
              {
                "group": 8,
                "year": 20,
                "att": 0.06388186946271797,
                "se": 0.15259353227184047,
                "event_time": 12,
                "mass": 6106.0
              },
              {
                "group": 8,
                "year": 21,
                "att": 0.015374447494273892,
                "se": 0.17087062890498403,
                "event_time": 13,
                "mass": 6512.0
              },
              {
                "group": 9,
                "year": 1,
                "att": -0.8946089853732849,
                "se": 0.3438579369625669,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 2,
                "att": -0.7245401688999056,
                "se": 0.24127659711758062,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 3,
                "att": -0.7457908834580316,
                "se": 0.17595642774902853,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 4,
                "att": -0.4329054726890954,
                "se": 0.1398861098977069,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 5,
                "att": -0.37534641769094124,
                "se": 0.07393583132432714,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 6,
                "att": -0.3642871216541872,
                "se": 0.19434887020589278,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 7,
                "att": -0.32828031412480635,
                "se": 0.14540937092650996,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 8,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 9,
                "att": -0.30012009700771686,
                "se": 0.10134044336259004,
                "event_time": 0,
                "mass": 643.0
              },
              {
                "group": 9,
                "year": 10,
                "att": -0.26720290166346555,
                "se": 0.12028138179110533,
                "event_time": 1,
                "mass": 570.0
              },
              {
                "group": 9,
                "year": 11,
                "att": -0.4948000118054199,
                "se": 0.34755688914899624,
                "event_time": 2,
                "mass": 689.0
              },
              {
                "group": 9,
                "year": 12,
                "att": -0.5907588089767131,
                "se": 0.21238860404397006,
                "event_time": 3,
                "mass": 618.0
              },
              {
                "group": 9,
                "year": 13,
                "att": -0.4119592554843494,
                "se": 0.24933452196123787,
                "event_time": 4,
                "mass": 683.0
              },
              {
                "group": 9,
                "year": 14,
                "att": -0.7435790855754885,
                "se": 0.26400262814639247,
                "event_time": 5,
                "mass": 647.0
              },
              {
                "group": 9,
                "year": 15,
                "att": -0.828296948943939,
                "se": 0.15623846612504425,
                "event_time": 6,
                "mass": 608.0
              },
              {
                "group": 9,
                "year": 16,
                "att": -0.3662722251341257,
                "se": 0.13911142382859387,
                "event_time": 7,
                "mass": 607.0
              },
              {
                "group": 9,
                "year": 17,
                "att": -0.6748025945134446,
                "se": 0.3332489970029351,
                "event_time": 8,
                "mass": 671.0
              },
              {
                "group": 9,
                "year": 18,
                "att": -0.627866680279584,
                "se": 0.17846205873073692,
                "event_time": 9,
                "mass": 682.0
              },
              {
                "group": 9,
                "year": 19,
                "att": -0.544581725771455,
                "se": 0.1209373128343078,
                "event_time": 10,
                "mass": 699.0
              },
              {
                "group": 9,
                "year": 20,
                "att": -0.26897362929214486,
                "se": 0.2747663670337874,
                "event_time": 11,
                "mass": 715.0
              },
              {
                "group": 9,
                "year": 21,
                "att": -0.2951007525566429,
                "se": 0.2297612294479857,
                "event_time": 12,
                "mass": 766.0
              },
              {
                "group": 10,
                "year": 1,
                "att": 0.4568272543041685,
                "se": 0.08009454336204315,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 2,
                "att": 0.06641545023477452,
                "se": 0.0818561882635855,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 3,
                "att": 0.40695277737509483,
                "se": 0.0787390994996991,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 4,
                "att": 0.37932508070370924,
                "se": 0.07202143939205276,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 5,
                "att": 0.3634569650711926,
                "se": 0.08175818535531947,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 6,
                "att": 0.42218452978492577,
                "se": 0.088502702986269,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 7,
                "att": 0.4752948924426772,
                "se": 0.07173904210400141,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 8,
                "att": -0.08766685073609191,
                "se": 0.05582336314923772,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 9,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 10,
                "att": 0.32481276748565663,
                "se": 0.06840775994906,
                "event_time": 0,
                "mass": 545.0
              },
              {
                "group": 10,
                "year": 11,
                "att": 0.26729771153348697,
                "se": 0.10525201899600468,
                "event_time": 1,
                "mass": 529.0
              },
              {
                "group": 10,
                "year": 12,
                "att": 0.2700335687296749,
                "se": 0.10566204791791863,
                "event_time": 2,
                "mass": 495.0
              },
              {
                "group": 10,
                "year": 13,
                "att": 0.28928382299253136,
                "se": 0.0984772237788176,
                "event_time": 3,
                "mass": 585.0
              },
              {
                "group": 10,
                "year": 14,
                "att": 0.19458646819188752,
                "se": 0.11064549503617668,
                "event_time": 4,
                "mass": 611.0
              },
              {
                "group": 10,
                "year": 15,
                "att": 0.32010031035863423,
                "se": 0.08762967478509777,
                "event_time": 5,
                "mass": 513.0
              },
              {
                "group": 10,
                "year": 16,
                "att": 0.23402474578503343,
                "se": 0.10307123282987256,
                "event_time": 6,
                "mass": 552.0
              },
              {
                "group": 10,
                "year": 17,
                "att": 0.290766494902446,
                "se": 0.11557909340108109,
                "event_time": 7,
                "mass": 486.0
              },
              {
                "group": 10,
                "year": 18,
                "att": 0.2801160499603953,
                "se": 0.10824269437184197,
                "event_time": 8,
                "mass": 519.0
              },
              {
                "group": 10,
                "year": 19,
                "att": -0.09102717174161261,
                "se": 0.09524528382980926,
                "event_time": 9,
                "mass": 603.0
              },
              {
                "group": 10,
                "year": 20,
                "att": 0.3872203422150603,
                "se": 0.1214592843919085,
                "event_time": 10,
                "mass": 625.0
              },
              {
                "group": 10,
                "year": 21,
                "att": 0.2900143464298259,
                "se": 0.12595270768718,
                "event_time": 11,
                "mass": 594.0
              },
              {
                "group": 11,
                "year": 1,
                "att": -1.2117863026058968,
                "se": 0.08035099351087012,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 2,
                "att": -0.5146977616948655,
                "se": 0.06431337347446174,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 3,
                "att": -0.9390085388948265,
                "se": 0.06712021812272799,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 4,
                "att": -1.3199082460336455,
                "se": 0.06720218870105182,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 5,
                "att": -0.9641721995067973,
                "se": 0.08645759601140225,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 6,
                "att": -1.1217712930309713,
                "se": 0.08501114861523178,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 7,
                "att": -2.020690099651005,
                "se": 0.06377208885890923,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 8,
                "att": -1.2422147101105574,
                "se": 0.05792178193497631,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 9,
                "att": -0.7136060611671536,
                "se": 0.06830837607135813,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 10,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 11,
                "att": -0.9779425081746608,
                "se": 0.06621675423240929,
                "event_time": 0,
                "mass": 242.0
              },
              {
                "group": 11,
                "year": 12,
                "att": -0.43178533615314496,
                "se": 0.07832747278944528,
                "event_time": 1,
                "mass": 280.0
              },
              {
                "group": 11,
                "year": 13,
                "att": -1.055599991253027,
                "se": 0.07466047505648607,
                "event_time": 2,
                "mass": 302.0
              },
              {
                "group": 11,
                "year": 14,
                "att": -0.2622682117651979,
                "se": 0.07427889090557342,
                "event_time": 3,
                "mass": 246.0
              },
              {
                "group": 11,
                "year": 15,
                "att": -0.8938697166714816,
                "se": 0.06523297891089228,
                "event_time": 4,
                "mass": 259.0
              },
              {
                "group": 11,
                "year": 16,
                "att": -1.0887010767998955,
                "se": 0.07415680160595196,
                "event_time": 5,
                "mass": 292.0
              },
              {
                "group": 11,
                "year": 17,
                "att": -0.8096280954759479,
                "se": 0.07495657166675211,
                "event_time": 6,
                "mass": 236.0
              },
              {
                "group": 11,
                "year": 18,
                "att": -1.140775850280359,
                "se": 0.07436176974367183,
                "event_time": 7,
                "mass": 245.0
              },
              {
                "group": 11,
                "year": 19,
                "att": -0.47611723470332434,
                "se": 0.08650992535582601,
                "event_time": 8,
                "mass": 248.0
              },
              {
                "group": 11,
                "year": 20,
                "att": -0.1587351785135445,
                "se": 0.0954337604560667,
                "event_time": 9,
                "mass": 262.0
              },
              {
                "group": 11,
                "year": 21,
                "att": -0.9177763182594401,
                "se": 0.09936706690975194,
                "event_time": 10,
                "mass": 266.0
              },
              {
                "group": 12,
                "year": 1,
                "att": 0.6431933202992808,
                "se": 0.10004595253176635,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 2,
                "att": 0.937827151996871,
                "se": 0.08536763259945732,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 3,
                "att": 1.0566016602502488,
                "se": 0.09441516427459616,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 4,
                "att": 1.0542445092090658,
                "se": 0.09640676509283352,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 5,
                "att": 1.0583200168101317,
                "se": 0.1134489677308385,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 6,
                "att": 1.6101723661049165,
                "se": 0.10169096562620245,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 7,
                "att": 1.602194338531446,
                "se": 0.07820154169961674,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 8,
                "att": 0.9645681972361295,
                "se": 0.08913614983449378,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 9,
                "att": 0.32199421147935137,
                "se": 0.10671990975806946,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 10,
                "att": 0.24126883789909226,
                "se": 0.06705277145366775,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 11,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 12,
                "att": 0.34120460418752707,
                "se": 0.08560096097607706,
                "event_time": 0,
                "mass": 268.0
              },
              {
                "group": 12,
                "year": 13,
                "att": 0.5780962159473565,
                "se": 0.07405718678790707,
                "event_time": 1,
                "mass": 248.0
              },
              {
                "group": 12,
                "year": 14,
                "att": -0.583739698911391,
                "se": 0.07791360113248774,
                "event_time": 2,
                "mass": 253.0
              },
              {
                "group": 12,
                "year": 15,
                "att": 0.5413686228471369,
                "se": 0.09435916283503364,
                "event_time": 3,
                "mass": 260.0
              },
              {
                "group": 12,
                "year": 16,
                "att": 0.6272994666273083,
                "se": 0.10454280146817961,
                "event_time": 4,
                "mass": 268.0
              },
              {
                "group": 12,
                "year": 17,
                "att": 0.584632980558393,
                "se": 0.09435932788577692,
                "event_time": 5,
                "mass": 232.0
              },
              {
                "group": 12,
                "year": 18,
                "att": 0.6958408261818334,
                "se": 0.08411441583894996,
                "event_time": 6,
                "mass": 270.0
              },
              {
                "group": 12,
                "year": 19,
                "att": 0.43686936925479253,
                "se": 0.11304353384862952,
                "event_time": 7,
                "mass": 245.0
              },
              {
                "group": 12,
                "year": 20,
                "att": 0.04094691764688492,
                "se": 0.11630396682246331,
                "event_time": 8,
                "mass": 309.0
              },
              {
                "group": 12,
                "year": 21,
                "att": -0.18525924001303773,
                "se": 0.10439747068007423,
                "event_time": 9,
                "mass": 302.0
              },
              {
                "group": 13,
                "year": 1,
                "att": -0.20910434953544155,
                "se": 0.13545852105952455,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 2,
                "att": -0.03236932410118934,
                "se": 0.3960403845221217,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 3,
                "att": 0.26114190495356826,
                "se": 0.43146860397401593,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 4,
                "att": 0.18928608243534747,
                "se": 0.45052205651777355,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 5,
                "att": 0.4081600735990708,
                "se": 0.3717208458944311,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 6,
                "att": 0.47920519717604815,
                "se": 0.49955613183974823,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 7,
                "att": 0.3962431884836537,
                "se": 0.39934451079352157,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 8,
                "att": 0.5057109192230294,
                "se": 0.3003058393245375,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 9,
                "att": 0.25041208580979,
                "se": 0.3641197219126265,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 10,
                "att": 0.5111359948360261,
                "se": 0.551706544289165,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 11,
                "att": 0.7441634150962458,
                "se": 0.3609468392609636,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 12,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 13,
                "att": 0.527864715243223,
                "se": 0.35880047430953593,
                "event_time": 0,
                "mass": 950.0
              },
              {
                "group": 13,
                "year": 14,
                "att": 0.21331047038029197,
                "se": 0.2109076732826813,
                "event_time": 1,
                "mass": 949.0
              },
              {
                "group": 13,
                "year": 15,
                "att": 0.09192392135124361,
                "se": 0.16257420026123462,
                "event_time": 2,
                "mass": 873.0
              },
              {
                "group": 13,
                "year": 16,
                "att": 0.7636019038619196,
                "se": 0.465507142032947,
                "event_time": 3,
                "mass": 894.0
              },
              {
                "group": 13,
                "year": 17,
                "att": 0.3567638598468315,
                "se": 0.3568957481605866,
                "event_time": 4,
                "mass": 976.0
              },
              {
                "group": 13,
                "year": 18,
                "att": 0.5844754854417052,
                "se": 0.3413485746900612,
                "event_time": 5,
                "mass": 893.0
              },
              {
                "group": 13,
                "year": 19,
                "att": -0.17774725573160305,
                "se": 0.24192765614185732,
                "event_time": 6,
                "mass": 902.0
              },
              {
                "group": 13,
                "year": 20,
                "att": 0.8279890098420669,
                "se": 0.24916378865639302,
                "event_time": 7,
                "mass": 822.0
              },
              {
                "group": 13,
                "year": 21,
                "att": 0.9241207389728238,
                "se": 0.26607398813069016,
                "event_time": 8,
                "mass": 797.0
              },
              {
                "group": 14,
                "year": 1,
                "att": 0.6858310182773044,
                "se": 0.09921785574367378,
                "event_time": -13,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 2,
                "att": 0.35176630570113276,
                "se": 0.15092508532193505,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 3,
                "att": 1.2662257557798224,
                "se": 0.10024792380780624,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 4,
                "att": 0.39755833940073226,
                "se": 0.1077204869554632,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 5,
                "att": 0.5063768419538399,
                "se": 0.203244084094334,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 6,
                "att": 0.29124569612895823,
                "se": 0.23136803964184066,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 7,
                "att": 0.6024522244452003,
                "se": 0.07760401791463016,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 8,
                "att": 0.4414924748238614,
                "se": 0.24360125321042383,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 9,
                "att": 0.45378458978916236,
                "se": 0.13828159045821584,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 10,
                "att": 0.013865068650927364,
                "se": 0.21308475173242525,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 11,
                "att": 0.5334165140098741,
                "se": 0.17476143725059823,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 12,
                "att": 0.5997317432551654,
                "se": 0.21133356710074208,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 13,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 14,
                "att": -0.018870780988563103,
                "se": 0.07605305962376763,
                "event_time": 0,
                "mass": 316.0
              },
              {
                "group": 14,
                "year": 15,
                "att": 0.47668130576791296,
                "se": 0.09358635612489352,
                "event_time": 1,
                "mass": 271.0
              },
              {
                "group": 14,
                "year": 16,
                "att": 0.019644581134296582,
                "se": 0.1339633047235943,
                "event_time": 2,
                "mass": 284.0
              },
              {
                "group": 14,
                "year": 17,
                "att": 0.09775942424535372,
                "se": 0.2595876964939011,
                "event_time": 3,
                "mass": 285.0
              },
              {
                "group": 14,
                "year": 18,
                "att": 0.5417703705128306,
                "se": 0.10474539756496493,
                "event_time": 4,
                "mass": 286.0
              },
              {
                "group": 14,
                "year": 19,
                "att": -0.04094435274127898,
                "se": 0.11586480364386255,
                "event_time": 5,
                "mass": 335.0
              },
              {
                "group": 14,
                "year": 20,
                "att": -0.20861413217927877,
                "se": 0.1378567705397805,
                "event_time": 6,
                "mass": 313.0
              },
              {
                "group": 14,
                "year": 21,
                "att": -0.12505954419184462,
                "se": 0.39178979904333505,
                "event_time": 7,
                "mass": 280.0
              },
              {
                "group": 15,
                "year": 1,
                "att": 0.3659981996286858,
                "se": 0.20270418585038746,
                "event_time": -14,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 2,
                "att": 0.36039045484058896,
                "se": 0.12543139074584128,
                "event_time": -13,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 3,
                "att": 0.7539005399619618,
                "se": 0.14534470703049604,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 4,
                "att": 0.6646657551907632,
                "se": 0.39103450205431156,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 5,
                "att": 0.9310350025984114,
                "se": 0.19369981438527162,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 6,
                "att": 0.9368471464692407,
                "se": 0.30584623620773627,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 7,
                "att": 0.870934585468869,
                "se": 0.2757157693555551,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 8,
                "att": 0.3602336629696905,
                "se": 0.18924353922271264,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 9,
                "att": 0.5874001666126625,
                "se": 0.11994981045477378,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 10,
                "att": -0.2445922078675383,
                "se": 0.17460691170475526,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 11,
                "att": 0.31831696618183436,
                "se": 0.11671491940799235,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 12,
                "att": 0.3369548148464472,
                "se": 0.15014313940647397,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 13,
                "att": 0.7505063953314877,
                "se": 0.2180761375911019,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 14,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 15,
                "att": 0.005097705285666891,
                "se": 0.1604683193284178,
                "event_time": 0,
                "mass": 370.0
              },
              {
                "group": 15,
                "year": 16,
                "att": -0.00921135220992566,
                "se": 0.09107475234977903,
                "event_time": 1,
                "mass": 361.0
              },
              {
                "group": 15,
                "year": 17,
                "att": -0.09632498136163514,
                "se": 0.2242585918100512,
                "event_time": 2,
                "mass": 379.0
              },
              {
                "group": 15,
                "year": 18,
                "att": 0.04706910904002574,
                "se": 0.23704334975260757,
                "event_time": 3,
                "mass": 405.0
              },
              {
                "group": 15,
                "year": 19,
                "att": 0.06447587342246675,
                "se": 0.3260792866681667,
                "event_time": 4,
                "mass": 413.0
              },
              {
                "group": 15,
                "year": 20,
                "att": -0.15811486011790502,
                "se": 0.18283073640480715,
                "event_time": 5,
                "mass": 492.0
              },
              {
                "group": 15,
                "year": 21,
                "att": 0.176614351623591,
                "se": 0.1483533006315526,
                "event_time": 6,
                "mass": 518.0
              },
              {
                "group": 16,
                "year": 1,
                "att": 0.6101685588124264,
                "se": 0.08580368114924482,
                "event_time": -15,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 2,
                "att": -0.08371215871072848,
                "se": 0.07194569197997014,
                "event_time": -14,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 3,
                "att": -0.03386808865202821,
                "se": 0.08583689883601171,
                "event_time": -13,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 4,
                "att": 0.17251661202254165,
                "se": 0.07089417863857912,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 5,
                "att": 0.5710365597336368,
                "se": 0.08996500336673821,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 6,
                "att": 0.30992603200627816,
                "se": 0.08077682072771027,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 7,
                "att": -0.07852789470225177,
                "se": 0.06841912736041467,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 8,
                "att": 0.10526360037793381,
                "se": 0.07436884335034144,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 9,
                "att": -0.3892580854482828,
                "se": 0.09018742203607914,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 10,
                "att": -0.05989910918409681,
                "se": 0.06717696727829772,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 11,
                "att": -0.18895254389193095,
                "se": 0.09720661393177314,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 12,
                "att": -0.3085148459391486,
                "se": 0.09670637466320361,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 13,
                "att": -0.2328140184162341,
                "se": 0.08830847408006065,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 14,
                "att": -0.7604308129976376,
                "se": 0.08995249622602305,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 15,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 16,
                "att": 0.1401628385069973,
                "se": 0.09473213664219297,
                "event_time": 0,
                "mass": 303.0
              },
              {
                "group": 16,
                "year": 17,
                "att": 0.06206600029439227,
                "se": 0.09273097719974004,
                "event_time": 1,
                "mass": 311.0
              },
              {
                "group": 16,
                "year": 18,
                "att": -0.2861519778766981,
                "se": 0.09822374506092219,
                "event_time": 2,
                "mass": 337.0
              },
              {
                "group": 16,
                "year": 19,
                "att": -0.784072905130371,
                "se": 0.11152114832095442,
                "event_time": 3,
                "mass": 322.0
              },
              {
                "group": 16,
                "year": 20,
                "att": -0.6897910358088669,
                "se": 0.10754672511266875,
                "event_time": 4,
                "mass": 374.0
              },
              {
                "group": 16,
                "year": 21,
                "att": -0.3262927048680036,
                "se": 0.1115280573842416,
                "event_time": 5,
                "mass": 387.0
              },
              {
                "group": 19,
                "year": 1,
                "att": 0.6275050015593628,
                "se": 0.15180819665590214,
                "event_time": -18,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 2,
                "att": 0.9897010478004573,
                "se": 0.11431649742357534,
                "event_time": -17,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 3,
                "att": 1.5736215465777592,
                "se": 0.16089154323768814,
                "event_time": -16,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 4,
                "att": 1.0110041688281157,
                "se": 0.17362429137681637,
                "event_time": -15,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 5,
                "att": 1.1830407861682275,
                "se": 0.1349772915258171,
                "event_time": -14,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 6,
                "att": 1.4937036197662885,
                "se": 0.12951567658911664,
                "event_time": -13,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 7,
                "att": 0.789108215718109,
                "se": 0.12503550005177858,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 8,
                "att": 1.0353180427391557,
                "se": 0.1687832301563333,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 9,
                "att": 1.3798914063851686,
                "se": 0.1141845704803319,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 10,
                "att": 1.2012048886154352,
                "se": 0.1303711676786876,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 11,
                "att": -0.27965029401945,
                "se": 0.08977451585159936,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 12,
                "att": 0.10514936780200991,
                "se": 0.17151660732627733,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 13,
                "att": 0.07037355276449782,
                "se": 0.09834764124148208,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 14,
                "att": 0.5294836979028675,
                "se": 0.1016044134946036,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 15,
                "att": 1.0131987952684203,
                "se": 0.1004532454256412,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 16,
                "att": 1.68089878942646,
                "se": 0.13241089409085216,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 17,
                "att": 0.20681090336064942,
                "se": 0.10327372985294161,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 18,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 19,
                "att": 0.0006535313005238474,
                "se": 0.12989445454189658,
                "event_time": 0,
                "mass": 268.0
              },
              {
                "group": 19,
                "year": 20,
                "att": 0.9196620590219228,
                "se": 0.1686108315551444,
                "event_time": 1,
                "mass": 293.0
              },
              {
                "group": 19,
                "year": 21,
                "att": 1.1934153992026473,
                "se": 0.16726473966302088,
                "event_time": 2,
                "mass": 271.0
              }
            ],
            "treated_cell_att": -0.2737648136257634,
            "treated_cell_se": 0.09323598550073638,
            "checks": {
              "input_rows": 1862,
              "retained_rows": 1862,
              "all_observed_post_cells_estimated": true,
              "dynamic_cluster_se_error": 0.0
            },
            "target": "Equal average of nonnegative native CS-DID event-time effects",
            "donor_rule": "notyettreated",
            "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty",
            "warnings": [
              "Be aware that there are some small groups in your dataset.\n  Check groups: 6,9,10,11,12,13,14,15,16,19.",
              "No (treated or control) units for group 6 in time period 12; setting ATT to NA.",
              "No (treated or control) units for group 6 in time period 15; setting ATT to NA.",
              "No (treated or control) units for group 6 in time period 16; setting ATT to NA.",
              "No (treated or control) units for group 6 in time period 17; setting ATT to NA.",
              "No (treated or control) units for group 6 in time period 20; setting ATT to NA.",
              "No (treated or control) units for group 6 in time period 21; setting ATT to NA.",
              "Not returning pre-test Wald statistic due to singular covariance matrix",
              "Time-varying weights detected. For balanced panel data, the default behavior uses the weight from the earlier of the two time periods in each 2x2 comparison (the base period for post-treatment cells). Use the 'fix_weights' argument to control this behavior."
            ],
            "seconds": 0.5215701670385897,
            "status": "estimated"
          },
          {
            "method": "SDID",
            "status": "failed",
            "reason": "ValueError: masked SDID weight optimizer did not converge; increase max_iterations or check overlap",
            "parameters": {
              "max_iterations": 20000
            },
            "crabbymetrics_build": {
              "source_commit": "cb3fcc0e8664cdbb6848d3998ddc4365d65740dc",
              "extension_sha256": "3e1dd2e2bd6d38612b9200b15094fc37138cd002749f8b31148d6265fc533cbd"
            }
          },
          {
            "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": -0.19815660344393685,
            "event_study": [
              {
                "event_time": -18,
                "estimate": -0.09478232283310853,
                "raw_gap": -0.09478232283310853,
                "n": 2,
                "n_cells": 2,
                "weight_sum": 320.0,
                "relative_to_minus_one": -0.0646909982435924
              },
              {
                "event_time": -17,
                "estimate": 0.18186642401318637,
                "raw_gap": 0.18186642401318637,
                "n": 2,
                "n_cells": 2,
                "weight_sum": 315.0,
                "relative_to_minus_one": 0.2119577486027025
              },
              {
                "event_time": -16,
                "estimate": 0.19134918548595814,
                "raw_gap": 0.19134918548595814,
                "n": 2,
                "n_cells": 2,
                "weight_sum": 306.0,
                "relative_to_minus_one": 0.22144051007547427
              },
              {
                "event_time": -15,
                "estimate": 0.17350369598737778,
                "raw_gap": 0.17350369598737778,
                "n": 2,
                "n_cells": 2,
                "weight_sum": 702.0,
                "relative_to_minus_one": 0.2035950205768939
              },
              {
                "event_time": -14,
                "estimate": -0.012807025210862303,
                "raw_gap": -0.012807025210862303,
                "n": 5,
                "n_cells": 5,
                "weight_sum": 1099.0,
                "relative_to_minus_one": 0.017284299378653833
              },
              {
                "event_time": -13,
                "estimate": 0.07623590077402657,
                "raw_gap": 0.07623590077402657,
                "n": 7,
                "n_cells": 7,
                "weight_sum": 1473.0,
                "relative_to_minus_one": 0.10632722536354271
              },
              {
                "event_time": -12,
                "estimate": -0.04096480481371475,
                "raw_gap": -0.04096480481371475,
                "n": 9,
                "n_cells": 9,
                "weight_sum": 2412.0,
                "relative_to_minus_one": -0.010873480224198612
              },
              {
                "event_time": -11,
                "estimate": 0.03774412701305442,
                "raw_gap": 0.03774412701305442,
                "n": 9,
                "n_cells": 9,
                "weight_sum": 2628.0,
                "relative_to_minus_one": 0.06783545160257055
              },
              {
                "event_time": -10,
                "estimate": 0.03435360460941899,
                "raw_gap": 0.03435360460941899,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 3067.0,
                "relative_to_minus_one": 0.06444492919893513
              },
              {
                "event_time": -9,
                "estimate": 0.049818627239179736,
                "raw_gap": 0.049818627239179736,
                "n": 12,
                "n_cells": 12,
                "weight_sum": 3587.0,
                "relative_to_minus_one": 0.07990995182869587
              },
              {
                "event_time": -8,
                "estimate": -0.07435992366174626,
                "raw_gap": -0.07435992366174626,
                "n": 15,
                "n_cells": 15,
                "weight_sum": 4520.0,
                "relative_to_minus_one": -0.04426859907223013
              },
              {
                "event_time": -7,
                "estimate": -0.008469539657036052,
                "raw_gap": -0.008469539657036052,
                "n": 32,
                "n_cells": 32,
                "weight_sum": 9716.0,
                "relative_to_minus_one": 0.021621784932480084
              },
              {
                "event_time": -6,
                "estimate": 0.007780694303461568,
                "raw_gap": 0.007780694303461568,
                "n": 40,
                "n_cells": 40,
                "weight_sum": 12360.0,
                "relative_to_minus_one": 0.037872018892977706
              },
              {
                "event_time": -5,
                "estimate": -0.01747519651501752,
                "raw_gap": -0.01747519651501752,
                "n": 41,
                "n_cells": 41,
                "weight_sum": 12862.0,
                "relative_to_minus_one": 0.012616128074498616
              },
              {
                "event_time": -4,
                "estimate": -0.05445377161134879,
                "raw_gap": -0.05445377161134879,
                "n": 42,
                "n_cells": 42,
                "weight_sum": 12888.0,
                "relative_to_minus_one": -0.024362447021832653
              },
              {
                "event_time": -3,
                "estimate": 0.01600841094065695,
                "raw_gap": 0.01600841094065695,
                "n": 41,
                "n_cells": 41,
                "weight_sum": 12727.0,
                "relative_to_minus_one": 0.04609973553017309
              },
              {
                "event_time": -2,
                "estimate": 0.05168318814511131,
                "raw_gap": 0.05168318814511131,
                "n": 42,
                "n_cells": 42,
                "weight_sum": 12503.0,
                "relative_to_minus_one": 0.08177451273462745
              },
              {
                "event_time": -1,
                "estimate": -0.030091324589516136,
                "raw_gap": -0.030091324589516136,
                "n": 42,
                "n_cells": 42,
                "weight_sum": 12421.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.19296627394463414,
                "raw_gap": -0.19296627394463414,
                "n": 42,
                "n_cells": 42,
                "weight_sum": 12338.0,
                "relative_to_minus_one": -0.162874949355118
              },
              {
                "event_time": 1,
                "estimate": -0.07432289438656557,
                "raw_gap": -0.07432289438656557,
                "n": 41,
                "n_cells": 41,
                "weight_sum": 12074.0,
                "relative_to_minus_one": -0.04423156979704944
              },
              {
                "event_time": 2,
                "estimate": -0.23931164478901168,
                "raw_gap": -0.23931164478901168,
                "n": 41,
                "n_cells": 41,
                "weight_sum": 12190.0,
                "relative_to_minus_one": -0.20922032019949555
              },
              {
                "event_time": 3,
                "estimate": -0.12592510002575297,
                "raw_gap": -0.12592510002575297,
                "n": 40,
                "n_cells": 40,
                "weight_sum": 11952.0,
                "relative_to_minus_one": -0.09583377543623683
              },
              {
                "event_time": 4,
                "estimate": -0.05812426185392209,
                "raw_gap": -0.05812426185392209,
                "n": 38,
                "n_cells": 38,
                "weight_sum": 12249.0,
                "relative_to_minus_one": -0.028032937264405953
              },
              {
                "event_time": 5,
                "estimate": -0.1722284915181913,
                "raw_gap": -0.1722284915181913,
                "n": 39,
                "n_cells": 39,
                "weight_sum": 12387.0,
                "relative_to_minus_one": -0.14213716692867517
              },
              {
                "event_time": 6,
                "estimate": -0.293674855723469,
                "raw_gap": -0.293674855723469,
                "n": 36,
                "n_cells": 36,
                "weight_sum": 12053.0,
                "relative_to_minus_one": -0.2635835311339529
              },
              {
                "event_time": 7,
                "estimate": -0.29305287572944433,
                "raw_gap": -0.29305287572944433,
                "n": 35,
                "n_cells": 35,
                "weight_sum": 11203.0,
                "relative_to_minus_one": -0.2629615511399282
              },
              {
                "event_time": 8,
                "estimate": -0.18799958034218803,
                "raw_gap": -0.18799958034218803,
                "n": 33,
                "n_cells": 33,
                "weight_sum": 11118.0,
                "relative_to_minus_one": -0.1579082557526719
              },
              {
                "event_time": 9,
                "estimate": -0.2473576570581314,
                "raw_gap": -0.2473576570581314,
                "n": 31,
                "n_cells": 31,
                "weight_sum": 10756.0,
                "relative_to_minus_one": -0.21726633246861526
              },
              {
                "event_time": 10,
                "estimate": -0.24251560028728436,
                "raw_gap": -0.24251560028728436,
                "n": 31,
                "n_cells": 31,
                "weight_sum": 10398.0,
                "relative_to_minus_one": -0.21242427569776823
              },
              {
                "event_time": 11,
                "estimate": -0.3300797625621542,
                "raw_gap": -0.3300797625621542,
                "n": 29,
                "n_cells": 29,
                "weight_sum": 10516.0,
                "relative_to_minus_one": -0.2999884379726381
              },
              {
                "event_time": 12,
                "estimate": -0.13344409462963996,
                "raw_gap": -0.13344409462963996,
                "n": 28,
                "n_cells": 28,
                "weight_sum": 10429.0,
                "relative_to_minus_one": -0.10335277004012383
              },
              {
                "event_time": 13,
                "estimate": -0.04603793345079062,
                "raw_gap": -0.04603793345079062,
                "n": 25,
                "n_cells": 25,
                "weight_sum": 10166.0,
                "relative_to_minus_one": -0.015946608861274487
              },
              {
                "event_time": 14,
                "estimate": -0.6177507560564373,
                "raw_gap": -0.6177507560564373,
                "n": 7,
                "n_cells": 7,
                "weight_sum": 4050.0,
                "relative_to_minus_one": -0.5876594314669211
              }
            ],
            "package_event_study": {
              "event_time": [
                -18.0,
                -17.0,
                -16.0,
                -15.0,
                -14.0,
                -13.0,
                -12.0,
                -11.0,
                -10.0,
                -9.0,
                -8.0,
                -7.0,
                -6.0,
                -5.0,
                -4.0,
                -3.0,
                -2.0,
                -1.0,
                0.0,
                1.0,
                2.0,
                3.0,
                4.0,
                5.0,
                6.0,
                7.0,
                8.0,
                9.0,
                10.0,
                11.0,
                12.0,
                13.0,
                14.0
              ],
              "estimate": [
                -0.2687159215443051,
                0.27725383428598116,
                -0.04243352380472176,
                0.15876833871134943,
                0.013821832819880165,
                0.1286160326270096,
                -0.07779122605474499,
                0.08320896530848237,
                0.08359766765177522,
                0.03565852238514008,
                -0.10642654840205842,
                -0.02188162590786466,
                0.011949395860904133,
                -0.029857136778924227,
                -0.028520325074911028,
                0.04266719664428032,
                0.0359757781266102,
                -0.03893127648810301,
                -0.08586957084924085,
                -0.01827962364898574,
                -0.34201388099804025,
                -0.10584924982364556,
                -0.12256190192930602,
                -0.17136009685583836,
                -0.2981281314440391,
                -0.09820983857569861,
                -0.19152262900722897,
                -0.24564389465565337,
                -0.09415684080515854,
                -0.3456235969639907,
                -0.04018275638261937,
                0.18832073571849103,
                -0.26411291487191235
              ],
              "n": [
                2.0,
                2.0,
                2.0,
                2.0,
                5.0,
                7.0,
                9.0,
                9.0,
                11.0,
                12.0,
                15.0,
                32.0,
                40.0,
                41.0,
                42.0,
                41.0,
                42.0,
                42.0,
                42.0,
                41.0,
                41.0,
                40.0,
                38.0,
                39.0,
                36.0,
                35.0,
                33.0,
                31.0,
                31.0,
                29.0,
                28.0,
                25.0,
                7.0
              ]
            },
            "sdid_pre_gap_correction": [],
            "diagnostics": {
              "converged": true,
              "iterations": 45,
              "termination_reason": "Relative objective tolerance reached",
              "objective": 0.2059250823103918,
              "lambda_l": 0.003225314662423483,
              "singular_values": [
                7.121387363607047,
                4.802984449994776,
                4.486366932120225,
                4.029863486015428,
                3.6900528130948236,
                3.4067058458275716,
                3.0017356665409154,
                2.516708375970745,
                1.894160663030942,
                1.845523467515306,
                1.6212502063205676,
                1.2940622840382336,
                1.0310075124406666,
                0.8264781644630239,
                0.5629602162130745,
                0.23712271481391456,
                0.21477565323067305,
                0.027581788045567546,
                0.0,
                0.0,
                0.0
              ],
              "history_objective": [
                0.20763738084559896,
                0.2065482384846939,
                0.20620721110418896,
                0.20606483538171086,
                0.2059981782781452,
                0.20596473491660888,
                0.20594716616108621,
                0.2059376278800371,
                0.20593231984877594,
                0.20592930896322065,
                0.20592757515204368,
                0.20592656458546776,
                0.20592596972281885,
                0.20592561668230636,
                0.20592540570922221,
                0.20592527888900394,
                0.2059252022648042,
                0.2059251557613192,
                0.20592512742620242,
                0.20592511010006853,
                0.20592509947179222,
                0.20592509293327202,
                0.20592508890015232,
                0.20592508640640655,
                0.20592508486104805,
                0.20592508390142933,
                0.2059250833044,
                0.20592508293229883,
                0.20592508270000204,
                0.20592508255475928,
                0.20592508246381563,
                0.20592508240679472,
                0.20592508237099727,
                0.2059250823484972,
                0.20592508233433926,
                0.20592508232542095,
                0.20592508231979773,
                0.20592508231624845,
                0.20592508231400675,
                0.20592508231258927,
                0.2059250823116925,
                0.20592508231112466,
                0.2059250823107646,
                0.2059250823105366,
                0.2059250823103918
              ],
              "history_rmse": [
                0.26244216400734405,
                0.2617617524267058,
                0.2616945648198924,
                0.26169300174255933,
                0.2616989502266956,
                0.2617035050103203,
                0.26170627297315363,
                0.2617078925708866,
                0.26170885208703004,
                0.26170943211290587,
                0.2617097855839606,
                0.26170999784242543,
                0.26171011926649185,
                0.2617101814755657,
                0.2617102052933817,
                0.2617102048237095,
                0.26171018970795273,
                0.26171016650048984,
                0.26171013957963,
                0.261710111785625,
                0.26171008488025704,
                0.2617100598806382,
                0.26171003730076825,
                0.261710017324508,
                0.2617099999276311,
                0.2617099849624047,
                0.261709972214938,
                0.26170996144303754,
                0.2617099524003039,
                0.2617099448507186,
                0.261709938576764,
                0.2617099333832681,
                0.2617099290984965,
                0.2617099255735712,
                0.2617099226809134,
                0.2617099203122028,
                0.26170991837616125,
                0.2617099167963411,
                0.2617099155090516,
                0.26170991446145003,
                0.2617099136098613,
                0.26170991291829737,
                0.2617099123571827,
                0.2617099119022715,
                0.26170991153372175
              ],
              "n_observed": 1862,
              "n_missing": 133,
              "n_treated_observed": 496,
              "n_untreated_observed": 1366
            },
            "checks": {
              "scalar_vs_treated_cell_average": 2.7755575615628914e-17,
              "native_scalar_vs_unweighted_matrix_average": 1.1102230246251565e-16
            },
            "native_matrix_att": -0.1477135521175447,
            "matrix_preparation": {
              "source_rows": 1862,
              "matrix_shape": [
                95,
                21
              ],
              "observed_cells": 1862,
              "missing_cells": 133,
              "repeated_cells": 0,
              "minimum_cell_count": 1,
              "maximum_cell_count": 1,
              "observation_mass": 514891.0,
              "treated_observation_mass": 163879.0,
              "within_cell_aggregation": "Observation-weighted outcome mean",
              "fitting_weights": "Standard crabbymetrics objective on cell means; no cell-count precision weighting",
              "reporting_weights": "Sum of original observation weights per treated unit-period"
            },
            "seconds": 0.004371250048279762,
            "crabbymetrics": "0.9.1",
            "crabbymetrics_build": {
              "source_commit": "cb3fcc0e8664cdbb6848d3998ddc4365d65740dc",
              "extension_sha256": "3e1dd2e2bd6d38612b9200b15094fc37138cd002749f8b31148d6265fc533cbd"
            },
            "normalization": "Original source outcome / source SD; no mean subtraction",
            "target": "All observed treated observations, using configured observation weights; cell mass equals sum of row weights",
            "status": "estimated"
          },
          {
            "method": "Horizontal ridge",
            "status": "unidentified",
            "reason": "ValueError: ridge cohort 5, period 5: no donor/pre-period overlap for observed treated outcomes",
            "parameters": {
              "penalty": 1.0
            },
            "crabbymetrics_build": {
              "source_commit": "cb3fcc0e8664cdbb6848d3998ddc4365d65740dc",
              "extension_sha256": "3e1dd2e2bd6d38612b9200b15094fc37138cd002749f8b31148d6265fc533cbd"
            }
          },
          {
            "method": "Multisynth (cohort-averaged)",
            "status": "unsupported",
            "reason": "multisynth-cohort: this adapter does not implement the configured observation weights."
          },
          {
            "method": "Multisynth (individual)",
            "status": "unsupported",
            "reason": "multisynth-individual: this adapter does not implement the configured observation weights."
          }
        ]
      },
      "combined_table": [
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Static TWFE",
          "Estimate (SDs)": -0.21303309555203287,
          "SE": 0.07148927240410327,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.1976322869564458,
          "SE": 0.08995321908555387,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.27643920088850715,
          "SE": 0.08233172004928342,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": -0.2806193113899418,
          "SE": 0.0689089771053762,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID",
          "Estimate (SDs)": -0.3077182984873791,
          "SE": 0.08965531091697398,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (treated cells)",
          "Estimate (SDs)": -0.2737648136257634,
          "SE": 0.09323598550073638,
          "Aggregation": "Treated cells",
          "Event study": "Same CS-DID path",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "SDID",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "failed",
          "Note": "ValueError: masked SDID weight optimizer did not converge; increase max_iterations or check overlap"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Matrix completion",
          "Estimate (SDs)": -0.19815660344393685,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Horizontal ridge",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unidentified",
          "Note": "ValueError: ridge cohort 5, period 5: no donor/pre-period overlap for observed treated outcomes"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (cohort-averaged)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-cohort: this adapter does not implement the configured observation weights."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (individual)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-individual: this adapter does not implement the configured observation weights."
        }
      ],
      "adapter_sha256": {
        "validate_template.py": "9c8cc9bb42c9d4eb4f48bfa0a6ee09498fe83516d08aa9f26a49c21c4686618a",
        "mtgpax_worker.py": "7279b1b2aaa3f5909cd39ac1964d2e9c75907219011fe661a015511131affa85",
        "csdid_general.py": "07619c3b3dfee796ae9e4842afdbc6e367a74cece254ede73f7c403dfc924f6d",
        "runner.py": "3d6f87d28c1a24f0efe21b6d9b06d77866b0d16abcfdaaaef47465cc9cc1078e",
        "matrix_inputs.py": "3f675276f9022147996dd5b62762721be2dd436d5db171491a286b05628176ae",
        "csdid_model.py": "b9fd5536d4886e99a707d2b162db5b11da3ff463930eca5b7590d27500096a3f",
        "multisynth_model.R": "3ae0740c5b75b14f563dacc9961688e8286655866a6b435045a3ef6f453c1604",
        "csdid_streaming.py": "378198e98c44bd46862601bdcb514b19d9ea4038cddc38dad7fdba9b0aa0216b",
        "multisynth_sparse.R": "f9ab3d8d7f7b52a79ccd694c7173f626276a0830f23bb79e527c88c0f0292540",
        "matrix_models.py": "2fddc228b899ed1c806fd1bd7feef84c5164b4c9d472d0218d2f1491a47a302b",
        "csdid_aggregations.py": "cbed0fb13450d9398f9a59d53dbfdf8e275a74daa01158c38c0f3396a3e8c6ee",
        "bootstrap_matrix.py": "a55b171313d43a703063c87e668021b75eb3153fa30795b9ae3d9e2721d9b9d0",
        "eligibility.py": "f0eb686ff3f13e89c8f3d85f49890601c4a7f9a611a2938753be599b8ceac9a6"
      },
      "scalar_ranges": [
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Static TWFE",
          "Estimate (SDs)": -0.21303309555203287,
          "SE": 0.07148927240410327,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": "",
          "lower": -0.3549767217523672,
          "upper": -0.07108946935169852,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.1976322869564458,
          "SE": 0.08995321908555387,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.3762365121221754,
          "upper": -0.0190280617907162,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.27643920088850715,
          "SE": 0.08233172004928342,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.43991076105555804,
          "upper": -0.11296764072145626,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": -0.2806193113899418,
          "SE": 0.0689089771053762,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.41743970078771536,
          "upper": -0.1437989219921682,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (equal event-time)",
          "Estimate (SDs)": -0.3077182984873791,
          "SE": 0.08965531091697398,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.4834394789073888,
          "upper": -0.13199711806736936,
          "ci_level": 0.95,
          "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (treated cells)",
          "Estimate (SDs)": -0.2737648136257634,
          "SE": 0.09323598550073638,
          "Aggregation": "Treated cells",
          "Event study": "Same CS-DID path",
          "Status": "estimated",
          "Note": "",
          "lower": -0.4565039872703054,
          "upper": -0.0910256399812214,
          "ci_level": 0.95,
          "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "SDID",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "failed",
          "Note": "ValueError: masked SDID weight optimizer did not converge; increase max_iterations or check overlap",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Matrix completion",
          "Estimate (SDs)": -0.19815660344393685,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Horizontal ridge",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unidentified",
          "Note": "ValueError: ridge cohort 5, period 5: no donor/pre-period overlap for observed treated outcomes",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (cohort-averaged)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-cohort: this adapter does not implement the configured observation weights.",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (individual)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-individual: this adapter does not implement the configured observation weights.",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        }
      ],
      "reporting_source": {
        "path": "templates/reporting/comparison_report.py",
        "sha256": "94e9c5116a13335ead2db81834cac48593160291aea51c30c12fe3e11e5da1ce"
      }
    },
    "finished": 1791602775.357274,
    "scalar_ranges": [
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Static TWFE",
        "Estimate (SDs)": -0.21303309555203287,
        "SE": 0.07148927240410327,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": "",
        "lower": -0.3549767217523672,
        "upper": -0.07108946935169852,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": -0.1976322869564458,
        "SE": 0.08995321908555387,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.3762365121221754,
        "upper": -0.0190280617907162,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": -0.27643920088850715,
        "SE": 0.08233172004928342,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.43991076105555804,
        "upper": -0.11296764072145626,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": -0.2806193113899418,
        "SE": 0.0689089771053762,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.41743970078771536,
        "upper": -0.1437989219921682,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (equal event-time)",
        "Estimate (SDs)": -0.3077182984873791,
        "SE": 0.08965531091697398,
        "Aggregation": "Equal post-event times",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.4834394789073888,
        "upper": -0.13199711806736936,
        "ci_level": 0.95,
        "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (treated cells)",
        "Estimate (SDs)": -0.2737648136257634,
        "SE": 0.09323598550073638,
        "Aggregation": "Treated cells",
        "Event study": "Same CS-DID path",
        "Status": "estimated",
        "Note": "",
        "lower": -0.4565039872703054,
        "upper": -0.0910256399812214,
        "ci_level": 0.95,
        "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "SDID",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "failed",
        "Note": "ValueError: masked SDID weight optimizer did not converge; increase max_iterations or check overlap",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Matrix completion",
        "Estimate (SDs)": -0.19815660344393685,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Horizontal ridge",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unidentified",
        "Note": "ValueError: ridge cohort 5, period 5: no donor/pre-period overlap for observed treated outcomes",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Multisynth (cohort-averaged)",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "multisynth-cohort: this adapter does not implement the configured observation weights.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Multisynth (individual)",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "multisynth-individual: this adapter does not implement the configured observation weights.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      }
    ]
  },
  {
    "study_id": 16,
    "specification_id": "S16-P006",
    "source_specification_id": "GIFT-F5A-LOGIMR-CSA-POOL",
    "role": "active_comparison",
    "published_source_location": "Main Figure5a",
    "outcome_label": "",
    "outcome_variable": "",
    "treatment_label": "",
    "unit_fixed_effects": "",
    "time_fixed_effects": "",
    "allowed_adjustments": "",
    "published_weights": "",
    "published_clustering": "",
    "panel_structure": "aggregate_county_panel",
    "design": "panel",
    "descriptive_metadata_status": "recorded_source_fields",
    "title": "The Gift of a Lifetime",
    "status": "ready",
    "reason": "",
    "config": "analyses/full-archive/configs/S16-P006.json",
    "input_bytes": 27635,
    "specification_type": "scalar",
    "run_status": "completed",
    "expanded_status": "processed",
    "expanded_reason": null,
    "regression_result": {
      "schema": "did-replication-v2",
      "config": {
        "outcomes": [
          "y"
        ],
        "treatments": [
          "d"
        ],
        "unit": "unit",
        "time": "time",
        "cluster": "cluster",
        "covariates": [],
        "baseline_by_time": [],
        "weight": "weight",
        "period_step": 1,
        "period_values": null,
        "display_window": [
          -10,
          10
        ],
        "seed": 20261008,
        "panelview_max_units": 100,
        "test_mode": "classical",
        "test_horizon": null,
        "post_horizon": null,
        "post_weighting": "observations",
        "sample_query": null,
        "reversal_policy": "drop_post_untreated",
        "labels": {},
        "allow_repeated_cells": true,
        "time_fe": null,
        "unit_fe": null,
        "frequency_weights": false,
        "source_sd": null,
        "require_never_control_periods": false,
        "latest_cohort_control": true,
        "slug": "s16-p006",
        "specification_id": "S16-P006",
        "source_specification_id": "GIFT-F5A-LOGIMR-CSA-POOL",
        "study_id": 16,
        "study": "The Gift of a Lifetime",
        "citation": "Hollingsworth et al. (2024), AER. https://doi.org/10.1257/aer.20230008",
        "description": "GIFT-F5A-LOGIMR-CSA-POOL",
        "data": "analyses/full-archive/prepared/S16-P006.parquet",
        "output_dir": "analyses/full-archive/results/S16-P006"
      },
      "source": {
        "file": "S16-P006.parquet",
        "bytes": 27635,
        "sha256": "5f4444f279b24009f924d7f4e3aff82e2db6799991461be0ab329b7f1b5d6506"
      },
      "versions": {
        "pyfixest": "0.60.0",
        "polars": "2.0.0",
        "duckreg": "0.4.1",
        "numpy": "2.5.3",
        "pandas": "3.0.6"
      },
      "specifications": {
        "y__d": {
          "sample": {
            "outcome": "y",
            "treatment": "d",
            "source_rows": 2100,
            "source_sd": 0.41442676800113726,
            "rows": 2100,
            "units": 100,
            "clusters": 100,
            "treated_units": 48,
            "never_treated_units": 52,
            "treated_cohorts": 12,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 2100,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 0,
            "post_adoption_untreated_rows_removed": 0,
            "units_without_minus_one_removed": 0,
            "additional_rows_removed": 0
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.21170963065786164,
              "se": 0.07301432357540215,
              "pvalue": 0.004603171738456843,
              "lower": -0.3565858892047904,
              "upper": -0.0668333721109329
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.24598018662127266,
              "se": 0.09739985301943466,
              "pvalue": 0.0131413419691964,
              "lower": -0.4392426260644604,
              "upper": -0.052717747178084945
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.3003465778609329,
              "se": 0.08943935032238012,
              "pvalue": 0.0011149450848328126,
              "lower": -0.47781365290947564,
              "upper": -0.12287950281239016
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": -0.3140427393678433,
              "se": 0.09572091796348027,
              "pvalue": 0.0014299135951448268,
              "lower": -0.5039738074123936,
              "upper": -0.12411167132329298
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -18,
                "estimate": 0.3410623696863387,
                "se": 0.3857368374361073,
                "pvalue": 0.37873913004700666,
                "lower": -0.42432320200571955,
                "upper": 1.106447941378397
              },
              {
                "event_time": -17,
                "estimate": 0.42265449691330514,
                "se": 0.2473251097263566,
                "pvalue": 0.09060227201500326,
                "lower": -0.0680921783587023,
                "upper": 0.9134011721853126
              },
              {
                "event_time": -16,
                "estimate": -0.002595132196398761,
                "se": 0.589588141625106,
                "pvalue": 0.9964968986186844,
                "lower": -1.1724659172632674,
                "upper": 1.1672756528704697
              },
              {
                "event_time": -15,
                "estimate": 0.5029229447446346,
                "se": 0.45092989038306724,
                "pvalue": 0.26742110127224766,
                "lower": -0.39181978773045234,
                "upper": 1.3976656772197216
              },
              {
                "event_time": -14,
                "estimate": 0.42463182261644733,
                "se": 0.2976648459264374,
                "pvalue": 0.1568576242276694,
                "lower": -0.1659998105621488,
                "upper": 1.0152634557950435
              },
              {
                "event_time": -13,
                "estimate": 0.05762942229575487,
                "se": 0.13924770983561371,
                "pvalue": 0.6798699421767233,
                "lower": -0.21866824402965654,
                "upper": 0.33392708862116627
              },
              {
                "event_time": -12,
                "estimate": -0.032956392675305035,
                "se": 0.18668559840948787,
                "pvalue": 0.8602349172354146,
                "lower": -0.40338112165646517,
                "upper": 0.3374683363058551
              },
              {
                "event_time": -11,
                "estimate": -0.10201129011534779,
                "se": 0.2285770643154696,
                "pvalue": 0.6563635681348466,
                "lower": -0.5555577758739613,
                "upper": 0.35153519564326574
              },
              {
                "event_time": -10,
                "estimate": -0.05248489502029632,
                "se": 0.1760965409762316,
                "pvalue": 0.7662925504740629,
                "lower": -0.40189863674106713,
                "upper": 0.29692884670047454
              },
              {
                "event_time": -9,
                "estimate": 0.23531192244010707,
                "se": 0.1819523580911745,
                "pvalue": 0.1989303411692441,
                "lower": -0.12572103086552333,
                "upper": 0.5963448757457375
              },
              {
                "event_time": -8,
                "estimate": 0.02501792020579977,
                "se": 0.17561885656453824,
                "pvalue": 0.8870095309975703,
                "lower": -0.3234479920077805,
                "upper": 0.3734838324193801
              },
              {
                "event_time": -7,
                "estimate": 0.06230195153432177,
                "se": 0.14481020246394505,
                "pvalue": 0.6679621540344979,
                "lower": -0.22503290695729916,
                "upper": 0.3496368100259427
              },
              {
                "event_time": -6,
                "estimate": 0.020664500850865745,
                "se": 0.1164213945757106,
                "pvalue": 0.8594803265093326,
                "lower": -0.2103408037935902,
                "upper": 0.2516698054953217
              },
              {
                "event_time": -5,
                "estimate": 0.014640206539429558,
                "se": 0.11300629043777975,
                "pvalue": 0.8971836244995737,
                "lower": -0.20958879058311108,
                "upper": 0.23886920366197018
              },
              {
                "event_time": -4,
                "estimate": -0.029619475082224102,
                "se": 0.11040786219952232,
                "pvalue": 0.7890472032883549,
                "lower": -0.2486926268469335,
                "upper": 0.1894536766824853
              },
              {
                "event_time": -3,
                "estimate": 0.0864052900798573,
                "se": 0.09146334121100895,
                "pvalue": 0.34711269374815307,
                "lower": -0.09507782199975921,
                "upper": 0.2678884021594738
              },
              {
                "event_time": -2,
                "estimate": 0.08855755617918905,
                "se": 0.07468943838553992,
                "pvalue": 0.23858790443301192,
                "lower": -0.05964249356986849,
                "upper": 0.23675760592824657
              },
              {
                "event_time": 0,
                "estimate": -0.10268140873487078,
                "se": 0.06569637014646872,
                "pvalue": 0.12125089769280242,
                "lower": -0.23303726003718983,
                "upper": 0.027674442567448276
              },
              {
                "event_time": 1,
                "estimate": -0.014677184991488484,
                "se": 0.07811210253291294,
                "pvalue": 0.8513404298996722,
                "lower": -0.16966854296135064,
                "upper": 0.14031417297837367
              },
              {
                "event_time": 2,
                "estimate": -0.11348784405964032,
                "se": 0.09633833067951582,
                "pvalue": 0.24161521801041672,
                "lower": -0.3046439928814734,
                "upper": 0.07766830476219277
              },
              {
                "event_time": 3,
                "estimate": -0.1413963753907641,
                "se": 0.10125606642473084,
                "pvalue": 0.16570999332428213,
                "lower": -0.3423103788416753,
                "upper": 0.0595176280601471
              },
              {
                "event_time": 4,
                "estimate": -0.17529007478059264,
                "se": 0.10230333788096656,
                "pvalue": 0.08976241742229224,
                "lower": -0.3782820920078793,
                "upper": 0.027701942446694078
              },
              {
                "event_time": 5,
                "estimate": -0.2288043212632879,
                "se": 0.1075335909487705,
                "pvalue": 0.03584160278845358,
                "lower": -0.44217429528879804,
                "upper": -0.015434347237777729
              },
              {
                "event_time": 6,
                "estimate": -0.23938831755857004,
                "se": 0.11960627400229869,
                "pvalue": 0.04807851308290257,
                "lower": -0.4767131139500209,
                "upper": -0.002063521167119192
              },
              {
                "event_time": 7,
                "estimate": -0.2833122790929642,
                "se": 0.12820797433994002,
                "pvalue": 0.029424051244322257,
                "lower": -0.5377047151068296,
                "upper": -0.028919843079098784
              },
              {
                "event_time": 8,
                "estimate": -0.317895109128402,
                "se": 0.12349413080994646,
                "pvalue": 0.011529082498646407,
                "lower": -0.5629342569029282,
                "upper": -0.07285596135387581
              },
              {
                "event_time": 9,
                "estimate": -0.3147570481466475,
                "se": 0.13464706602561652,
                "pvalue": 0.021418412870520695,
                "lower": -0.5819260390360514,
                "upper": -0.04758805725724363
              },
              {
                "event_time": 10,
                "estimate": -0.2243628119613172,
                "se": 0.14547622533011179,
                "pvalue": 0.12619985713005938,
                "lower": -0.5130192043141304,
                "upper": 0.06429358039149596
              },
              {
                "event_time": 11,
                "estimate": -0.4378499127965053,
                "se": 0.16851441699674127,
                "pvalue": 0.010798518834284883,
                "lower": -0.7722190755881416,
                "upper": -0.103480750004869
              },
              {
                "event_time": 12,
                "estimate": -0.3068107853931942,
                "se": 0.18792913946363177,
                "pvalue": 0.10573252793586296,
                "lower": -0.6797029696139802,
                "upper": 0.0660813988275919
              },
              {
                "event_time": 13,
                "estimate": -0.38053292113663,
                "se": 0.21262457295928636,
                "pvalue": 0.07656058715357032,
                "lower": -0.802426203126269,
                "upper": 0.041360360853008926
              },
              {
                "event_time": 14,
                "estimate": -0.8735081855364785,
                "se": 0.23064891559530465,
                "pvalue": 0.0002615268818607897,
                "lower": -1.3311656737257067,
                "upper": -0.4158506973472502
              },
              {
                "event_time": 15,
                "estimate": -1.1528512080420896,
                "se": 0.16246680830782492,
                "pvalue": 1.9567021948312844e-10,
                "lower": -1.4752206031566168,
                "upper": -0.8304818129275624
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -18,
                "estimate": 0.27091699286672455,
                "se": 0.43605108423774364,
                "pvalue": 0.5358325538439186,
                "lower": -0.5943029602354432,
                "upper": 1.1361369459688921
              },
              {
                "event_time": -17,
                "estimate": 0.3818485539350569,
                "se": 0.2735098120228177,
                "pvalue": 0.1658055228769797,
                "lower": -0.16085425150583244,
                "upper": 0.9245513593759462
              },
              {
                "event_time": -16,
                "estimate": -0.013911297636112867,
                "se": 0.4400546809498574,
                "pvalue": 0.9748445950588481,
                "lower": -0.8870752552017723,
                "upper": 0.8592526599295466
              },
              {
                "event_time": -15,
                "estimate": 0.43149079645906874,
                "se": 0.31692031691329914,
                "pvalue": 0.1764425486319799,
                "lower": -0.19734786866243892,
                "upper": 1.0603294615805763
              },
              {
                "event_time": -14,
                "estimate": 0.29906909209111576,
                "se": 0.22602288924524333,
                "pvalue": 0.18882323910810397,
                "lower": -0.14940935619583534,
                "upper": 0.7475475403780669
              },
              {
                "event_time": -13,
                "estimate": -0.01411122538566352,
                "se": 0.05914179126974841,
                "pvalue": 0.8119090407990898,
                "lower": -0.1314613701702839,
                "upper": 0.10323891939895685
              },
              {
                "event_time": -12,
                "estimate": -0.06216767343877764,
                "se": 0.07183936792659633,
                "pvalue": 0.38892763200956487,
                "lower": -0.20471256506998364,
                "upper": 0.08037721819242838
              },
              {
                "event_time": -11,
                "estimate": -0.12751362825479162,
                "se": 0.13583741628625426,
                "pvalue": 0.3501579043710865,
                "lower": -0.3970445323096782,
                "upper": 0.14201727580009493
              },
              {
                "event_time": -10,
                "estimate": -0.03361219738676283,
                "se": 0.0969494520773594,
                "pvalue": 0.7295539227516014,
                "lower": -0.22598094364567434,
                "upper": 0.15875654887214868
              },
              {
                "event_time": -9,
                "estimate": 0.2241738282219467,
                "se": 0.11384359517744734,
                "pvalue": 0.05173247127857115,
                "lower": -0.001716563158686013,
                "upper": 0.4500642196025794
              },
              {
                "event_time": -8,
                "estimate": 0.0159786593409868,
                "se": 0.1040795480411061,
                "pvalue": 0.8782979413046796,
                "lower": -0.1905377441956288,
                "upper": 0.2224950628776024
              },
              {
                "event_time": -7,
                "estimate": 0.03781622744685288,
                "se": 0.0603079068199364,
                "pvalue": 0.5320682404849505,
                "lower": -0.08184774357995901,
                "upper": 0.1574801984736648
              },
              {
                "event_time": -6,
                "estimate": -0.0303008511189079,
                "se": 0.05660207309528764,
                "pvalue": 0.5936214239208399,
                "lower": -0.1426116440495111,
                "upper": 0.08200994181169531
              },
              {
                "event_time": -5,
                "estimate": -0.022578802031641348,
                "se": 0.05813214540053362,
                "pvalue": 0.6985505220981922,
                "lower": -0.13792559036746654,
                "upper": 0.09276798630418384
              },
              {
                "event_time": -4,
                "estimate": -0.07112002251278166,
                "se": 0.04664672138345987,
                "pvalue": 0.13053416712128885,
                "lower": -0.16367723781777133,
                "upper": 0.02143719279220803
              },
              {
                "event_time": -3,
                "estimate": 0.026637782143191572,
                "se": 0.03892572354444802,
                "pvalue": 0.49536984657160993,
                "lower": -0.050599298366468703,
                "upper": 0.10387486265285184
              },
              {
                "event_time": -2,
                "estimate": 0.024151303084064296,
                "se": 0.049649269626039584,
                "pvalue": 0.6277315930236537,
                "lower": -0.07436361934180806,
                "upper": 0.12266622550993665
              },
              {
                "event_time": -1,
                "estimate": -0.044505759405374705,
                "se": 0.05702806608207025,
                "pvalue": 0.43700656375451,
                "lower": -0.15766181484160888,
                "upper": 0.06865029603085948
              },
              {
                "event_time": 0,
                "estimate": -0.16513010744956375,
                "se": 0.07486317777736638,
                "pvalue": 0.029713983167656662,
                "lower": -0.31367489384504166,
                "upper": -0.016585321054085805
              },
              {
                "event_time": 1,
                "estimate": -0.0661575758151632,
                "se": 0.07591440717983008,
                "pvalue": 0.3856028560429207,
                "lower": -0.21678822941101566,
                "upper": 0.08447307778068928
              },
              {
                "event_time": 2,
                "estimate": -0.18735353200420596,
                "se": 0.08964701912644607,
                "pvalue": 0.03918948539803474,
                "lower": -0.365232667014092,
                "upper": -0.0094743969943199
              },
              {
                "event_time": 3,
                "estimate": -0.21860505795186727,
                "se": 0.10104407404592834,
                "pvalue": 0.032912154160252095,
                "lower": -0.4190984225311514,
                "upper": -0.018111693372583115
              },
              {
                "event_time": 4,
                "estimate": -0.25661649857077573,
                "se": 0.115067816175792,
                "pvalue": 0.02799701664014044,
                "lower": -0.4849360100088119,
                "upper": -0.02829698713273951
              },
              {
                "event_time": 5,
                "estimate": -0.29943279398153033,
                "se": 0.11586644115990462,
                "pvalue": 0.011217298479206652,
                "lower": -0.5293369506510033,
                "upper": -0.06952863731205741
              },
              {
                "event_time": 6,
                "estimate": -0.2896515163355276,
                "se": 0.12305898803817485,
                "pvalue": 0.02056019743141676,
                "lower": -0.5338272464459443,
                "upper": -0.04547578622511092
              },
              {
                "event_time": 7,
                "estimate": -0.33986887302111424,
                "se": 0.12713511068436786,
                "pvalue": 0.008786326593227839,
                "lower": -0.5921325147828524,
                "upper": -0.08760523125937608
              },
              {
                "event_time": 8,
                "estimate": -0.3824475180482585,
                "se": 0.11828633380348391,
                "pvalue": 0.0016633746281746382,
                "lower": -0.6171532667221407,
                "upper": -0.14774176937437627
              },
              {
                "event_time": 9,
                "estimate": -0.39833367668164493,
                "se": 0.13576254992801245,
                "pvalue": 0.004158160308234746,
                "lower": -0.6677160296394046,
                "upper": -0.1289513237238853
              },
              {
                "event_time": 10,
                "estimate": -0.2815641718536017,
                "se": 0.13873978278873395,
                "pvalue": 0.04509714977264235,
                "lower": -0.5568540007224251,
                "upper": -0.006274342984778358
              },
              {
                "event_time": 11,
                "estimate": -0.5237504729321323,
                "se": 0.15220768445236613,
                "pvalue": 0.0008500711367240194,
                "lower": -0.8257635405842335,
                "upper": -0.22173740528003105
              },
              {
                "event_time": 12,
                "estimate": -0.3467012756236689,
                "se": 0.1925309733316937,
                "pvalue": 0.07478623345129086,
                "lower": -0.728724496613848,
                "upper": 0.03532194536651012
              },
              {
                "event_time": 13,
                "estimate": -0.31087471140665435,
                "se": 0.18586336983874124,
                "pvalue": 0.0975639430930188,
                "lower": -0.6796679605196603,
                "upper": 0.057918537706351636
              },
              {
                "event_time": 14,
                "estimate": -0.8660037717113176,
                "se": 0.1961078761023635,
                "pvalue": 2.570338026083647e-05,
                "lower": -1.255124343813236,
                "upper": -0.4768831996093991
              },
              {
                "event_time": 15,
                "estimate": -0.7083880212231993,
                "se": 0.10692525315475686,
                "pvalue": 1.8248350891714023e-09,
                "lower": -0.9205509210855369,
                "upper": -0.4962251213608617
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -18,
                "estimate": 0.33160506620167596,
                "se": 0.15241016582605738,
                "pvalue": 0.03195424253158256,
                "lower": 0.029190231575516035,
                "upper": 0.6340199008278359
              },
              {
                "event_time": -17,
                "estimate": 0.41325402680436046,
                "se": 0.5351314976933587,
                "pvalue": 0.44180742108893806,
                "lower": -0.6485629622466293,
                "upper": 1.4750710158553504
              },
              {
                "event_time": -16,
                "estimate": 0.011385864480954714,
                "se": 0.9656112639734681,
                "pvalue": 0.9906158076999853,
                "lower": -1.9045963741379872,
                "upper": 1.9273681030998968
              },
              {
                "event_time": -15,
                "estimate": 0.48311235107944117,
                "se": 0.6129325275337313,
                "pvalue": 0.4324640123206053,
                "lower": -0.7330787602316969,
                "upper": 1.6993034623905792
              },
              {
                "event_time": -14,
                "estimate": 0.6485178906732526,
                "se": 0.20228653536527746,
                "pvalue": 0.001812921544576294,
                "lower": 0.24713751812378376,
                "upper": 1.0498982632227214
              },
              {
                "event_time": -13,
                "estimate": 0.28968879270857517,
                "se": 0.16727637080723767,
                "pvalue": 0.08642440915456356,
                "lower": -0.04222381784700113,
                "upper": 0.6216014032641515
              },
              {
                "event_time": -12,
                "estimate": 0.19796861668723909,
                "se": 0.19102589373856457,
                "pvalue": 0.30256623627953194,
                "lower": -0.1810681998607664,
                "upper": 0.5770054332352446
              },
              {
                "event_time": -11,
                "estimate": 0.13217812505873688,
                "se": 0.19639581971118725,
                "pvalue": 0.5025032070047877,
                "lower": -0.25751378963291066,
                "upper": 0.5218700397503844
              },
              {
                "event_time": -10,
                "estimate": 0.09264119409742905,
                "se": 0.15802827354775414,
                "pvalue": 0.559054023195451,
                "lower": -0.22092118510596015,
                "upper": 0.40620357330081824
              },
              {
                "event_time": -9,
                "estimate": 0.41573843216656853,
                "se": 0.12588262727247826,
                "pvalue": 0.0013336489004247692,
                "lower": 0.16595998922228253,
                "upper": 0.6655168751108546
              },
              {
                "event_time": -8,
                "estimate": 0.1267179266241731,
                "se": 0.13760755884802559,
                "pvalue": 0.35935967405879854,
                "lower": -0.14632532430850473,
                "upper": 0.3997611775568509
              },
              {
                "event_time": -7,
                "estimate": 0.13947971314517035,
                "se": 0.12391043942532877,
                "pvalue": 0.2630354069400472,
                "lower": -0.1063854812410889,
                "upper": 0.3853449075314296
              },
              {
                "event_time": -6,
                "estimate": 0.00204988984879656,
                "se": 0.10195658493315744,
                "pvalue": 0.983999665298914,
                "lower": -0.20025409430143473,
                "upper": 0.20435387399902785
              },
              {
                "event_time": -5,
                "estimate": -0.003924958595748304,
                "se": 0.09189358829883568,
                "pvalue": 0.9660171435247884,
                "lower": -0.1862617742404013,
                "upper": 0.17841185704890467
              },
              {
                "event_time": -4,
                "estimate": -0.03828485454916089,
                "se": 0.08168771561051927,
                "pvalue": 0.6403335040023534,
                "lower": -0.20037100459992363,
                "upper": 0.12380129550160185
              },
              {
                "event_time": -3,
                "estimate": 0.06307616154441711,
                "se": 0.08421054009331502,
                "pvalue": 0.45561557376041534,
                "lower": -0.10401581961098619,
                "upper": 0.23016814269982042
              },
              {
                "event_time": -2,
                "estimate": 0.08995177838530431,
                "se": 0.07077915901515551,
                "pvalue": 0.20674972088005716,
                "lower": -0.05048942875159783,
                "upper": 0.23039298552220644
              },
              {
                "event_time": 0,
                "estimate": -0.1291901635281304,
                "se": 0.068054052355227,
                "pvalue": 0.06056298026707617,
                "lower": -0.2642241678355214,
                "upper": 0.005843840779260562
              },
              {
                "event_time": 1,
                "estimate": -0.05287858946370824,
                "se": 0.09016150995458806,
                "pvalue": 0.5588829525688527,
                "lower": -0.23177858589622938,
                "upper": 0.1260214069688129
              },
              {
                "event_time": 2,
                "estimate": -0.20818983204660202,
                "se": 0.10339972091012616,
                "pvalue": 0.04678191953252874,
                "lower": -0.4133573110657789,
                "upper": -0.0030223530274251786
              },
              {
                "event_time": 3,
                "estimate": -0.24911947973922505,
                "se": 0.10575848281734106,
                "pvalue": 0.02046682195503052,
                "lower": -0.458967254119454,
                "upper": -0.0392717053589961
              },
              {
                "event_time": 4,
                "estimate": -0.26906813830765575,
                "se": 0.12193125401867586,
                "pvalue": 0.02964456477612093,
                "lower": -0.5110061994597018,
                "upper": -0.027130077155609666
              },
              {
                "event_time": 5,
                "estimate": -0.28942523725623703,
                "se": 0.11714582739337917,
                "pvalue": 0.015196101068987361,
                "lower": -0.5218679737777965,
                "upper": -0.056982500734677616
              },
              {
                "event_time": 6,
                "estimate": -0.29977396217575925,
                "se": 0.1256973124019688,
                "pvalue": 0.018988481714701827,
                "lower": -0.5491847002125994,
                "upper": -0.050363224138919166
              },
              {
                "event_time": 7,
                "estimate": -0.3781278005721445,
                "se": 0.12862806415038383,
                "pvalue": 0.004089116320567145,
                "lower": -0.6333537859090812,
                "upper": -0.12290181523520777
              },
              {
                "event_time": 8,
                "estimate": -0.3973148852257229,
                "se": 0.12589652992702793,
                "pvalue": 0.002120193986529105,
                "lower": -0.6471209140528384,
                "upper": -0.1475088563986074
              },
              {
                "event_time": 9,
                "estimate": -0.4184340394899107,
                "se": 0.14795714350163308,
                "pvalue": 0.00566825026188499,
                "lower": -0.7120131117341552,
                "upper": -0.12485496724566625
              },
              {
                "event_time": 10,
                "estimate": -0.3177718573669469,
                "se": 0.13981536572422384,
                "pvalue": 0.025199976364699818,
                "lower": -0.5951958761292064,
                "upper": -0.040347838604687436
              },
              {
                "event_time": 11,
                "estimate": -0.5313563492660679,
                "se": 0.16647721943578128,
                "pvalue": 0.0018954122251504239,
                "lower": -0.8616832701235169,
                "upper": -0.20102942840861893
              },
              {
                "event_time": 12,
                "estimate": -0.3776439896333749,
                "se": 0.17151979385121469,
                "pvalue": 0.030004880199362996,
                "lower": -0.7179764721255628,
                "upper": -0.03731150714118703
              },
              {
                "event_time": 13,
                "estimate": -0.31630326355885285,
                "se": 0.17516872915403287,
                "pvalue": 0.07400329527780311,
                "lower": -0.6638760253341347,
                "upper": 0.03126949821642899
              },
              {
                "event_time": 14,
                "estimate": -0.9760871197258545,
                "se": 0.2168443397179627,
                "pvalue": 1.8453287198175033e-05,
                "lower": -1.4063533344497998,
                "upper": -0.5458209050019092
              },
              {
                "event_time": 15,
                "estimate": -0.5929557031661883,
                "se": 0.12104280806725898,
                "pvalue": 3.764617213092483e-06,
                "lower": -0.8331308948008647,
                "upper": -0.3527805115315119
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0,
              6.0,
              7.0,
              8.0,
              9.0,
              10.0,
              11.0,
              12.0,
              13.0,
              14.0,
              15.0
            ],
            "weights": [
              0.07639657840718508,
              0.07516625547979357,
              0.07543660275462828,
              0.07324630417467995,
              0.07307308765727089,
              0.07457375785949712,
              0.074606134778639,
              0.06770499446354683,
              0.06643096269531376,
              0.06401888221924354,
              0.06253601932254535,
              0.06144815483937811,
              0.06288407120332058,
              0.06385699762353414,
              0.02717880477365296,
              0.001442391747770849
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 1.1102230246251565e-16,
            "package_aggregate_vs_estimable_cell_weights": null,
            "saturated_vs_deviations_relative_rss_difference": 3.1784203842688507e-16
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "F": 1.0632582687808734,
            "df_num": 97,
            "df_den": 1740,
            "pvalue": 0.3215879750210392,
            "log10_pvalue": -0.4927001989772101,
            "inference": "Homoskedastic nested-model F",
            "observations": 2100,
            "design_columns": 240,
            "restricted_design_columns": 143,
            "fixed_effect_rank": 120,
            "covariance_rank": 97,
            "rss_unrestricted": 366267.85557730566,
            "rss_restricted": 387977.8674307696,
            "test_horizon": null,
            "reference_cohort": 6,
            "pyfixest": "0.27.0",
            "formulaic": "1.0.2",
            "design_head": {
              "index": [
                0,
                1,
                2,
                3,
                4
              ],
              "columns": [
                "C(rel_time, contr.treatment(base=-1.0))[T.-18.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-17.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-16.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-15.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-14.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-13.0]"
              ],
              "data": [
                [
                  -0.5822501128938818,
                  0.02826353135468359,
                  0.029152203674997067,
                  -0.2489488023578749,
                  -1.0703728677246855,
                  -0.5266835961911177
                ],
                [
                  0.027715638131097963,
                  -0.5511036207611877,
                  0.02753335300001259,
                  0.03905942086115778,
                  -0.18476483435420765,
                  -1.1256388109088133
                ],
                [
                  0.028419565604763806,
                  0.027412115196551637,
                  -0.5613712994213701,
                  0.04122669163693121,
                  0.09627332617613464,
                  -0.16858854637301995
                ],
                [
                  0.027783649387909354,
                  0.02687835577233194,
                  0.027817402768422775,
                  -0.5338428430322796,
                  0.09142668239908933,
                  0.13065331073537734
                ],
                [
                  0.026102194771704394,
                  0.02521966010469387,
                  0.026056970172030174,
                  0.03831632584584565,
                  -0.44999517334705735,
                  0.12931471814459755
                ]
              ]
            },
            "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_7,ref=-1.0)+i(rel_time,cohort_dummy_8,ref=-1.0)+i(rel_time,cohort_dummy_9,ref=-1.0)+i(rel_time,cohort_dummy_10,ref=-1.0)+i(rel_time,cohort_dummy_11,ref=-1.0)+i(rel_time,cohort_dummy_12,ref=-1.0)+i(rel_time,cohort_dummy_13,ref=-1.0)+i(rel_time,cohort_dummy_14,ref=-1.0)+i(rel_time,cohort_dummy_15,ref=-1.0)+i(rel_time,cohort_dummy_16,ref=-1.0)+i(rel_time,cohort_dummy_19,ref=-1.0)|unit_fe+time_fe",
            "restriction_names": [
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_19",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_19"
            ],
            "deviations": [
              {
                "event_time": -6.0,
                "cohort": 7,
                "estimate": -0.3747373126239657
              },
              {
                "event_time": -5.0,
                "cohort": 7,
                "estimate": -0.7438629446112117
              },
              {
                "event_time": -4.0,
                "cohort": 7,
                "estimate": -0.3939422922714732
              },
              {
                "event_time": -3.0,
                "cohort": 7,
                "estimate": -0.20109038127703405
              },
              {
                "event_time": -2.0,
                "cohort": 7,
                "estimate": 0.283724604403787
              },
              {
                "event_time": 0.0,
                "cohort": 7,
                "estimate": -0.3058892197151354
              },
              {
                "event_time": 1.0,
                "cohort": 7,
                "estimate": -0.5765546226293912
              },
              {
                "event_time": 2.0,
                "cohort": 7,
                "estimate": -0.43920900403490115
              },
              {
                "event_time": 3.0,
                "cohort": 7,
                "estimate": -1.2688824574575843
              },
              {
                "event_time": 4.0,
                "cohort": 7,
                "estimate": 0.0020449345385909756
              },
              {
                "event_time": 5.0,
                "cohort": 7,
                "estimate": -0.6955166314150892
              },
              {
                "event_time": 6.0,
                "cohort": 7,
                "estimate": -1.1925337993532377
              },
              {
                "event_time": 7.0,
                "cohort": 7,
                "estimate": -1.6736159359471863
              },
              {
                "event_time": 8.0,
                "cohort": 7,
                "estimate": -0.6749084718864844
              },
              {
                "event_time": 9.0,
                "cohort": 7,
                "estimate": -0.838165265758682
              },
              {
                "event_time": 10.0,
                "cohort": 7,
                "estimate": -0.7667506097875983
              },
              {
                "event_time": 11.0,
                "cohort": 7,
                "estimate": -0.8069454059999415
              },
              {
                "event_time": 12.0,
                "cohort": 7,
                "estimate": -0.9465081888989697
              },
              {
                "event_time": 13.0,
                "cohort": 7,
                "estimate": -1.0370418639087733
              },
              {
                "event_time": 14.0,
                "cohort": 7,
                "estimate": -1.3045216211271327
              },
              {
                "event_time": -7.0,
                "cohort": 8,
                "estimate": 0.4348843663012569
              },
              {
                "event_time": -6.0,
                "cohort": 8,
                "estimate": -0.0017660718508228724
              },
              {
                "event_time": -5.0,
                "cohort": 8,
                "estimate": -0.5518062909020323
              },
              {
                "event_time": -4.0,
                "cohort": 8,
                "estimate": -0.011323197184440081
              },
              {
                "event_time": -3.0,
                "cohort": 8,
                "estimate": -0.1688748568093007
              },
              {
                "event_time": -2.0,
                "cohort": 8,
                "estimate": 0.47444055449712985
              },
              {
                "event_time": 0.0,
                "cohort": 8,
                "estimate": -0.3645423462376217
              },
              {
                "event_time": 1.0,
                "cohort": 8,
                "estimate": -0.4859794561134287
              },
              {
                "event_time": 2.0,
                "cohort": 8,
                "estimate": -0.4248085147675959
              },
              {
                "event_time": 3.0,
                "cohort": 8,
                "estimate": -0.9073945473289444
              },
              {
                "event_time": 4.0,
                "cohort": 8,
                "estimate": 0.07989001793222578
              },
              {
                "event_time": 5.0,
                "cohort": 8,
                "estimate": -0.20767694523958097
              },
              {
                "event_time": 6.0,
                "cohort": 8,
                "estimate": -0.6689015618715113
              },
              {
                "event_time": 7.0,
                "cohort": 8,
                "estimate": -1.1331281041115635
              },
              {
                "event_time": 8.0,
                "cohort": 8,
                "estimate": -0.13404763906153694
              },
              {
                "event_time": 9.0,
                "cohort": 8,
                "estimate": -0.5025036151845643
              },
              {
                "event_time": 10.0,
                "cohort": 8,
                "estimate": 0.06229331775387077
              },
              {
                "event_time": 11.0,
                "cohort": 8,
                "estimate": -0.16147101354192828
              },
              {
                "event_time": 12.0,
                "cohort": 8,
                "estimate": 0.04560133840774783
              },
              {
                "event_time": 13.0,
                "cohort": 8,
                "estimate": -0.06157912380400754
              },
              {
                "event_time": -8.0,
                "cohort": 9,
                "estimate": 0.21217779229330813
              },
              {
                "event_time": -7.0,
                "cohort": 9,
                "estimate": -0.27586647505716594
              },
              {
                "event_time": -6.0,
                "cohort": 9,
                "estimate": -0.38882270719413087
              },
              {
                "event_time": -5.0,
                "cohort": 9,
                "estimate": -0.9115320476962178
              },
              {
                "event_time": -4.0,
                "cohort": 9,
                "estimate": -0.48197058811473664
              },
              {
                "event_time": -3.0,
                "cohort": 9,
                "estimate": -0.190242841956404
              },
              {
                "event_time": -2.0,
                "cohort": 9,
                "estimate": 0.3862563626175246
              },
              {
                "event_time": 0.0,
                "cohort": 9,
                "estimate": -0.5970847196033865
              },
              {
                "event_time": 1.0,
                "cohort": 9,
                "estimate": -1.1748086643677842
              },
              {
                "event_time": 2.0,
                "cohort": 9,
                "estimate": -1.1511815727608077
              },
              {
                "event_time": 3.0,
                "cohort": 9,
                "estimate": -1.5539534028767101
              },
              {
                "event_time": 4.0,
                "cohort": 9,
                "estimate": -0.6033081214696409
              },
              {
                "event_time": 5.0,
                "cohort": 9,
                "estimate": -0.3274802446776063
              },
              {
                "event_time": 6.0,
                "cohort": 9,
                "estimate": -1.4161929401517306
              },
              {
                "event_time": 7.0,
                "cohort": 9,
                "estimate": -1.4717487862807095
              },
              {
                "event_time": 8.0,
                "cohort": 9,
                "estimate": -0.3642830807074233
              },
              {
                "event_time": 9.0,
                "cohort": 9,
                "estimate": -0.6960129709669189
              },
              {
                "event_time": 10.0,
                "cohort": 9,
                "estimate": -0.3318914122976045
              },
              {
                "event_time": 11.0,
                "cohort": 9,
                "estimate": -0.43156103345403674
              },
              {
                "event_time": 12.0,
                "cohort": 9,
                "estimate": -0.42120531233983727
              },
              {
                "event_time": -9.0,
                "cohort": 10,
                "estimate": 1.0321411735589274
              },
              {
                "event_time": -8.0,
                "cohort": 10,
                "estimate": 1.3168071290971197
              },
              {
                "event_time": -7.0,
                "cohort": 10,
                "estimate": 1.0439932816741313
              },
              {
                "event_time": -6.0,
                "cohort": 10,
                "estimate": 0.21665930873063027
              },
              {
                "event_time": -5.0,
                "cohort": 10,
                "estimate": -0.2074337227634408
              },
              {
                "event_time": -4.0,
                "cohort": 10,
                "estimate": 0.49453177809414045
              },
              {
                "event_time": -3.0,
                "cohort": 10,
                "estimate": 0.36196424654623494
              },
              {
                "event_time": -2.0,
                "cohort": 10,
                "estimate": 0.40608309404593707
              },
              {
                "event_time": 0.0,
                "cohort": 10,
                "estimate": -0.5213404719399709
              },
              {
                "event_time": 1.0,
                "cohort": 10,
                "estimate": -0.8800996849798368
              },
              {
                "event_time": 2.0,
                "cohort": 10,
                "estimate": 0.120823882655596
              },
              {
                "event_time": 3.0,
                "cohort": 10,
                "estimate": -0.5084750562235787
              },
              {
                "event_time": 4.0,
                "cohort": 10,
                "estimate": 0.3578096205713344
              },
              {
                "event_time": 5.0,
                "cohort": 10,
                "estimate": 0.35312990042461734
              },
              {
                "event_time": 6.0,
                "cohort": 10,
                "estimate": -0.32540893342906296
              },
              {
                "event_time": 7.0,
                "cohort": 10,
                "estimate": -0.637641760260105
              },
              {
                "event_time": 8.0,
                "cohort": 10,
                "estimate": 0.09586934878679995
              },
              {
                "event_time": 9.0,
                "cohort": 10,
                "estimate": -0.20890374047981133
              },
              {
                "event_time": 10.0,
                "cohort": 10,
                "estimate": 0.21145265251421858
              },
              {
                "event_time": 11.0,
                "cohort": 10,
                "estimate": 0.3033127821003999
              },
              {
                "event_time": -10.0,
                "cohort": 11,
                "estimate": -0.40400045239098886
              },
              {
                "event_time": -9.0,
                "cohort": 11,
                "estimate": 0.27621095525885764
              },
              {
                "event_time": -8.0,
                "cohort": 11,
                "estimate": 0.25887918452292463
              },
              {
                "event_time": -7.0,
                "cohort": 11,
                "estimate": -0.7005855006512611
              },
              {
                "event_time": -6.0,
                "cohort": 11,
                "estimate": -1.0127577456318706
              },
              {
                "event_time": -5.0,
                "cohort": 11,
                "estimate": -2.1270126649065375
              },
              {
                "event_time": -4.0,
                "cohort": 11,
                "estimate": -1.9353622562419732
              },
              {
                "event_time": -3.0,
                "cohort": 11,
                "estimate": -1.0933900177465004
              },
              {
                "event_time": -2.0,
                "cohort": 11,
                "estimate": -0.33097203508040945
              },
              {
                "event_time": 0.0,
                "cohort": 11,
                "estimate": -0.7554733392593922
              },
              {
                "event_time": 1.0,
                "cohort": 11,
                "estimate": -0.576685630385843
              },
              {
                "event_time": 2.0,
                "cohort": 11,
                "estimate": -0.9717552250099906
              },
              {
                "event_time": 3.0,
                "cohort": 11,
                "estimate": -1.2088912201378759
              },
              {
                "event_time": 4.0,
                "cohort": 11,
                "estimate": 0.15660816269778183
              },
              {
                "event_time": 5.0,
                "cohort": 11,
                "estimate": -0.5174060649212724
              },
              {
                "event_time": 6.0,
                "cohort": 11,
                "estimate": -0.5020386691544941
              },
              {
                "event_time": 7.0,
                "cohort": 11,
                "estimate": -1.1711162929218077
              },
              {
                "event_time": 8.0,
                "cohort": 11,
                "estimate": -0.12289523303773389
              },
              {
                "event_time": 9.0,
                "cohort": 11,
                "estimate": -0.4462105558363648
              },
              {
                "event_time": 10.0,
                "cohort": 11,
                "estimate": -0.19309062495173818
              },
              {
                "event_time": -11.0,
                "cohort": 12,
                "estimate": 0.19835745414816172
              },
              {
                "event_time": -10.0,
                "cohort": 12,
                "estimate": 0.3801418448577361
              },
              {
                "event_time": -9.0,
                "cohort": 12,
                "estimate": 0.4003128769282115
              },
              {
                "event_time": -8.0,
                "cohort": 12,
                "estimate": 1.550686018059218
              },
              {
                "event_time": -7.0,
                "cohort": 12,
                "estimate": 0.2986819932042913
              },
              {
                "event_time": -6.0,
                "cohort": 12,
                "estimate": 0.6620187345318611
              },
              {
                "event_time": -5.0,
                "cohort": 12,
                "estimate": -0.17140647825386396
              },
              {
                "event_time": -4.0,
                "cohort": 12,
                "estimate": 0.08045449104047418
              },
              {
                "event_time": -3.0,
                "cohort": 12,
                "estimate": -0.16215290837704324
              },
              {
                "event_time": -2.0,
                "cohort": 12,
                "estimate": 0.13379261525143432
              },
              {
                "event_time": 0.0,
                "cohort": 12,
                "estimate": 0.31861551167716723
              },
              {
                "event_time": 1.0,
                "cohort": 12,
                "estimate": 0.15542402587196769
              },
              {
                "event_time": 2.0,
                "cohort": 12,
                "estimate": -0.1964762173013369
              },
              {
                "event_time": 3.0,
                "cohort": 12,
                "estimate": -0.10349308990948476
              },
              {
                "event_time": 4.0,
                "cohort": 12,
                "estimate": 0.20865760688804724
              },
              {
                "event_time": 5.0,
                "cohort": 12,
                "estimate": 0.05968124801536971
              },
              {
                "event_time": 6.0,
                "cohort": 12,
                "estimate": -0.13530031591224934
              },
              {
                "event_time": 7.0,
                "cohort": 12,
                "estimate": -1.0451895374011
              },
              {
                "event_time": 8.0,
                "cohort": 12,
                "estimate": -0.043242886472118464
              },
              {
                "event_time": 9.0,
                "cohort": 12,
                "estimate": 0.016119672023840736
              },
              {
                "event_time": -12.0,
                "cohort": 13,
                "estimate": -0.29586265464132083
              },
              {
                "event_time": -11.0,
                "cohort": 13,
                "estimate": -0.11837460076827201
              },
              {
                "event_time": -10.0,
                "cohort": 13,
                "estimate": 0.1371161664358585
              },
              {
                "event_time": -9.0,
                "cohort": 13,
                "estimate": 0.7334774178917989
              },
              {
                "event_time": -8.0,
                "cohort": 13,
                "estimate": 1.043474939566603
              },
              {
                "event_time": -7.0,
                "cohort": 13,
                "estimate": 0.5059730700844736
              },
              {
                "event_time": -6.0,
                "cohort": 13,
                "estimate": 0.228963765185683
              },
              {
                "event_time": -5.0,
                "cohort": 13,
                "estimate": -0.2957458251389097
              },
              {
                "event_time": -4.0,
                "cohort": 13,
                "estimate": -0.20262454397546031
              },
              {
                "event_time": -3.0,
                "cohort": 13,
                "estimate": 0.10110373280544617
              },
              {
                "event_time": -2.0,
                "cohort": 13,
                "estimate": 0.5912426801491361
              },
              {
                "event_time": 0.0,
                "cohort": 13,
                "estimate": -0.04824849641345981
              },
              {
                "event_time": 1.0,
                "cohort": 13,
                "estimate": -0.5734982659400709
              },
              {
                "event_time": 2.0,
                "cohort": 13,
                "estimate": -0.548006152867652
              },
              {
                "event_time": 3.0,
                "cohort": 13,
                "estimate": -0.2460764531598662
              },
              {
                "event_time": 4.0,
                "cohort": 13,
                "estimate": 0.45338147404950524
              },
              {
                "event_time": 5.0,
                "cohort": 13,
                "estimate": 0.02104113956861192
              },
              {
                "event_time": 6.0,
                "cohort": 13,
                "estimate": -0.6254072838280702
              },
              {
                "event_time": 7.0,
                "cohort": 13,
                "estimate": -0.42519827786013004
              },
              {
                "event_time": 8.0,
                "cohort": 13,
                "estimate": 0.8051090832818708
              },
              {
                "event_time": -13.0,
                "cohort": 14,
                "estimate": 0.07574553928502084
              },
              {
                "event_time": -12.0,
                "cohort": 14,
                "estimate": -0.24470151406092183
              },
              {
                "event_time": -11.0,
                "cohort": 14,
                "estimate": 0.629784613202309
              },
              {
                "event_time": -10.0,
                "cohort": 14,
                "estimate": -0.5330450326849757
              },
              {
                "event_time": -9.0,
                "cohort": 14,
                "estimate": 0.46980123083866104
              },
              {
                "event_time": -8.0,
                "cohort": 14,
                "estimate": 0.8076892803561901
              },
              {
                "event_time": -7.0,
                "cohort": 14,
                "estimate": 0.5468563197953569
              },
              {
                "event_time": -6.0,
                "cohort": 14,
                "estimate": 0.5785402987904612
              },
              {
                "event_time": -5.0,
                "cohort": 14,
                "estimate": -0.12031304223154024
              },
              {
                "event_time": -4.0,
                "cohort": 14,
                "estimate": -0.158898630568478
              },
              {
                "event_time": -3.0,
                "cohort": 14,
                "estimate": -0.41673866201039034
              },
              {
                "event_time": -2.0,
                "cohort": 14,
                "estimate": 0.6953602242919608
              },
              {
                "event_time": 0.0,
                "cohort": 14,
                "estimate": -0.20454270603679073
              },
              {
                "event_time": 1.0,
                "cohort": 14,
                "estimate": -0.07616926713606209
              },
              {
                "event_time": 2.0,
                "cohort": 14,
                "estimate": -0.44416268104631906
              },
              {
                "event_time": 3.0,
                "cohort": 14,
                "estimate": -0.3332328711142207
              },
              {
                "event_time": 4.0,
                "cohort": 14,
                "estimate": 0.7738588564064084
              },
              {
                "event_time": 5.0,
                "cohort": 14,
                "estimate": -0.2609606643215586
              },
              {
                "event_time": 6.0,
                "cohort": 14,
                "estimate": -0.12739101884978613
              },
              {
                "event_time": 7.0,
                "cohort": 14,
                "estimate": -0.6220127625243281
              },
              {
                "event_time": -14.0,
                "cohort": 15,
                "estimate": 0.2610341576600421
              },
              {
                "event_time": -13.0,
                "cohort": 15,
                "estimate": 0.32970293026446584
              },
              {
                "event_time": -12.0,
                "cohort": 15,
                "estimate": 0.2469768121790364
              },
              {
                "event_time": -11.0,
                "cohort": 15,
                "estimate": 0.7545584370870817
              },
              {
                "event_time": -10.0,
                "cohort": 15,
                "estimate": 0.6624431864286607
              },
              {
                "event_time": -9.0,
                "cohort": 15,
                "estimate": 1.585494515431324
              },
              {
                "event_time": -8.0,
                "cohort": 15,
                "estimate": 1.772689038615192
              },
              {
                "event_time": -7.0,
                "cohort": 15,
                "estimate": 1.1734667061184803
              },
              {
                "event_time": -6.0,
                "cohort": 15,
                "estimate": 0.5055139708324563
              },
              {
                "event_time": -5.0,
                "cohort": 15,
                "estimate": -0.9577972325908147
              },
              {
                "event_time": -4.0,
                "cohort": 15,
                "estimate": 0.16427412849613815
              },
              {
                "event_time": -3.0,
                "cohort": 15,
                "estimate": 0.2560221782524788
              },
              {
                "event_time": -2.0,
                "cohort": 15,
                "estimate": 0.8491270451891888
              },
              {
                "event_time": 0.0,
                "cohort": 15,
                "estimate": 0.24261474261395424
              },
              {
                "event_time": 1.0,
                "cohort": 15,
                "estimate": -0.7721252801829732
              },
              {
                "event_time": 2.0,
                "cohort": 15,
                "estimate": -0.17334914968612594
              },
              {
                "event_time": 3.0,
                "cohort": 15,
                "estimate": -0.6037625119810792
              },
              {
                "event_time": 4.0,
                "cohort": 15,
                "estimate": 0.08169875669606014
              },
              {
                "event_time": 5.0,
                "cohort": 15,
                "estimate": 0.35075236858277015
              },
              {
                "event_time": 6.0,
                "cohort": 15,
                "estimate": -0.0898100448102378
              },
              {
                "event_time": -15.0,
                "cohort": 16,
                "estimate": 0.4314974469901757
              },
              {
                "event_time": -14.0,
                "cohort": 16,
                "estimate": -0.6699328383112816
              },
              {
                "event_time": -13.0,
                "cohort": 16,
                "estimate": -0.15820119808403965
              },
              {
                "event_time": -12.0,
                "cohort": 16,
                "estimate": -0.05865411768613335
              },
              {
                "event_time": -11.0,
                "cohort": 16,
                "estimate": 0.9566174763771639
              },
              {
                "event_time": -10.0,
                "cohort": 16,
                "estimate": 0.4921956113274738
              },
              {
                "event_time": -9.0,
                "cohort": 16,
                "estimate": 0.4964671810571168
              },
              {
                "event_time": -8.0,
                "cohort": 16,
                "estimate": 1.1631758977191138
              },
              {
                "event_time": -7.0,
                "cohort": 16,
                "estimate": -0.3195479709598797
              },
              {
                "event_time": -6.0,
                "cohort": 16,
                "estimate": -0.26183622560429143
              },
              {
                "event_time": -5.0,
                "cohort": 16,
                "estimate": -0.982413984361068
              },
              {
                "event_time": -4.0,
                "cohort": 16,
                "estimate": -0.5027493560327854
              },
              {
                "event_time": -3.0,
                "cohort": 16,
                "estimate": -0.5193855661179699
              },
              {
                "event_time": -2.0,
                "cohort": 16,
                "estimate": -0.45039656369850223
              },
              {
                "event_time": 0.0,
                "cohort": 16,
                "estimate": -0.20964281538321394
              },
              {
                "event_time": 1.0,
                "cohort": 16,
                "estimate": -0.21298380417541873
              },
              {
                "event_time": 2.0,
                "cohort": 16,
                "estimate": -0.7278320325635158
              },
              {
                "event_time": 3.0,
                "cohort": 16,
                "estimate": -1.7478030485341636
              },
              {
                "event_time": 4.0,
                "cohort": 16,
                "estimate": -0.1999844843147654
              },
              {
                "event_time": 5.0,
                "cohort": 16,
                "estimate": -0.3158728638143664
              },
              {
                "event_time": -5.0,
                "cohort": 19,
                "estimate": -1.0607388081774705
              },
              {
                "event_time": -4.0,
                "cohort": 19,
                "estimate": 0.020984430101921026
              },
              {
                "event_time": -3.0,
                "cohort": 19,
                "estimate": 0.06554248463370578
              },
              {
                "event_time": -2.0,
                "cohort": 19,
                "estimate": 0.5271726380015054
              },
              {
                "event_time": 0.0,
                "cohort": 19,
                "estimate": -0.048381704674087964
              },
              {
                "event_time": 1.0,
                "cohort": 19,
                "estimate": -0.46960905121931473
              },
              {
                "event_time": 2.0,
                "cohort": 19,
                "estimate": 0.6065987352502403
              }
            ]
          }
        }
      },
      "code_sha256": {
        "replication_engine.py": "b42dd52795225c55faa7af833b12a94304ddde96f066412b80dea4620c4bcc24",
        "reference_f_test.py": "9cf8f31eeda89784ac1750ea22c35401ae46e24e06279acf938d2d103b78cccf",
        "sparse_did2s.py": "75169d7fbba6e1bad163e564ac9b5b1262a04033eda925dc379dc3eef64c59fa",
        "frequency.py": "8f922ae4be2b63ad9b89515d8e665cda4e11a354258b54ef3b820648243642eb",
        "sparse_models.py": "538c06b81a46a104838d662d6e6489d0d2daa7f680fd234049f28c97c87ef555"
      }
    },
    "comparison": {
      "schema": "expensive-replication-v1",
      "config": {
        "outcomes": [
          "y"
        ],
        "treatments": [
          "d"
        ],
        "unit": "unit",
        "time": "time",
        "cluster": "cluster",
        "covariates": [],
        "baseline_by_time": [],
        "weight": "weight",
        "period_step": 1,
        "period_values": null,
        "display_window": [
          -10,
          10
        ],
        "seed": 20261008,
        "panelview_max_units": 100,
        "test_mode": "classical",
        "test_horizon": null,
        "post_horizon": null,
        "post_weighting": "observations",
        "sample_query": null,
        "reversal_policy": "drop_post_untreated",
        "labels": {},
        "allow_repeated_cells": true,
        "time_fe": null,
        "unit_fe": null,
        "frequency_weights": false,
        "source_sd": null,
        "require_never_control_periods": false,
        "latest_cohort_control": true,
        "slug": "s16-p006",
        "specification_id": "S16-P006",
        "source_specification_id": "GIFT-F5A-LOGIMR-CSA-POOL",
        "study_id": 16,
        "study": "The Gift of a Lifetime",
        "citation": "Hollingsworth et al. (2024), AER. https://doi.org/10.1257/aer.20230008",
        "description": "GIFT-F5A-LOGIMR-CSA-POOL",
        "data": "analyses/full-archive/prepared/S16-P006.parquet",
        "output_dir": "analyses/archive-expanded/fits/S16-P006"
      },
      "options": {
        "output_dir": "analyses/archive-expanded/fits/S16-P006",
        "regression_results": "analyses/archive-expanded/baselines/S16-P006.json",
        "display_window": [
          -10,
          10
        ],
        "timeout_seconds": 3600
      },
      "source": {
        "file": "S16-P006.parquet",
        "bytes": 27635,
        "sha256": "5f4444f279b24009f924d7f4e3aff82e2db6799991461be0ab329b7f1b5d6506"
      },
      "regressions": {
        "y__d": {
          "sample": {
            "outcome": "y",
            "treatment": "d",
            "source_rows": 2100,
            "source_sd": 0.41442676800113726,
            "rows": 2100,
            "units": 100,
            "clusters": 100,
            "treated_units": 48,
            "never_treated_units": 52,
            "treated_cohorts": 12,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 2100,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 0,
            "post_adoption_untreated_rows_removed": 0,
            "units_without_minus_one_removed": 0,
            "additional_rows_removed": 0
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.21170963065786164,
              "se": 0.07301432357540215,
              "pvalue": 0.004603171738456843,
              "lower": -0.3565858892047904,
              "upper": -0.0668333721109329
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.24598018662127266,
              "se": 0.09739985301943466,
              "pvalue": 0.0131413419691964,
              "lower": -0.4392426260644604,
              "upper": -0.052717747178084945
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.3003465778609329,
              "se": 0.08943935032238012,
              "pvalue": 0.0011149450848328126,
              "lower": -0.47781365290947564,
              "upper": -0.12287950281239016
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": -0.3140427393678433,
              "se": 0.09572091796348027,
              "pvalue": 0.0014299135951448268,
              "lower": -0.5039738074123936,
              "upper": -0.12411167132329298
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -18,
                "estimate": 0.3410623696863387,
                "se": 0.3857368374361073,
                "pvalue": 0.37873913004700666,
                "lower": -0.42432320200571955,
                "upper": 1.106447941378397
              },
              {
                "event_time": -17,
                "estimate": 0.42265449691330514,
                "se": 0.2473251097263566,
                "pvalue": 0.09060227201500326,
                "lower": -0.0680921783587023,
                "upper": 0.9134011721853126
              },
              {
                "event_time": -16,
                "estimate": -0.002595132196398761,
                "se": 0.589588141625106,
                "pvalue": 0.9964968986186844,
                "lower": -1.1724659172632674,
                "upper": 1.1672756528704697
              },
              {
                "event_time": -15,
                "estimate": 0.5029229447446346,
                "se": 0.45092989038306724,
                "pvalue": 0.26742110127224766,
                "lower": -0.39181978773045234,
                "upper": 1.3976656772197216
              },
              {
                "event_time": -14,
                "estimate": 0.42463182261644733,
                "se": 0.2976648459264374,
                "pvalue": 0.1568576242276694,
                "lower": -0.1659998105621488,
                "upper": 1.0152634557950435
              },
              {
                "event_time": -13,
                "estimate": 0.05762942229575487,
                "se": 0.13924770983561371,
                "pvalue": 0.6798699421767233,
                "lower": -0.21866824402965654,
                "upper": 0.33392708862116627
              },
              {
                "event_time": -12,
                "estimate": -0.032956392675305035,
                "se": 0.18668559840948787,
                "pvalue": 0.8602349172354146,
                "lower": -0.40338112165646517,
                "upper": 0.3374683363058551
              },
              {
                "event_time": -11,
                "estimate": -0.10201129011534779,
                "se": 0.2285770643154696,
                "pvalue": 0.6563635681348466,
                "lower": -0.5555577758739613,
                "upper": 0.35153519564326574
              },
              {
                "event_time": -10,
                "estimate": -0.05248489502029632,
                "se": 0.1760965409762316,
                "pvalue": 0.7662925504740629,
                "lower": -0.40189863674106713,
                "upper": 0.29692884670047454
              },
              {
                "event_time": -9,
                "estimate": 0.23531192244010707,
                "se": 0.1819523580911745,
                "pvalue": 0.1989303411692441,
                "lower": -0.12572103086552333,
                "upper": 0.5963448757457375
              },
              {
                "event_time": -8,
                "estimate": 0.02501792020579977,
                "se": 0.17561885656453824,
                "pvalue": 0.8870095309975703,
                "lower": -0.3234479920077805,
                "upper": 0.3734838324193801
              },
              {
                "event_time": -7,
                "estimate": 0.06230195153432177,
                "se": 0.14481020246394505,
                "pvalue": 0.6679621540344979,
                "lower": -0.22503290695729916,
                "upper": 0.3496368100259427
              },
              {
                "event_time": -6,
                "estimate": 0.020664500850865745,
                "se": 0.1164213945757106,
                "pvalue": 0.8594803265093326,
                "lower": -0.2103408037935902,
                "upper": 0.2516698054953217
              },
              {
                "event_time": -5,
                "estimate": 0.014640206539429558,
                "se": 0.11300629043777975,
                "pvalue": 0.8971836244995737,
                "lower": -0.20958879058311108,
                "upper": 0.23886920366197018
              },
              {
                "event_time": -4,
                "estimate": -0.029619475082224102,
                "se": 0.11040786219952232,
                "pvalue": 0.7890472032883549,
                "lower": -0.2486926268469335,
                "upper": 0.1894536766824853
              },
              {
                "event_time": -3,
                "estimate": 0.0864052900798573,
                "se": 0.09146334121100895,
                "pvalue": 0.34711269374815307,
                "lower": -0.09507782199975921,
                "upper": 0.2678884021594738
              },
              {
                "event_time": -2,
                "estimate": 0.08855755617918905,
                "se": 0.07468943838553992,
                "pvalue": 0.23858790443301192,
                "lower": -0.05964249356986849,
                "upper": 0.23675760592824657
              },
              {
                "event_time": 0,
                "estimate": -0.10268140873487078,
                "se": 0.06569637014646872,
                "pvalue": 0.12125089769280242,
                "lower": -0.23303726003718983,
                "upper": 0.027674442567448276
              },
              {
                "event_time": 1,
                "estimate": -0.014677184991488484,
                "se": 0.07811210253291294,
                "pvalue": 0.8513404298996722,
                "lower": -0.16966854296135064,
                "upper": 0.14031417297837367
              },
              {
                "event_time": 2,
                "estimate": -0.11348784405964032,
                "se": 0.09633833067951582,
                "pvalue": 0.24161521801041672,
                "lower": -0.3046439928814734,
                "upper": 0.07766830476219277
              },
              {
                "event_time": 3,
                "estimate": -0.1413963753907641,
                "se": 0.10125606642473084,
                "pvalue": 0.16570999332428213,
                "lower": -0.3423103788416753,
                "upper": 0.0595176280601471
              },
              {
                "event_time": 4,
                "estimate": -0.17529007478059264,
                "se": 0.10230333788096656,
                "pvalue": 0.08976241742229224,
                "lower": -0.3782820920078793,
                "upper": 0.027701942446694078
              },
              {
                "event_time": 5,
                "estimate": -0.2288043212632879,
                "se": 0.1075335909487705,
                "pvalue": 0.03584160278845358,
                "lower": -0.44217429528879804,
                "upper": -0.015434347237777729
              },
              {
                "event_time": 6,
                "estimate": -0.23938831755857004,
                "se": 0.11960627400229869,
                "pvalue": 0.04807851308290257,
                "lower": -0.4767131139500209,
                "upper": -0.002063521167119192
              },
              {
                "event_time": 7,
                "estimate": -0.2833122790929642,
                "se": 0.12820797433994002,
                "pvalue": 0.029424051244322257,
                "lower": -0.5377047151068296,
                "upper": -0.028919843079098784
              },
              {
                "event_time": 8,
                "estimate": -0.317895109128402,
                "se": 0.12349413080994646,
                "pvalue": 0.011529082498646407,
                "lower": -0.5629342569029282,
                "upper": -0.07285596135387581
              },
              {
                "event_time": 9,
                "estimate": -0.3147570481466475,
                "se": 0.13464706602561652,
                "pvalue": 0.021418412870520695,
                "lower": -0.5819260390360514,
                "upper": -0.04758805725724363
              },
              {
                "event_time": 10,
                "estimate": -0.2243628119613172,
                "se": 0.14547622533011179,
                "pvalue": 0.12619985713005938,
                "lower": -0.5130192043141304,
                "upper": 0.06429358039149596
              },
              {
                "event_time": 11,
                "estimate": -0.4378499127965053,
                "se": 0.16851441699674127,
                "pvalue": 0.010798518834284883,
                "lower": -0.7722190755881416,
                "upper": -0.103480750004869
              },
              {
                "event_time": 12,
                "estimate": -0.3068107853931942,
                "se": 0.18792913946363177,
                "pvalue": 0.10573252793586296,
                "lower": -0.6797029696139802,
                "upper": 0.0660813988275919
              },
              {
                "event_time": 13,
                "estimate": -0.38053292113663,
                "se": 0.21262457295928636,
                "pvalue": 0.07656058715357032,
                "lower": -0.802426203126269,
                "upper": 0.041360360853008926
              },
              {
                "event_time": 14,
                "estimate": -0.8735081855364785,
                "se": 0.23064891559530465,
                "pvalue": 0.0002615268818607897,
                "lower": -1.3311656737257067,
                "upper": -0.4158506973472502
              },
              {
                "event_time": 15,
                "estimate": -1.1528512080420896,
                "se": 0.16246680830782492,
                "pvalue": 1.9567021948312844e-10,
                "lower": -1.4752206031566168,
                "upper": -0.8304818129275624
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -18,
                "estimate": 0.27091699286672455,
                "se": 0.43605108423774364,
                "pvalue": 0.5358325538439186,
                "lower": -0.5943029602354432,
                "upper": 1.1361369459688921
              },
              {
                "event_time": -17,
                "estimate": 0.3818485539350569,
                "se": 0.2735098120228177,
                "pvalue": 0.1658055228769797,
                "lower": -0.16085425150583244,
                "upper": 0.9245513593759462
              },
              {
                "event_time": -16,
                "estimate": -0.013911297636112867,
                "se": 0.4400546809498574,
                "pvalue": 0.9748445950588481,
                "lower": -0.8870752552017723,
                "upper": 0.8592526599295466
              },
              {
                "event_time": -15,
                "estimate": 0.43149079645906874,
                "se": 0.31692031691329914,
                "pvalue": 0.1764425486319799,
                "lower": -0.19734786866243892,
                "upper": 1.0603294615805763
              },
              {
                "event_time": -14,
                "estimate": 0.29906909209111576,
                "se": 0.22602288924524333,
                "pvalue": 0.18882323910810397,
                "lower": -0.14940935619583534,
                "upper": 0.7475475403780669
              },
              {
                "event_time": -13,
                "estimate": -0.01411122538566352,
                "se": 0.05914179126974841,
                "pvalue": 0.8119090407990898,
                "lower": -0.1314613701702839,
                "upper": 0.10323891939895685
              },
              {
                "event_time": -12,
                "estimate": -0.06216767343877764,
                "se": 0.07183936792659633,
                "pvalue": 0.38892763200956487,
                "lower": -0.20471256506998364,
                "upper": 0.08037721819242838
              },
              {
                "event_time": -11,
                "estimate": -0.12751362825479162,
                "se": 0.13583741628625426,
                "pvalue": 0.3501579043710865,
                "lower": -0.3970445323096782,
                "upper": 0.14201727580009493
              },
              {
                "event_time": -10,
                "estimate": -0.03361219738676283,
                "se": 0.0969494520773594,
                "pvalue": 0.7295539227516014,
                "lower": -0.22598094364567434,
                "upper": 0.15875654887214868
              },
              {
                "event_time": -9,
                "estimate": 0.2241738282219467,
                "se": 0.11384359517744734,
                "pvalue": 0.05173247127857115,
                "lower": -0.001716563158686013,
                "upper": 0.4500642196025794
              },
              {
                "event_time": -8,
                "estimate": 0.0159786593409868,
                "se": 0.1040795480411061,
                "pvalue": 0.8782979413046796,
                "lower": -0.1905377441956288,
                "upper": 0.2224950628776024
              },
              {
                "event_time": -7,
                "estimate": 0.03781622744685288,
                "se": 0.0603079068199364,
                "pvalue": 0.5320682404849505,
                "lower": -0.08184774357995901,
                "upper": 0.1574801984736648
              },
              {
                "event_time": -6,
                "estimate": -0.0303008511189079,
                "se": 0.05660207309528764,
                "pvalue": 0.5936214239208399,
                "lower": -0.1426116440495111,
                "upper": 0.08200994181169531
              },
              {
                "event_time": -5,
                "estimate": -0.022578802031641348,
                "se": 0.05813214540053362,
                "pvalue": 0.6985505220981922,
                "lower": -0.13792559036746654,
                "upper": 0.09276798630418384
              },
              {
                "event_time": -4,
                "estimate": -0.07112002251278166,
                "se": 0.04664672138345987,
                "pvalue": 0.13053416712128885,
                "lower": -0.16367723781777133,
                "upper": 0.02143719279220803
              },
              {
                "event_time": -3,
                "estimate": 0.026637782143191572,
                "se": 0.03892572354444802,
                "pvalue": 0.49536984657160993,
                "lower": -0.050599298366468703,
                "upper": 0.10387486265285184
              },
              {
                "event_time": -2,
                "estimate": 0.024151303084064296,
                "se": 0.049649269626039584,
                "pvalue": 0.6277315930236537,
                "lower": -0.07436361934180806,
                "upper": 0.12266622550993665
              },
              {
                "event_time": -1,
                "estimate": -0.044505759405374705,
                "se": 0.05702806608207025,
                "pvalue": 0.43700656375451,
                "lower": -0.15766181484160888,
                "upper": 0.06865029603085948
              },
              {
                "event_time": 0,
                "estimate": -0.16513010744956375,
                "se": 0.07486317777736638,
                "pvalue": 0.029713983167656662,
                "lower": -0.31367489384504166,
                "upper": -0.016585321054085805
              },
              {
                "event_time": 1,
                "estimate": -0.0661575758151632,
                "se": 0.07591440717983008,
                "pvalue": 0.3856028560429207,
                "lower": -0.21678822941101566,
                "upper": 0.08447307778068928
              },
              {
                "event_time": 2,
                "estimate": -0.18735353200420596,
                "se": 0.08964701912644607,
                "pvalue": 0.03918948539803474,
                "lower": -0.365232667014092,
                "upper": -0.0094743969943199
              },
              {
                "event_time": 3,
                "estimate": -0.21860505795186727,
                "se": 0.10104407404592834,
                "pvalue": 0.032912154160252095,
                "lower": -0.4190984225311514,
                "upper": -0.018111693372583115
              },
              {
                "event_time": 4,
                "estimate": -0.25661649857077573,
                "se": 0.115067816175792,
                "pvalue": 0.02799701664014044,
                "lower": -0.4849360100088119,
                "upper": -0.02829698713273951
              },
              {
                "event_time": 5,
                "estimate": -0.29943279398153033,
                "se": 0.11586644115990462,
                "pvalue": 0.011217298479206652,
                "lower": -0.5293369506510033,
                "upper": -0.06952863731205741
              },
              {
                "event_time": 6,
                "estimate": -0.2896515163355276,
                "se": 0.12305898803817485,
                "pvalue": 0.02056019743141676,
                "lower": -0.5338272464459443,
                "upper": -0.04547578622511092
              },
              {
                "event_time": 7,
                "estimate": -0.33986887302111424,
                "se": 0.12713511068436786,
                "pvalue": 0.008786326593227839,
                "lower": -0.5921325147828524,
                "upper": -0.08760523125937608
              },
              {
                "event_time": 8,
                "estimate": -0.3824475180482585,
                "se": 0.11828633380348391,
                "pvalue": 0.0016633746281746382,
                "lower": -0.6171532667221407,
                "upper": -0.14774176937437627
              },
              {
                "event_time": 9,
                "estimate": -0.39833367668164493,
                "se": 0.13576254992801245,
                "pvalue": 0.004158160308234746,
                "lower": -0.6677160296394046,
                "upper": -0.1289513237238853
              },
              {
                "event_time": 10,
                "estimate": -0.2815641718536017,
                "se": 0.13873978278873395,
                "pvalue": 0.04509714977264235,
                "lower": -0.5568540007224251,
                "upper": -0.006274342984778358
              },
              {
                "event_time": 11,
                "estimate": -0.5237504729321323,
                "se": 0.15220768445236613,
                "pvalue": 0.0008500711367240194,
                "lower": -0.8257635405842335,
                "upper": -0.22173740528003105
              },
              {
                "event_time": 12,
                "estimate": -0.3467012756236689,
                "se": 0.1925309733316937,
                "pvalue": 0.07478623345129086,
                "lower": -0.728724496613848,
                "upper": 0.03532194536651012
              },
              {
                "event_time": 13,
                "estimate": -0.31087471140665435,
                "se": 0.18586336983874124,
                "pvalue": 0.0975639430930188,
                "lower": -0.6796679605196603,
                "upper": 0.057918537706351636
              },
              {
                "event_time": 14,
                "estimate": -0.8660037717113176,
                "se": 0.1961078761023635,
                "pvalue": 2.570338026083647e-05,
                "lower": -1.255124343813236,
                "upper": -0.4768831996093991
              },
              {
                "event_time": 15,
                "estimate": -0.7083880212231993,
                "se": 0.10692525315475686,
                "pvalue": 1.8248350891714023e-09,
                "lower": -0.9205509210855369,
                "upper": -0.4962251213608617
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -18,
                "estimate": 0.33160506620167596,
                "se": 0.15241016582605738,
                "pvalue": 0.03195424253158256,
                "lower": 0.029190231575516035,
                "upper": 0.6340199008278359
              },
              {
                "event_time": -17,
                "estimate": 0.41325402680436046,
                "se": 0.5351314976933587,
                "pvalue": 0.44180742108893806,
                "lower": -0.6485629622466293,
                "upper": 1.4750710158553504
              },
              {
                "event_time": -16,
                "estimate": 0.011385864480954714,
                "se": 0.9656112639734681,
                "pvalue": 0.9906158076999853,
                "lower": -1.9045963741379872,
                "upper": 1.9273681030998968
              },
              {
                "event_time": -15,
                "estimate": 0.48311235107944117,
                "se": 0.6129325275337313,
                "pvalue": 0.4324640123206053,
                "lower": -0.7330787602316969,
                "upper": 1.6993034623905792
              },
              {
                "event_time": -14,
                "estimate": 0.6485178906732526,
                "se": 0.20228653536527746,
                "pvalue": 0.001812921544576294,
                "lower": 0.24713751812378376,
                "upper": 1.0498982632227214
              },
              {
                "event_time": -13,
                "estimate": 0.28968879270857517,
                "se": 0.16727637080723767,
                "pvalue": 0.08642440915456356,
                "lower": -0.04222381784700113,
                "upper": 0.6216014032641515
              },
              {
                "event_time": -12,
                "estimate": 0.19796861668723909,
                "se": 0.19102589373856457,
                "pvalue": 0.30256623627953194,
                "lower": -0.1810681998607664,
                "upper": 0.5770054332352446
              },
              {
                "event_time": -11,
                "estimate": 0.13217812505873688,
                "se": 0.19639581971118725,
                "pvalue": 0.5025032070047877,
                "lower": -0.25751378963291066,
                "upper": 0.5218700397503844
              },
              {
                "event_time": -10,
                "estimate": 0.09264119409742905,
                "se": 0.15802827354775414,
                "pvalue": 0.559054023195451,
                "lower": -0.22092118510596015,
                "upper": 0.40620357330081824
              },
              {
                "event_time": -9,
                "estimate": 0.41573843216656853,
                "se": 0.12588262727247826,
                "pvalue": 0.0013336489004247692,
                "lower": 0.16595998922228253,
                "upper": 0.6655168751108546
              },
              {
                "event_time": -8,
                "estimate": 0.1267179266241731,
                "se": 0.13760755884802559,
                "pvalue": 0.35935967405879854,
                "lower": -0.14632532430850473,
                "upper": 0.3997611775568509
              },
              {
                "event_time": -7,
                "estimate": 0.13947971314517035,
                "se": 0.12391043942532877,
                "pvalue": 0.2630354069400472,
                "lower": -0.1063854812410889,
                "upper": 0.3853449075314296
              },
              {
                "event_time": -6,
                "estimate": 0.00204988984879656,
                "se": 0.10195658493315744,
                "pvalue": 0.983999665298914,
                "lower": -0.20025409430143473,
                "upper": 0.20435387399902785
              },
              {
                "event_time": -5,
                "estimate": -0.003924958595748304,
                "se": 0.09189358829883568,
                "pvalue": 0.9660171435247884,
                "lower": -0.1862617742404013,
                "upper": 0.17841185704890467
              },
              {
                "event_time": -4,
                "estimate": -0.03828485454916089,
                "se": 0.08168771561051927,
                "pvalue": 0.6403335040023534,
                "lower": -0.20037100459992363,
                "upper": 0.12380129550160185
              },
              {
                "event_time": -3,
                "estimate": 0.06307616154441711,
                "se": 0.08421054009331502,
                "pvalue": 0.45561557376041534,
                "lower": -0.10401581961098619,
                "upper": 0.23016814269982042
              },
              {
                "event_time": -2,
                "estimate": 0.08995177838530431,
                "se": 0.07077915901515551,
                "pvalue": 0.20674972088005716,
                "lower": -0.05048942875159783,
                "upper": 0.23039298552220644
              },
              {
                "event_time": 0,
                "estimate": -0.1291901635281304,
                "se": 0.068054052355227,
                "pvalue": 0.06056298026707617,
                "lower": -0.2642241678355214,
                "upper": 0.005843840779260562
              },
              {
                "event_time": 1,
                "estimate": -0.05287858946370824,
                "se": 0.09016150995458806,
                "pvalue": 0.5588829525688527,
                "lower": -0.23177858589622938,
                "upper": 0.1260214069688129
              },
              {
                "event_time": 2,
                "estimate": -0.20818983204660202,
                "se": 0.10339972091012616,
                "pvalue": 0.04678191953252874,
                "lower": -0.4133573110657789,
                "upper": -0.0030223530274251786
              },
              {
                "event_time": 3,
                "estimate": -0.24911947973922505,
                "se": 0.10575848281734106,
                "pvalue": 0.02046682195503052,
                "lower": -0.458967254119454,
                "upper": -0.0392717053589961
              },
              {
                "event_time": 4,
                "estimate": -0.26906813830765575,
                "se": 0.12193125401867586,
                "pvalue": 0.02964456477612093,
                "lower": -0.5110061994597018,
                "upper": -0.027130077155609666
              },
              {
                "event_time": 5,
                "estimate": -0.28942523725623703,
                "se": 0.11714582739337917,
                "pvalue": 0.015196101068987361,
                "lower": -0.5218679737777965,
                "upper": -0.056982500734677616
              },
              {
                "event_time": 6,
                "estimate": -0.29977396217575925,
                "se": 0.1256973124019688,
                "pvalue": 0.018988481714701827,
                "lower": -0.5491847002125994,
                "upper": -0.050363224138919166
              },
              {
                "event_time": 7,
                "estimate": -0.3781278005721445,
                "se": 0.12862806415038383,
                "pvalue": 0.004089116320567145,
                "lower": -0.6333537859090812,
                "upper": -0.12290181523520777
              },
              {
                "event_time": 8,
                "estimate": -0.3973148852257229,
                "se": 0.12589652992702793,
                "pvalue": 0.002120193986529105,
                "lower": -0.6471209140528384,
                "upper": -0.1475088563986074
              },
              {
                "event_time": 9,
                "estimate": -0.4184340394899107,
                "se": 0.14795714350163308,
                "pvalue": 0.00566825026188499,
                "lower": -0.7120131117341552,
                "upper": -0.12485496724566625
              },
              {
                "event_time": 10,
                "estimate": -0.3177718573669469,
                "se": 0.13981536572422384,
                "pvalue": 0.025199976364699818,
                "lower": -0.5951958761292064,
                "upper": -0.040347838604687436
              },
              {
                "event_time": 11,
                "estimate": -0.5313563492660679,
                "se": 0.16647721943578128,
                "pvalue": 0.0018954122251504239,
                "lower": -0.8616832701235169,
                "upper": -0.20102942840861893
              },
              {
                "event_time": 12,
                "estimate": -0.3776439896333749,
                "se": 0.17151979385121469,
                "pvalue": 0.030004880199362996,
                "lower": -0.7179764721255628,
                "upper": -0.03731150714118703
              },
              {
                "event_time": 13,
                "estimate": -0.31630326355885285,
                "se": 0.17516872915403287,
                "pvalue": 0.07400329527780311,
                "lower": -0.6638760253341347,
                "upper": 0.03126949821642899
              },
              {
                "event_time": 14,
                "estimate": -0.9760871197258545,
                "se": 0.2168443397179627,
                "pvalue": 1.8453287198175033e-05,
                "lower": -1.4063533344497998,
                "upper": -0.5458209050019092
              },
              {
                "event_time": 15,
                "estimate": -0.5929557031661883,
                "se": 0.12104280806725898,
                "pvalue": 3.764617213092483e-06,
                "lower": -0.8331308948008647,
                "upper": -0.3527805115315119
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0,
              6.0,
              7.0,
              8.0,
              9.0,
              10.0,
              11.0,
              12.0,
              13.0,
              14.0,
              15.0
            ],
            "weights": [
              0.07639657840718508,
              0.07516625547979357,
              0.07543660275462828,
              0.07324630417467995,
              0.07307308765727089,
              0.07457375785949712,
              0.074606134778639,
              0.06770499446354683,
              0.06643096269531376,
              0.06401888221924354,
              0.06253601932254535,
              0.06144815483937811,
              0.06288407120332058,
              0.06385699762353414,
              0.02717880477365296,
              0.001442391747770849
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 1.1102230246251565e-16,
            "package_aggregate_vs_estimable_cell_weights": null,
            "saturated_vs_deviations_relative_rss_difference": 3.1784203842688507e-16
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "F": 1.0632582687808734,
            "df_num": 97,
            "df_den": 1740,
            "pvalue": 0.3215879750210392,
            "log10_pvalue": -0.4927001989772101,
            "inference": "Homoskedastic nested-model F",
            "observations": 2100,
            "design_columns": 240,
            "restricted_design_columns": 143,
            "fixed_effect_rank": 120,
            "covariance_rank": 97,
            "rss_unrestricted": 366267.85557730566,
            "rss_restricted": 387977.8674307696,
            "test_horizon": null,
            "reference_cohort": 6,
            "pyfixest": "0.27.0",
            "formulaic": "1.0.2",
            "design_head": {
              "index": [
                0,
                1,
                2,
                3,
                4
              ],
              "columns": [
                "C(rel_time, contr.treatment(base=-1.0))[T.-18.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-17.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-16.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-15.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-14.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-13.0]"
              ],
              "data": [
                [
                  -0.5822501128938818,
                  0.02826353135468359,
                  0.029152203674997067,
                  -0.2489488023578749,
                  -1.0703728677246855,
                  -0.5266835961911177
                ],
                [
                  0.027715638131097963,
                  -0.5511036207611877,
                  0.02753335300001259,
                  0.03905942086115778,
                  -0.18476483435420765,
                  -1.1256388109088133
                ],
                [
                  0.028419565604763806,
                  0.027412115196551637,
                  -0.5613712994213701,
                  0.04122669163693121,
                  0.09627332617613464,
                  -0.16858854637301995
                ],
                [
                  0.027783649387909354,
                  0.02687835577233194,
                  0.027817402768422775,
                  -0.5338428430322796,
                  0.09142668239908933,
                  0.13065331073537734
                ],
                [
                  0.026102194771704394,
                  0.02521966010469387,
                  0.026056970172030174,
                  0.03831632584584565,
                  -0.44999517334705735,
                  0.12931471814459755
                ]
              ]
            },
            "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_7,ref=-1.0)+i(rel_time,cohort_dummy_8,ref=-1.0)+i(rel_time,cohort_dummy_9,ref=-1.0)+i(rel_time,cohort_dummy_10,ref=-1.0)+i(rel_time,cohort_dummy_11,ref=-1.0)+i(rel_time,cohort_dummy_12,ref=-1.0)+i(rel_time,cohort_dummy_13,ref=-1.0)+i(rel_time,cohort_dummy_14,ref=-1.0)+i(rel_time,cohort_dummy_15,ref=-1.0)+i(rel_time,cohort_dummy_16,ref=-1.0)+i(rel_time,cohort_dummy_19,ref=-1.0)|unit_fe+time_fe",
            "restriction_names": [
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_19",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_19"
            ],
            "deviations": [
              {
                "event_time": -6.0,
                "cohort": 7,
                "estimate": -0.3747373126239657
              },
              {
                "event_time": -5.0,
                "cohort": 7,
                "estimate": -0.7438629446112117
              },
              {
                "event_time": -4.0,
                "cohort": 7,
                "estimate": -0.3939422922714732
              },
              {
                "event_time": -3.0,
                "cohort": 7,
                "estimate": -0.20109038127703405
              },
              {
                "event_time": -2.0,
                "cohort": 7,
                "estimate": 0.283724604403787
              },
              {
                "event_time": 0.0,
                "cohort": 7,
                "estimate": -0.3058892197151354
              },
              {
                "event_time": 1.0,
                "cohort": 7,
                "estimate": -0.5765546226293912
              },
              {
                "event_time": 2.0,
                "cohort": 7,
                "estimate": -0.43920900403490115
              },
              {
                "event_time": 3.0,
                "cohort": 7,
                "estimate": -1.2688824574575843
              },
              {
                "event_time": 4.0,
                "cohort": 7,
                "estimate": 0.0020449345385909756
              },
              {
                "event_time": 5.0,
                "cohort": 7,
                "estimate": -0.6955166314150892
              },
              {
                "event_time": 6.0,
                "cohort": 7,
                "estimate": -1.1925337993532377
              },
              {
                "event_time": 7.0,
                "cohort": 7,
                "estimate": -1.6736159359471863
              },
              {
                "event_time": 8.0,
                "cohort": 7,
                "estimate": -0.6749084718864844
              },
              {
                "event_time": 9.0,
                "cohort": 7,
                "estimate": -0.838165265758682
              },
              {
                "event_time": 10.0,
                "cohort": 7,
                "estimate": -0.7667506097875983
              },
              {
                "event_time": 11.0,
                "cohort": 7,
                "estimate": -0.8069454059999415
              },
              {
                "event_time": 12.0,
                "cohort": 7,
                "estimate": -0.9465081888989697
              },
              {
                "event_time": 13.0,
                "cohort": 7,
                "estimate": -1.0370418639087733
              },
              {
                "event_time": 14.0,
                "cohort": 7,
                "estimate": -1.3045216211271327
              },
              {
                "event_time": -7.0,
                "cohort": 8,
                "estimate": 0.4348843663012569
              },
              {
                "event_time": -6.0,
                "cohort": 8,
                "estimate": -0.0017660718508228724
              },
              {
                "event_time": -5.0,
                "cohort": 8,
                "estimate": -0.5518062909020323
              },
              {
                "event_time": -4.0,
                "cohort": 8,
                "estimate": -0.011323197184440081
              },
              {
                "event_time": -3.0,
                "cohort": 8,
                "estimate": -0.1688748568093007
              },
              {
                "event_time": -2.0,
                "cohort": 8,
                "estimate": 0.47444055449712985
              },
              {
                "event_time": 0.0,
                "cohort": 8,
                "estimate": -0.3645423462376217
              },
              {
                "event_time": 1.0,
                "cohort": 8,
                "estimate": -0.4859794561134287
              },
              {
                "event_time": 2.0,
                "cohort": 8,
                "estimate": -0.4248085147675959
              },
              {
                "event_time": 3.0,
                "cohort": 8,
                "estimate": -0.9073945473289444
              },
              {
                "event_time": 4.0,
                "cohort": 8,
                "estimate": 0.07989001793222578
              },
              {
                "event_time": 5.0,
                "cohort": 8,
                "estimate": -0.20767694523958097
              },
              {
                "event_time": 6.0,
                "cohort": 8,
                "estimate": -0.6689015618715113
              },
              {
                "event_time": 7.0,
                "cohort": 8,
                "estimate": -1.1331281041115635
              },
              {
                "event_time": 8.0,
                "cohort": 8,
                "estimate": -0.13404763906153694
              },
              {
                "event_time": 9.0,
                "cohort": 8,
                "estimate": -0.5025036151845643
              },
              {
                "event_time": 10.0,
                "cohort": 8,
                "estimate": 0.06229331775387077
              },
              {
                "event_time": 11.0,
                "cohort": 8,
                "estimate": -0.16147101354192828
              },
              {
                "event_time": 12.0,
                "cohort": 8,
                "estimate": 0.04560133840774783
              },
              {
                "event_time": 13.0,
                "cohort": 8,
                "estimate": -0.06157912380400754
              },
              {
                "event_time": -8.0,
                "cohort": 9,
                "estimate": 0.21217779229330813
              },
              {
                "event_time": -7.0,
                "cohort": 9,
                "estimate": -0.27586647505716594
              },
              {
                "event_time": -6.0,
                "cohort": 9,
                "estimate": -0.38882270719413087
              },
              {
                "event_time": -5.0,
                "cohort": 9,
                "estimate": -0.9115320476962178
              },
              {
                "event_time": -4.0,
                "cohort": 9,
                "estimate": -0.48197058811473664
              },
              {
                "event_time": -3.0,
                "cohort": 9,
                "estimate": -0.190242841956404
              },
              {
                "event_time": -2.0,
                "cohort": 9,
                "estimate": 0.3862563626175246
              },
              {
                "event_time": 0.0,
                "cohort": 9,
                "estimate": -0.5970847196033865
              },
              {
                "event_time": 1.0,
                "cohort": 9,
                "estimate": -1.1748086643677842
              },
              {
                "event_time": 2.0,
                "cohort": 9,
                "estimate": -1.1511815727608077
              },
              {
                "event_time": 3.0,
                "cohort": 9,
                "estimate": -1.5539534028767101
              },
              {
                "event_time": 4.0,
                "cohort": 9,
                "estimate": -0.6033081214696409
              },
              {
                "event_time": 5.0,
                "cohort": 9,
                "estimate": -0.3274802446776063
              },
              {
                "event_time": 6.0,
                "cohort": 9,
                "estimate": -1.4161929401517306
              },
              {
                "event_time": 7.0,
                "cohort": 9,
                "estimate": -1.4717487862807095
              },
              {
                "event_time": 8.0,
                "cohort": 9,
                "estimate": -0.3642830807074233
              },
              {
                "event_time": 9.0,
                "cohort": 9,
                "estimate": -0.6960129709669189
              },
              {
                "event_time": 10.0,
                "cohort": 9,
                "estimate": -0.3318914122976045
              },
              {
                "event_time": 11.0,
                "cohort": 9,
                "estimate": -0.43156103345403674
              },
              {
                "event_time": 12.0,
                "cohort": 9,
                "estimate": -0.42120531233983727
              },
              {
                "event_time": -9.0,
                "cohort": 10,
                "estimate": 1.0321411735589274
              },
              {
                "event_time": -8.0,
                "cohort": 10,
                "estimate": 1.3168071290971197
              },
              {
                "event_time": -7.0,
                "cohort": 10,
                "estimate": 1.0439932816741313
              },
              {
                "event_time": -6.0,
                "cohort": 10,
                "estimate": 0.21665930873063027
              },
              {
                "event_time": -5.0,
                "cohort": 10,
                "estimate": -0.2074337227634408
              },
              {
                "event_time": -4.0,
                "cohort": 10,
                "estimate": 0.49453177809414045
              },
              {
                "event_time": -3.0,
                "cohort": 10,
                "estimate": 0.36196424654623494
              },
              {
                "event_time": -2.0,
                "cohort": 10,
                "estimate": 0.40608309404593707
              },
              {
                "event_time": 0.0,
                "cohort": 10,
                "estimate": -0.5213404719399709
              },
              {
                "event_time": 1.0,
                "cohort": 10,
                "estimate": -0.8800996849798368
              },
              {
                "event_time": 2.0,
                "cohort": 10,
                "estimate": 0.120823882655596
              },
              {
                "event_time": 3.0,
                "cohort": 10,
                "estimate": -0.5084750562235787
              },
              {
                "event_time": 4.0,
                "cohort": 10,
                "estimate": 0.3578096205713344
              },
              {
                "event_time": 5.0,
                "cohort": 10,
                "estimate": 0.35312990042461734
              },
              {
                "event_time": 6.0,
                "cohort": 10,
                "estimate": -0.32540893342906296
              },
              {
                "event_time": 7.0,
                "cohort": 10,
                "estimate": -0.637641760260105
              },
              {
                "event_time": 8.0,
                "cohort": 10,
                "estimate": 0.09586934878679995
              },
              {
                "event_time": 9.0,
                "cohort": 10,
                "estimate": -0.20890374047981133
              },
              {
                "event_time": 10.0,
                "cohort": 10,
                "estimate": 0.21145265251421858
              },
              {
                "event_time": 11.0,
                "cohort": 10,
                "estimate": 0.3033127821003999
              },
              {
                "event_time": -10.0,
                "cohort": 11,
                "estimate": -0.40400045239098886
              },
              {
                "event_time": -9.0,
                "cohort": 11,
                "estimate": 0.27621095525885764
              },
              {
                "event_time": -8.0,
                "cohort": 11,
                "estimate": 0.25887918452292463
              },
              {
                "event_time": -7.0,
                "cohort": 11,
                "estimate": -0.7005855006512611
              },
              {
                "event_time": -6.0,
                "cohort": 11,
                "estimate": -1.0127577456318706
              },
              {
                "event_time": -5.0,
                "cohort": 11,
                "estimate": -2.1270126649065375
              },
              {
                "event_time": -4.0,
                "cohort": 11,
                "estimate": -1.9353622562419732
              },
              {
                "event_time": -3.0,
                "cohort": 11,
                "estimate": -1.0933900177465004
              },
              {
                "event_time": -2.0,
                "cohort": 11,
                "estimate": -0.33097203508040945
              },
              {
                "event_time": 0.0,
                "cohort": 11,
                "estimate": -0.7554733392593922
              },
              {
                "event_time": 1.0,
                "cohort": 11,
                "estimate": -0.576685630385843
              },
              {
                "event_time": 2.0,
                "cohort": 11,
                "estimate": -0.9717552250099906
              },
              {
                "event_time": 3.0,
                "cohort": 11,
                "estimate": -1.2088912201378759
              },
              {
                "event_time": 4.0,
                "cohort": 11,
                "estimate": 0.15660816269778183
              },
              {
                "event_time": 5.0,
                "cohort": 11,
                "estimate": -0.5174060649212724
              },
              {
                "event_time": 6.0,
                "cohort": 11,
                "estimate": -0.5020386691544941
              },
              {
                "event_time": 7.0,
                "cohort": 11,
                "estimate": -1.1711162929218077
              },
              {
                "event_time": 8.0,
                "cohort": 11,
                "estimate": -0.12289523303773389
              },
              {
                "event_time": 9.0,
                "cohort": 11,
                "estimate": -0.4462105558363648
              },
              {
                "event_time": 10.0,
                "cohort": 11,
                "estimate": -0.19309062495173818
              },
              {
                "event_time": -11.0,
                "cohort": 12,
                "estimate": 0.19835745414816172
              },
              {
                "event_time": -10.0,
                "cohort": 12,
                "estimate": 0.3801418448577361
              },
              {
                "event_time": -9.0,
                "cohort": 12,
                "estimate": 0.4003128769282115
              },
              {
                "event_time": -8.0,
                "cohort": 12,
                "estimate": 1.550686018059218
              },
              {
                "event_time": -7.0,
                "cohort": 12,
                "estimate": 0.2986819932042913
              },
              {
                "event_time": -6.0,
                "cohort": 12,
                "estimate": 0.6620187345318611
              },
              {
                "event_time": -5.0,
                "cohort": 12,
                "estimate": -0.17140647825386396
              },
              {
                "event_time": -4.0,
                "cohort": 12,
                "estimate": 0.08045449104047418
              },
              {
                "event_time": -3.0,
                "cohort": 12,
                "estimate": -0.16215290837704324
              },
              {
                "event_time": -2.0,
                "cohort": 12,
                "estimate": 0.13379261525143432
              },
              {
                "event_time": 0.0,
                "cohort": 12,
                "estimate": 0.31861551167716723
              },
              {
                "event_time": 1.0,
                "cohort": 12,
                "estimate": 0.15542402587196769
              },
              {
                "event_time": 2.0,
                "cohort": 12,
                "estimate": -0.1964762173013369
              },
              {
                "event_time": 3.0,
                "cohort": 12,
                "estimate": -0.10349308990948476
              },
              {
                "event_time": 4.0,
                "cohort": 12,
                "estimate": 0.20865760688804724
              },
              {
                "event_time": 5.0,
                "cohort": 12,
                "estimate": 0.05968124801536971
              },
              {
                "event_time": 6.0,
                "cohort": 12,
                "estimate": -0.13530031591224934
              },
              {
                "event_time": 7.0,
                "cohort": 12,
                "estimate": -1.0451895374011
              },
              {
                "event_time": 8.0,
                "cohort": 12,
                "estimate": -0.043242886472118464
              },
              {
                "event_time": 9.0,
                "cohort": 12,
                "estimate": 0.016119672023840736
              },
              {
                "event_time": -12.0,
                "cohort": 13,
                "estimate": -0.29586265464132083
              },
              {
                "event_time": -11.0,
                "cohort": 13,
                "estimate": -0.11837460076827201
              },
              {
                "event_time": -10.0,
                "cohort": 13,
                "estimate": 0.1371161664358585
              },
              {
                "event_time": -9.0,
                "cohort": 13,
                "estimate": 0.7334774178917989
              },
              {
                "event_time": -8.0,
                "cohort": 13,
                "estimate": 1.043474939566603
              },
              {
                "event_time": -7.0,
                "cohort": 13,
                "estimate": 0.5059730700844736
              },
              {
                "event_time": -6.0,
                "cohort": 13,
                "estimate": 0.228963765185683
              },
              {
                "event_time": -5.0,
                "cohort": 13,
                "estimate": -0.2957458251389097
              },
              {
                "event_time": -4.0,
                "cohort": 13,
                "estimate": -0.20262454397546031
              },
              {
                "event_time": -3.0,
                "cohort": 13,
                "estimate": 0.10110373280544617
              },
              {
                "event_time": -2.0,
                "cohort": 13,
                "estimate": 0.5912426801491361
              },
              {
                "event_time": 0.0,
                "cohort": 13,
                "estimate": -0.04824849641345981
              },
              {
                "event_time": 1.0,
                "cohort": 13,
                "estimate": -0.5734982659400709
              },
              {
                "event_time": 2.0,
                "cohort": 13,
                "estimate": -0.548006152867652
              },
              {
                "event_time": 3.0,
                "cohort": 13,
                "estimate": -0.2460764531598662
              },
              {
                "event_time": 4.0,
                "cohort": 13,
                "estimate": 0.45338147404950524
              },
              {
                "event_time": 5.0,
                "cohort": 13,
                "estimate": 0.02104113956861192
              },
              {
                "event_time": 6.0,
                "cohort": 13,
                "estimate": -0.6254072838280702
              },
              {
                "event_time": 7.0,
                "cohort": 13,
                "estimate": -0.42519827786013004
              },
              {
                "event_time": 8.0,
                "cohort": 13,
                "estimate": 0.8051090832818708
              },
              {
                "event_time": -13.0,
                "cohort": 14,
                "estimate": 0.07574553928502084
              },
              {
                "event_time": -12.0,
                "cohort": 14,
                "estimate": -0.24470151406092183
              },
              {
                "event_time": -11.0,
                "cohort": 14,
                "estimate": 0.629784613202309
              },
              {
                "event_time": -10.0,
                "cohort": 14,
                "estimate": -0.5330450326849757
              },
              {
                "event_time": -9.0,
                "cohort": 14,
                "estimate": 0.46980123083866104
              },
              {
                "event_time": -8.0,
                "cohort": 14,
                "estimate": 0.8076892803561901
              },
              {
                "event_time": -7.0,
                "cohort": 14,
                "estimate": 0.5468563197953569
              },
              {
                "event_time": -6.0,
                "cohort": 14,
                "estimate": 0.5785402987904612
              },
              {
                "event_time": -5.0,
                "cohort": 14,
                "estimate": -0.12031304223154024
              },
              {
                "event_time": -4.0,
                "cohort": 14,
                "estimate": -0.158898630568478
              },
              {
                "event_time": -3.0,
                "cohort": 14,
                "estimate": -0.41673866201039034
              },
              {
                "event_time": -2.0,
                "cohort": 14,
                "estimate": 0.6953602242919608
              },
              {
                "event_time": 0.0,
                "cohort": 14,
                "estimate": -0.20454270603679073
              },
              {
                "event_time": 1.0,
                "cohort": 14,
                "estimate": -0.07616926713606209
              },
              {
                "event_time": 2.0,
                "cohort": 14,
                "estimate": -0.44416268104631906
              },
              {
                "event_time": 3.0,
                "cohort": 14,
                "estimate": -0.3332328711142207
              },
              {
                "event_time": 4.0,
                "cohort": 14,
                "estimate": 0.7738588564064084
              },
              {
                "event_time": 5.0,
                "cohort": 14,
                "estimate": -0.2609606643215586
              },
              {
                "event_time": 6.0,
                "cohort": 14,
                "estimate": -0.12739101884978613
              },
              {
                "event_time": 7.0,
                "cohort": 14,
                "estimate": -0.6220127625243281
              },
              {
                "event_time": -14.0,
                "cohort": 15,
                "estimate": 0.2610341576600421
              },
              {
                "event_time": -13.0,
                "cohort": 15,
                "estimate": 0.32970293026446584
              },
              {
                "event_time": -12.0,
                "cohort": 15,
                "estimate": 0.2469768121790364
              },
              {
                "event_time": -11.0,
                "cohort": 15,
                "estimate": 0.7545584370870817
              },
              {
                "event_time": -10.0,
                "cohort": 15,
                "estimate": 0.6624431864286607
              },
              {
                "event_time": -9.0,
                "cohort": 15,
                "estimate": 1.585494515431324
              },
              {
                "event_time": -8.0,
                "cohort": 15,
                "estimate": 1.772689038615192
              },
              {
                "event_time": -7.0,
                "cohort": 15,
                "estimate": 1.1734667061184803
              },
              {
                "event_time": -6.0,
                "cohort": 15,
                "estimate": 0.5055139708324563
              },
              {
                "event_time": -5.0,
                "cohort": 15,
                "estimate": -0.9577972325908147
              },
              {
                "event_time": -4.0,
                "cohort": 15,
                "estimate": 0.16427412849613815
              },
              {
                "event_time": -3.0,
                "cohort": 15,
                "estimate": 0.2560221782524788
              },
              {
                "event_time": -2.0,
                "cohort": 15,
                "estimate": 0.8491270451891888
              },
              {
                "event_time": 0.0,
                "cohort": 15,
                "estimate": 0.24261474261395424
              },
              {
                "event_time": 1.0,
                "cohort": 15,
                "estimate": -0.7721252801829732
              },
              {
                "event_time": 2.0,
                "cohort": 15,
                "estimate": -0.17334914968612594
              },
              {
                "event_time": 3.0,
                "cohort": 15,
                "estimate": -0.6037625119810792
              },
              {
                "event_time": 4.0,
                "cohort": 15,
                "estimate": 0.08169875669606014
              },
              {
                "event_time": 5.0,
                "cohort": 15,
                "estimate": 0.35075236858277015
              },
              {
                "event_time": 6.0,
                "cohort": 15,
                "estimate": -0.0898100448102378
              },
              {
                "event_time": -15.0,
                "cohort": 16,
                "estimate": 0.4314974469901757
              },
              {
                "event_time": -14.0,
                "cohort": 16,
                "estimate": -0.6699328383112816
              },
              {
                "event_time": -13.0,
                "cohort": 16,
                "estimate": -0.15820119808403965
              },
              {
                "event_time": -12.0,
                "cohort": 16,
                "estimate": -0.05865411768613335
              },
              {
                "event_time": -11.0,
                "cohort": 16,
                "estimate": 0.9566174763771639
              },
              {
                "event_time": -10.0,
                "cohort": 16,
                "estimate": 0.4921956113274738
              },
              {
                "event_time": -9.0,
                "cohort": 16,
                "estimate": 0.4964671810571168
              },
              {
                "event_time": -8.0,
                "cohort": 16,
                "estimate": 1.1631758977191138
              },
              {
                "event_time": -7.0,
                "cohort": 16,
                "estimate": -0.3195479709598797
              },
              {
                "event_time": -6.0,
                "cohort": 16,
                "estimate": -0.26183622560429143
              },
              {
                "event_time": -5.0,
                "cohort": 16,
                "estimate": -0.982413984361068
              },
              {
                "event_time": -4.0,
                "cohort": 16,
                "estimate": -0.5027493560327854
              },
              {
                "event_time": -3.0,
                "cohort": 16,
                "estimate": -0.5193855661179699
              },
              {
                "event_time": -2.0,
                "cohort": 16,
                "estimate": -0.45039656369850223
              },
              {
                "event_time": 0.0,
                "cohort": 16,
                "estimate": -0.20964281538321394
              },
              {
                "event_time": 1.0,
                "cohort": 16,
                "estimate": -0.21298380417541873
              },
              {
                "event_time": 2.0,
                "cohort": 16,
                "estimate": -0.7278320325635158
              },
              {
                "event_time": 3.0,
                "cohort": 16,
                "estimate": -1.7478030485341636
              },
              {
                "event_time": 4.0,
                "cohort": 16,
                "estimate": -0.1999844843147654
              },
              {
                "event_time": 5.0,
                "cohort": 16,
                "estimate": -0.3158728638143664
              },
              {
                "event_time": -5.0,
                "cohort": 19,
                "estimate": -1.0607388081774705
              },
              {
                "event_time": -4.0,
                "cohort": 19,
                "estimate": 0.020984430101921026
              },
              {
                "event_time": -3.0,
                "cohort": 19,
                "estimate": 0.06554248463370578
              },
              {
                "event_time": -2.0,
                "cohort": 19,
                "estimate": 0.5271726380015054
              },
              {
                "event_time": 0.0,
                "cohort": 19,
                "estimate": -0.048381704674087964
              },
              {
                "event_time": 1.0,
                "cohort": 19,
                "estimate": -0.46960905121931473
              },
              {
                "event_time": 2.0,
                "cohort": 19,
                "estimate": 0.6065987352502403
              }
            ]
          }
        }
      },
      "alternative_models": {
        "y__d": [
          {
            "method": "CS-DID",
            "class": "csdid.att_gt.ATTgt",
            "package": {
              "csdid": "0.4.2",
              "drdid": "1.1.6"
            },
            "parameters": {
              "est_method": "dr",
              "covariate_basis": "intercept",
              "control_group": "notyettreated",
              "xformla": "y ~ 1",
              "panel": true,
              "effective_panel": false,
              "allow_unbalanced_panel": true,
              "weights_name": "weight",
              "fix_weights": "varying",
              "base_period": "universal",
              "clustervar": "cluster",
              "aggregate": "dynamic",
              "faster_mode": true
            },
            "data_structure": "unbalanced or varying-weight panel; native repeated-cross-section comparisons",
            "aggregations": {
              "summaries": [
                {
                  "typec": "dynamic",
                  "aggregation": "Native CS-DID dynamic",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.33022659588010367,
                  "se": 0.10481797683980928,
                  "lower": -0.5356660554184833,
                  "upper": -0.12478713634172395
                },
                {
                  "typec": "simple",
                  "aggregation": "Native CS-DID simple",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.27336169483680867,
                  "se": 0.10459141647057318,
                  "lower": -0.4783571042111615,
                  "upper": -0.06836628546245582
                },
                {
                  "typec": "group",
                  "aggregation": "Native CS-DID group",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.22872724598178895,
                  "se": 0.0982458561937978,
                  "lower": -0.42128558575193403,
                  "upper": -0.03616890621164387
                },
                {
                  "typec": "treated_cells",
                  "aggregation": "Observed treated observations, configured weights",
                  "matches_treated_unit_year_target": true,
                  "weight_sum": 617724.0,
                  "post_cells": 124,
                  "estimate": -0.27682367717401885,
                  "se": 0.10660041297070869,
                  "lower": -0.4857566473337043,
                  "upper": -0.06789070701433339
                }
              ],
              "same_group_time_effects": true,
              "additional_covariates": []
            },
            "estimate": -0.33022659588010367,
            "se": 0.10481797683980928,
            "lower": -0.5356660554184833,
            "upper": -0.12478713634172395,
            "event_study": [
              {
                "event_time": -18,
                "estimate": 0.3410650549922104,
                "se": 0.13880818227917038,
                "lower": 0.06900601696556552,
                "upper": 0.6131240930188553,
                "relative_to_minus_one": 0.3410650549922104,
                "n": 0.0
              },
              {
                "event_time": -17,
                "estimate": 0.44032929798548776,
                "se": 0.48933191519451846,
                "lower": -0.5187436322817764,
                "upper": 1.399402228252752,
                "relative_to_minus_one": 0.44032929798548776,
                "n": 0.0
              },
              {
                "event_time": -16,
                "estimate": 0.04869992808656325,
                "se": 0.8855913902937516,
                "lower": -1.6870273019079443,
                "upper": 1.7844271580810707,
                "relative_to_minus_one": 0.04869992808656325,
                "n": 0.0
              },
              {
                "event_time": -15,
                "estimate": 0.4993560666382898,
                "se": 0.5672490272104685,
                "lower": -0.6124315969596096,
                "upper": 1.611143730236189,
                "relative_to_minus_one": 0.4993560666382898,
                "n": 0.0
              },
              {
                "event_time": -14,
                "estimate": 0.6167804752866001,
                "se": 0.24286608478024582,
                "lower": 0.14077169605106687,
                "upper": 1.0927892545221334,
                "relative_to_minus_one": 0.6167804752866001,
                "n": 0.0
              },
              {
                "event_time": -13,
                "estimate": 0.2523633603255371,
                "se": 0.16906977041778165,
                "lower": -0.07900730056777039,
                "upper": 0.5837340212188445,
                "relative_to_minus_one": 0.2523633603255371,
                "n": 0.0
              },
              {
                "event_time": -12,
                "estimate": 0.16302620818565694,
                "se": 0.20209117637381024,
                "lower": -0.233065219100343,
                "upper": 0.5591176354716569,
                "relative_to_minus_one": 0.16302620818565694,
                "n": 0.0
              },
              {
                "event_time": -11,
                "estimate": 0.09049121597630644,
                "se": 0.21730697967652088,
                "lower": -0.33542263777885195,
                "upper": 0.5164050697314648,
                "relative_to_minus_one": 0.09049121597630644,
                "n": 0.0
              },
              {
                "event_time": -10,
                "estimate": 0.07274704145750358,
                "se": 0.1958076415023992,
                "lower": -0.3110288837849292,
                "upper": 0.4565229666999364,
                "relative_to_minus_one": 0.07274704145750358,
                "n": 0.0
              },
              {
                "event_time": -9,
                "estimate": 0.38924655100782596,
                "se": 0.18968202186629313,
                "lower": 0.0174766196351524,
                "upper": 0.7610164823804995,
                "relative_to_minus_one": 0.38924655100782596,
                "n": 0.0
              },
              {
                "event_time": -8,
                "estimate": 0.10107465810809073,
                "se": 0.1901149915187057,
                "lower": -0.27154387818971026,
                "upper": 0.47369319440589175,
                "relative_to_minus_one": 0.10107465810809073,
                "n": 0.0
              },
              {
                "event_time": -7,
                "estimate": 0.14771923708606907,
                "se": 0.1434893407020251,
                "lower": -0.1335147028552974,
                "upper": 0.4289531770274355,
                "relative_to_minus_one": 0.14771923708606907,
                "n": 0.0
              },
              {
                "event_time": -6,
                "estimate": 0.023482478547224066,
                "se": 0.11951676750341189,
                "lower": -0.21076608130811034,
                "upper": 0.25773103840255845,
                "relative_to_minus_one": 0.023482478547224066,
                "n": 0.0
              },
              {
                "event_time": -5,
                "estimate": 0.028674100325086195,
                "se": 0.10609388892196162,
                "lower": -0.1792661009417516,
                "upper": 0.23661430159192398,
                "relative_to_minus_one": 0.028674100325086195,
                "n": 0.0
              },
              {
                "event_time": -4,
                "estimate": -0.0012821215895568562,
                "se": 0.10262019391112574,
                "lower": -0.20241400574187984,
                "upper": 0.19984976256276615,
                "relative_to_minus_one": -0.0012821215895568562,
                "n": 0.0
              },
              {
                "event_time": -3,
                "estimate": 0.10145599651293209,
                "se": 0.08723302931146984,
                "lower": -0.06951759919987567,
                "upper": 0.27242959222573987,
                "relative_to_minus_one": 0.10145599651293209,
                "n": 0.0
              },
              {
                "event_time": -2,
                "estimate": 0.09432774965077048,
                "se": 0.07847574707705558,
                "lower": -0.05948188828013287,
                "upper": 0.24813738758167384,
                "relative_to_minus_one": 0.09432774965077048,
                "n": 0.0
              },
              {
                "event_time": -1,
                "estimate": 0.0,
                "se": null,
                "lower": null,
                "upper": null,
                "relative_to_minus_one": 0.0,
                "n": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.11105072925294392,
                "se": 0.0710521489393405,
                "lower": -0.2503103821982271,
                "upper": 0.02820892369233928,
                "relative_to_minus_one": -0.11105072925294392,
                "n": 47192.0
              },
              {
                "event_time": 1,
                "estimate": -0.016734612124997335,
                "se": 0.08105987540334013,
                "lower": -0.17560904850684816,
                "upper": 0.1421398242568535,
                "relative_to_minus_one": -0.016734612124997335,
                "n": 46432.0
              },
              {
                "event_time": 2,
                "estimate": -0.1413368295235687,
                "se": 0.11189894349020581,
                "lower": -0.36065472867245485,
                "upper": 0.0779810696253174,
                "relative_to_minus_one": -0.1413368295235687,
                "n": 46599.0
              },
              {
                "event_time": 3,
                "estimate": -0.1620820333555658,
                "se": 0.1146023086923028,
                "lower": -0.3866984309376209,
                "upper": 0.06253436422648925,
                "relative_to_minus_one": -0.1620820333555658,
                "n": 45246.0
              },
              {
                "event_time": 4,
                "estimate": -0.19253969071872426,
                "se": 0.11106126777239837,
                "lower": -0.41021577562998407,
                "upper": 0.02513639419253555,
                "relative_to_minus_one": -0.19253969071872426,
                "n": 45139.0
              },
              {
                "event_time": 5,
                "estimate": -0.24963121634377747,
                "se": 0.12909209606098115,
                "lower": -0.5026470753120855,
                "upper": 0.0033846426245305594,
                "relative_to_minus_one": -0.24963121634377747,
                "n": 46066.0
              },
              {
                "event_time": 6,
                "estimate": -0.24626543408536966,
                "se": 0.14777744363630466,
                "lower": -0.5359039013399246,
                "upper": 0.04337303316918528,
                "relative_to_minus_one": -0.24626543408536966,
                "n": 46086.0
              },
              {
                "event_time": 7,
                "estimate": -0.3376952022879933,
                "se": 0.13666650492304566,
                "lower": -0.6055566298301288,
                "upper": -0.06983377474585784,
                "relative_to_minus_one": -0.3376952022879933,
                "n": 41823.0
              },
              {
                "event_time": 8,
                "estimate": -0.41016020804792597,
                "se": 0.13490015963312837,
                "lower": -0.6745596624375616,
                "upper": -0.14576075365829033,
                "relative_to_minus_one": -0.41016020804792597,
                "n": 41036.0
              },
              {
                "event_time": 9,
                "estimate": -0.4330344512909018,
                "se": 0.1464012327811917,
                "lower": -0.7199755948343023,
                "upper": -0.14609330774750134,
                "relative_to_minus_one": -0.4330344512909018,
                "n": 39546.0
              },
              {
                "event_time": 10,
                "estimate": -0.3230727977105575,
                "se": 0.16116449430643395,
                "lower": -0.6389494021377786,
                "upper": -0.007196193283336372,
                "relative_to_minus_one": -0.3230727977105575,
                "n": 38630.0
              },
              {
                "event_time": 11,
                "estimate": -0.5282394662437712,
                "se": 0.17358012225422598,
                "lower": -0.8684502542941136,
                "upper": -0.18802867819342872,
                "relative_to_minus_one": -0.5282394662437712,
                "n": 37958.0
              },
              {
                "event_time": 12,
                "estimate": -0.3583325155307342,
                "se": 0.19835113647868297,
                "lower": -0.7470935993215417,
                "upper": 0.03042856826007334,
                "relative_to_minus_one": -0.3583325155307342,
                "n": 38845.0
              },
              {
                "event_time": 13,
                "estimate": -0.2821901171230279,
                "se": 0.2140395825631296,
                "lower": -0.7016999902127492,
                "upper": 0.1373197559666935,
                "relative_to_minus_one": -0.2821901171230279,
                "n": 39446.0
              },
              {
                "event_time": 14,
                "estimate": -0.9146113964203577,
                "se": 0.23375381990055158,
                "lower": -1.372760464674101,
                "upper": -0.4564623281666145,
                "relative_to_minus_one": -0.9146113964203577,
                "n": 16789.0
              },
              {
                "event_time": 15,
                "estimate": -0.5766488340214418,
                "se": 0.1211053005256577,
                "lower": -0.8140108613886305,
                "upper": -0.3392868066542531,
                "relative_to_minus_one": -0.5766488340214418,
                "n": 891.0
              }
            ],
            "group_time_estimates": [
              {
                "group": 6,
                "year": 1,
                "att": 0.6667998060376777,
                "se": 0.06795392617714066,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 2,
                "att": 0.1762968866538582,
                "se": 0.06501894421825585,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 3,
                "att": 0.25325031329347397,
                "se": 0.053736984061267236,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 4,
                "att": -0.3289173741252646,
                "se": 0.05101761499787801,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 5,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 6,
                "att": 0.08589014472156402,
                "se": 0.05985674480310231,
                "event_time": 0,
                "mass": 817.0
              },
              {
                "group": 6,
                "year": 7,
                "att": 0.4731381333829043,
                "se": 0.059902039032246765,
                "event_time": 1,
                "mass": 766.0
              },
              {
                "group": 6,
                "year": 8,
                "att": 0.17204953906582873,
                "se": 0.07641029872044613,
                "event_time": 2,
                "mass": 752.0
              },
              {
                "group": 6,
                "year": 9,
                "att": 0.7418039893988138,
                "se": 0.08807547797125302,
                "event_time": 3,
                "mass": 765.0
              },
              {
                "group": 6,
                "year": 10,
                "att": -0.24776636516372863,
                "se": 0.11036974900604159,
                "event_time": 4,
                "mass": 764.0
              },
              {
                "group": 6,
                "year": 11,
                "att": 0.08567042924630305,
                "se": 0.10140448582511674,
                "event_time": 5,
                "mass": 837.0
              },
              {
                "group": 6,
                "year": 12,
                "att": 0.49805015407250375,
                "se": 0.10448079075135563,
                "event_time": 6,
                "mass": 727.0
              },
              {
                "group": 6,
                "year": 13,
                "att": 0.8800377349701065,
                "se": 0.11603936662085429,
                "event_time": 7,
                "mass": 838.0
              },
              {
                "group": 6,
                "year": 14,
                "att": -0.04024581733057817,
                "se": 0.1300341772353664,
                "event_time": 8,
                "mass": 869.0
              },
              {
                "group": 6,
                "year": 15,
                "att": 0.18852481745923827,
                "se": 0.10430859727489496,
                "event_time": 9,
                "mass": 811.0
              },
              {
                "group": 6,
                "year": 16,
                "att": -0.08169018029539482,
                "se": 0.11130131341501875,
                "event_time": 10,
                "mass": 832.0
              },
              {
                "group": 6,
                "year": 17,
                "att": -0.16562107192926384,
                "se": 0.10612790820522106,
                "event_time": 11,
                "mass": 814.0
              },
              {
                "group": 6,
                "year": 18,
                "att": -0.0326677797703779,
                "se": 0.10179815513088843,
                "event_time": 12,
                "mass": 907.0
              },
              {
                "group": 6,
                "year": 19,
                "att": 0.09711988015499744,
                "se": 0.12809592650775284,
                "event_time": 13,
                "mass": 821.0
              },
              {
                "group": 6,
                "year": 20,
                "att": 0.27011395303012836,
                "se": 0.1265758481948355,
                "event_time": 14,
                "mass": 896.0
              },
              {
                "group": 6,
                "year": 21,
                "att": -0.5766488340214418,
                "se": 0.12110530052565767,
                "event_time": 15,
                "mass": 891.0
              },
              {
                "group": 7,
                "year": 1,
                "att": -0.3115309885855737,
                "se": 0.22635791822618676,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 2,
                "att": -0.013751531934419463,
                "se": 0.11782243485356667,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 3,
                "att": -0.21427395249707124,
                "se": 0.08600657523332099,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 4,
                "att": 0.07417328610356463,
                "se": 0.11808834842720282,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 5,
                "att": 0.031231512717159345,
                "se": 0.15730489693563027,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 6,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 7,
                "att": -0.0878568053187515,
                "se": 0.08895920237116783,
                "event_time": 0,
                "mass": 12690.0
              },
              {
                "group": 7,
                "year": 8,
                "att": -0.060675914376810795,
                "se": 0.11992823698214362,
                "event_time": 1,
                "mass": 12225.0
              },
              {
                "group": 7,
                "year": 9,
                "att": -0.14205341769304475,
                "se": 0.13454150405444268,
                "event_time": 2,
                "mass": 12375.0
              },
              {
                "group": 7,
                "year": 10,
                "att": -0.46691608378187266,
                "se": 0.1935646248257404,
                "event_time": 3,
                "mass": 11916.0
              },
              {
                "group": 7,
                "year": 11,
                "att": -0.20324849166746492,
                "se": 0.16306250674368689,
                "event_time": 4,
                "mass": 12283.0
              },
              {
                "group": 7,
                "year": 12,
                "att": -0.6260235219806659,
                "se": 0.22226468650018674,
                "event_time": 5,
                "mass": 11588.0
              },
              {
                "group": 7,
                "year": 13,
                "att": -0.7057052212625535,
                "se": 0.19803666866409003,
                "event_time": 6,
                "mass": 12131.0
              },
              {
                "group": 7,
                "year": 14,
                "att": -0.6884647925413926,
                "se": 0.21204627104622337,
                "event_time": 7,
                "mass": 12096.0
              },
              {
                "group": 7,
                "year": 15,
                "att": -0.823731940920574,
                "se": 0.1743683192786089,
                "event_time": 8,
                "mass": 11751.0
              },
              {
                "group": 7,
                "year": 16,
                "att": -0.7015309722051997,
                "se": 0.22199925650373636,
                "event_time": 9,
                "mass": 12131.0
              },
              {
                "group": 7,
                "year": 17,
                "att": -0.8700595542698752,
                "se": 0.20322522326752124,
                "event_time": 10,
                "mass": 12427.0
              },
              {
                "group": 7,
                "year": 18,
                "att": -0.9673948850326305,
                "se": 0.22873235329944613,
                "event_time": 11,
                "mass": 12161.0
              },
              {
                "group": 7,
                "year": 19,
                "att": -0.993355652182483,
                "se": 0.23550233237190665,
                "event_time": 12,
                "mass": 13538.0
              },
              {
                "group": 7,
                "year": 20,
                "att": -0.9055604741159724,
                "se": 0.24510642746382458,
                "event_time": 13,
                "mass": 14338.0
              },
              {
                "group": 7,
                "year": 21,
                "att": -0.9923949833686193,
                "se": 0.2195319711473144,
                "event_time": 14,
                "mass": 15893.0
              },
              {
                "group": 8,
                "year": 1,
                "att": 0.1893793706326209,
                "se": 0.18586028637215232,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 2,
                "att": 0.14235714580975406,
                "se": 0.16158655629488808,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 3,
                "att": 0.13513891655504148,
                "se": 0.148170716432903,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 4,
                "att": 0.18810147965017118,
                "se": 0.13393753658796112,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 5,
                "att": 0.0989016808699728,
                "se": 0.13367191523154662,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 6,
                "att": 0.1380631520590268,
                "se": 0.11976807872545533,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 7,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 8,
                "att": -0.21854673296076593,
                "se": 0.11077479397786481,
                "event_time": 0,
                "mass": 19079.0
              },
              {
                "group": 8,
                "year": 9,
                "att": 0.04624560487076673,
                "se": 0.1314753843119287,
                "event_time": 1,
                "mass": 19098.0
              },
              {
                "group": 8,
                "year": 10,
                "att": -0.12657415271641945,
                "se": 0.1884451599251563,
                "event_time": 2,
                "mass": 18694.0
              },
              {
                "group": 8,
                "year": 11,
                "att": -0.10466103201577051,
                "se": 0.16275246608763666,
                "event_time": 3,
                "mass": 19335.0
              },
              {
                "group": 8,
                "year": 12,
                "att": -0.20496050069644448,
                "se": 0.20604967979750846,
                "event_time": 4,
                "mass": 18506.0
              },
              {
                "group": 8,
                "year": 13,
                "att": -0.1851617983800514,
                "se": 0.18013799293406474,
                "event_time": 5,
                "mass": 19753.0
              },
              {
                "group": 8,
                "year": 14,
                "att": -0.132101796032743,
                "se": 0.19945085363637172,
                "event_time": 6,
                "mass": 19886.0
              },
              {
                "group": 8,
                "year": 15,
                "att": -0.30582509200280483,
                "se": 0.17750662866806277,
                "event_time": 7,
                "mass": 19303.0
              },
              {
                "group": 8,
                "year": 16,
                "att": -0.3113540687401229,
                "se": 0.17933034109944782,
                "event_time": 8,
                "mass": 20138.0
              },
              {
                "group": 8,
                "year": 17,
                "att": -0.36202530124445953,
                "se": 0.18042937595049321,
                "event_time": 9,
                "mass": 20380.0
              },
              {
                "group": 8,
                "year": 18,
                "att": -0.02795056444053593,
                "se": 0.16158474323590416,
                "event_time": 10,
                "mass": 20269.0
              },
              {
                "group": 8,
                "year": 19,
                "att": -0.32560567244883354,
                "se": 0.20426693493589962,
                "event_time": 11,
                "mass": 20969.0
              },
              {
                "group": 8,
                "year": 20,
                "att": 0.02933786561118798,
                "se": 0.1788560670269557,
                "event_time": 12,
                "mass": 21988.0
              },
              {
                "group": 8,
                "year": 21,
                "att": 0.08724211506275849,
                "se": 0.21043960077906373,
                "event_time": 13,
                "mass": 24287.0
              },
              {
                "group": 9,
                "year": 1,
                "att": -0.6403351924860683,
                "se": 0.45084075869485524,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 2,
                "att": -0.4928754905805532,
                "se": 0.15263132600079612,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 3,
                "att": -0.30947824085505266,
                "se": 0.2637027807417395,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 4,
                "att": -0.2062984458571108,
                "se": 0.16771814968343182,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 5,
                "att": -0.323925205230909,
                "se": 0.27497548677547157,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 6,
                "att": 0.00622345811475088,
                "se": 0.2882255515325417,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 7,
                "att": 0.05358059299600005,
                "se": 0.2378459688745987,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 8,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 9,
                "att": -0.40072907971675276,
                "se": 0.18247031950209727,
                "event_time": 0,
                "mass": 1918.0
              },
              {
                "group": 9,
                "year": 10,
                "att": -0.6179863481372975,
                "se": 0.31330457162572867,
                "event_time": 1,
                "mass": 1824.0
              },
              {
                "group": 9,
                "year": 11,
                "att": -0.8369074524424195,
                "se": 0.4401771641615387,
                "event_time": 2,
                "mass": 2026.0
              },
              {
                "group": 9,
                "year": 12,
                "att": -0.8123896694193907,
                "se": 0.25404857456894603,
                "event_time": 3,
                "mass": 1986.0
              },
              {
                "group": 9,
                "year": 13,
                "att": -0.9024838022013469,
                "se": 0.24719569828193724,
                "event_time": 4,
                "mass": 2008.0
              },
              {
                "group": 9,
                "year": 14,
                "att": -0.25630376332172783,
                "se": 0.14428816524407811,
                "event_time": 5,
                "mass": 1912.0
              },
              {
                "group": 9,
                "year": 15,
                "att": -1.0018004144943327,
                "se": 0.19747641610066316,
                "event_time": 6,
                "mass": 1816.0
              },
              {
                "group": 9,
                "year": 16,
                "att": -0.6682519344791877,
                "se": 0.15595489366564094,
                "event_time": 7,
                "mass": 1833.0
              },
              {
                "group": 9,
                "year": 17,
                "att": -0.5439585306194132,
                "se": 0.4170072114680304,
                "event_time": 8,
                "mass": 1947.0
              },
              {
                "group": 9,
                "year": 18,
                "att": -0.5714942546502583,
                "se": 0.4222962475490608,
                "event_time": 9,
                "mass": 1928.0
              },
              {
                "group": 9,
                "year": 19,
                "att": -0.44739745856108154,
                "se": 0.3416067123796241,
                "event_time": 10,
                "mass": 2064.0
              },
              {
                "group": 9,
                "year": 20,
                "att": -0.6063283630385783,
                "se": 0.22274075054837802,
                "event_time": 11,
                "mass": 2177.0
              },
              {
                "group": 9,
                "year": 21,
                "att": -0.4453128023260344,
                "se": 0.33317454600762175,
                "event_time": 12,
                "mass": 2412.0
              },
              {
                "group": 10,
                "year": 1,
                "att": 0.7441545369267666,
                "se": 0.2075942420380059,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 2,
                "att": 0.5020414161887471,
                "se": 0.34742913034093253,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 3,
                "att": 0.7960348008524201,
                "se": 0.16284108490793892,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 4,
                "att": 0.22862503043717572,
                "se": 0.3100367135353395,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 5,
                "att": 0.4671095365277054,
                "se": 0.10296439375878397,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 6,
                "att": 0.5560598595984498,
                "se": 0.12671713137325682,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 7,
                "att": 0.6163318398139399,
                "se": 0.3123761378986288,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 8,
                "att": 0.0730774681104895,
                "se": 0.08107074344844137,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 9,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 10,
                "att": -0.28251221166996504,
                "se": 0.7000302915245028,
                "event_time": 0,
                "mass": 1553.0
              },
              {
                "group": 10,
                "year": 11,
                "att": -0.31815501619628483,
                "se": 0.6264543767401937,
                "event_time": 1,
                "mass": 1581.0
              },
              {
                "group": 10,
                "year": 12,
                "att": 0.3184705721257768,
                "se": 0.189190718972601,
                "event_time": 2,
                "mass": 1607.0
              },
              {
                "group": 10,
                "year": 13,
                "att": 0.24816939683604858,
                "se": 0.32595141021159596,
                "event_time": 3,
                "mass": 1682.0
              },
              {
                "group": 10,
                "year": 14,
                "att": 0.18430729825299647,
                "se": 0.10824148336148533,
                "event_time": 4,
                "mass": 1731.0
              },
              {
                "group": 10,
                "year": 15,
                "att": 0.32898798968103476,
                "se": 0.12741585876883882,
                "event_time": 5,
                "mass": 1648.0
              },
              {
                "group": 10,
                "year": 16,
                "att": 0.11361625608138418,
                "se": 0.35963837166639484,
                "event_time": 6,
                "mass": 1688.0
              },
              {
                "group": 10,
                "year": 17,
                "att": 0.19261648477671287,
                "se": 0.11525477346140045,
                "event_time": 7,
                "mass": 1654.0
              },
              {
                "group": 10,
                "year": 18,
                "att": -0.11594258432164063,
                "se": 0.13718192908545468,
                "event_time": 8,
                "mass": 1723.0
              },
              {
                "group": 10,
                "year": 19,
                "att": -0.02713932099113613,
                "se": 0.5128329982229016,
                "event_time": 9,
                "mass": 1684.0
              },
              {
                "group": 10,
                "year": 20,
                "att": 0.1713153092593356,
                "se": 0.14142228271683774,
                "event_time": 10,
                "mass": 1755.0
              },
              {
                "group": 10,
                "year": 21,
                "att": 0.20234280670735316,
                "se": 0.11394246705279214,
                "event_time": 11,
                "mass": 1837.0
              },
              {
                "group": 11,
                "year": 1,
                "att": -0.590469400696449,
                "se": 0.12265783972514993,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 2,
                "att": -0.1556137017300465,
                "se": 0.10844728374371021,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 3,
                "att": -0.6758251751931543,
                "se": 0.09764844901143092,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 4,
                "att": -1.0914627207012793,
                "se": 0.10102322736766725,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 5,
                "att": -1.0973972461141526,
                "se": 0.10836288548809173,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 6,
                "att": -1.6762959570825826,
                "se": 0.1517250073835009,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 7,
                "att": -1.9806675888016299,
                "se": 0.12428952893918552,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 8,
                "att": -1.0416519166858997,
                "se": 0.10792611532211042,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 9,
                "att": -0.731336719637571,
                "se": 0.08330686468353105,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 10,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 11,
                "att": -0.6286714726002016,
                "se": 0.09708668398521425,
                "event_time": 0,
                "mass": 1250.0
              },
              {
                "group": 11,
                "year": 12,
                "att": -0.16316199773696813,
                "se": 0.09210666389634736,
                "event_time": 1,
                "mass": 1254.0
              },
              {
                "group": 11,
                "year": 13,
                "att": -0.8609776840390901,
                "se": 0.10208928700603917,
                "event_time": 2,
                "mass": 1393.0
              },
              {
                "group": 11,
                "year": 14,
                "att": -0.5451613126206376,
                "se": 0.10460401863493596,
                "event_time": 3,
                "mass": 1268.0
              },
              {
                "group": 11,
                "year": 15,
                "att": -0.22194496798818977,
                "se": 0.10400549981707988,
                "event_time": 4,
                "mass": 1229.0
              },
              {
                "group": 11,
                "year": 16,
                "att": -0.5783095827265594,
                "se": 0.11039581176473677,
                "event_time": 5,
                "mass": 1271.0
              },
              {
                "group": 11,
                "year": 17,
                "att": -0.11015359389357246,
                "se": 0.09662156075917022,
                "event_time": 6,
                "mass": 1223.0
              },
              {
                "group": 11,
                "year": 18,
                "att": -0.37331892061119165,
                "se": 0.10378454025662816,
                "event_time": 7,
                "mass": 1228.0
              },
              {
                "group": 11,
                "year": 19,
                "att": -0.28554029553076804,
                "se": 0.1366242410312893,
                "event_time": 8,
                "mass": 1214.0
              },
              {
                "group": 11,
                "year": 20,
                "att": -0.2816151531759585,
                "se": 0.13746348347722095,
                "event_time": 9,
                "mass": 1207.0
              },
              {
                "group": 11,
                "year": 21,
                "att": -0.26626567403760665,
                "se": 0.12445332801645646,
                "event_time": 10,
                "mass": 1283.0
              },
              {
                "group": 12,
                "year": 1,
                "att": -0.15963590953327253,
                "se": 0.12034487972330245,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 2,
                "att": 0.29676429494799955,
                "se": 0.10396476196412001,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 3,
                "att": -0.03566352899645505,
                "se": 0.09985619870247558,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 4,
                "att": 0.645308958464236,
                "se": 0.10590562165682017,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 5,
                "att": -0.08790228053538192,
                "se": 0.10482207964186793,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 6,
                "att": 0.5693182327880415,
                "se": 0.1313337905362897,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 7,
                "att": 0.3317068464655665,
                "se": 0.11679758287213099,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 8,
                "att": 0.07729113720122596,
                "se": 0.11493300277730224,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 9,
                "att": -0.0032860573635963013,
                "se": 0.10296861196334987,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 10,
                "att": -0.16325470120177532,
                "se": 0.10034471186618774,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 11,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 12,
                "att": 0.4295020235521444,
                "se": 0.09112079624987085,
                "event_time": 0,
                "mass": 1220.0
              },
              {
                "group": 12,
                "year": 13,
                "att": 0.5671075311867309,
                "se": 0.09845259400573063,
                "event_time": 1,
                "mass": 1217.0
              },
              {
                "group": 12,
                "year": 14,
                "att": 0.0142548367772497,
                "se": 0.09153939258385632,
                "event_time": 2,
                "mass": 1237.0
              },
              {
                "group": 12,
                "year": 15,
                "att": 0.5249201647888935,
                "se": 0.10854447207777856,
                "event_time": 3,
                "mass": 1225.0
              },
              {
                "group": 12,
                "year": 16,
                "att": -0.19953327743834862,
                "se": 0.10166716691574194,
                "event_time": 4,
                "mass": 1285.0
              },
              {
                "group": 12,
                "year": 17,
                "att": -0.021348387562667544,
                "se": 0.10464293308401267,
                "event_time": 5,
                "mass": 1205.0
              },
              {
                "group": 12,
                "year": 18,
                "att": 0.24292628149054907,
                "se": 0.09049863131119112,
                "event_time": 6,
                "mass": 1146.0
              },
              {
                "group": 12,
                "year": 19,
                "att": -0.21752250078899893,
                "se": 0.13385034097665074,
                "event_time": 7,
                "mass": 1212.0
              },
              {
                "group": 12,
                "year": 20,
                "att": -0.19220377967523963,
                "se": 0.13446599670786166,
                "event_time": 8,
                "mass": 1305.0
              },
              {
                "group": 12,
                "year": 21,
                "att": 0.1866674009743849,
                "se": 0.11278985745711034,
                "event_time": 9,
                "mass": 1405.0
              },
              {
                "group": 13,
                "year": 1,
                "att": -0.10754790720003489,
                "se": 0.35406420395468385,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 2,
                "att": -0.41672791858050456,
                "se": 0.44132820744389206,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 3,
                "att": 0.11281930780921433,
                "se": 0.41324661892181197,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 4,
                "att": 0.39310743919372115,
                "se": 0.2080257121124048,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 5,
                "att": 0.21481868155175932,
                "se": 0.4054752904260201,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 6,
                "att": 0.19355410259934358,
                "se": 0.4204594695279116,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 7,
                "att": 0.24202806686061767,
                "se": 0.17536027690592979,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 8,
                "att": 0.29084084061626875,
                "se": 0.10977727203114891,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 9,
                "att": -0.07454326703107486,
                "se": 0.2317209317055815,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 10,
                "att": 0.32342725967475605,
                "se": 0.2474736295603755,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 11,
                "att": 0.3095650660943024,
                "se": 0.18795948189304126,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 12,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 13,
                "att": 0.13333447028777246,
                "se": 0.12106629692950116,
                "event_time": 0,
                "mass": 2307.0
              },
              {
                "group": 13,
                "year": 14,
                "att": 0.027979478816386023,
                "se": 0.34342618441050343,
                "event_time": 1,
                "mass": 2234.0
              },
              {
                "group": 13,
                "year": 15,
                "att": -0.3657345553164071,
                "se": 0.29333783574505057,
                "event_time": 2,
                "mass": 2169.0
              },
              {
                "group": 13,
                "year": 16,
                "att": 0.42818906257798,
                "se": 0.17044747406613261,
                "event_time": 3,
                "mass": 2220.0
              },
              {
                "group": 13,
                "year": 17,
                "att": 0.14218234064903087,
                "se": 0.3156587661410412,
                "event_time": 4,
                "mass": 2290.0
              },
              {
                "group": 13,
                "year": 18,
                "att": -0.005740906125135581,
                "se": 0.18508064109881936,
                "event_time": 5,
                "mass": 2266.0
              },
              {
                "group": 13,
                "year": 19,
                "att": -0.16455558119691308,
                "se": 0.28997301432432204,
                "event_time": 6,
                "mass": 2261.0
              },
              {
                "group": 13,
                "year": 20,
                "att": 0.30120152765676594,
                "se": 0.28334508846990886,
                "event_time": 7,
                "mass": 1982.0
              },
              {
                "group": 13,
                "year": 21,
                "att": 0.5419873026178826,
                "se": 0.1715437718964017,
                "event_time": 8,
                "mass": 2089.0
              },
              {
                "group": 14,
                "year": 1,
                "att": 0.12193208862343723,
                "se": 0.3548356188136436,
                "event_time": -13,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 2,
                "att": -0.04752714129413979,
                "se": 0.3950008530247727,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 3,
                "att": 0.3790844613007025,
                "se": 0.2031005745937599,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 4,
                "att": -0.5914100806743715,
                "se": 0.26952550243364476,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 5,
                "att": 0.09359870208382991,
                "se": 0.5354541562311612,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 6,
                "att": -0.08221290597736883,
                "se": 0.41141015671611336,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 7,
                "att": 0.2322815009603595,
                "se": 0.16218158355669196,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 8,
                "att": 0.5792731700845997,
                "se": 0.3290912595707244,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 9,
                "att": 0.5069974907783469,
                "se": 0.30267824278278455,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 10,
                "att": 0.06791125725672062,
                "se": 0.4596114446382675,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 11,
                "att": -0.1287912707861396,
                "se": 0.6151348839564184,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 12,
                "att": 0.4043243972449225,
                "se": 0.09177131155346002,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 13,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 14,
                "att": 0.04225320010094003,
                "se": 0.3473154848707001,
                "event_time": 0,
                "mass": 1590.0
              },
              {
                "group": 14,
                "year": 15,
                "att": 0.4019007180998354,
                "se": 0.21508954576261702,
                "event_time": 1,
                "mass": 1476.0
              },
              {
                "group": 14,
                "year": 16,
                "att": -0.2585718095527347,
                "se": 0.655045027338064,
                "event_time": 2,
                "mass": 1470.0
              },
              {
                "group": 14,
                "year": 17,
                "att": 0.34205171543748447,
                "se": 0.1448470759682616,
                "event_time": 3,
                "mass": 1493.0
              },
              {
                "group": 14,
                "year": 18,
                "att": 0.4372470091794151,
                "se": 0.11052275077478804,
                "event_time": 4,
                "mass": 1471.0
              },
              {
                "group": 14,
                "year": 19,
                "att": -0.26816743623181244,
                "se": 0.1573976773851015,
                "event_time": 5,
                "mass": 1587.0
              },
              {
                "group": 14,
                "year": 20,
                "att": 0.34481335088877796,
                "se": 0.31324779316162354,
                "event_time": 6,
                "mass": 1595.0
              },
              {
                "group": 14,
                "year": 21,
                "att": 0.25775197403191313,
                "se": 0.35642894536214487,
                "event_time": 7,
                "mass": 1677.0
              },
              {
                "group": 15,
                "year": 1,
                "att": 0.7740810906885284,
                "se": 0.22888081389665657,
                "event_time": -14,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 2,
                "att": 0.42229942724922626,
                "se": 0.16246528252552306,
                "event_time": -13,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 3,
                "att": 0.4409638223374259,
                "se": 0.15910722368918978,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 4,
                "att": 0.44830899317323514,
                "se": 0.16461311165770887,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 5,
                "att": 0.536357621893645,
                "se": 0.2799081290195708,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 6,
                "att": 1.168999519421668,
                "se": 0.16346368541046907,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 7,
                "att": 0.8733303364296904,
                "se": 0.19988348709793147,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 8,
                "att": 0.8573479612311713,
                "se": 0.3773777638295092,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 9,
                "att": 0.5419376301606875,
                "se": 0.39066404504375873,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 10,
                "att": -0.32744658531858306,
                "se": 0.6169317913335708,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 11,
                "att": 0.3076255845572193,
                "se": 0.4100820548887622,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 12,
                "att": 0.455241395686511,
                "se": 0.4072033536703343,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 13,
                "att": 0.5006691339168469,
                "se": 0.3395179859059123,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 14,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 15,
                "att": 0.3577215110392503,
                "se": 0.19522468042248767,
                "event_time": 0,
                "mass": 2684.0
              },
              {
                "group": 15,
                "year": 16,
                "att": -0.3276781087317451,
                "se": 0.4615281011958675,
                "event_time": 1,
                "mass": 2588.0
              },
              {
                "group": 15,
                "year": 17,
                "att": -0.008448581851976828,
                "se": 0.3156961554114699,
                "event_time": 2,
                "mass": 2623.0
              },
              {
                "group": 15,
                "year": 18,
                "att": 0.050712031367062385,
                "se": 0.38025737970126194,
                "event_time": 3,
                "mass": 2707.0
              },
              {
                "group": 15,
                "year": 19,
                "att": -0.26445110872026956,
                "se": 0.5257892207812965,
                "event_time": 4,
                "mass": 2894.0
              },
              {
                "group": 15,
                "year": 20,
                "att": 0.34388735143929205,
                "se": 0.1647182230668971,
                "event_time": 5,
                "mass": 3231.0
              },
              {
                "group": 15,
                "year": 21,
                "att": 0.36076704726713954,
                "se": 0.11753503392343177,
                "event_time": 6,
                "mass": 3613.0
              },
              {
                "group": 16,
                "year": 1,
                "att": 0.7511058805285641,
                "se": 0.1260335705453178,
                "event_time": -15,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 2,
                "att": -0.08981505940819887,
                "se": 0.12321726459472196,
                "event_time": -14,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 3,
                "att": -0.012498911704827023,
                "se": 0.10544370536579956,
                "event_time": -13,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 4,
                "att": 0.1604835307054447,
                "se": 0.11605203859114757,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 5,
                "att": 0.6924100624968499,
                "se": 0.10451770337839622,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 6,
                "att": 0.43791858117500193,
                "se": 0.12946635514944727,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 7,
                "att": 0.11541125943240269,
                "se": 0.12285412828528675,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 8,
                "att": 0.33387879508664114,
                "se": 0.13725835169646422,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 9,
                "att": -0.5793121877862699,
                "se": 0.12036872578765866,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 10,
                "att": -0.18230255789340188,
                "se": 0.10621918929020185,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 11,
                "att": -0.29299034564400117,
                "se": 0.11076557603787178,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 12,
                "att": -0.3550157570223261,
                "se": 0.12907581130517215,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 13,
                "att": -0.30184963965982986,
                "se": 0.12205469055095969,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 14,
                "att": -0.7449132878995154,
                "se": 0.1074586745838824,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 15,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 16,
                "att": -0.06524172758246519,
                "se": 0.11535084198980355,
                "event_time": 0,
                "mass": 678.0
              },
              {
                "group": 16,
                "year": 17,
                "att": 0.2560598586619521,
                "se": 0.09482876097505935,
                "event_time": 1,
                "mass": 650.0
              },
              {
                "group": 16,
                "year": 18,
                "att": -0.5316304326712166,
                "se": 0.09184444758393662,
                "event_time": 2,
                "mass": 670.0
              },
              {
                "group": 16,
                "year": 19,
                "att": -1.0646105634906642,
                "se": 0.13558653125183823,
                "event_time": 3,
                "mass": 649.0
              },
              {
                "group": 16,
                "year": 20,
                "att": -0.5348361222555591,
                "se": 0.12483734470475522,
                "event_time": 4,
                "mass": 678.0
              },
              {
                "group": 16,
                "year": 21,
                "att": -0.3189196129752086,
                "se": 0.12142454353280492,
                "event_time": 5,
                "mass": 768.0
              },
              {
                "group": 19,
                "year": 1,
                "att": 0.3410650549922104,
                "se": 0.13880818227917038,
                "event_time": -18,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 2,
                "att": 0.44032929798548776,
                "se": 0.4893319151945184,
                "event_time": -17,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 3,
                "att": 0.04869992808656325,
                "se": 0.8855913902937516,
                "event_time": -16,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 4,
                "att": 0.37659738603487736,
                "se": 0.8246444197885426,
                "event_time": -15,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 5,
                "att": 0.6327010834358574,
                "se": 0.40716046820152435,
                "event_time": -14,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 6,
                "att": 0.16766211518674423,
                "se": 0.3906663372878942,
                "event_time": -13,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 7,
                "att": 0.24148720513252359,
                "se": 0.7405173380082632,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 8,
                "att": -0.2335152139199749,
                "se": 0.9723695843451811,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 9,
                "att": -0.021969379569146272,
                "se": 0.631141271190226,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 10,
                "att": -0.34153225537090154,
                "se": 0.5918077728217969,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 11,
                "att": -0.8121195460200729,
                "se": 0.44104455927622815,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 12,
                "att": -0.2536682261884729,
                "se": 0.567854767219403,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 13,
                "att": 0.07342605686252361,
                "se": 0.21407611910817073,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 14,
                "att": -0.4064880600827033,
                "se": 0.6224702825495521,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 15,
                "att": 0.17085313634154273,
                "se": 0.6040862168476153,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 16,
                "att": 0.29062980106724534,
                "se": 0.5692011908108953,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 17,
                "att": 0.20590207179704886,
                "se": 0.42109794124151606,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 18,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 19,
                "att": 0.12109073178201728,
                "se": 0.4093437049217249,
                "event_time": 0,
                "mass": 1406.0
              },
              {
                "group": 19,
                "year": 20,
                "att": 0.02015995557975418,
                "se": 0.47891531683121363,
                "event_time": 1,
                "mass": 1519.0
              },
              {
                "group": 19,
                "year": 21,
                "att": 0.8342756052883418,
                "se": 0.39590113682756295,
                "event_time": 2,
                "mass": 1583.0
              }
            ],
            "treated_cell_att": -0.27682367717401885,
            "treated_cell_se": 0.10660041297070869,
            "checks": {
              "input_rows": 2100,
              "retained_rows": 2100,
              "all_observed_post_cells_estimated": true,
              "dynamic_cluster_se_error": 0.0
            },
            "target": "Equal average of nonnegative native CS-DID event-time effects",
            "donor_rule": "notyettreated",
            "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty",
            "warnings": [
              "Be aware that there are some small groups in your dataset.\n  Check groups: 6,9,10,11,12,13,14,15,16,19.",
              "Not returning pre-test Wald statistic due to singular covariance matrix",
              "Time-varying weights detected. For balanced panel data, the default behavior uses the weight from the earlier of the two time periods in each 2x2 comparison (the base period for post-treatment cells). Use the 'fix_weights' argument to control this behavior."
            ],
            "seconds": 0.6540501248091459,
            "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."
            },
            "estimate": -0.04002572492686738,
            "event_study": [
              {
                "event_time": -18,
                "estimate": 0.1362575166990262,
                "raw_gap": 0.16454658627874855,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1562.0,
                "relative_to_minus_one": -0.11135594159823595
              },
              {
                "event_time": -17,
                "estimate": 0.2520862319144018,
                "raw_gap": 0.28037530149412415,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1503.0,
                "relative_to_minus_one": 0.004472773617139686
              },
              {
                "event_time": -16,
                "estimate": -0.16773308408045112,
                "raw_gap": -0.1394440145007288,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1578.0,
                "relative_to_minus_one": -0.4153465423777133
              },
              {
                "event_time": -15,
                "estimate": 0.32730120321110767,
                "raw_gap": 0.3116498291550829,
                "n": 4,
                "n_cells": 4,
                "weight_sum": 2266.0,
                "relative_to_minus_one": 0.07968774491384553
              },
              {
                "event_time": -14,
                "estimate": 0.3636726066803869,
                "raw_gap": 0.23856336862834618,
                "n": 6,
                "n_cells": 6,
                "weight_sum": 5096.0,
                "relative_to_minus_one": 0.11605914838312478
              },
              {
                "event_time": -13,
                "estimate": 0.04281217168543129,
                "raw_gap": -0.0680796372256744,
                "n": 8,
                "n_cells": 8,
                "weight_sum": 7255.0,
                "relative_to_minus_one": -0.20480128661183084
              },
              {
                "event_time": -12,
                "estimate": -0.0020807482534999653,
                "raw_gap": -0.07535287321254328,
                "n": 10,
                "n_cells": 10,
                "weight_sum": 9833.0,
                "relative_to_minus_one": -0.2496942065507621
              },
              {
                "event_time": -11,
                "estimate": -0.026967604934604438,
                "raw_gap": -0.09314710329375964,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 10851.0,
                "relative_to_minus_one": -0.2745810632318666
              },
              {
                "event_time": -10,
                "estimate": 0.029343569679545677,
                "raw_gap": -0.02756039539891175,
                "n": 12,
                "n_cells": 12,
                "weight_sum": 12429.0,
                "relative_to_minus_one": -0.21826988861771646
              },
              {
                "event_time": -9,
                "estimate": 0.27335373047445094,
                "raw_gap": 0.21845893180521964,
                "n": 14,
                "n_cells": 14,
                "weight_sum": 14303.0,
                "relative_to_minus_one": 0.0257402721771888
              },
              {
                "event_time": -8,
                "estimate": 0.08827618311374029,
                "raw_gap": 0.04166177003268273,
                "n": 17,
                "n_cells": 17,
                "weight_sum": 16627.0,
                "relative_to_minus_one": -0.15933727518352186
              },
              {
                "event_time": -7,
                "estimate": 0.20369643218832417,
                "raw_gap": 0.1716754609571577,
                "n": 37,
                "n_cells": 37,
                "weight_sum": 36205.0,
                "relative_to_minus_one": -0.04391702610893797
              },
              {
                "event_time": -6,
                "estimate": 0.19240009177818834,
                "raw_gap": 0.17439890341658934,
                "n": 47,
                "n_cells": 47,
                "weight_sum": 47458.0,
                "relative_to_minus_one": -0.0552133665190738
              },
              {
                "event_time": -5,
                "estimate": 0.17416317716163954,
                "raw_gap": 0.15818542985823575,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 49612.0,
                "relative_to_minus_one": -0.0734502811356226
              },
              {
                "event_time": -4,
                "estimate": 0.19957045495376483,
                "raw_gap": 0.18440906314241,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 50264.0,
                "relative_to_minus_one": -0.048043003343497315
              },
              {
                "event_time": -3,
                "estimate": 0.28887741986502236,
                "raw_gap": 0.2736535971092204,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 48607.0,
                "relative_to_minus_one": 0.041263961567760216
              },
              {
                "event_time": -2,
                "estimate": 0.3277033401303031,
                "raw_gap": 0.3114831502821862,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 49287.0,
                "relative_to_minus_one": 0.08008988183304097
              },
              {
                "event_time": -1,
                "estimate": 0.24761345829726214,
                "raw_gap": 0.23252187184513068,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 48427.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": 0.10489503869079551,
                "raw_gap": 0.09047481678992723,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 47192.0,
                "relative_to_minus_one": -0.14271841960646664
              },
              {
                "event_time": 1,
                "estimate": 0.16569152997636272,
                "raw_gap": 0.1513810949691397,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 46432.0,
                "relative_to_minus_one": -0.08192192832089942
              },
              {
                "event_time": 2,
                "estimate": -0.015738217249605328,
                "raw_gap": -0.030008913217411323,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 46599.0,
                "relative_to_minus_one": -0.26335167554686745
              },
              {
                "event_time": 3,
                "estimate": -0.04561864135240455,
                "raw_gap": -0.06222767755034761,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 45246.0,
                "relative_to_minus_one": -0.2932320996496667
              },
              {
                "event_time": 4,
                "estimate": -0.0443963701080368,
                "raw_gap": -0.061355565010837165,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 45139.0,
                "relative_to_minus_one": -0.29200982840529893
              },
              {
                "event_time": 5,
                "estimate": -0.04706566697002643,
                "raw_gap": -0.06632727889231503,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 46066.0,
                "relative_to_minus_one": -0.29467912526728857
              },
              {
                "event_time": 6,
                "estimate": -0.027953553574625763,
                "raw_gap": -0.04680553032308932,
                "n": 44,
                "n_cells": 44,
                "weight_sum": 46086.0,
                "relative_to_minus_one": -0.2755670118718879
              },
              {
                "event_time": 7,
                "estimate": -0.12281105269832608,
                "raw_gap": -0.12632748884461567,
                "n": 42,
                "n_cells": 42,
                "weight_sum": 41823.0,
                "relative_to_minus_one": -0.3704245109955882
              },
              {
                "event_time": 8,
                "estimate": -0.07106449529695022,
                "raw_gap": -0.0730369953253465,
                "n": 40,
                "n_cells": 40,
                "weight_sum": 41036.0,
                "relative_to_minus_one": -0.31867795359421236
              },
              {
                "event_time": 9,
                "estimate": -0.11549674400629517,
                "raw_gap": -0.12045051573319042,
                "n": 38,
                "n_cells": 38,
                "weight_sum": 39546.0,
                "relative_to_minus_one": -0.3631102023035573
              },
              {
                "event_time": 10,
                "estimate": 0.008829245981418982,
                "raw_gap": 0.006251596636446555,
                "n": 37,
                "n_cells": 37,
                "weight_sum": 38630.0,
                "relative_to_minus_one": -0.23878421231584315
              },
              {
                "event_time": 11,
                "estimate": -0.25991855838752287,
                "raw_gap": -0.26399291800669816,
                "n": 36,
                "n_cells": 36,
                "weight_sum": 37958.0,
                "relative_to_minus_one": -0.507532016684785
              },
              {
                "event_time": 12,
                "estimate": -0.08888004952418271,
                "raw_gap": -0.0919298478173821,
                "n": 34,
                "n_cells": 34,
                "weight_sum": 38845.0,
                "relative_to_minus_one": -0.3364935078214448
              },
              {
                "event_time": 13,
                "estimate": 0.04992876402077733,
                "raw_gap": 0.047476569550149984,
                "n": 31,
                "n_cells": 31,
                "weight_sum": 39446.0,
                "relative_to_minus_one": -0.1976846942764848
              },
              {
                "event_time": 14,
                "estimate": -0.2949382518373189,
                "raw_gap": -0.26786393204867404,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 16789.0,
                "relative_to_minus_one": -0.542551710134581
              },
              {
                "event_time": 15,
                "estimate": -0.5958990162258607,
                "raw_gap": -0.5855545508605617,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 891.0,
                "relative_to_minus_one": -0.8435124745231228
              }
            ],
            "package_event_study": {
              "event_time": [
                -18.0,
                -17.0,
                -16.0,
                -15.0,
                -14.0,
                -13.0,
                -12.0,
                -11.0,
                -10.0,
                -9.0,
                -8.0,
                -7.0,
                -6.0,
                -5.0,
                -4.0,
                -3.0,
                -2.0,
                -1.0,
                0.0,
                1.0,
                2.0,
                3.0,
                4.0,
                5.0,
                6.0,
                7.0,
                8.0,
                9.0,
                10.0,
                11.0,
                12.0,
                13.0,
                14.0,
                15.0
              ],
              "estimate": [
                0.3653518153857303,
                0.07057757074241285,
                -0.12570590747027785,
                0.40414397064962326,
                0.1777651715439784,
                0.0050423544365099104,
                -0.08187935699151935,
                -0.08780553412374865,
                -0.07756566623976413,
                0.029202334061859934,
                -0.10099170985417531,
                0.08873221676932679,
                -0.020463623684744005,
                -0.02916483413187404,
                -0.04429327453782639,
                0.03967216900053139,
                0.02746289794321044,
                -0.034343813686575075,
                -0.1947098193799279,
                -0.12053266528370332,
                -0.2174573750590907,
                -0.3027776842878472,
                -0.2839351376283804,
                -0.18319844448524403,
                -0.20234217135726132,
                -0.30776637600653955,
                -0.2788030585554382,
                -0.250105221576307,
                -0.1715588258494677,
                -0.3970149813055017,
                -0.15597191176839753,
                0.04234174531482197,
                -0.24392977331446583,
                -0.5855545508605617
              ],
              "n": [
                3.0,
                3.0,
                3.0,
                4.0,
                6.0,
                8.0,
                10.0,
                11.0,
                12.0,
                14.0,
                17.0,
                37.0,
                47.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                45.0,
                45.0,
                45.0,
                44.0,
                42.0,
                40.0,
                38.0,
                37.0,
                36.0,
                34.0,
                31.0,
                11.0,
                1.0
              ]
            },
            "sdid_pre_gap_correction": [
              {
                "cohort": 5,
                "pre_gap": 0.010344465365298997
              },
              {
                "cohort": 6,
                "pre_gap": 0.02801749914832008
              },
              {
                "cohort": 7,
                "pre_gap": -0.020872770286239083
              },
              {
                "cohort": 8,
                "pre_gap": -0.019984359536397232
              },
              {
                "cohort": 9,
                "pre_gap": -0.012307388966710738
              },
              {
                "cohort": 10,
                "pre_gap": 0.023041866995396967
              },
              {
                "cohort": 11,
                "pre_gap": -0.06216404776875764
              },
              {
                "cohort": 12,
                "pre_gap": 0.05478018141574178
              },
              {
                "cohort": 13,
                "pre_gap": -0.05740507438560094
              },
              {
                "cohort": 14,
                "pre_gap": -0.20296363981201576
              },
              {
                "cohort": 15,
                "pre_gap": -0.10608211163296719
              },
              {
                "cohort": 18,
                "pre_gap": 0.028289069579722305
              }
            ],
            "diagnostics": {
              "converged": true,
              "pre_rmse": 0.22618284205846315,
              "zeta_omega": [
                1.511140295998761,
                2.719260380119094,
                3.1885261768474837,
                1.9600684497576264,
                1.7199227498272378,
                1.4198264498602335,
                1.3987180147364862,
                1.620877293336357,
                1.6085685784253563,
                1.5613896849520246,
                1.272772398424487,
                1.5038182436263932
              ],
              "zeta_lambda": [
                7.555701479993804e-07,
                7.770124549030426e-07,
                7.794719277485356e-07,
                7.843413048427867e-07,
                7.77062821399023e-07,
                7.796273947558538e-07,
                7.865569419745298e-07,
                7.86922588862039e-07,
                8.042842892126781e-07,
                8.07196549985841e-07,
                8.132291472483152e-07,
                8.682298677699683e-07
              ]
            },
            "checks": {
              "scalar_vs_treated_cell_average": 0.0,
              "native_scalar_vs_unweighted_matrix_average": 2.7755575615628914e-17
            },
            "native_matrix_att": -0.20999225396194707,
            "matrix_preparation": {
              "source_rows": 2100,
              "matrix_shape": [
                100,
                21
              ],
              "observed_cells": 2100,
              "missing_cells": 0,
              "repeated_cells": 0,
              "minimum_cell_count": 1,
              "maximum_cell_count": 1,
              "observation_mass": 1683217.0,
              "treated_observation_mass": 617724.0,
              "within_cell_aggregation": "Observation-weighted outcome mean",
              "fitting_weights": "Standard crabbymetrics objective on cell means; no cell-count precision weighting",
              "reporting_weights": "Sum of original observation weights per treated unit-period"
            },
            "seconds": 0.001971582882106304,
            "crabbymetrics": "0.9.1",
            "normalization": "Original source outcome / source SD; no mean subtraction",
            "target": "All observed treated observations, using configured observation weights; cell mass equals sum of row weights",
            "status": "estimated"
          },
          {
            "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": -0.276386117033743,
            "event_study": [
              {
                "event_time": -18,
                "estimate": 0.004269246454625413,
                "raw_gap": 0.004269246454625413,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1562.0,
                "relative_to_minus_one": 0.020903344034673227
              },
              {
                "event_time": -17,
                "estimate": 0.2098040772710256,
                "raw_gap": 0.2098040772710256,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1503.0,
                "relative_to_minus_one": 0.22643817485107343
              },
              {
                "event_time": -16,
                "estimate": -0.060152948335993495,
                "raw_gap": -0.060152948335993495,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1578.0,
                "relative_to_minus_one": -0.04351885075594568
              },
              {
                "event_time": -15,
                "estimate": 0.19299869708292422,
                "raw_gap": 0.19299869708292422,
                "n": 4,
                "n_cells": 4,
                "weight_sum": 2266.0,
                "relative_to_minus_one": 0.20963279466297202
              },
              {
                "event_time": -14,
                "estimate": 0.1173149345491265,
                "raw_gap": 0.1173149345491265,
                "n": 6,
                "n_cells": 6,
                "weight_sum": 5096.0,
                "relative_to_minus_one": 0.1339490321291743
              },
              {
                "event_time": -13,
                "estimate": -0.0036357575318614944,
                "raw_gap": -0.0036357575318614944,
                "n": 8,
                "n_cells": 8,
                "weight_sum": 7255.0,
                "relative_to_minus_one": 0.012998340048186322
              },
              {
                "event_time": -12,
                "estimate": -0.04942728159414975,
                "raw_gap": -0.04942728159414975,
                "n": 10,
                "n_cells": 10,
                "weight_sum": 9833.0,
                "relative_to_minus_one": -0.03279318401410193
              },
              {
                "event_time": -11,
                "estimate": -0.07382265232242946,
                "raw_gap": -0.07382265232242946,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 10851.0,
                "relative_to_minus_one": -0.057188554742381645
              },
              {
                "event_time": -10,
                "estimate": -0.037179540885253805,
                "raw_gap": -0.037179540885253805,
                "n": 12,
                "n_cells": 12,
                "weight_sum": 12429.0,
                "relative_to_minus_one": -0.02054544330520599
              },
              {
                "event_time": -9,
                "estimate": 0.06860400754710783,
                "raw_gap": 0.06860400754710783,
                "n": 14,
                "n_cells": 14,
                "weight_sum": 14303.0,
                "relative_to_minus_one": 0.08523810512715564
              },
              {
                "event_time": -8,
                "estimate": -0.008177177782998535,
                "raw_gap": -0.008177177782998535,
                "n": 17,
                "n_cells": 17,
                "weight_sum": 16627.0,
                "relative_to_minus_one": 0.008456919797049281
              },
              {
                "event_time": -7,
                "estimate": 0.016500290390607856,
                "raw_gap": 0.016500290390607856,
                "n": 37,
                "n_cells": 37,
                "weight_sum": 36205.0,
                "relative_to_minus_one": 0.03313438797065567
              },
              {
                "event_time": -6,
                "estimate": -0.011274285779538032,
                "raw_gap": -0.011274285779538032,
                "n": 47,
                "n_cells": 47,
                "weight_sum": 47458.0,
                "relative_to_minus_one": 0.005359811800509784
              },
              {
                "event_time": -5,
                "estimate": -0.010620613550309955,
                "raw_gap": -0.010620613550309955,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 49612.0,
                "relative_to_minus_one": 0.006013484029737861
              },
              {
                "event_time": -4,
                "estimate": -0.042580970112664,
                "raw_gap": -0.042580970112664,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 50264.0,
                "relative_to_minus_one": -0.025946872532616183
              },
              {
                "event_time": -3,
                "estimate": 0.027661009663708616,
                "raw_gap": 0.027661009663708616,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 48607.0,
                "relative_to_minus_one": 0.04429510724375643
              },
              {
                "event_time": -2,
                "estimate": 0.03867089395529408,
                "raw_gap": 0.03867089395529408,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 49287.0,
                "relative_to_minus_one": 0.055304991535341894
              },
              {
                "event_time": -1,
                "estimate": -0.016634097580047816,
                "raw_gap": -0.016634097580047816,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 48427.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.1357579713817612,
                "raw_gap": -0.1357579713817612,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 47192.0,
                "relative_to_minus_one": -0.1191238738017134
              },
              {
                "event_time": 1,
                "estimate": -0.055895059572107914,
                "raw_gap": -0.055895059572107914,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 46432.0,
                "relative_to_minus_one": -0.0392609619920601
              },
              {
                "event_time": 2,
                "estimate": -0.20850771567642803,
                "raw_gap": -0.20850771567642803,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 46599.0,
                "relative_to_minus_one": -0.1918736180963802
              },
              {
                "event_time": 3,
                "estimate": -0.22069691496342006,
                "raw_gap": -0.22069691496342006,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 45246.0,
                "relative_to_minus_one": -0.20406281738337223
              },
              {
                "event_time": 4,
                "estimate": -0.24356498718310485,
                "raw_gap": -0.24356498718310485,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 45139.0,
                "relative_to_minus_one": -0.22693088960305702
              },
              {
                "event_time": 5,
                "estimate": -0.2681811844304608,
                "raw_gap": -0.2681811844304608,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 46066.0,
                "relative_to_minus_one": -0.251547086850413
              },
              {
                "event_time": 6,
                "estimate": -0.22543177522888733,
                "raw_gap": -0.22543177522888733,
                "n": 44,
                "n_cells": 44,
                "weight_sum": 46086.0,
                "relative_to_minus_one": -0.2087976776488395
              },
              {
                "event_time": 7,
                "estimate": -0.31598202328540337,
                "raw_gap": -0.31598202328540337,
                "n": 42,
                "n_cells": 42,
                "weight_sum": 41823.0,
                "relative_to_minus_one": -0.29934792570535557
              },
              {
                "event_time": 8,
                "estimate": -0.2983337984624448,
                "raw_gap": -0.2983337984624448,
                "n": 40,
                "n_cells": 40,
                "weight_sum": 41036.0,
                "relative_to_minus_one": -0.281699700882397
              },
              {
                "event_time": 9,
                "estimate": -0.3729608736740576,
                "raw_gap": -0.3729608736740576,
                "n": 38,
                "n_cells": 38,
                "weight_sum": 39546.0,
                "relative_to_minus_one": -0.3563267760940098
              },
              {
                "event_time": 10,
                "estimate": -0.26137082259088174,
                "raw_gap": -0.26137082259088174,
                "n": 37,
                "n_cells": 37,
                "weight_sum": 38630.0,
                "relative_to_minus_one": -0.24473672501083393
              },
              {
                "event_time": 11,
                "estimate": -0.5407926096397327,
                "raw_gap": -0.5407926096397327,
                "n": 36,
                "n_cells": 36,
                "weight_sum": 37958.0,
                "relative_to_minus_one": -0.5241585120596849
              },
              {
                "event_time": 12,
                "estimate": -0.34729980242316494,
                "raw_gap": -0.34729980242316494,
                "n": 34,
                "n_cells": 34,
                "weight_sum": 38845.0,
                "relative_to_minus_one": -0.33066570484311714
              },
              {
                "event_time": 13,
                "estimate": -0.26171316798742283,
                "raw_gap": -0.26171316798742283,
                "n": 31,
                "n_cells": 31,
                "weight_sum": 39446.0,
                "relative_to_minus_one": -0.24507907040737503
              },
              {
                "event_time": 14,
                "estimate": -0.7839697848940645,
                "raw_gap": -0.7839697848940645,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 16789.0,
                "relative_to_minus_one": -0.7673356873140167
              },
              {
                "event_time": 15,
                "estimate": -0.5402702275635045,
                "raw_gap": -0.5402702275635045,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 891.0,
                "relative_to_minus_one": -0.5236361299834567
              }
            ],
            "package_event_study": {
              "event_time": [
                -18.0,
                -17.0,
                -16.0,
                -15.0,
                -14.0,
                -13.0,
                -12.0,
                -11.0,
                -10.0,
                -9.0,
                -8.0,
                -7.0,
                -6.0,
                -5.0,
                -4.0,
                -3.0,
                -2.0,
                -1.0,
                0.0,
                1.0,
                2.0,
                3.0,
                4.0,
                5.0,
                6.0,
                7.0,
                8.0,
                9.0,
                10.0,
                11.0,
                12.0,
                13.0,
                14.0,
                15.0
              ],
              "estimate": [
                0.10833776775159798,
                0.10706597741527328,
                -0.04213696723816677,
                0.2175941345588841,
                0.10795494391365097,
                0.013086435838246535,
                -0.0522434896964965,
                -0.07229339972473121,
                -0.0584109926385894,
                0.01429993532703617,
                -0.058708315576227785,
                0.037964500690413405,
                -0.002702850942320424,
                0.004945753932689571,
                -0.039903969186851906,
                0.031229160962272757,
                0.015933335490585582,
                -0.024784692236034984,
                -0.17879080516667803,
                -0.09542802044315135,
                -0.16794822084196478,
                -0.24868196044517132,
                -0.24077453410856287,
                -0.17354869816099466,
                -0.15627966350341652,
                -0.2610969498980865,
                -0.2569236709732047,
                -0.23473025533526695,
                -0.147285536263671,
                -0.3713530554688025,
                -0.12313916655207985,
                0.06493176470769184,
                -0.24085238362027586,
                -0.5402702275635045
              ],
              "n": [
                3.0,
                3.0,
                3.0,
                4.0,
                6.0,
                8.0,
                10.0,
                11.0,
                12.0,
                14.0,
                17.0,
                37.0,
                47.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                45.0,
                45.0,
                45.0,
                44.0,
                42.0,
                40.0,
                38.0,
                37.0,
                36.0,
                34.0,
                31.0,
                11.0,
                1.0
              ]
            },
            "sdid_pre_gap_correction": [],
            "diagnostics": {
              "converged": true,
              "iterations": 39,
              "termination_reason": "Relative objective tolerance reached",
              "objective": 0.24614648597804378,
              "lambda_l": 0.0032512755831188983,
              "singular_values": [
                7.427307960181405,
                6.067376852012092,
                5.446632140913048,
                5.053553374689525,
                4.474996238331055,
                3.695318818223814,
                3.3093546423781475,
                3.072083703675473,
                2.6148512669065966,
                2.1627128751686375,
                2.0065990912470606,
                1.781223212524115,
                1.4184268785258847,
                1.0881079388774855,
                0.759078246716034,
                0.5617593489291433,
                0.44990067356740493,
                0.2537568535124777,
                0.0,
                0.0,
                0.0
              ],
              "history_objective": [
                0.24739426780844706,
                0.24650422375770636,
                0.24629260495396266,
                0.24621250035631187,
                0.24617832753001845,
                0.24616255537319215,
                0.24615486469499953,
                0.2461509616411251,
                0.24614892092497487,
                0.2461478295611697,
                0.2461472356617021,
                0.2461469080401963,
                0.24614672533894016,
                0.24614662255523495,
                0.24614656431165338,
                0.24614653110672008,
                0.2461465120785839,
                0.2461465011257845,
                0.246146494796554,
                0.2461464911263959,
                0.24614648899150468,
                0.24614648774612446,
                0.2461464870177335,
                0.24614648659067967,
                0.24614648633972888,
                0.24614648619194465,
                0.24614648610473705,
                0.24614648605317518,
                0.24614648602263167,
                0.24614648600450603,
                0.24614648599373068,
                0.24614648598731392,
                0.2461464859834862,
                0.2461464859811994,
                0.2461464859798308,
                0.24614648597901065,
                0.24614648597851813,
                0.24614648597822197,
                0.24614648597804378
              ],
              "history_rmse": [
                0.280344380726494,
                0.28000278623570946,
                0.27994731726382144,
                0.27982862652021145,
                0.27977591824380305,
                0.27975011383400233,
                0.27973652073587635,
                0.2797288948711564,
                0.27972437195086414,
                0.27972155609278154,
                0.2797197293454837,
                0.27971850338498555,
                0.27971765794129405,
                0.27971706235407384,
                0.2797166358494289,
                0.2797163266035424,
                0.2797161002722413,
                0.27971593346376145,
                0.2797158098839707,
                0.27971571797665973,
                0.27971564942924276,
                0.2797155981966425,
                0.2797155598458746,
                0.27971553110546327,
                0.2797155095495309,
                0.2797154933727434,
                0.27971548122794476,
                0.2797154721078433,
                0.2797154652581335,
                0.27971546011332515,
                0.2797154562491299,
                0.27971545334701187,
                0.27971545116772734,
                0.2797154495315333,
                0.27971544830336365,
                0.27971544738171356,
                0.2797154466902965,
                0.2797154461717818,
                0.2797154457830845
              ]
            },
            "checks": {
              "scalar_vs_treated_cell_average": 5.551115123125783e-17,
              "native_scalar_vs_unweighted_matrix_average": 1.942890293094024e-16
            },
            "native_matrix_att": -0.1893424852887666,
            "matrix_preparation": {
              "source_rows": 2100,
              "matrix_shape": [
                100,
                21
              ],
              "observed_cells": 2100,
              "missing_cells": 0,
              "repeated_cells": 0,
              "minimum_cell_count": 1,
              "maximum_cell_count": 1,
              "observation_mass": 1683217.0,
              "treated_observation_mass": 617724.0,
              "within_cell_aggregation": "Observation-weighted outcome mean",
              "fitting_weights": "Standard crabbymetrics objective on cell means; no cell-count precision weighting",
              "reporting_weights": "Sum of original observation weights per treated unit-period"
            },
            "seconds": 0.0033651660196483135,
            "crabbymetrics": "0.9.1",
            "normalization": "Original source outcome / source SD; no mean subtraction",
            "target": "All observed treated observations, using configured observation weights; cell mass equals sum of row weights",
            "status": "estimated"
          },
          {
            "method": "Horizontal ridge",
            "class": "HorizontalPanelRidge",
            "parameters": {
              "penalty": 1.0
            },
            "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."
            },
            "estimate": -0.4870766404792113,
            "event_study": [
              {
                "event_time": -18,
                "estimate": -0.1812380802111904,
                "raw_gap": -0.1812380802111904,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1562.0,
                "relative_to_minus_one": -0.45611852539512365
              },
              {
                "event_time": -17,
                "estimate": 0.23555947942887104,
                "raw_gap": 0.23555947942887104,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1503.0,
                "relative_to_minus_one": -0.03932096575506225
              },
              {
                "event_time": -16,
                "estimate": -0.04404233432967439,
                "raw_gap": -0.04404233432967439,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1578.0,
                "relative_to_minus_one": -0.3189227795136077
              },
              {
                "event_time": -15,
                "estimate": -0.07128266698010105,
                "raw_gap": -0.07128266698010105,
                "n": 4,
                "n_cells": 4,
                "weight_sum": 2266.0,
                "relative_to_minus_one": -0.34616311216403434
              },
              {
                "event_time": -14,
                "estimate": 0.1158115112573992,
                "raw_gap": 0.1158115112573992,
                "n": 6,
                "n_cells": 6,
                "weight_sum": 5096.0,
                "relative_to_minus_one": -0.1590689339265341
              },
              {
                "event_time": -13,
                "estimate": -0.02620593689543834,
                "raw_gap": -0.02620593689543834,
                "n": 8,
                "n_cells": 8,
                "weight_sum": 7255.0,
                "relative_to_minus_one": -0.3010863820793716
              },
              {
                "event_time": -12,
                "estimate": 0.005705758659279544,
                "raw_gap": 0.005705758659279544,
                "n": 10,
                "n_cells": 10,
                "weight_sum": 9833.0,
                "relative_to_minus_one": -0.26917468652465376
              },
              {
                "event_time": -11,
                "estimate": -0.001953197376141906,
                "raw_gap": -0.001953197376141906,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 10851.0,
                "relative_to_minus_one": -0.2768336425600752
              },
              {
                "event_time": -10,
                "estimate": 0.006335679873247451,
                "raw_gap": 0.006335679873247451,
                "n": 12,
                "n_cells": 12,
                "weight_sum": 12429.0,
                "relative_to_minus_one": -0.26854476531068583
              },
              {
                "event_time": -9,
                "estimate": 0.09839305212315527,
                "raw_gap": 0.09839305212315527,
                "n": 14,
                "n_cells": 14,
                "weight_sum": 14303.0,
                "relative_to_minus_one": -0.17648739306077801
              },
              {
                "event_time": -8,
                "estimate": 0.045087230590554736,
                "raw_gap": 0.045087230590554736,
                "n": 17,
                "n_cells": 17,
                "weight_sum": 16627.0,
                "relative_to_minus_one": -0.22979321459337854
              },
              {
                "event_time": -7,
                "estimate": 0.07158417744531347,
                "raw_gap": 0.07158417744531347,
                "n": 37,
                "n_cells": 37,
                "weight_sum": 36205.0,
                "relative_to_minus_one": -0.2032962677386198
              },
              {
                "event_time": -6,
                "estimate": 0.20297731520456702,
                "raw_gap": 0.20297731520456702,
                "n": 47,
                "n_cells": 47,
                "weight_sum": 47458.0,
                "relative_to_minus_one": -0.07190312997936626
              },
              {
                "event_time": -5,
                "estimate": 0.18753000347849744,
                "raw_gap": 0.18753000347849744,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 49612.0,
                "relative_to_minus_one": -0.08735044170543585
              },
              {
                "event_time": -4,
                "estimate": 0.22578937865523097,
                "raw_gap": 0.22578937865523097,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 50264.0,
                "relative_to_minus_one": -0.04909106652870232
              },
              {
                "event_time": -3,
                "estimate": 0.24059396840679906,
                "raw_gap": 0.24059396840679906,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 48607.0,
                "relative_to_minus_one": -0.03428647677713423
              },
              {
                "event_time": -2,
                "estimate": 0.29150607637003634,
                "raw_gap": 0.29150607637003634,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 49287.0,
                "relative_to_minus_one": 0.01662563118610305
              },
              {
                "event_time": -1,
                "estimate": 0.2748804451839333,
                "raw_gap": 0.2748804451839333,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 48427.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": 0.19066721718241011,
                "raw_gap": 0.19066721718241011,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 47192.0,
                "relative_to_minus_one": -0.08421322800152317
              },
              {
                "event_time": 1,
                "estimate": 0.10282032371327561,
                "raw_gap": 0.10282032371327561,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 46432.0,
                "relative_to_minus_one": -0.1720601214706577
              },
              {
                "event_time": 2,
                "estimate": -0.012090977028354207,
                "raw_gap": -0.012090977028354207,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 46599.0,
                "relative_to_minus_one": -0.2869714222122875
              },
              {
                "event_time": 3,
                "estimate": -0.11802231066732748,
                "raw_gap": -0.11802231066732748,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 45246.0,
                "relative_to_minus_one": -0.3929027558512608
              },
              {
                "event_time": 4,
                "estimate": -0.31390963478529627,
                "raw_gap": -0.31390963478529627,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 45139.0,
                "relative_to_minus_one": -0.5887900799692296
              },
              {
                "event_time": 5,
                "estimate": -0.436064261566365,
                "raw_gap": -0.436064261566365,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 46066.0,
                "relative_to_minus_one": -0.7109447067502983
              },
              {
                "event_time": 6,
                "estimate": -0.5325155346233381,
                "raw_gap": -0.5325155346233381,
                "n": 44,
                "n_cells": 44,
                "weight_sum": 46086.0,
                "relative_to_minus_one": -0.8073959798072714
              },
              {
                "event_time": 7,
                "estimate": -0.6532395940874773,
                "raw_gap": -0.6532395940874773,
                "n": 42,
                "n_cells": 42,
                "weight_sum": 41823.0,
                "relative_to_minus_one": -0.9281200392714106
              },
              {
                "event_time": 8,
                "estimate": -0.7252139124091537,
                "raw_gap": -0.7252139124091537,
                "n": 40,
                "n_cells": 40,
                "weight_sum": 41036.0,
                "relative_to_minus_one": -1.000094357593087
              },
              {
                "event_time": 9,
                "estimate": -0.7413821337399612,
                "raw_gap": -0.7413821337399612,
                "n": 38,
                "n_cells": 38,
                "weight_sum": 39546.0,
                "relative_to_minus_one": -1.0162625789238944
              },
              {
                "event_time": 10,
                "estimate": -0.6778424984830339,
                "raw_gap": -0.6778424984830339,
                "n": 37,
                "n_cells": 37,
                "weight_sum": 38630.0,
                "relative_to_minus_one": -0.9527229436669672
              },
              {
                "event_time": 11,
                "estimate": -0.9475206706631364,
                "raw_gap": -0.9475206706631364,
                "n": 36,
                "n_cells": 36,
                "weight_sum": 37958.0,
                "relative_to_minus_one": -1.2224011158470698
              },
              {
                "event_time": 12,
                "estimate": -0.7645261447121169,
                "raw_gap": -0.7645261447121169,
                "n": 34,
                "n_cells": 34,
                "weight_sum": 38845.0,
                "relative_to_minus_one": -1.0394065898960503
              },
              {
                "event_time": 13,
                "estimate": -1.1030039499883877,
                "raw_gap": -1.1030039499883877,
                "n": 31,
                "n_cells": 31,
                "weight_sum": 39446.0,
                "relative_to_minus_one": -1.377884395172321
              },
              {
                "event_time": 14,
                "estimate": -1.5680798929555861,
                "raw_gap": -1.5680798929555861,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 16789.0,
                "relative_to_minus_one": -1.8429603381395194
              },
              {
                "event_time": 15,
                "estimate": -2.0932727956217123,
                "raw_gap": -2.0932727956217123,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 891.0,
                "relative_to_minus_one": -2.3681532408056456
              }
            ],
            "package_event_study": {
              "event_time": [
                -18.0,
                -17.0,
                -16.0,
                -15.0,
                -14.0,
                -13.0,
                -12.0,
                -11.0,
                -10.0,
                -9.0,
                -8.0,
                -7.0,
                -6.0,
                -5.0,
                -4.0,
                -3.0,
                -2.0,
                -1.0,
                0.0,
                1.0,
                2.0,
                3.0,
                4.0,
                5.0,
                6.0,
                7.0,
                8.0,
                9.0,
                10.0,
                11.0,
                12.0,
                13.0,
                14.0,
                15.0
              ],
              "estimate": [
                0.019567148895791437,
                0.02576174867715982,
                -0.030304227299223403,
                0.03135842285456425,
                0.018331161701525822,
                0.0024190134067665348,
                -0.008661613340037278,
                -0.0081732184779326,
                -0.010433548688409585,
                0.005545256083546819,
                -0.009219367273152305,
                0.002148754808330616,
                0.000879237305945838,
                0.0008154278407426774,
                -0.009118514286069431,
                0.00811072767890105,
                0.0018716213072741776,
                -0.0025095767853184716,
                -0.10678593852042172,
                -0.15852828478070213,
                -0.21246068462470524,
                -0.36543411703258594,
                -0.5448190769619174,
                -0.5570538111137481,
                -0.6919842801929676,
                -0.8422833658773945,
                -0.9348961653085773,
                -0.8575696630962312,
                -0.8611929186715814,
                -1.0694987684821025,
                -0.8550640744280404,
                -1.1222567909593564,
                -1.5297265136016818,
                -2.0932727956217123
              ],
              "n": [
                3.0,
                3.0,
                3.0,
                4.0,
                6.0,
                8.0,
                10.0,
                11.0,
                12.0,
                14.0,
                17.0,
                37.0,
                47.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                45.0,
                45.0,
                45.0,
                44.0,
                42.0,
                40.0,
                38.0,
                37.0,
                36.0,
                34.0,
                31.0,
                11.0,
                1.0
              ]
            },
            "sdid_pre_gap_correction": [],
            "diagnostics": {
              "pre_rmse": 0.025097440005937895,
              "penalty": 1.0
            },
            "checks": {
              "scalar_vs_treated_cell_average": 0.0,
              "native_scalar_vs_unweighted_matrix_average": 0.0
            },
            "native_matrix_att": -0.6372971525588363,
            "matrix_preparation": {
              "source_rows": 2100,
              "matrix_shape": [
                100,
                21
              ],
              "observed_cells": 2100,
              "missing_cells": 0,
              "repeated_cells": 0,
              "minimum_cell_count": 1,
              "maximum_cell_count": 1,
              "observation_mass": 1683217.0,
              "treated_observation_mass": 617724.0,
              "within_cell_aggregation": "Observation-weighted outcome mean",
              "fitting_weights": "Standard crabbymetrics objective on cell means; no cell-count precision weighting",
              "reporting_weights": "Sum of original observation weights per treated unit-period"
            },
            "seconds": 0.0029982919804751873,
            "crabbymetrics": "0.9.1",
            "normalization": "Original source outcome / source SD; no mean subtraction",
            "target": "All observed treated observations, using configured observation weights; cell mass equals sum of row weights",
            "status": "estimated"
          },
          {
            "method": "Multisynth (cohort-averaged)",
            "status": "unsupported",
            "reason": "multisynth-cohort: this adapter does not implement the configured observation weights."
          },
          {
            "method": "Multisynth (individual)",
            "status": "unsupported",
            "reason": "multisynth-individual: this adapter does not implement the configured observation weights."
          }
        ]
      },
      "combined_table": [
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Static TWFE",
          "Estimate (SDs)": -0.21170963065786164,
          "SE": 0.07301432357540215,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.24598018662127266,
          "SE": 0.09739985301943466,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.3003465778609329,
          "SE": 0.08943935032238012,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": -0.3140427393678433,
          "SE": 0.09572091796348027,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID",
          "Estimate (SDs)": -0.33022659588010367,
          "SE": 0.10481797683980928,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (treated cells)",
          "Estimate (SDs)": -0.27682367717401885,
          "SE": 0.10660041297070869,
          "Aggregation": "Treated cells",
          "Event study": "Same CS-DID path",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "SDID",
          "Estimate (SDs)": -0.04002572492686738,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Matrix completion",
          "Estimate (SDs)": -0.276386117033743,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Horizontal ridge",
          "Estimate (SDs)": -0.4870766404792113,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (cohort-averaged)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-cohort: this adapter does not implement the configured observation weights."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (individual)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-individual: this adapter does not implement the configured observation weights."
        }
      ],
      "adapter_sha256": {
        "validate_template.py": "02026cc47fa098566d7e410f741b107390345e4c75a9748217a20ebc4481570a",
        "mtgpax_worker.py": "7279b1b2aaa3f5909cd39ac1964d2e9c75907219011fe661a015511131affa85",
        "csdid_general.py": "07619c3b3dfee796ae9e4842afdbc6e367a74cece254ede73f7c403dfc924f6d",
        "runner.py": "cbb7d135d08e454e57f87bee2bba8365431617b1f8295727611cadb00414f0f4",
        "matrix_inputs.py": "3f675276f9022147996dd5b62762721be2dd436d5db171491a286b05628176ae",
        "csdid_model.py": "b9fd5536d4886e99a707d2b162db5b11da3ff463930eca5b7590d27500096a3f",
        "multisynth_model.R": "3ae0740c5b75b14f563dacc9961688e8286655866a6b435045a3ef6f453c1604",
        "csdid_streaming.py": "378198e98c44bd46862601bdcb514b19d9ea4038cddc38dad7fdba9b0aa0216b",
        "multisynth_sparse.R": "f9ab3d8d7f7b52a79ccd694c7173f626276a0830f23bb79e527c88c0f0292540",
        "matrix_models.py": "98784341a7fbdc8ef51833554c0439ef6755c5f702e9128d5fa2b1292c5f093c",
        "csdid_aggregations.py": "cbed0fb13450d9398f9a59d53dbfdf8e275a74daa01158c38c0f3396a3e8c6ee",
        "bootstrap_matrix.py": "c6a1f4bb0085e0a21f9a41677fb4def7990be5f6199077a53e951de489ab9550",
        "eligibility.py": "d99ad4158a150bf0ba9f3ffcde47c14ddecc2b877c09c5682d1806c8c26c7b8a"
      },
      "scalar_ranges": [
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Static TWFE",
          "Estimate (SDs)": -0.21170963065786164,
          "SE": 0.07301432357540215,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": "",
          "lower": -0.3565858892047904,
          "upper": -0.0668333721109329,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.24598018662127266,
          "SE": 0.09739985301943466,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.4392426260644604,
          "upper": -0.052717747178084945,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.3003465778609329,
          "SE": 0.08943935032238012,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.47781365290947564,
          "upper": -0.12287950281239016,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": -0.3140427393678433,
          "SE": 0.09572091796348027,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.5039738074123936,
          "upper": -0.12411167132329298,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (equal event-time)",
          "Estimate (SDs)": -0.33022659588010367,
          "SE": 0.10481797683980928,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.5356660554184833,
          "upper": -0.12478713634172395,
          "ci_level": 0.95,
          "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (treated cells)",
          "Estimate (SDs)": -0.27682367717401885,
          "SE": 0.10660041297070869,
          "Aggregation": "Treated cells",
          "Event study": "Same CS-DID path",
          "Status": "estimated",
          "Note": "",
          "lower": -0.4857566473337043,
          "upper": -0.06789070701433339,
          "ci_level": 0.95,
          "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "SDID",
          "Estimate (SDs)": -0.04002572492686738,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Matrix completion",
          "Estimate (SDs)": -0.276386117033743,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Horizontal ridge",
          "Estimate (SDs)": -0.4870766404792113,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (cohort-averaged)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-cohort: this adapter does not implement the configured observation weights.",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (individual)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-individual: this adapter does not implement the configured observation weights.",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        }
      ],
      "reporting_source": {
        "path": "templates/reporting/comparison_report.py",
        "sha256": "94e9c5116a13335ead2db81834cac48593160291aea51c30c12fe3e11e5da1ce"
      }
    },
    "finished": 1791588798.2825851,
    "scalar_ranges": [
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Static TWFE",
        "Estimate (SDs)": -0.21170963065786164,
        "SE": 0.07301432357540215,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": "",
        "lower": -0.3565858892047904,
        "upper": -0.0668333721109329,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": -0.24598018662127266,
        "SE": 0.09739985301943466,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.4392426260644604,
        "upper": -0.052717747178084945,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": -0.3003465778609329,
        "SE": 0.08943935032238012,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.47781365290947564,
        "upper": -0.12287950281239016,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": -0.3140427393678433,
        "SE": 0.09572091796348027,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.5039738074123936,
        "upper": -0.12411167132329298,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (equal event-time)",
        "Estimate (SDs)": -0.33022659588010367,
        "SE": 0.10481797683980928,
        "Aggregation": "Equal post-event times",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.5356660554184833,
        "upper": -0.12478713634172395,
        "ci_level": 0.95,
        "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (treated cells)",
        "Estimate (SDs)": -0.27682367717401885,
        "SE": 0.10660041297070869,
        "Aggregation": "Treated cells",
        "Event study": "Same CS-DID path",
        "Status": "estimated",
        "Note": "",
        "lower": -0.4857566473337043,
        "upper": -0.06789070701433339,
        "ci_level": 0.95,
        "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "SDID",
        "Estimate (SDs)": -0.04002572492686738,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Matrix completion",
        "Estimate (SDs)": -0.276386117033743,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Horizontal ridge",
        "Estimate (SDs)": -0.4870766404792113,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Multisynth (cohort-averaged)",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "multisynth-cohort: this adapter does not implement the configured observation weights.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Multisynth (individual)",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "multisynth-individual: this adapter does not implement the configured observation weights.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      }
    ]
  },
  {
    "study_id": 16,
    "specification_id": "S16-P007",
    "source_specification_id": "GIFT-F5A-LOGIMR-CSA-WHITE",
    "role": "active_comparison",
    "published_source_location": "Main Figure5a",
    "outcome_label": "",
    "outcome_variable": "",
    "treatment_label": "",
    "unit_fixed_effects": "",
    "time_fixed_effects": "",
    "allowed_adjustments": "",
    "published_weights": "",
    "published_clustering": "",
    "panel_structure": "aggregate_county_panel",
    "design": "panel",
    "descriptive_metadata_status": "recorded_source_fields",
    "title": "The Gift of a Lifetime",
    "status": "ready",
    "reason": "",
    "config": "analyses/full-archive/configs/S16-P007.json",
    "input_bytes": 25693,
    "specification_type": "scalar",
    "run_status": "completed",
    "expanded_status": "processed",
    "expanded_reason": null,
    "regression_result": {
      "schema": "did-replication-v2",
      "config": {
        "outcomes": [
          "y"
        ],
        "treatments": [
          "d"
        ],
        "unit": "unit",
        "time": "time",
        "cluster": "cluster",
        "covariates": [],
        "baseline_by_time": [],
        "weight": "weight",
        "period_step": 1,
        "period_values": null,
        "display_window": [
          -10,
          10
        ],
        "seed": 20261008,
        "panelview_max_units": 100,
        "test_mode": "classical",
        "test_horizon": null,
        "post_horizon": null,
        "post_weighting": "observations",
        "sample_query": null,
        "reversal_policy": "drop_post_untreated",
        "labels": {},
        "allow_repeated_cells": true,
        "time_fe": null,
        "unit_fe": null,
        "frequency_weights": false,
        "source_sd": null,
        "require_never_control_periods": false,
        "latest_cohort_control": true,
        "slug": "s16-p007",
        "specification_id": "S16-P007",
        "source_specification_id": "GIFT-F5A-LOGIMR-CSA-WHITE",
        "study_id": 16,
        "study": "The Gift of a Lifetime",
        "citation": "Hollingsworth et al. (2024), AER. https://doi.org/10.1257/aer.20230008",
        "description": "GIFT-F5A-LOGIMR-CSA-WHITE",
        "data": "analyses/full-archive/prepared/S16-P007.parquet",
        "output_dir": "analyses/full-archive/results/S16-P007"
      },
      "source": {
        "file": "S16-P007.parquet",
        "bytes": 25693,
        "sha256": "824984388d9978fa18594999e3d87d17d7471ca3c4aa1db2850c68591e8d7599"
      },
      "versions": {
        "pyfixest": "0.60.0",
        "polars": "2.0.0",
        "duckreg": "0.4.1",
        "numpy": "2.5.3",
        "pandas": "3.0.6"
      },
      "specifications": {
        "y__d": {
          "sample": {
            "outcome": "y",
            "treatment": "d",
            "source_rows": 2095,
            "source_sd": 0.4348217431807333,
            "rows": 2095,
            "units": 100,
            "clusters": 100,
            "treated_units": 48,
            "never_treated_units": 52,
            "treated_cohorts": 12,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 2095,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 0,
            "post_adoption_untreated_rows_removed": 0,
            "units_without_minus_one_removed": 0,
            "additional_rows_removed": 0
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.13393435538949477,
              "se": 0.07746547289023309,
              "pvalue": 0.08693426308007908,
              "lower": -0.28764265986095333,
              "upper": 0.019773949081963782
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.21405708670201215,
              "se": 0.09714907162482041,
              "pvalue": 0.029885798123418617,
              "lower": -0.4068219214508638,
              "upper": -0.021292251953160507
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.2364917201048447,
              "se": 0.08747063388282666,
              "pvalue": 0.008072873825271916,
              "lower": -0.4100524346211586,
              "upper": -0.06293100558853079
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": -0.23839113430397812,
              "se": 0.11213712450259213,
              "pvalue": 0.03599998880567586,
              "lower": -0.460895517644178,
              "upper": -0.015886750963778257
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -18,
                "estimate": 0.38840012270035873,
                "se": 0.34063347105476954,
                "pvalue": 0.25694198982510746,
                "lower": -0.2874905848442362,
                "upper": 1.0642908302449536
              },
              {
                "event_time": -17,
                "estimate": 0.3720012741965717,
                "se": 0.2551170568702593,
                "pvalue": 0.14796185127076705,
                "lower": -0.13420631468423283,
                "upper": 0.8782088630773762
              },
              {
                "event_time": -16,
                "estimate": -0.42694758374195607,
                "se": 0.44879713967415497,
                "pvalue": 0.34376111926059927,
                "lower": -1.3174584761069115,
                "upper": 0.4635633086229992
              },
              {
                "event_time": -15,
                "estimate": 0.13163335964794984,
                "se": 0.4508910932256062,
                "pvalue": 0.7709430241714709,
                "lower": -0.7630323908496296,
                "upper": 1.0262991101455292
              },
              {
                "event_time": -14,
                "estimate": 0.3794220136927384,
                "se": 0.35081744623748756,
                "pvalue": 0.2820858250948877,
                "lower": -0.3166759100439409,
                "upper": 1.0755199374294178
              },
              {
                "event_time": -13,
                "estimate": -0.15427453009223355,
                "se": 0.1930961325055372,
                "pvalue": 0.4262308982132582,
                "lower": -0.5374191494954974,
                "upper": 0.22887008931103034
              },
              {
                "event_time": -12,
                "estimate": -0.09062269004647043,
                "se": 0.17560716359649572,
                "pvalue": 0.6069677342706987,
                "lower": -0.43906540087464646,
                "upper": 0.25782002078170557
              },
              {
                "event_time": -11,
                "estimate": -0.29696944177892476,
                "se": 0.19192172640653504,
                "pvalue": 0.12497053690517636,
                "lower": -0.6777837846925021,
                "upper": 0.0838449011346526
              },
              {
                "event_time": -10,
                "estimate": -0.22591814034517263,
                "se": 0.19147396587204735,
                "pvalue": 0.24087155595357065,
                "lower": -0.6058440292159681,
                "upper": 0.15400774852562285
              },
              {
                "event_time": -9,
                "estimate": 0.17528796323551654,
                "se": 0.23161931756854998,
                "pvalue": 0.45097097468491604,
                "lower": -0.284295012998878,
                "upper": 0.634870939469911
              },
              {
                "event_time": -8,
                "estimate": 0.08191635792676231,
                "se": 0.15656782915147432,
                "pvalue": 0.6020038734209757,
                "lower": -0.22874818274867903,
                "upper": 0.3925808986022037
              },
              {
                "event_time": -7,
                "estimate": 0.07869310734495756,
                "se": 0.1568231924898494,
                "pvalue": 0.6169258172326822,
                "lower": -0.23247812959530134,
                "upper": 0.38986434428521644
              },
              {
                "event_time": -6,
                "estimate": -0.053234936839307204,
                "se": 0.13001372344862458,
                "pvalue": 0.6830893933955468,
                "lower": -0.3112103708449365,
                "upper": 0.20474049716632214
              },
              {
                "event_time": -5,
                "estimate": -0.029639963525049814,
                "se": 0.12366783116719245,
                "pvalue": 0.8110785243320259,
                "lower": -0.27502377049292015,
                "upper": 0.2157438434428205
              },
              {
                "event_time": -4,
                "estimate": -0.03191308220102713,
                "se": 0.11131272479151746,
                "pvalue": 0.7749430859200266,
                "lower": -0.2527816776596297,
                "upper": 0.18895551325757548
              },
              {
                "event_time": -3,
                "estimate": 0.0478908610289557,
                "se": 0.09418691915579452,
                "pvalue": 0.6122576737146582,
                "lower": -0.13899642057767123,
                "upper": 0.23477814263558264
              },
              {
                "event_time": -2,
                "estimate": 0.014150324432309068,
                "se": 0.08955919959382969,
                "pvalue": 0.8747788826418864,
                "lower": -0.16355455757227916,
                "upper": 0.1918552064368973
              },
              {
                "event_time": 0,
                "estimate": -0.04704997955179736,
                "se": 0.06944630809149423,
                "pvalue": 0.49966804524261166,
                "lower": -0.18484652129203316,
                "upper": 0.09074656218843845
              },
              {
                "event_time": 1,
                "estimate": -0.00231076824139982,
                "se": 0.08861738491323763,
                "pvalue": 0.9792493776706129,
                "lower": -0.17814688559150435,
                "upper": 0.17352534910870474
              },
              {
                "event_time": 2,
                "estimate": -0.05056801424782342,
                "se": 0.10014889332651992,
                "pvalue": 0.6147313223926593,
                "lower": -0.24928514606892407,
                "upper": 0.14814911757327723
              },
              {
                "event_time": 3,
                "estimate": -0.10985573812039849,
                "se": 0.1026396760070013,
                "pvalue": 0.2870846478983279,
                "lower": -0.3135151231588281,
                "upper": 0.09380364691803116
              },
              {
                "event_time": 4,
                "estimate": -0.16388772540515462,
                "se": 0.114871649616315,
                "pvalue": 0.15681171107924144,
                "lower": -0.3918179998305422,
                "upper": 0.06404254902023299
              },
              {
                "event_time": 5,
                "estimate": -0.16512527366730317,
                "se": 0.11821483742863131,
                "pvalue": 0.16559002677511114,
                "lower": -0.39968915802222593,
                "upper": 0.06943861068761956
              },
              {
                "event_time": 6,
                "estimate": -0.13474600451776417,
                "se": 0.12486348383290025,
                "pvalue": 0.28314457099241164,
                "lower": -0.3825022457731414,
                "upper": 0.11301023673761304
              },
              {
                "event_time": 7,
                "estimate": -0.21980868325440983,
                "se": 0.13311135762908408,
                "pvalue": 0.10184315482784027,
                "lower": -0.4839304955107204,
                "upper": 0.044313129001900764
              },
              {
                "event_time": 8,
                "estimate": -0.29562993676775723,
                "se": 0.12917046699659013,
                "pvalue": 0.024223118439303692,
                "lower": -0.5519321670267252,
                "upper": -0.03932770650878925
              },
              {
                "event_time": 9,
                "estimate": -0.3205246964859063,
                "se": 0.15706341447497305,
                "pvalue": 0.04393903863625597,
                "lower": -0.6321725859611913,
                "upper": -0.008876807010621324
              },
              {
                "event_time": 10,
                "estimate": -0.16846773376589386,
                "se": 0.1575482586597438,
                "pvalue": 0.2875308450449338,
                "lower": -0.48107765929147905,
                "upper": 0.14414219175969134
              },
              {
                "event_time": 11,
                "estimate": -0.4359815810250938,
                "se": 0.1739220782653816,
                "pvalue": 0.013812443781059692,
                "lower": -0.7810807169744036,
                "upper": -0.09088244507578402
              },
              {
                "event_time": 12,
                "estimate": -0.346772801388342,
                "se": 0.18607484954416478,
                "pvalue": 0.06533886701429137,
                "lower": -0.7159856721177659,
                "upper": 0.022440069341081892
              },
              {
                "event_time": 13,
                "estimate": -0.42168054049379033,
                "se": 0.22481255800134847,
                "pvalue": 0.06364315562892929,
                "lower": -0.8677574290095706,
                "upper": 0.024396348021989922
              },
              {
                "event_time": 14,
                "estimate": -0.7741561550462993,
                "se": 0.24827704113130603,
                "pvalue": 0.0023834437294274623,
                "lower": -1.2667916687487548,
                "upper": -0.28152064134384375
              },
              {
                "event_time": 15,
                "estimate": -1.0687742617919411,
                "se": 0.1776745588942906,
                "pvalue": 3.028532759561709e-08,
                "lower": -1.4213191334156319,
                "upper": -0.7162293901682505
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -18,
                "estimate": 0.4281113592496882,
                "se": 0.3777194241359101,
                "pvalue": 0.25977898778867636,
                "lower": -0.3213659250642443,
                "upper": 1.1775886435636207
              },
              {
                "event_time": -17,
                "estimate": 0.46640876417442956,
                "se": 0.26507036568754516,
                "pvalue": 0.0815705875224567,
                "lower": -0.05954834878600812,
                "upper": 0.9923658771348672
              },
              {
                "event_time": -16,
                "estimate": -0.3146947125182589,
                "se": 0.31071869001932323,
                "pvalue": 0.3136264182799259,
                "lower": -0.9312280044293253,
                "upper": 0.3018385793928075
              },
              {
                "event_time": -15,
                "estimate": 0.20856980743708395,
                "se": 0.3298917826483551,
                "pvalue": 0.5286894249571314,
                "lower": -0.44600705988284417,
                "upper": 0.8631466747570121
              },
              {
                "event_time": -14,
                "estimate": 0.3401067385109539,
                "se": 0.26798084560019125,
                "pvalue": 0.20736475290930284,
                "lower": -0.19162539802940787,
                "upper": 0.8718388750513157
              },
              {
                "event_time": -13,
                "estimate": -0.11567514811384332,
                "se": 0.09205942818410343,
                "pvalue": 0.21188181397396888,
                "lower": -0.2983410260700937,
                "upper": 0.06699072984240707
              },
              {
                "event_time": -12,
                "estimate": -0.04524692483974951,
                "se": 0.094360434259587,
                "pvalue": 0.632632307461997,
                "lower": -0.23247849805667775,
                "upper": 0.14198464837717872
              },
              {
                "event_time": -11,
                "estimate": -0.2370153010742199,
                "se": 0.10219814820137847,
                "pvalue": 0.022440817243217726,
                "lower": -0.43979859915613595,
                "upper": -0.034232002992303806
              },
              {
                "event_time": -10,
                "estimate": -0.13763719144331316,
                "se": 0.1390017945882213,
                "pvalue": 0.3244987160469283,
                "lower": -0.4134469085661949,
                "upper": 0.13817252567956861
              },
              {
                "event_time": -9,
                "estimate": 0.21793745509274945,
                "se": 0.14871977513736281,
                "pvalue": 0.14597423224777475,
                "lower": -0.07715484377092605,
                "upper": 0.5130297539564249
              },
              {
                "event_time": -8,
                "estimate": 0.09610066383263544,
                "se": 0.0874898680991175,
                "pvalue": 0.27468513868914946,
                "lower": -0.07749821554169323,
                "upper": 0.2696995432069641
              },
              {
                "event_time": -7,
                "estimate": 0.0789094623452858,
                "se": 0.0697985727575005,
                "pvalue": 0.26098392017864686,
                "lower": -0.05958604891668458,
                "upper": 0.2174049736072562
              },
              {
                "event_time": -6,
                "estimate": -0.06114469542427944,
                "se": 0.06846321313193748,
                "pvalue": 0.3739679241623006,
                "lower": -0.1969905634807436,
                "upper": 0.0747011726321847
              },
              {
                "event_time": -5,
                "estimate": -0.01652460900122073,
                "se": 0.06641631327364425,
                "pvalue": 0.8040282312837899,
                "lower": -0.14830898366065964,
                "upper": 0.11525976565821817
              },
              {
                "event_time": -4,
                "estimate": -0.032097722067620446,
                "se": 0.05309691387437403,
                "pvalue": 0.5468862496199064,
                "lower": -0.1374535186540774,
                "upper": 0.07325807451883652
              },
              {
                "event_time": -3,
                "estimate": 0.027085824042040112,
                "se": 0.04417202866140467,
                "pvalue": 0.5411572472197557,
                "lower": -0.0605610640138801,
                "upper": 0.11473271209796033
              },
              {
                "event_time": -2,
                "estimate": -0.01182250689344919,
                "se": 0.05440147446321997,
                "pvalue": 0.8284065350946064,
                "lower": -0.11976683471466583,
                "upper": 0.09612182092776746
              },
              {
                "event_time": -1,
                "estimate": -0.006870974739308006,
                "se": 0.06023723699279251,
                "pvalue": 0.9094170865980054,
                "lower": -0.12639472149713532,
                "upper": 0.11265277201851931
              },
              {
                "event_time": 0,
                "estimate": -0.06911271652559257,
                "se": 0.08755660786445278,
                "pvalue": 0.4317944924349539,
                "lower": -0.24284402207364442,
                "upper": 0.10461858902245925
              },
              {
                "event_time": 1,
                "estimate": -0.01863738891972891,
                "se": 0.09221914659369954,
                "pvalue": 0.8402541193584897,
                "lower": -0.20162018285178032,
                "upper": 0.1643454050123225
              },
              {
                "event_time": 2,
                "estimate": -0.08015801830801395,
                "se": 0.10456114238089313,
                "pvalue": 0.4451353613374768,
                "lower": -0.287630009497423,
                "upper": 0.12731397288139515
              },
              {
                "event_time": 3,
                "estimate": -0.1658297870833144,
                "se": 0.11071997200629137,
                "pvalue": 0.13738240159600018,
                "lower": -0.38552223241737127,
                "upper": 0.05386265825074252
              },
              {
                "event_time": 4,
                "estimate": -0.23257968326568343,
                "se": 0.127129094513128,
                "pvalue": 0.07033803083206909,
                "lower": -0.4848313876384638,
                "upper": 0.019672021107096954
              },
              {
                "event_time": 5,
                "estimate": -0.22694619463058133,
                "se": 0.12854751643405904,
                "pvalue": 0.08056882913042922,
                "lower": -0.48201235582337487,
                "upper": 0.02811996656221219
              },
              {
                "event_time": 6,
                "estimate": -0.13960491125330504,
                "se": 0.13480655789471577,
                "pvalue": 0.30291440891138954,
                "lower": -0.40709036861301584,
                "upper": 0.12788054610640576
              },
              {
                "event_time": 7,
                "estimate": -0.24970361322765722,
                "se": 0.13446327482723583,
                "pvalue": 0.06627851970478948,
                "lower": -0.5165079225056817,
                "upper": 0.017100696050367292
              },
              {
                "event_time": 8,
                "estimate": -0.3828193764020866,
                "se": 0.127773502951125,
                "pvalue": 0.003455992914269235,
                "lower": -0.6363497269212859,
                "upper": -0.12928902588288727
              },
              {
                "event_time": 9,
                "estimate": -0.38491383114395394,
                "se": 0.15179230850808154,
                "pvalue": 0.012783551379620721,
                "lower": -0.6861027028061244,
                "upper": -0.08372495948178343
              },
              {
                "event_time": 10,
                "estimate": -0.201283695935677,
                "se": 0.1466579859608671,
                "pvalue": 0.17301859602828248,
                "lower": -0.49228495776475223,
                "upper": 0.08971756589339827
              },
              {
                "event_time": 11,
                "estimate": -0.49448559186766705,
                "se": 0.15239548514285078,
                "pvalue": 0.0016038039280218486,
                "lower": -0.7968712968333476,
                "upper": -0.19209988690198654
              },
              {
                "event_time": 12,
                "estimate": -0.34968517139395294,
                "se": 0.19023042804902326,
                "pvalue": 0.069028574366947,
                "lower": -0.7271436114363652,
                "upper": 0.02777326864845925
              },
              {
                "event_time": 13,
                "estimate": -0.2743869550529182,
                "se": 0.19425292814937303,
                "pvalue": 0.16093162799802685,
                "lower": -0.6598269079822026,
                "upper": 0.11105299787636608
              },
              {
                "event_time": 14,
                "estimate": -0.6343553609327525,
                "se": 0.19177158913195813,
                "pvalue": 0.0013112289728886845,
                "lower": -1.0148717989210494,
                "upper": -0.2538389229444556
              },
              {
                "event_time": 15,
                "estimate": -0.5636677819291522,
                "se": 0.11915672903382421,
                "pvalue": 7.44722345431033e-06,
                "lower": -0.8001005835736557,
                "upper": -0.3272349802846488
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -18,
                "estimate": 0.23027003571721283,
                "se": 0.24484736309008442,
                "pvalue": 0.3492688941284957,
                "lower": -0.25556025267736715,
                "upper": 0.7161003241117928
              },
              {
                "event_time": -17,
                "estimate": 0.24486426655481772,
                "se": 0.4956365075279176,
                "pvalue": 0.6223723118791491,
                "lower": -0.7385860935071652,
                "upper": 1.2283146266168006
              },
              {
                "event_time": -16,
                "estimate": -0.6338255467975593,
                "se": 0.6338108420782134,
                "pvalue": 0.31973730305974335,
                "lower": -1.8914437637484118,
                "upper": 0.6237926701532932
              },
              {
                "event_time": -15,
                "estimate": 0.01280963596177244,
                "se": 0.5543170313540354,
                "pvalue": 0.9816099504457977,
                "lower": -1.0870756142039641,
                "upper": 1.112694886127509
              },
              {
                "event_time": -14,
                "estimate": 0.5381291552157295,
                "se": 0.20430132325289838,
                "pvalue": 0.009793708382641236,
                "lower": 0.13275100638579224,
                "upper": 0.9435073040456667
              },
              {
                "event_time": -13,
                "estimate": 0.0025919955662211808,
                "se": 0.17916387987156412,
                "pvalue": 0.9884863805731468,
                "lower": -0.35290801198692884,
                "upper": 0.3580920031193712
              },
              {
                "event_time": -12,
                "estimate": 0.014619801755706568,
                "se": 0.19636560727033645,
                "pvalue": 0.9408010071123489,
                "lower": -0.37501216489865596,
                "upper": 0.40425176841006916
              },
              {
                "event_time": -11,
                "estimate": -0.21047544060876977,
                "se": 0.21518818481640048,
                "pvalue": 0.33040924629012897,
                "lower": -0.6374554847025824,
                "upper": 0.2165046034850429
              },
              {
                "event_time": -10,
                "estimate": -0.20300672314365265,
                "se": 0.17218302702310886,
                "pvalue": 0.2412172031538416,
                "lower": -0.5446552041383674,
                "upper": 0.13864175785106214
              },
              {
                "event_time": -9,
                "estimate": 0.2162242876124139,
                "se": 0.1585741588964483,
                "pvalue": 0.17580091328738912,
                "lower": -0.0984212465534769,
                "upper": 0.5308698217783048
              },
              {
                "event_time": -8,
                "estimate": 0.12587925640454628,
                "se": 0.1544987905570059,
                "pvalue": 0.4171660203713139,
                "lower": -0.18067986281826431,
                "upper": 0.4324383756273569
              },
              {
                "event_time": -7,
                "estimate": 0.1401961160517622,
                "se": 0.14206668062575087,
                "pvalue": 0.3261301319183533,
                "lower": -0.14169499990146633,
                "upper": 0.4220872320049907
              },
              {
                "event_time": -6,
                "estimate": -0.029460361982599537,
                "se": 0.12179645378151291,
                "pvalue": 0.8093719793933716,
                "lower": -0.27113095021898903,
                "upper": 0.21221022625378996
              },
              {
                "event_time": -5,
                "estimate": -0.03121588543560634,
                "se": 0.11213683155759337,
                "pvalue": 0.7813065034495653,
                "lower": -0.2537196875093738,
                "upper": 0.19128791663816114
              },
              {
                "event_time": -4,
                "estimate": -0.020830815128161498,
                "se": 0.0920480581446328,
                "pvalue": 0.8214318138028924,
                "lower": -0.20347413245935408,
                "upper": 0.16181250220303106
              },
              {
                "event_time": -3,
                "estimate": 0.02249685974158775,
                "se": 0.09803127003375425,
                "pvalue": 0.8189642145634798,
                "lower": -0.17201844804493302,
                "upper": 0.2170121675281085
              },
              {
                "event_time": -2,
                "estimate": -0.016792572433340702,
                "se": 0.09700785036571576,
                "pvalue": 0.8629220942517191,
                "lower": -0.20927719356595254,
                "upper": 0.17569204869927113
              },
              {
                "event_time": 0,
                "estimate": -0.04142145546461656,
                "se": 0.07798383503016744,
                "pvalue": 0.5965014799775943,
                "lower": -0.19615830288119346,
                "upper": 0.11331539195196033
              },
              {
                "event_time": 1,
                "estimate": -0.009502229853882733,
                "se": 0.10550258860938795,
                "pvalue": 0.9284164819518373,
                "lower": -0.21884225460887838,
                "upper": 0.1998377949011129
              },
              {
                "event_time": 2,
                "estimate": -0.11578309387774091,
                "se": 0.12139348686917786,
                "pvalue": 0.34251632862051157,
                "lower": -0.3566541083357468,
                "upper": 0.12508792058026497
              },
              {
                "event_time": 3,
                "estimate": -0.2011576833130746,
                "se": 0.11822818422735026,
                "pvalue": 0.09199991205138633,
                "lower": -0.43574805061226485,
                "upper": 0.03343268398611568
              },
              {
                "event_time": 4,
                "estimate": -0.22776376928433192,
                "se": 0.13690231656987634,
                "pvalue": 0.09933575939347918,
                "lower": -0.4994076665337306,
                "upper": 0.04388012796506677
              },
              {
                "event_time": 5,
                "estimate": -0.20468592697412186,
                "se": 0.14485318766569336,
                "pvalue": 0.16077508078426128,
                "lower": -0.49210607743171914,
                "upper": 0.08273422348347542
              },
              {
                "event_time": 6,
                "estimate": -0.14247150217176296,
                "se": 0.1578017273129156,
                "pvalue": 0.3687963115631176,
                "lower": -0.45558436449566747,
                "upper": 0.17064136015214154
              },
              {
                "event_time": 7,
                "estimate": -0.2914774394092855,
                "se": 0.16234674765264248,
                "pvalue": 0.0756409352307617,
                "lower": -0.613608608136581,
                "upper": 0.03065372931801008
              },
              {
                "event_time": 8,
                "estimate": -0.40415778675019487,
                "se": 0.15608630678941807,
                "pvalue": 0.011065194208286241,
                "lower": -0.7138668825922763,
                "upper": -0.09444869090811348
              },
              {
                "event_time": 9,
                "estimate": -0.386060649900023,
                "se": 0.17424998753793988,
                "pvalue": 0.029013069505161405,
                "lower": -0.7318104289865253,
                "upper": -0.040310870813520694
              },
              {
                "event_time": 10,
                "estimate": -0.18340009801671373,
                "se": 0.16002672071631105,
                "pvalue": 0.254533291343073,
                "lower": -0.5009278299688034,
                "upper": 0.13412763393537594
              },
              {
                "event_time": 11,
                "estimate": -0.4624343283078609,
                "se": 0.18471363954389702,
                "pvalue": 0.013931904506051454,
                "lower": -0.8289462630800846,
                "upper": -0.09592239353563725
              },
              {
                "event_time": 12,
                "estimate": -0.3450529152644993,
                "se": 0.18897022024859153,
                "pvalue": 0.07086984488367154,
                "lower": -0.7200108296267735,
                "upper": 0.02990499909777483
              },
              {
                "event_time": 13,
                "estimate": -0.274332639394613,
                "se": 0.19668009472355186,
                "pvalue": 0.1661928901042508,
                "lower": -0.6645886173847069,
                "upper": 0.11592333859548082
              },
              {
                "event_time": 14,
                "estimate": -0.6582586279456895,
                "se": 0.23179113815499794,
                "pvalue": 0.005478132695704352,
                "lower": -1.1181825335003455,
                "upper": -0.1983347223910334
              },
              {
                "event_time": 15,
                "estimate": -0.3524166425798703,
                "se": 0.1331699530518005,
                "pvalue": 0.009465816482635918,
                "lower": -0.6166547208672202,
                "upper": -0.08817856429252047
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0,
              6.0,
              7.0,
              8.0,
              9.0,
              10.0,
              11.0,
              12.0,
              13.0,
              14.0,
              15.0
            ],
            "weights": [
              0.07688415228338906,
              0.07571522325660533,
              0.0758389662159624,
              0.07346354333544727,
              0.07255314870589172,
              0.07429659861540468,
              0.07489763584656757,
              0.06745759041522392,
              0.06581136711663436,
              0.06348676723728375,
              0.06222282129527943,
              0.06047053260295525,
              0.06243716177845149,
              0.06447229152073468,
              0.028049877251403708,
              0.00194232252276539
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 1.1102230246251565e-16,
            "package_aggregate_vs_estimable_cell_weights": null,
            "saturated_vs_deviations_relative_rss_difference": 7.120068137482186e-16
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "F": 1.1598776169397635,
            "df_num": 97,
            "df_den": 1735,
            "pvalue": 0.14208227793353256,
            "log10_pvalue": -0.8474600886851752,
            "inference": "Homoskedastic nested-model F",
            "observations": 2095,
            "design_columns": 240,
            "restricted_design_columns": 143,
            "fixed_effect_rank": 120,
            "covariance_rank": 97,
            "rss_unrestricted": 327006.2015673404,
            "rss_restricted": 348211.3058085218,
            "test_horizon": null,
            "reference_cohort": 6,
            "pyfixest": "0.27.0",
            "formulaic": "1.0.2",
            "design_head": {
              "index": [
                0,
                1,
                2,
                3,
                4
              ],
              "columns": [
                "C(rel_time, contr.treatment(base=-1.0))[T.-18.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-17.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-16.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-15.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-14.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-13.0]"
              ],
              "data": [
                [
                  -0.565820644867303,
                  0.026838786754650415,
                  0.027604253260459344,
                  -0.12890996884955225,
                  -1.149560837500889,
                  -0.5357449426428296
                ],
                [
                  0.025831155104838303,
                  -0.5398342790718779,
                  0.026347821393612778,
                  0.03173459929765449,
                  -0.07723953515239428,
                  -1.2346378458108398
                ],
                [
                  0.02680594440305667,
                  0.026646007064065037,
                  -0.5550463321876478,
                  0.033008395432938445,
                  0.09172392682854227,
                  -0.03781087571539228
                ],
                [
                  0.02624541323282895,
                  0.026093028389030413,
                  0.026897514012071955,
                  -0.534171977388993,
                  0.08653534703143893,
                  0.12633967200674456
                ],
                [
                  0.025070324554779966,
                  0.024933260411145127,
                  0.02562477532427227,
                  0.031308424690909095,
                  -0.45544439282698235,
                  0.12780851108646188
                ]
              ]
            },
            "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_7,ref=-1.0)+i(rel_time,cohort_dummy_8,ref=-1.0)+i(rel_time,cohort_dummy_9,ref=-1.0)+i(rel_time,cohort_dummy_10,ref=-1.0)+i(rel_time,cohort_dummy_11,ref=-1.0)+i(rel_time,cohort_dummy_12,ref=-1.0)+i(rel_time,cohort_dummy_13,ref=-1.0)+i(rel_time,cohort_dummy_14,ref=-1.0)+i(rel_time,cohort_dummy_15,ref=-1.0)+i(rel_time,cohort_dummy_16,ref=-1.0)+i(rel_time,cohort_dummy_19,ref=-1.0)|unit_fe+time_fe",
            "restriction_names": [
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_19",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_19"
            ],
            "deviations": [
              {
                "event_time": -6.0,
                "cohort": 7,
                "estimate": -0.3675668665959396
              },
              {
                "event_time": -5.0,
                "cohort": 7,
                "estimate": -0.6403625854689562
              },
              {
                "event_time": -4.0,
                "cohort": 7,
                "estimate": -0.4761377146683031
              },
              {
                "event_time": -3.0,
                "cohort": 7,
                "estimate": -0.03632685719758606
              },
              {
                "event_time": -2.0,
                "cohort": 7,
                "estimate": 0.04109934679055799
              },
              {
                "event_time": 0.0,
                "cohort": 7,
                "estimate": -0.05105432410738317
              },
              {
                "event_time": 1.0,
                "cohort": 7,
                "estimate": -0.519916362821914
              },
              {
                "event_time": 2.0,
                "cohort": 7,
                "estimate": -0.49727425968769534
              },
              {
                "event_time": 3.0,
                "cohort": 7,
                "estimate": -1.0406625031969494
              },
              {
                "event_time": 4.0,
                "cohort": 7,
                "estimate": -0.017437631174121726
              },
              {
                "event_time": 5.0,
                "cohort": 7,
                "estimate": -0.5862842193402031
              },
              {
                "event_time": 6.0,
                "cohort": 7,
                "estimate": -1.0502414273710379
              },
              {
                "event_time": 7.0,
                "cohort": 7,
                "estimate": -1.30174896650237
              },
              {
                "event_time": 8.0,
                "cohort": 7,
                "estimate": -0.749303320536897
              },
              {
                "event_time": 9.0,
                "cohort": 7,
                "estimate": -0.9438430685787644
              },
              {
                "event_time": 10.0,
                "cohort": 7,
                "estimate": -0.6209406049222033
              },
              {
                "event_time": 11.0,
                "cohort": 7,
                "estimate": -0.8124237069197755
              },
              {
                "event_time": 12.0,
                "cohort": 7,
                "estimate": -0.6976737556108005
              },
              {
                "event_time": 13.0,
                "cohort": 7,
                "estimate": -1.0191716741578867
              },
              {
                "event_time": 14.0,
                "cohort": 7,
                "estimate": -1.2186393837497698
              },
              {
                "event_time": -7.0,
                "cohort": 8,
                "estimate": 0.49659108320456385
              },
              {
                "event_time": -6.0,
                "cohort": 8,
                "estimate": -0.060715802460973356
              },
              {
                "event_time": -5.0,
                "cohort": 8,
                "estimate": -0.7612612627909017
              },
              {
                "event_time": -4.0,
                "cohort": 8,
                "estimate": -0.08223966543189748
              },
              {
                "event_time": -3.0,
                "cohort": 8,
                "estimate": -0.2900894450615425
              },
              {
                "event_time": -2.0,
                "cohort": 8,
                "estimate": 0.06019213072456486
              },
              {
                "event_time": 0.0,
                "cohort": 8,
                "estimate": -0.21863446838811076
              },
              {
                "event_time": 1.0,
                "cohort": 8,
                "estimate": -0.5980410015653789
              },
              {
                "event_time": 2.0,
                "cohort": 8,
                "estimate": -0.592628051840958
              },
              {
                "event_time": 3.0,
                "cohort": 8,
                "estimate": -1.0748350844959882
              },
              {
                "event_time": 4.0,
                "cohort": 8,
                "estimate": -0.21642685919196122
              },
              {
                "event_time": 5.0,
                "cohort": 8,
                "estimate": -0.4173221930696367
              },
              {
                "event_time": 6.0,
                "cohort": 8,
                "estimate": -0.7489780999491644
              },
              {
                "event_time": 7.0,
                "cohort": 8,
                "estimate": -1.333437092615793
              },
              {
                "event_time": 8.0,
                "cohort": 8,
                "estimate": -0.4151529867080868
              },
              {
                "event_time": 9.0,
                "cohort": 8,
                "estimate": -0.5322297430540134
              },
              {
                "event_time": 10.0,
                "cohort": 8,
                "estimate": 0.0385398892795851
              },
              {
                "event_time": 11.0,
                "cohort": 8,
                "estimate": -0.2935417591759417
              },
              {
                "event_time": 12.0,
                "cohort": 8,
                "estimate": 0.1562050062215266
              },
              {
                "event_time": 13.0,
                "cohort": 8,
                "estimate": -0.08215236782065512
              },
              {
                "event_time": -8.0,
                "cohort": 9,
                "estimate": 0.8384903180697103
              },
              {
                "event_time": -7.0,
                "cohort": 9,
                "estimate": 0.3363630754342632
              },
              {
                "event_time": -6.0,
                "cohort": 9,
                "estimate": 0.20466858629655843
              },
              {
                "event_time": -5.0,
                "cohort": 9,
                "estimate": -0.7504657089713326
              },
              {
                "event_time": -4.0,
                "cohort": 9,
                "estimate": -0.4192639823387018
              },
              {
                "event_time": -3.0,
                "cohort": 9,
                "estimate": 0.21414453385372598
              },
              {
                "event_time": -2.0,
                "cohort": 9,
                "estimate": 0.5847511717607093
              },
              {
                "event_time": 0.0,
                "cohort": 9,
                "estimate": -0.39300852240754797
              },
              {
                "event_time": 1.0,
                "cohort": 9,
                "estimate": -1.2369346433837134
              },
              {
                "event_time": 2.0,
                "cohort": 9,
                "estimate": -1.397289996245387
              },
              {
                "event_time": 3.0,
                "cohort": 9,
                "estimate": -1.361508891062158
              },
              {
                "event_time": 4.0,
                "cohort": 9,
                "estimate": -0.936276975519911
              },
              {
                "event_time": 5.0,
                "cohort": 9,
                "estimate": 0.16965070396645576
              },
              {
                "event_time": 6.0,
                "cohort": 9,
                "estimate": -1.270480120685532
              },
              {
                "event_time": 7.0,
                "cohort": 9,
                "estimate": -1.5240779883988003
              },
              {
                "event_time": 8.0,
                "cohort": 9,
                "estimate": -0.08800271549591174
              },
              {
                "event_time": 9.0,
                "cohort": 9,
                "estimate": -0.4222847453858295
              },
              {
                "event_time": 10.0,
                "cohort": 9,
                "estimate": -0.04323649302447341
              },
              {
                "event_time": 11.0,
                "cohort": 9,
                "estimate": -0.5321487161660828
              },
              {
                "event_time": 12.0,
                "cohort": 9,
                "estimate": -0.03418661325147482
              },
              {
                "event_time": -9.0,
                "cohort": 10,
                "estimate": 1.9248721413945085
              },
              {
                "event_time": -8.0,
                "cohort": 10,
                "estimate": 1.462891280106315
              },
              {
                "event_time": -7.0,
                "cohort": 10,
                "estimate": 1.1948231428230993
              },
              {
                "event_time": -6.0,
                "cohort": 10,
                "estimate": 0.1456096053275605
              },
              {
                "event_time": -5.0,
                "cohort": 10,
                "estimate": -0.31415638012011843
              },
              {
                "event_time": -4.0,
                "cohort": 10,
                "estimate": 0.2965670035770533
              },
              {
                "event_time": -3.0,
                "cohort": 10,
                "estimate": 0.34695047613597974
              },
              {
                "event_time": -2.0,
                "cohort": 10,
                "estimate": 0.42346688800944116
              },
              {
                "event_time": 0.0,
                "cohort": 10,
                "estimate": -0.9492660950891987
              },
              {
                "event_time": 1.0,
                "cohort": 10,
                "estimate": -1.463315319942837
              },
              {
                "event_time": 2.0,
                "cohort": 10,
                "estimate": -0.17458766828173108
              },
              {
                "event_time": 3.0,
                "cohort": 10,
                "estimate": -0.8894188468470537
              },
              {
                "event_time": 4.0,
                "cohort": 10,
                "estimate": 0.05930736595492094
              },
              {
                "event_time": 5.0,
                "cohort": 10,
                "estimate": 0.17615317482423495
              },
              {
                "event_time": 6.0,
                "cohort": 10,
                "estimate": -0.7372923484265055
              },
              {
                "event_time": 7.0,
                "cohort": 10,
                "estimate": -0.671728812851798
              },
              {
                "event_time": 8.0,
                "cohort": 10,
                "estimate": -0.25620435838442024
              },
              {
                "event_time": 9.0,
                "cohort": 10,
                "estimate": -0.2973144108991945
              },
              {
                "event_time": 10.0,
                "cohort": 10,
                "estimate": -0.2561222960539338
              },
              {
                "event_time": 11.0,
                "cohort": 10,
                "estimate": 0.07503143214082134
              },
              {
                "event_time": -10.0,
                "cohort": 11,
                "estimate": 0.7548690610148938
              },
              {
                "event_time": -9.0,
                "cohort": 11,
                "estimate": 1.0865035756763697
              },
              {
                "event_time": -8.0,
                "cohort": 11,
                "estimate": 0.4901660104880162
              },
              {
                "event_time": -7.0,
                "cohort": 11,
                "estimate": -0.1397928824478446
              },
              {
                "event_time": -6.0,
                "cohort": 11,
                "estimate": -0.8025223294187132
              },
              {
                "event_time": -5.0,
                "cohort": 11,
                "estimate": -2.1168604676645404
              },
              {
                "event_time": -4.0,
                "cohort": 11,
                "estimate": -1.4520427182965294
              },
              {
                "event_time": -3.0,
                "cohort": 11,
                "estimate": -0.5704949068225631
              },
              {
                "event_time": -2.0,
                "cohort": 11,
                "estimate": -0.1983907727131426
              },
              {
                "event_time": 0.0,
                "cohort": 11,
                "estimate": -0.23798455124493073
              },
              {
                "event_time": 1.0,
                "cohort": 11,
                "estimate": -0.48409966053861847
              },
              {
                "event_time": 2.0,
                "cohort": 11,
                "estimate": -0.8429636175350119
              },
              {
                "event_time": 3.0,
                "cohort": 11,
                "estimate": -1.3704140412284103
              },
              {
                "event_time": 4.0,
                "cohort": 11,
                "estimate": 0.3266659704574998
              },
              {
                "event_time": 5.0,
                "cohort": 11,
                "estimate": -0.2876614688309541
              },
              {
                "event_time": 6.0,
                "cohort": 11,
                "estimate": -0.18013919162416567
              },
              {
                "event_time": 7.0,
                "cohort": 11,
                "estimate": -0.6969900018222167
              },
              {
                "event_time": 8.0,
                "cohort": 11,
                "estimate": -0.15969046236277173
              },
              {
                "event_time": 9.0,
                "cohort": 11,
                "estimate": -0.689392302307596
              },
              {
                "event_time": 10.0,
                "cohort": 11,
                "estimate": 0.22175523635146033
              },
              {
                "event_time": -11.0,
                "cohort": 12,
                "estimate": 0.016930904944046143
              },
              {
                "event_time": -10.0,
                "cohort": 12,
                "estimate": 0.33817196210697353
              },
              {
                "event_time": -9.0,
                "cohort": 12,
                "estimate": -0.12962319461504157
              },
              {
                "event_time": -8.0,
                "cohort": 12,
                "estimate": 0.9211193893647612
              },
              {
                "event_time": -7.0,
                "cohort": 12,
                "estimate": -0.3841438546549919
              },
              {
                "event_time": -6.0,
                "cohort": 12,
                "estimate": -0.334228064811233
              },
              {
                "event_time": -5.0,
                "cohort": 12,
                "estimate": -1.3602197337229285
              },
              {
                "event_time": -4.0,
                "cohort": 12,
                "estimate": -0.6377735536908603
              },
              {
                "event_time": -3.0,
                "cohort": 12,
                "estimate": -0.2746601678641065
              },
              {
                "event_time": -2.0,
                "cohort": 12,
                "estimate": -0.29697589703373517
              },
              {
                "event_time": 0.0,
                "cohort": 12,
                "estimate": 0.2698093761507256
              },
              {
                "event_time": 1.0,
                "cohort": 12,
                "estimate": -0.231240318365446
              },
              {
                "event_time": 2.0,
                "cohort": 12,
                "estimate": -0.2152488674597106
              },
              {
                "event_time": 3.0,
                "cohort": 12,
                "estimate": -0.4922707898476378
              },
              {
                "event_time": 4.0,
                "cohort": 12,
                "estimate": -0.7584614300569578
              },
              {
                "event_time": 5.0,
                "cohort": 12,
                "estimate": -0.5530478579106576
              },
              {
                "event_time": 6.0,
                "cohort": 12,
                "estimate": -0.8732697703673823
              },
              {
                "event_time": 7.0,
                "cohort": 12,
                "estimate": -1.6076165553729163
              },
              {
                "event_time": 8.0,
                "cohort": 12,
                "estimate": -0.43619415903120196
              },
              {
                "event_time": 9.0,
                "cohort": 12,
                "estimate": 0.015594469362433555
              },
              {
                "event_time": -12.0,
                "cohort": 13,
                "estimate": 0.07017955294561636
              },
              {
                "event_time": -11.0,
                "cohort": 13,
                "estimate": 0.0016427518947031983
              },
              {
                "event_time": -10.0,
                "cohort": 13,
                "estimate": 0.42409234258250145
              },
              {
                "event_time": -9.0,
                "cohort": 13,
                "estimate": 1.1039043914389575
              },
              {
                "event_time": -8.0,
                "cohort": 13,
                "estimate": 0.7037136499366503
              },
              {
                "event_time": -7.0,
                "cohort": 13,
                "estimate": 0.11718889800757587
              },
              {
                "event_time": -6.0,
                "cohort": 13,
                "estimate": -0.02951152116545086
              },
              {
                "event_time": -5.0,
                "cohort": 13,
                "estimate": -0.6826050898681137
              },
              {
                "event_time": -4.0,
                "cohort": 13,
                "estimate": -0.6695297307216634
              },
              {
                "event_time": -3.0,
                "cohort": 13,
                "estimate": -0.4069118098040937
              },
              {
                "event_time": -2.0,
                "cohort": 13,
                "estimate": -0.13704411014905113
              },
              {
                "event_time": 0.0,
                "cohort": 13,
                "estimate": -0.4771871131712549
              },
              {
                "event_time": 1.0,
                "cohort": 13,
                "estimate": -0.9764256496342341
              },
              {
                "event_time": 2.0,
                "cohort": 13,
                "estimate": -1.1515053975600251
              },
              {
                "event_time": 3.0,
                "cohort": 13,
                "estimate": -0.9491900216195991
              },
              {
                "event_time": 4.0,
                "cohort": 13,
                "estimate": -0.05382557811533231
              },
              {
                "event_time": 5.0,
                "cohort": 13,
                "estimate": -0.8084663434458226
              },
              {
                "event_time": 6.0,
                "cohort": 13,
                "estimate": -0.7767930876170649
              },
              {
                "event_time": 7.0,
                "cohort": 13,
                "estimate": -1.1890755608190908
              },
              {
                "event_time": 8.0,
                "cohort": 13,
                "estimate": -0.05172424714638729
              },
              {
                "event_time": -13.0,
                "cohort": 14,
                "estimate": 0.11850719680473111
              },
              {
                "event_time": -12.0,
                "cohort": 14,
                "estimate": -0.2709990968776752
              },
              {
                "event_time": -11.0,
                "cohort": 14,
                "estimate": 0.16194189696555417
              },
              {
                "event_time": -10.0,
                "cohort": 14,
                "estimate": -0.5445934105522021
              },
              {
                "event_time": -9.0,
                "cohort": 14,
                "estimate": 0.6171213385563509
              },
              {
                "event_time": -8.0,
                "cohort": 14,
                "estimate": 0.3887653146286911
              },
              {
                "event_time": -7.0,
                "cohort": 14,
                "estimate": 0.4009921423559295
              },
              {
                "event_time": -6.0,
                "cohort": 14,
                "estimate": 0.3668245850006187
              },
              {
                "event_time": -5.0,
                "cohort": 14,
                "estimate": -0.3475926122424743
              },
              {
                "event_time": -4.0,
                "cohort": 14,
                "estimate": -0.4955791026667914
              },
              {
                "event_time": -3.0,
                "cohort": 14,
                "estimate": -0.8608014722684294
              },
              {
                "event_time": -2.0,
                "cohort": 14,
                "estimate": 0.45642599769794656
              },
              {
                "event_time": 0.0,
                "cohort": 14,
                "estimate": -0.031278795759074954
              },
              {
                "event_time": 1.0,
                "cohort": 14,
                "estimate": -0.4123878959789854
              },
              {
                "event_time": 2.0,
                "cohort": 14,
                "estimate": -0.805936452678929
              },
              {
                "event_time": 3.0,
                "cohort": 14,
                "estimate": -0.30236648386225257
              },
              {
                "event_time": 4.0,
                "cohort": 14,
                "estimate": 0.3376045538284381
              },
              {
                "event_time": 5.0,
                "cohort": 14,
                "estimate": -0.5631971343757245
              },
              {
                "event_time": 6.0,
                "cohort": 14,
                "estimate": -0.0942306786295963
              },
              {
                "event_time": 7.0,
                "cohort": 14,
                "estimate": -0.4033097867577765
              },
              {
                "event_time": -14.0,
                "cohort": 15,
                "estimate": 0.6489951113944343
              },
              {
                "event_time": -13.0,
                "cohort": 15,
                "estimate": 0.8692304523961929
              },
              {
                "event_time": -12.0,
                "cohort": 15,
                "estimate": 0.18460313598904443
              },
              {
                "event_time": -11.0,
                "cohort": 15,
                "estimate": 0.8504376836579118
              },
              {
                "event_time": -10.0,
                "cohort": 15,
                "estimate": 0.8294682615447257
              },
              {
                "event_time": -9.0,
                "cohort": 15,
                "estimate": 1.797663842974619
              },
              {
                "event_time": -8.0,
                "cohort": 15,
                "estimate": 1.5230785346469906
              },
              {
                "event_time": -7.0,
                "cohort": 15,
                "estimate": 1.2877338209321936
              },
              {
                "event_time": -6.0,
                "cohort": 15,
                "estimate": 0.4030127406044067
              },
              {
                "event_time": -5.0,
                "cohort": 15,
                "estimate": -1.002738098830957
              },
              {
                "event_time": -4.0,
                "cohort": 15,
                "estimate": -0.019204747841211775
              },
              {
                "event_time": -3.0,
                "cohort": 15,
                "estimate": 0.18048059510241865
              },
              {
                "event_time": -2.0,
                "cohort": 15,
                "estimate": 0.40317581111067435
              },
              {
                "event_time": 0.0,
                "cohort": 15,
                "estimate": 0.2315171695339199
              },
              {
                "event_time": 1.0,
                "cohort": 15,
                "estimate": -1.0850348569336037
              },
              {
                "event_time": 2.0,
                "cohort": 15,
                "estimate": -0.44189482950364367
              },
              {
                "event_time": 3.0,
                "cohort": 15,
                "estimate": -0.7892655267792914
              },
              {
                "event_time": 4.0,
                "cohort": 15,
                "estimate": -0.32669694054983145
              },
              {
                "event_time": 5.0,
                "cohort": 15,
                "estimate": 0.2687778417750217
              },
              {
                "event_time": 6.0,
                "cohort": 15,
                "estimate": -0.28173467435869204
              },
              {
                "event_time": -15.0,
                "cohort": 16,
                "estimate": -0.18054879004912405
              },
              {
                "event_time": -14.0,
                "cohort": 16,
                "estimate": -0.5404040002760986
              },
              {
                "event_time": -13.0,
                "cohort": 16,
                "estimate": 0.21380534371686466
              },
              {
                "event_time": -12.0,
                "cohort": 16,
                "estimate": -0.6235024528210158
              },
              {
                "event_time": -11.0,
                "cohort": 16,
                "estimate": 0.8205978981907769
              },
              {
                "event_time": -10.0,
                "cohort": 16,
                "estimate": 0.85876435983867
              },
              {
                "event_time": -9.0,
                "cohort": 16,
                "estimate": 1.1196081681234737
              },
              {
                "event_time": -8.0,
                "cohort": 16,
                "estimate": 0.8334550379769786
              },
              {
                "event_time": -7.0,
                "cohort": 16,
                "estimate": -0.560643764638218
              },
              {
                "event_time": -6.0,
                "cohort": 16,
                "estimate": -0.9897056010555776
              },
              {
                "event_time": -5.0,
                "cohort": 16,
                "estimate": -1.2857803807124388
              },
              {
                "event_time": -4.0,
                "cohort": 16,
                "estimate": -0.42692794896365394
              },
              {
                "event_time": -3.0,
                "cohort": 16,
                "estimate": -0.5277460417779708
              },
              {
                "event_time": -2.0,
                "cohort": 16,
                "estimate": -0.0022971191379234923
              },
              {
                "event_time": 0.0,
                "cohort": 16,
                "estimate": -0.39344716661985124
              },
              {
                "event_time": 1.0,
                "cohort": 16,
                "estimate": 0.04626228353180921
              },
              {
                "event_time": 2.0,
                "cohort": 16,
                "estimate": -1.0349537582094717
              },
              {
                "event_time": 3.0,
                "cohort": 16,
                "estimate": -1.5319359207187768
              },
              {
                "event_time": 4.0,
                "cohort": 16,
                "estimate": 0.2754955859612195
              },
              {
                "event_time": 5.0,
                "cohort": 16,
                "estimate": -0.22362862628300995
              },
              {
                "event_time": -5.0,
                "cohort": 19,
                "estimate": -1.2166899574126853
              },
              {
                "event_time": -4.0,
                "cohort": 19,
                "estimate": -0.7227554023428208
              },
              {
                "event_time": -3.0,
                "cohort": 19,
                "estimate": -0.6932617600787191
              },
              {
                "event_time": -2.0,
                "cohort": 19,
                "estimate": 0.28317481290807767
              },
              {
                "event_time": 0.0,
                "cohort": 19,
                "estimate": 0.0735778118426183
              },
              {
                "event_time": 1.0,
                "cohort": 19,
                "estimate": -0.7972874025832623
              },
              {
                "event_time": 2.0,
                "cohort": 19,
                "estimate": 0.22314689216254135
              }
            ]
          }
        }
      },
      "code_sha256": {
        "replication_engine.py": "b42dd52795225c55faa7af833b12a94304ddde96f066412b80dea4620c4bcc24",
        "reference_f_test.py": "9cf8f31eeda89784ac1750ea22c35401ae46e24e06279acf938d2d103b78cccf",
        "sparse_did2s.py": "75169d7fbba6e1bad163e564ac9b5b1262a04033eda925dc379dc3eef64c59fa",
        "frequency.py": "8f922ae4be2b63ad9b89515d8e665cda4e11a354258b54ef3b820648243642eb",
        "sparse_models.py": "538c06b81a46a104838d662d6e6489d0d2daa7f680fd234049f28c97c87ef555"
      }
    },
    "comparison": {
      "schema": "expensive-replication-v1",
      "config": {
        "outcomes": [
          "y"
        ],
        "treatments": [
          "d"
        ],
        "unit": "unit",
        "time": "time",
        "cluster": "cluster",
        "covariates": [],
        "baseline_by_time": [],
        "weight": "weight",
        "period_step": 1,
        "period_values": null,
        "display_window": [
          -10,
          10
        ],
        "seed": 20261008,
        "panelview_max_units": 100,
        "test_mode": "classical",
        "test_horizon": null,
        "post_horizon": null,
        "post_weighting": "observations",
        "sample_query": null,
        "reversal_policy": "drop_post_untreated",
        "labels": {},
        "allow_repeated_cells": true,
        "time_fe": null,
        "unit_fe": null,
        "frequency_weights": false,
        "source_sd": null,
        "require_never_control_periods": false,
        "latest_cohort_control": true,
        "slug": "s16-p007",
        "specification_id": "S16-P007",
        "source_specification_id": "GIFT-F5A-LOGIMR-CSA-WHITE",
        "study_id": 16,
        "study": "The Gift of a Lifetime",
        "citation": "Hollingsworth et al. (2024), AER. https://doi.org/10.1257/aer.20230008",
        "description": "GIFT-F5A-LOGIMR-CSA-WHITE",
        "data": "analyses/full-archive/prepared/S16-P007.parquet",
        "output_dir": "analyses/archive-expanded/fits/S16-P007"
      },
      "options": {
        "output_dir": "analyses/archive-expanded/fits/S16-P007",
        "regression_results": "analyses/archive-expanded/baselines/S16-P007.json",
        "display_window": [
          -10,
          10
        ],
        "timeout_seconds": 3600
      },
      "source": {
        "file": "S16-P007.parquet",
        "bytes": 25693,
        "sha256": "824984388d9978fa18594999e3d87d17d7471ca3c4aa1db2850c68591e8d7599"
      },
      "regressions": {
        "y__d": {
          "sample": {
            "outcome": "y",
            "treatment": "d",
            "source_rows": 2095,
            "source_sd": 0.4348217431807333,
            "rows": 2095,
            "units": 100,
            "clusters": 100,
            "treated_units": 48,
            "never_treated_units": 52,
            "treated_cohorts": 12,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 2095,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 0,
            "post_adoption_untreated_rows_removed": 0,
            "units_without_minus_one_removed": 0,
            "additional_rows_removed": 0
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.13393435538949477,
              "se": 0.07746547289023309,
              "pvalue": 0.08693426308007908,
              "lower": -0.28764265986095333,
              "upper": 0.019773949081963782
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.21405708670201215,
              "se": 0.09714907162482041,
              "pvalue": 0.029885798123418617,
              "lower": -0.4068219214508638,
              "upper": -0.021292251953160507
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.2364917201048447,
              "se": 0.08747063388282666,
              "pvalue": 0.008072873825271916,
              "lower": -0.4100524346211586,
              "upper": -0.06293100558853079
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": -0.23839113430397812,
              "se": 0.11213712450259213,
              "pvalue": 0.03599998880567586,
              "lower": -0.460895517644178,
              "upper": -0.015886750963778257
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -18,
                "estimate": 0.38840012270035873,
                "se": 0.34063347105476954,
                "pvalue": 0.25694198982510746,
                "lower": -0.2874905848442362,
                "upper": 1.0642908302449536
              },
              {
                "event_time": -17,
                "estimate": 0.3720012741965717,
                "se": 0.2551170568702593,
                "pvalue": 0.14796185127076705,
                "lower": -0.13420631468423283,
                "upper": 0.8782088630773762
              },
              {
                "event_time": -16,
                "estimate": -0.42694758374195607,
                "se": 0.44879713967415497,
                "pvalue": 0.34376111926059927,
                "lower": -1.3174584761069115,
                "upper": 0.4635633086229992
              },
              {
                "event_time": -15,
                "estimate": 0.13163335964794984,
                "se": 0.4508910932256062,
                "pvalue": 0.7709430241714709,
                "lower": -0.7630323908496296,
                "upper": 1.0262991101455292
              },
              {
                "event_time": -14,
                "estimate": 0.3794220136927384,
                "se": 0.35081744623748756,
                "pvalue": 0.2820858250948877,
                "lower": -0.3166759100439409,
                "upper": 1.0755199374294178
              },
              {
                "event_time": -13,
                "estimate": -0.15427453009223355,
                "se": 0.1930961325055372,
                "pvalue": 0.4262308982132582,
                "lower": -0.5374191494954974,
                "upper": 0.22887008931103034
              },
              {
                "event_time": -12,
                "estimate": -0.09062269004647043,
                "se": 0.17560716359649572,
                "pvalue": 0.6069677342706987,
                "lower": -0.43906540087464646,
                "upper": 0.25782002078170557
              },
              {
                "event_time": -11,
                "estimate": -0.29696944177892476,
                "se": 0.19192172640653504,
                "pvalue": 0.12497053690517636,
                "lower": -0.6777837846925021,
                "upper": 0.0838449011346526
              },
              {
                "event_time": -10,
                "estimate": -0.22591814034517263,
                "se": 0.19147396587204735,
                "pvalue": 0.24087155595357065,
                "lower": -0.6058440292159681,
                "upper": 0.15400774852562285
              },
              {
                "event_time": -9,
                "estimate": 0.17528796323551654,
                "se": 0.23161931756854998,
                "pvalue": 0.45097097468491604,
                "lower": -0.284295012998878,
                "upper": 0.634870939469911
              },
              {
                "event_time": -8,
                "estimate": 0.08191635792676231,
                "se": 0.15656782915147432,
                "pvalue": 0.6020038734209757,
                "lower": -0.22874818274867903,
                "upper": 0.3925808986022037
              },
              {
                "event_time": -7,
                "estimate": 0.07869310734495756,
                "se": 0.1568231924898494,
                "pvalue": 0.6169258172326822,
                "lower": -0.23247812959530134,
                "upper": 0.38986434428521644
              },
              {
                "event_time": -6,
                "estimate": -0.053234936839307204,
                "se": 0.13001372344862458,
                "pvalue": 0.6830893933955468,
                "lower": -0.3112103708449365,
                "upper": 0.20474049716632214
              },
              {
                "event_time": -5,
                "estimate": -0.029639963525049814,
                "se": 0.12366783116719245,
                "pvalue": 0.8110785243320259,
                "lower": -0.27502377049292015,
                "upper": 0.2157438434428205
              },
              {
                "event_time": -4,
                "estimate": -0.03191308220102713,
                "se": 0.11131272479151746,
                "pvalue": 0.7749430859200266,
                "lower": -0.2527816776596297,
                "upper": 0.18895551325757548
              },
              {
                "event_time": -3,
                "estimate": 0.0478908610289557,
                "se": 0.09418691915579452,
                "pvalue": 0.6122576737146582,
                "lower": -0.13899642057767123,
                "upper": 0.23477814263558264
              },
              {
                "event_time": -2,
                "estimate": 0.014150324432309068,
                "se": 0.08955919959382969,
                "pvalue": 0.8747788826418864,
                "lower": -0.16355455757227916,
                "upper": 0.1918552064368973
              },
              {
                "event_time": 0,
                "estimate": -0.04704997955179736,
                "se": 0.06944630809149423,
                "pvalue": 0.49966804524261166,
                "lower": -0.18484652129203316,
                "upper": 0.09074656218843845
              },
              {
                "event_time": 1,
                "estimate": -0.00231076824139982,
                "se": 0.08861738491323763,
                "pvalue": 0.9792493776706129,
                "lower": -0.17814688559150435,
                "upper": 0.17352534910870474
              },
              {
                "event_time": 2,
                "estimate": -0.05056801424782342,
                "se": 0.10014889332651992,
                "pvalue": 0.6147313223926593,
                "lower": -0.24928514606892407,
                "upper": 0.14814911757327723
              },
              {
                "event_time": 3,
                "estimate": -0.10985573812039849,
                "se": 0.1026396760070013,
                "pvalue": 0.2870846478983279,
                "lower": -0.3135151231588281,
                "upper": 0.09380364691803116
              },
              {
                "event_time": 4,
                "estimate": -0.16388772540515462,
                "se": 0.114871649616315,
                "pvalue": 0.15681171107924144,
                "lower": -0.3918179998305422,
                "upper": 0.06404254902023299
              },
              {
                "event_time": 5,
                "estimate": -0.16512527366730317,
                "se": 0.11821483742863131,
                "pvalue": 0.16559002677511114,
                "lower": -0.39968915802222593,
                "upper": 0.06943861068761956
              },
              {
                "event_time": 6,
                "estimate": -0.13474600451776417,
                "se": 0.12486348383290025,
                "pvalue": 0.28314457099241164,
                "lower": -0.3825022457731414,
                "upper": 0.11301023673761304
              },
              {
                "event_time": 7,
                "estimate": -0.21980868325440983,
                "se": 0.13311135762908408,
                "pvalue": 0.10184315482784027,
                "lower": -0.4839304955107204,
                "upper": 0.044313129001900764
              },
              {
                "event_time": 8,
                "estimate": -0.29562993676775723,
                "se": 0.12917046699659013,
                "pvalue": 0.024223118439303692,
                "lower": -0.5519321670267252,
                "upper": -0.03932770650878925
              },
              {
                "event_time": 9,
                "estimate": -0.3205246964859063,
                "se": 0.15706341447497305,
                "pvalue": 0.04393903863625597,
                "lower": -0.6321725859611913,
                "upper": -0.008876807010621324
              },
              {
                "event_time": 10,
                "estimate": -0.16846773376589386,
                "se": 0.1575482586597438,
                "pvalue": 0.2875308450449338,
                "lower": -0.48107765929147905,
                "upper": 0.14414219175969134
              },
              {
                "event_time": 11,
                "estimate": -0.4359815810250938,
                "se": 0.1739220782653816,
                "pvalue": 0.013812443781059692,
                "lower": -0.7810807169744036,
                "upper": -0.09088244507578402
              },
              {
                "event_time": 12,
                "estimate": -0.346772801388342,
                "se": 0.18607484954416478,
                "pvalue": 0.06533886701429137,
                "lower": -0.7159856721177659,
                "upper": 0.022440069341081892
              },
              {
                "event_time": 13,
                "estimate": -0.42168054049379033,
                "se": 0.22481255800134847,
                "pvalue": 0.06364315562892929,
                "lower": -0.8677574290095706,
                "upper": 0.024396348021989922
              },
              {
                "event_time": 14,
                "estimate": -0.7741561550462993,
                "se": 0.24827704113130603,
                "pvalue": 0.0023834437294274623,
                "lower": -1.2667916687487548,
                "upper": -0.28152064134384375
              },
              {
                "event_time": 15,
                "estimate": -1.0687742617919411,
                "se": 0.1776745588942906,
                "pvalue": 3.028532759561709e-08,
                "lower": -1.4213191334156319,
                "upper": -0.7162293901682505
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -18,
                "estimate": 0.4281113592496882,
                "se": 0.3777194241359101,
                "pvalue": 0.25977898778867636,
                "lower": -0.3213659250642443,
                "upper": 1.1775886435636207
              },
              {
                "event_time": -17,
                "estimate": 0.46640876417442956,
                "se": 0.26507036568754516,
                "pvalue": 0.0815705875224567,
                "lower": -0.05954834878600812,
                "upper": 0.9923658771348672
              },
              {
                "event_time": -16,
                "estimate": -0.3146947125182589,
                "se": 0.31071869001932323,
                "pvalue": 0.3136264182799259,
                "lower": -0.9312280044293253,
                "upper": 0.3018385793928075
              },
              {
                "event_time": -15,
                "estimate": 0.20856980743708395,
                "se": 0.3298917826483551,
                "pvalue": 0.5286894249571314,
                "lower": -0.44600705988284417,
                "upper": 0.8631466747570121
              },
              {
                "event_time": -14,
                "estimate": 0.3401067385109539,
                "se": 0.26798084560019125,
                "pvalue": 0.20736475290930284,
                "lower": -0.19162539802940787,
                "upper": 0.8718388750513157
              },
              {
                "event_time": -13,
                "estimate": -0.11567514811384332,
                "se": 0.09205942818410343,
                "pvalue": 0.21188181397396888,
                "lower": -0.2983410260700937,
                "upper": 0.06699072984240707
              },
              {
                "event_time": -12,
                "estimate": -0.04524692483974951,
                "se": 0.094360434259587,
                "pvalue": 0.632632307461997,
                "lower": -0.23247849805667775,
                "upper": 0.14198464837717872
              },
              {
                "event_time": -11,
                "estimate": -0.2370153010742199,
                "se": 0.10219814820137847,
                "pvalue": 0.022440817243217726,
                "lower": -0.43979859915613595,
                "upper": -0.034232002992303806
              },
              {
                "event_time": -10,
                "estimate": -0.13763719144331316,
                "se": 0.1390017945882213,
                "pvalue": 0.3244987160469283,
                "lower": -0.4134469085661949,
                "upper": 0.13817252567956861
              },
              {
                "event_time": -9,
                "estimate": 0.21793745509274945,
                "se": 0.14871977513736281,
                "pvalue": 0.14597423224777475,
                "lower": -0.07715484377092605,
                "upper": 0.5130297539564249
              },
              {
                "event_time": -8,
                "estimate": 0.09610066383263544,
                "se": 0.0874898680991175,
                "pvalue": 0.27468513868914946,
                "lower": -0.07749821554169323,
                "upper": 0.2696995432069641
              },
              {
                "event_time": -7,
                "estimate": 0.0789094623452858,
                "se": 0.0697985727575005,
                "pvalue": 0.26098392017864686,
                "lower": -0.05958604891668458,
                "upper": 0.2174049736072562
              },
              {
                "event_time": -6,
                "estimate": -0.06114469542427944,
                "se": 0.06846321313193748,
                "pvalue": 0.3739679241623006,
                "lower": -0.1969905634807436,
                "upper": 0.0747011726321847
              },
              {
                "event_time": -5,
                "estimate": -0.01652460900122073,
                "se": 0.06641631327364425,
                "pvalue": 0.8040282312837899,
                "lower": -0.14830898366065964,
                "upper": 0.11525976565821817
              },
              {
                "event_time": -4,
                "estimate": -0.032097722067620446,
                "se": 0.05309691387437403,
                "pvalue": 0.5468862496199064,
                "lower": -0.1374535186540774,
                "upper": 0.07325807451883652
              },
              {
                "event_time": -3,
                "estimate": 0.027085824042040112,
                "se": 0.04417202866140467,
                "pvalue": 0.5411572472197557,
                "lower": -0.0605610640138801,
                "upper": 0.11473271209796033
              },
              {
                "event_time": -2,
                "estimate": -0.01182250689344919,
                "se": 0.05440147446321997,
                "pvalue": 0.8284065350946064,
                "lower": -0.11976683471466583,
                "upper": 0.09612182092776746
              },
              {
                "event_time": -1,
                "estimate": -0.006870974739308006,
                "se": 0.06023723699279251,
                "pvalue": 0.9094170865980054,
                "lower": -0.12639472149713532,
                "upper": 0.11265277201851931
              },
              {
                "event_time": 0,
                "estimate": -0.06911271652559257,
                "se": 0.08755660786445278,
                "pvalue": 0.4317944924349539,
                "lower": -0.24284402207364442,
                "upper": 0.10461858902245925
              },
              {
                "event_time": 1,
                "estimate": -0.01863738891972891,
                "se": 0.09221914659369954,
                "pvalue": 0.8402541193584897,
                "lower": -0.20162018285178032,
                "upper": 0.1643454050123225
              },
              {
                "event_time": 2,
                "estimate": -0.08015801830801395,
                "se": 0.10456114238089313,
                "pvalue": 0.4451353613374768,
                "lower": -0.287630009497423,
                "upper": 0.12731397288139515
              },
              {
                "event_time": 3,
                "estimate": -0.1658297870833144,
                "se": 0.11071997200629137,
                "pvalue": 0.13738240159600018,
                "lower": -0.38552223241737127,
                "upper": 0.05386265825074252
              },
              {
                "event_time": 4,
                "estimate": -0.23257968326568343,
                "se": 0.127129094513128,
                "pvalue": 0.07033803083206909,
                "lower": -0.4848313876384638,
                "upper": 0.019672021107096954
              },
              {
                "event_time": 5,
                "estimate": -0.22694619463058133,
                "se": 0.12854751643405904,
                "pvalue": 0.08056882913042922,
                "lower": -0.48201235582337487,
                "upper": 0.02811996656221219
              },
              {
                "event_time": 6,
                "estimate": -0.13960491125330504,
                "se": 0.13480655789471577,
                "pvalue": 0.30291440891138954,
                "lower": -0.40709036861301584,
                "upper": 0.12788054610640576
              },
              {
                "event_time": 7,
                "estimate": -0.24970361322765722,
                "se": 0.13446327482723583,
                "pvalue": 0.06627851970478948,
                "lower": -0.5165079225056817,
                "upper": 0.017100696050367292
              },
              {
                "event_time": 8,
                "estimate": -0.3828193764020866,
                "se": 0.127773502951125,
                "pvalue": 0.003455992914269235,
                "lower": -0.6363497269212859,
                "upper": -0.12928902588288727
              },
              {
                "event_time": 9,
                "estimate": -0.38491383114395394,
                "se": 0.15179230850808154,
                "pvalue": 0.012783551379620721,
                "lower": -0.6861027028061244,
                "upper": -0.08372495948178343
              },
              {
                "event_time": 10,
                "estimate": -0.201283695935677,
                "se": 0.1466579859608671,
                "pvalue": 0.17301859602828248,
                "lower": -0.49228495776475223,
                "upper": 0.08971756589339827
              },
              {
                "event_time": 11,
                "estimate": -0.49448559186766705,
                "se": 0.15239548514285078,
                "pvalue": 0.0016038039280218486,
                "lower": -0.7968712968333476,
                "upper": -0.19209988690198654
              },
              {
                "event_time": 12,
                "estimate": -0.34968517139395294,
                "se": 0.19023042804902326,
                "pvalue": 0.069028574366947,
                "lower": -0.7271436114363652,
                "upper": 0.02777326864845925
              },
              {
                "event_time": 13,
                "estimate": -0.2743869550529182,
                "se": 0.19425292814937303,
                "pvalue": 0.16093162799802685,
                "lower": -0.6598269079822026,
                "upper": 0.11105299787636608
              },
              {
                "event_time": 14,
                "estimate": -0.6343553609327525,
                "se": 0.19177158913195813,
                "pvalue": 0.0013112289728886845,
                "lower": -1.0148717989210494,
                "upper": -0.2538389229444556
              },
              {
                "event_time": 15,
                "estimate": -0.5636677819291522,
                "se": 0.11915672903382421,
                "pvalue": 7.44722345431033e-06,
                "lower": -0.8001005835736557,
                "upper": -0.3272349802846488
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -18,
                "estimate": 0.23027003571721283,
                "se": 0.24484736309008442,
                "pvalue": 0.3492688941284957,
                "lower": -0.25556025267736715,
                "upper": 0.7161003241117928
              },
              {
                "event_time": -17,
                "estimate": 0.24486426655481772,
                "se": 0.4956365075279176,
                "pvalue": 0.6223723118791491,
                "lower": -0.7385860935071652,
                "upper": 1.2283146266168006
              },
              {
                "event_time": -16,
                "estimate": -0.6338255467975593,
                "se": 0.6338108420782134,
                "pvalue": 0.31973730305974335,
                "lower": -1.8914437637484118,
                "upper": 0.6237926701532932
              },
              {
                "event_time": -15,
                "estimate": 0.01280963596177244,
                "se": 0.5543170313540354,
                "pvalue": 0.9816099504457977,
                "lower": -1.0870756142039641,
                "upper": 1.112694886127509
              },
              {
                "event_time": -14,
                "estimate": 0.5381291552157295,
                "se": 0.20430132325289838,
                "pvalue": 0.009793708382641236,
                "lower": 0.13275100638579224,
                "upper": 0.9435073040456667
              },
              {
                "event_time": -13,
                "estimate": 0.0025919955662211808,
                "se": 0.17916387987156412,
                "pvalue": 0.9884863805731468,
                "lower": -0.35290801198692884,
                "upper": 0.3580920031193712
              },
              {
                "event_time": -12,
                "estimate": 0.014619801755706568,
                "se": 0.19636560727033645,
                "pvalue": 0.9408010071123489,
                "lower": -0.37501216489865596,
                "upper": 0.40425176841006916
              },
              {
                "event_time": -11,
                "estimate": -0.21047544060876977,
                "se": 0.21518818481640048,
                "pvalue": 0.33040924629012897,
                "lower": -0.6374554847025824,
                "upper": 0.2165046034850429
              },
              {
                "event_time": -10,
                "estimate": -0.20300672314365265,
                "se": 0.17218302702310886,
                "pvalue": 0.2412172031538416,
                "lower": -0.5446552041383674,
                "upper": 0.13864175785106214
              },
              {
                "event_time": -9,
                "estimate": 0.2162242876124139,
                "se": 0.1585741588964483,
                "pvalue": 0.17580091328738912,
                "lower": -0.0984212465534769,
                "upper": 0.5308698217783048
              },
              {
                "event_time": -8,
                "estimate": 0.12587925640454628,
                "se": 0.1544987905570059,
                "pvalue": 0.4171660203713139,
                "lower": -0.18067986281826431,
                "upper": 0.4324383756273569
              },
              {
                "event_time": -7,
                "estimate": 0.1401961160517622,
                "se": 0.14206668062575087,
                "pvalue": 0.3261301319183533,
                "lower": -0.14169499990146633,
                "upper": 0.4220872320049907
              },
              {
                "event_time": -6,
                "estimate": -0.029460361982599537,
                "se": 0.12179645378151291,
                "pvalue": 0.8093719793933716,
                "lower": -0.27113095021898903,
                "upper": 0.21221022625378996
              },
              {
                "event_time": -5,
                "estimate": -0.03121588543560634,
                "se": 0.11213683155759337,
                "pvalue": 0.7813065034495653,
                "lower": -0.2537196875093738,
                "upper": 0.19128791663816114
              },
              {
                "event_time": -4,
                "estimate": -0.020830815128161498,
                "se": 0.0920480581446328,
                "pvalue": 0.8214318138028924,
                "lower": -0.20347413245935408,
                "upper": 0.16181250220303106
              },
              {
                "event_time": -3,
                "estimate": 0.02249685974158775,
                "se": 0.09803127003375425,
                "pvalue": 0.8189642145634798,
                "lower": -0.17201844804493302,
                "upper": 0.2170121675281085
              },
              {
                "event_time": -2,
                "estimate": -0.016792572433340702,
                "se": 0.09700785036571576,
                "pvalue": 0.8629220942517191,
                "lower": -0.20927719356595254,
                "upper": 0.17569204869927113
              },
              {
                "event_time": 0,
                "estimate": -0.04142145546461656,
                "se": 0.07798383503016744,
                "pvalue": 0.5965014799775943,
                "lower": -0.19615830288119346,
                "upper": 0.11331539195196033
              },
              {
                "event_time": 1,
                "estimate": -0.009502229853882733,
                "se": 0.10550258860938795,
                "pvalue": 0.9284164819518373,
                "lower": -0.21884225460887838,
                "upper": 0.1998377949011129
              },
              {
                "event_time": 2,
                "estimate": -0.11578309387774091,
                "se": 0.12139348686917786,
                "pvalue": 0.34251632862051157,
                "lower": -0.3566541083357468,
                "upper": 0.12508792058026497
              },
              {
                "event_time": 3,
                "estimate": -0.2011576833130746,
                "se": 0.11822818422735026,
                "pvalue": 0.09199991205138633,
                "lower": -0.43574805061226485,
                "upper": 0.03343268398611568
              },
              {
                "event_time": 4,
                "estimate": -0.22776376928433192,
                "se": 0.13690231656987634,
                "pvalue": 0.09933575939347918,
                "lower": -0.4994076665337306,
                "upper": 0.04388012796506677
              },
              {
                "event_time": 5,
                "estimate": -0.20468592697412186,
                "se": 0.14485318766569336,
                "pvalue": 0.16077508078426128,
                "lower": -0.49210607743171914,
                "upper": 0.08273422348347542
              },
              {
                "event_time": 6,
                "estimate": -0.14247150217176296,
                "se": 0.1578017273129156,
                "pvalue": 0.3687963115631176,
                "lower": -0.45558436449566747,
                "upper": 0.17064136015214154
              },
              {
                "event_time": 7,
                "estimate": -0.2914774394092855,
                "se": 0.16234674765264248,
                "pvalue": 0.0756409352307617,
                "lower": -0.613608608136581,
                "upper": 0.03065372931801008
              },
              {
                "event_time": 8,
                "estimate": -0.40415778675019487,
                "se": 0.15608630678941807,
                "pvalue": 0.011065194208286241,
                "lower": -0.7138668825922763,
                "upper": -0.09444869090811348
              },
              {
                "event_time": 9,
                "estimate": -0.386060649900023,
                "se": 0.17424998753793988,
                "pvalue": 0.029013069505161405,
                "lower": -0.7318104289865253,
                "upper": -0.040310870813520694
              },
              {
                "event_time": 10,
                "estimate": -0.18340009801671373,
                "se": 0.16002672071631105,
                "pvalue": 0.254533291343073,
                "lower": -0.5009278299688034,
                "upper": 0.13412763393537594
              },
              {
                "event_time": 11,
                "estimate": -0.4624343283078609,
                "se": 0.18471363954389702,
                "pvalue": 0.013931904506051454,
                "lower": -0.8289462630800846,
                "upper": -0.09592239353563725
              },
              {
                "event_time": 12,
                "estimate": -0.3450529152644993,
                "se": 0.18897022024859153,
                "pvalue": 0.07086984488367154,
                "lower": -0.7200108296267735,
                "upper": 0.02990499909777483
              },
              {
                "event_time": 13,
                "estimate": -0.274332639394613,
                "se": 0.19668009472355186,
                "pvalue": 0.1661928901042508,
                "lower": -0.6645886173847069,
                "upper": 0.11592333859548082
              },
              {
                "event_time": 14,
                "estimate": -0.6582586279456895,
                "se": 0.23179113815499794,
                "pvalue": 0.005478132695704352,
                "lower": -1.1181825335003455,
                "upper": -0.1983347223910334
              },
              {
                "event_time": 15,
                "estimate": -0.3524166425798703,
                "se": 0.1331699530518005,
                "pvalue": 0.009465816482635918,
                "lower": -0.6166547208672202,
                "upper": -0.08817856429252047
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0,
              6.0,
              7.0,
              8.0,
              9.0,
              10.0,
              11.0,
              12.0,
              13.0,
              14.0,
              15.0
            ],
            "weights": [
              0.07688415228338906,
              0.07571522325660533,
              0.0758389662159624,
              0.07346354333544727,
              0.07255314870589172,
              0.07429659861540468,
              0.07489763584656757,
              0.06745759041522392,
              0.06581136711663436,
              0.06348676723728375,
              0.06222282129527943,
              0.06047053260295525,
              0.06243716177845149,
              0.06447229152073468,
              0.028049877251403708,
              0.00194232252276539
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 1.1102230246251565e-16,
            "package_aggregate_vs_estimable_cell_weights": null,
            "saturated_vs_deviations_relative_rss_difference": 7.120068137482186e-16
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "F": 1.1598776169397635,
            "df_num": 97,
            "df_den": 1735,
            "pvalue": 0.14208227793353256,
            "log10_pvalue": -0.8474600886851752,
            "inference": "Homoskedastic nested-model F",
            "observations": 2095,
            "design_columns": 240,
            "restricted_design_columns": 143,
            "fixed_effect_rank": 120,
            "covariance_rank": 97,
            "rss_unrestricted": 327006.2015673404,
            "rss_restricted": 348211.3058085218,
            "test_horizon": null,
            "reference_cohort": 6,
            "pyfixest": "0.27.0",
            "formulaic": "1.0.2",
            "design_head": {
              "index": [
                0,
                1,
                2,
                3,
                4
              ],
              "columns": [
                "C(rel_time, contr.treatment(base=-1.0))[T.-18.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-17.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-16.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-15.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-14.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-13.0]"
              ],
              "data": [
                [
                  -0.565820644867303,
                  0.026838786754650415,
                  0.027604253260459344,
                  -0.12890996884955225,
                  -1.149560837500889,
                  -0.5357449426428296
                ],
                [
                  0.025831155104838303,
                  -0.5398342790718779,
                  0.026347821393612778,
                  0.03173459929765449,
                  -0.07723953515239428,
                  -1.2346378458108398
                ],
                [
                  0.02680594440305667,
                  0.026646007064065037,
                  -0.5550463321876478,
                  0.033008395432938445,
                  0.09172392682854227,
                  -0.03781087571539228
                ],
                [
                  0.02624541323282895,
                  0.026093028389030413,
                  0.026897514012071955,
                  -0.534171977388993,
                  0.08653534703143893,
                  0.12633967200674456
                ],
                [
                  0.025070324554779966,
                  0.024933260411145127,
                  0.02562477532427227,
                  0.031308424690909095,
                  -0.45544439282698235,
                  0.12780851108646188
                ]
              ]
            },
            "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_7,ref=-1.0)+i(rel_time,cohort_dummy_8,ref=-1.0)+i(rel_time,cohort_dummy_9,ref=-1.0)+i(rel_time,cohort_dummy_10,ref=-1.0)+i(rel_time,cohort_dummy_11,ref=-1.0)+i(rel_time,cohort_dummy_12,ref=-1.0)+i(rel_time,cohort_dummy_13,ref=-1.0)+i(rel_time,cohort_dummy_14,ref=-1.0)+i(rel_time,cohort_dummy_15,ref=-1.0)+i(rel_time,cohort_dummy_16,ref=-1.0)+i(rel_time,cohort_dummy_19,ref=-1.0)|unit_fe+time_fe",
            "restriction_names": [
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_19",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_19"
            ],
            "deviations": [
              {
                "event_time": -6.0,
                "cohort": 7,
                "estimate": -0.3675668665959396
              },
              {
                "event_time": -5.0,
                "cohort": 7,
                "estimate": -0.6403625854689562
              },
              {
                "event_time": -4.0,
                "cohort": 7,
                "estimate": -0.4761377146683031
              },
              {
                "event_time": -3.0,
                "cohort": 7,
                "estimate": -0.03632685719758606
              },
              {
                "event_time": -2.0,
                "cohort": 7,
                "estimate": 0.04109934679055799
              },
              {
                "event_time": 0.0,
                "cohort": 7,
                "estimate": -0.05105432410738317
              },
              {
                "event_time": 1.0,
                "cohort": 7,
                "estimate": -0.519916362821914
              },
              {
                "event_time": 2.0,
                "cohort": 7,
                "estimate": -0.49727425968769534
              },
              {
                "event_time": 3.0,
                "cohort": 7,
                "estimate": -1.0406625031969494
              },
              {
                "event_time": 4.0,
                "cohort": 7,
                "estimate": -0.017437631174121726
              },
              {
                "event_time": 5.0,
                "cohort": 7,
                "estimate": -0.5862842193402031
              },
              {
                "event_time": 6.0,
                "cohort": 7,
                "estimate": -1.0502414273710379
              },
              {
                "event_time": 7.0,
                "cohort": 7,
                "estimate": -1.30174896650237
              },
              {
                "event_time": 8.0,
                "cohort": 7,
                "estimate": -0.749303320536897
              },
              {
                "event_time": 9.0,
                "cohort": 7,
                "estimate": -0.9438430685787644
              },
              {
                "event_time": 10.0,
                "cohort": 7,
                "estimate": -0.6209406049222033
              },
              {
                "event_time": 11.0,
                "cohort": 7,
                "estimate": -0.8124237069197755
              },
              {
                "event_time": 12.0,
                "cohort": 7,
                "estimate": -0.6976737556108005
              },
              {
                "event_time": 13.0,
                "cohort": 7,
                "estimate": -1.0191716741578867
              },
              {
                "event_time": 14.0,
                "cohort": 7,
                "estimate": -1.2186393837497698
              },
              {
                "event_time": -7.0,
                "cohort": 8,
                "estimate": 0.49659108320456385
              },
              {
                "event_time": -6.0,
                "cohort": 8,
                "estimate": -0.060715802460973356
              },
              {
                "event_time": -5.0,
                "cohort": 8,
                "estimate": -0.7612612627909017
              },
              {
                "event_time": -4.0,
                "cohort": 8,
                "estimate": -0.08223966543189748
              },
              {
                "event_time": -3.0,
                "cohort": 8,
                "estimate": -0.2900894450615425
              },
              {
                "event_time": -2.0,
                "cohort": 8,
                "estimate": 0.06019213072456486
              },
              {
                "event_time": 0.0,
                "cohort": 8,
                "estimate": -0.21863446838811076
              },
              {
                "event_time": 1.0,
                "cohort": 8,
                "estimate": -0.5980410015653789
              },
              {
                "event_time": 2.0,
                "cohort": 8,
                "estimate": -0.592628051840958
              },
              {
                "event_time": 3.0,
                "cohort": 8,
                "estimate": -1.0748350844959882
              },
              {
                "event_time": 4.0,
                "cohort": 8,
                "estimate": -0.21642685919196122
              },
              {
                "event_time": 5.0,
                "cohort": 8,
                "estimate": -0.4173221930696367
              },
              {
                "event_time": 6.0,
                "cohort": 8,
                "estimate": -0.7489780999491644
              },
              {
                "event_time": 7.0,
                "cohort": 8,
                "estimate": -1.333437092615793
              },
              {
                "event_time": 8.0,
                "cohort": 8,
                "estimate": -0.4151529867080868
              },
              {
                "event_time": 9.0,
                "cohort": 8,
                "estimate": -0.5322297430540134
              },
              {
                "event_time": 10.0,
                "cohort": 8,
                "estimate": 0.0385398892795851
              },
              {
                "event_time": 11.0,
                "cohort": 8,
                "estimate": -0.2935417591759417
              },
              {
                "event_time": 12.0,
                "cohort": 8,
                "estimate": 0.1562050062215266
              },
              {
                "event_time": 13.0,
                "cohort": 8,
                "estimate": -0.08215236782065512
              },
              {
                "event_time": -8.0,
                "cohort": 9,
                "estimate": 0.8384903180697103
              },
              {
                "event_time": -7.0,
                "cohort": 9,
                "estimate": 0.3363630754342632
              },
              {
                "event_time": -6.0,
                "cohort": 9,
                "estimate": 0.20466858629655843
              },
              {
                "event_time": -5.0,
                "cohort": 9,
                "estimate": -0.7504657089713326
              },
              {
                "event_time": -4.0,
                "cohort": 9,
                "estimate": -0.4192639823387018
              },
              {
                "event_time": -3.0,
                "cohort": 9,
                "estimate": 0.21414453385372598
              },
              {
                "event_time": -2.0,
                "cohort": 9,
                "estimate": 0.5847511717607093
              },
              {
                "event_time": 0.0,
                "cohort": 9,
                "estimate": -0.39300852240754797
              },
              {
                "event_time": 1.0,
                "cohort": 9,
                "estimate": -1.2369346433837134
              },
              {
                "event_time": 2.0,
                "cohort": 9,
                "estimate": -1.397289996245387
              },
              {
                "event_time": 3.0,
                "cohort": 9,
                "estimate": -1.361508891062158
              },
              {
                "event_time": 4.0,
                "cohort": 9,
                "estimate": -0.936276975519911
              },
              {
                "event_time": 5.0,
                "cohort": 9,
                "estimate": 0.16965070396645576
              },
              {
                "event_time": 6.0,
                "cohort": 9,
                "estimate": -1.270480120685532
              },
              {
                "event_time": 7.0,
                "cohort": 9,
                "estimate": -1.5240779883988003
              },
              {
                "event_time": 8.0,
                "cohort": 9,
                "estimate": -0.08800271549591174
              },
              {
                "event_time": 9.0,
                "cohort": 9,
                "estimate": -0.4222847453858295
              },
              {
                "event_time": 10.0,
                "cohort": 9,
                "estimate": -0.04323649302447341
              },
              {
                "event_time": 11.0,
                "cohort": 9,
                "estimate": -0.5321487161660828
              },
              {
                "event_time": 12.0,
                "cohort": 9,
                "estimate": -0.03418661325147482
              },
              {
                "event_time": -9.0,
                "cohort": 10,
                "estimate": 1.9248721413945085
              },
              {
                "event_time": -8.0,
                "cohort": 10,
                "estimate": 1.462891280106315
              },
              {
                "event_time": -7.0,
                "cohort": 10,
                "estimate": 1.1948231428230993
              },
              {
                "event_time": -6.0,
                "cohort": 10,
                "estimate": 0.1456096053275605
              },
              {
                "event_time": -5.0,
                "cohort": 10,
                "estimate": -0.31415638012011843
              },
              {
                "event_time": -4.0,
                "cohort": 10,
                "estimate": 0.2965670035770533
              },
              {
                "event_time": -3.0,
                "cohort": 10,
                "estimate": 0.34695047613597974
              },
              {
                "event_time": -2.0,
                "cohort": 10,
                "estimate": 0.42346688800944116
              },
              {
                "event_time": 0.0,
                "cohort": 10,
                "estimate": -0.9492660950891987
              },
              {
                "event_time": 1.0,
                "cohort": 10,
                "estimate": -1.463315319942837
              },
              {
                "event_time": 2.0,
                "cohort": 10,
                "estimate": -0.17458766828173108
              },
              {
                "event_time": 3.0,
                "cohort": 10,
                "estimate": -0.8894188468470537
              },
              {
                "event_time": 4.0,
                "cohort": 10,
                "estimate": 0.05930736595492094
              },
              {
                "event_time": 5.0,
                "cohort": 10,
                "estimate": 0.17615317482423495
              },
              {
                "event_time": 6.0,
                "cohort": 10,
                "estimate": -0.7372923484265055
              },
              {
                "event_time": 7.0,
                "cohort": 10,
                "estimate": -0.671728812851798
              },
              {
                "event_time": 8.0,
                "cohort": 10,
                "estimate": -0.25620435838442024
              },
              {
                "event_time": 9.0,
                "cohort": 10,
                "estimate": -0.2973144108991945
              },
              {
                "event_time": 10.0,
                "cohort": 10,
                "estimate": -0.2561222960539338
              },
              {
                "event_time": 11.0,
                "cohort": 10,
                "estimate": 0.07503143214082134
              },
              {
                "event_time": -10.0,
                "cohort": 11,
                "estimate": 0.7548690610148938
              },
              {
                "event_time": -9.0,
                "cohort": 11,
                "estimate": 1.0865035756763697
              },
              {
                "event_time": -8.0,
                "cohort": 11,
                "estimate": 0.4901660104880162
              },
              {
                "event_time": -7.0,
                "cohort": 11,
                "estimate": -0.1397928824478446
              },
              {
                "event_time": -6.0,
                "cohort": 11,
                "estimate": -0.8025223294187132
              },
              {
                "event_time": -5.0,
                "cohort": 11,
                "estimate": -2.1168604676645404
              },
              {
                "event_time": -4.0,
                "cohort": 11,
                "estimate": -1.4520427182965294
              },
              {
                "event_time": -3.0,
                "cohort": 11,
                "estimate": -0.5704949068225631
              },
              {
                "event_time": -2.0,
                "cohort": 11,
                "estimate": -0.1983907727131426
              },
              {
                "event_time": 0.0,
                "cohort": 11,
                "estimate": -0.23798455124493073
              },
              {
                "event_time": 1.0,
                "cohort": 11,
                "estimate": -0.48409966053861847
              },
              {
                "event_time": 2.0,
                "cohort": 11,
                "estimate": -0.8429636175350119
              },
              {
                "event_time": 3.0,
                "cohort": 11,
                "estimate": -1.3704140412284103
              },
              {
                "event_time": 4.0,
                "cohort": 11,
                "estimate": 0.3266659704574998
              },
              {
                "event_time": 5.0,
                "cohort": 11,
                "estimate": -0.2876614688309541
              },
              {
                "event_time": 6.0,
                "cohort": 11,
                "estimate": -0.18013919162416567
              },
              {
                "event_time": 7.0,
                "cohort": 11,
                "estimate": -0.6969900018222167
              },
              {
                "event_time": 8.0,
                "cohort": 11,
                "estimate": -0.15969046236277173
              },
              {
                "event_time": 9.0,
                "cohort": 11,
                "estimate": -0.689392302307596
              },
              {
                "event_time": 10.0,
                "cohort": 11,
                "estimate": 0.22175523635146033
              },
              {
                "event_time": -11.0,
                "cohort": 12,
                "estimate": 0.016930904944046143
              },
              {
                "event_time": -10.0,
                "cohort": 12,
                "estimate": 0.33817196210697353
              },
              {
                "event_time": -9.0,
                "cohort": 12,
                "estimate": -0.12962319461504157
              },
              {
                "event_time": -8.0,
                "cohort": 12,
                "estimate": 0.9211193893647612
              },
              {
                "event_time": -7.0,
                "cohort": 12,
                "estimate": -0.3841438546549919
              },
              {
                "event_time": -6.0,
                "cohort": 12,
                "estimate": -0.334228064811233
              },
              {
                "event_time": -5.0,
                "cohort": 12,
                "estimate": -1.3602197337229285
              },
              {
                "event_time": -4.0,
                "cohort": 12,
                "estimate": -0.6377735536908603
              },
              {
                "event_time": -3.0,
                "cohort": 12,
                "estimate": -0.2746601678641065
              },
              {
                "event_time": -2.0,
                "cohort": 12,
                "estimate": -0.29697589703373517
              },
              {
                "event_time": 0.0,
                "cohort": 12,
                "estimate": 0.2698093761507256
              },
              {
                "event_time": 1.0,
                "cohort": 12,
                "estimate": -0.231240318365446
              },
              {
                "event_time": 2.0,
                "cohort": 12,
                "estimate": -0.2152488674597106
              },
              {
                "event_time": 3.0,
                "cohort": 12,
                "estimate": -0.4922707898476378
              },
              {
                "event_time": 4.0,
                "cohort": 12,
                "estimate": -0.7584614300569578
              },
              {
                "event_time": 5.0,
                "cohort": 12,
                "estimate": -0.5530478579106576
              },
              {
                "event_time": 6.0,
                "cohort": 12,
                "estimate": -0.8732697703673823
              },
              {
                "event_time": 7.0,
                "cohort": 12,
                "estimate": -1.6076165553729163
              },
              {
                "event_time": 8.0,
                "cohort": 12,
                "estimate": -0.43619415903120196
              },
              {
                "event_time": 9.0,
                "cohort": 12,
                "estimate": 0.015594469362433555
              },
              {
                "event_time": -12.0,
                "cohort": 13,
                "estimate": 0.07017955294561636
              },
              {
                "event_time": -11.0,
                "cohort": 13,
                "estimate": 0.0016427518947031983
              },
              {
                "event_time": -10.0,
                "cohort": 13,
                "estimate": 0.42409234258250145
              },
              {
                "event_time": -9.0,
                "cohort": 13,
                "estimate": 1.1039043914389575
              },
              {
                "event_time": -8.0,
                "cohort": 13,
                "estimate": 0.7037136499366503
              },
              {
                "event_time": -7.0,
                "cohort": 13,
                "estimate": 0.11718889800757587
              },
              {
                "event_time": -6.0,
                "cohort": 13,
                "estimate": -0.02951152116545086
              },
              {
                "event_time": -5.0,
                "cohort": 13,
                "estimate": -0.6826050898681137
              },
              {
                "event_time": -4.0,
                "cohort": 13,
                "estimate": -0.6695297307216634
              },
              {
                "event_time": -3.0,
                "cohort": 13,
                "estimate": -0.4069118098040937
              },
              {
                "event_time": -2.0,
                "cohort": 13,
                "estimate": -0.13704411014905113
              },
              {
                "event_time": 0.0,
                "cohort": 13,
                "estimate": -0.4771871131712549
              },
              {
                "event_time": 1.0,
                "cohort": 13,
                "estimate": -0.9764256496342341
              },
              {
                "event_time": 2.0,
                "cohort": 13,
                "estimate": -1.1515053975600251
              },
              {
                "event_time": 3.0,
                "cohort": 13,
                "estimate": -0.9491900216195991
              },
              {
                "event_time": 4.0,
                "cohort": 13,
                "estimate": -0.05382557811533231
              },
              {
                "event_time": 5.0,
                "cohort": 13,
                "estimate": -0.8084663434458226
              },
              {
                "event_time": 6.0,
                "cohort": 13,
                "estimate": -0.7767930876170649
              },
              {
                "event_time": 7.0,
                "cohort": 13,
                "estimate": -1.1890755608190908
              },
              {
                "event_time": 8.0,
                "cohort": 13,
                "estimate": -0.05172424714638729
              },
              {
                "event_time": -13.0,
                "cohort": 14,
                "estimate": 0.11850719680473111
              },
              {
                "event_time": -12.0,
                "cohort": 14,
                "estimate": -0.2709990968776752
              },
              {
                "event_time": -11.0,
                "cohort": 14,
                "estimate": 0.16194189696555417
              },
              {
                "event_time": -10.0,
                "cohort": 14,
                "estimate": -0.5445934105522021
              },
              {
                "event_time": -9.0,
                "cohort": 14,
                "estimate": 0.6171213385563509
              },
              {
                "event_time": -8.0,
                "cohort": 14,
                "estimate": 0.3887653146286911
              },
              {
                "event_time": -7.0,
                "cohort": 14,
                "estimate": 0.4009921423559295
              },
              {
                "event_time": -6.0,
                "cohort": 14,
                "estimate": 0.3668245850006187
              },
              {
                "event_time": -5.0,
                "cohort": 14,
                "estimate": -0.3475926122424743
              },
              {
                "event_time": -4.0,
                "cohort": 14,
                "estimate": -0.4955791026667914
              },
              {
                "event_time": -3.0,
                "cohort": 14,
                "estimate": -0.8608014722684294
              },
              {
                "event_time": -2.0,
                "cohort": 14,
                "estimate": 0.45642599769794656
              },
              {
                "event_time": 0.0,
                "cohort": 14,
                "estimate": -0.031278795759074954
              },
              {
                "event_time": 1.0,
                "cohort": 14,
                "estimate": -0.4123878959789854
              },
              {
                "event_time": 2.0,
                "cohort": 14,
                "estimate": -0.805936452678929
              },
              {
                "event_time": 3.0,
                "cohort": 14,
                "estimate": -0.30236648386225257
              },
              {
                "event_time": 4.0,
                "cohort": 14,
                "estimate": 0.3376045538284381
              },
              {
                "event_time": 5.0,
                "cohort": 14,
                "estimate": -0.5631971343757245
              },
              {
                "event_time": 6.0,
                "cohort": 14,
                "estimate": -0.0942306786295963
              },
              {
                "event_time": 7.0,
                "cohort": 14,
                "estimate": -0.4033097867577765
              },
              {
                "event_time": -14.0,
                "cohort": 15,
                "estimate": 0.6489951113944343
              },
              {
                "event_time": -13.0,
                "cohort": 15,
                "estimate": 0.8692304523961929
              },
              {
                "event_time": -12.0,
                "cohort": 15,
                "estimate": 0.18460313598904443
              },
              {
                "event_time": -11.0,
                "cohort": 15,
                "estimate": 0.8504376836579118
              },
              {
                "event_time": -10.0,
                "cohort": 15,
                "estimate": 0.8294682615447257
              },
              {
                "event_time": -9.0,
                "cohort": 15,
                "estimate": 1.797663842974619
              },
              {
                "event_time": -8.0,
                "cohort": 15,
                "estimate": 1.5230785346469906
              },
              {
                "event_time": -7.0,
                "cohort": 15,
                "estimate": 1.2877338209321936
              },
              {
                "event_time": -6.0,
                "cohort": 15,
                "estimate": 0.4030127406044067
              },
              {
                "event_time": -5.0,
                "cohort": 15,
                "estimate": -1.002738098830957
              },
              {
                "event_time": -4.0,
                "cohort": 15,
                "estimate": -0.019204747841211775
              },
              {
                "event_time": -3.0,
                "cohort": 15,
                "estimate": 0.18048059510241865
              },
              {
                "event_time": -2.0,
                "cohort": 15,
                "estimate": 0.40317581111067435
              },
              {
                "event_time": 0.0,
                "cohort": 15,
                "estimate": 0.2315171695339199
              },
              {
                "event_time": 1.0,
                "cohort": 15,
                "estimate": -1.0850348569336037
              },
              {
                "event_time": 2.0,
                "cohort": 15,
                "estimate": -0.44189482950364367
              },
              {
                "event_time": 3.0,
                "cohort": 15,
                "estimate": -0.7892655267792914
              },
              {
                "event_time": 4.0,
                "cohort": 15,
                "estimate": -0.32669694054983145
              },
              {
                "event_time": 5.0,
                "cohort": 15,
                "estimate": 0.2687778417750217
              },
              {
                "event_time": 6.0,
                "cohort": 15,
                "estimate": -0.28173467435869204
              },
              {
                "event_time": -15.0,
                "cohort": 16,
                "estimate": -0.18054879004912405
              },
              {
                "event_time": -14.0,
                "cohort": 16,
                "estimate": -0.5404040002760986
              },
              {
                "event_time": -13.0,
                "cohort": 16,
                "estimate": 0.21380534371686466
              },
              {
                "event_time": -12.0,
                "cohort": 16,
                "estimate": -0.6235024528210158
              },
              {
                "event_time": -11.0,
                "cohort": 16,
                "estimate": 0.8205978981907769
              },
              {
                "event_time": -10.0,
                "cohort": 16,
                "estimate": 0.85876435983867
              },
              {
                "event_time": -9.0,
                "cohort": 16,
                "estimate": 1.1196081681234737
              },
              {
                "event_time": -8.0,
                "cohort": 16,
                "estimate": 0.8334550379769786
              },
              {
                "event_time": -7.0,
                "cohort": 16,
                "estimate": -0.560643764638218
              },
              {
                "event_time": -6.0,
                "cohort": 16,
                "estimate": -0.9897056010555776
              },
              {
                "event_time": -5.0,
                "cohort": 16,
                "estimate": -1.2857803807124388
              },
              {
                "event_time": -4.0,
                "cohort": 16,
                "estimate": -0.42692794896365394
              },
              {
                "event_time": -3.0,
                "cohort": 16,
                "estimate": -0.5277460417779708
              },
              {
                "event_time": -2.0,
                "cohort": 16,
                "estimate": -0.0022971191379234923
              },
              {
                "event_time": 0.0,
                "cohort": 16,
                "estimate": -0.39344716661985124
              },
              {
                "event_time": 1.0,
                "cohort": 16,
                "estimate": 0.04626228353180921
              },
              {
                "event_time": 2.0,
                "cohort": 16,
                "estimate": -1.0349537582094717
              },
              {
                "event_time": 3.0,
                "cohort": 16,
                "estimate": -1.5319359207187768
              },
              {
                "event_time": 4.0,
                "cohort": 16,
                "estimate": 0.2754955859612195
              },
              {
                "event_time": 5.0,
                "cohort": 16,
                "estimate": -0.22362862628300995
              },
              {
                "event_time": -5.0,
                "cohort": 19,
                "estimate": -1.2166899574126853
              },
              {
                "event_time": -4.0,
                "cohort": 19,
                "estimate": -0.7227554023428208
              },
              {
                "event_time": -3.0,
                "cohort": 19,
                "estimate": -0.6932617600787191
              },
              {
                "event_time": -2.0,
                "cohort": 19,
                "estimate": 0.28317481290807767
              },
              {
                "event_time": 0.0,
                "cohort": 19,
                "estimate": 0.0735778118426183
              },
              {
                "event_time": 1.0,
                "cohort": 19,
                "estimate": -0.7972874025832623
              },
              {
                "event_time": 2.0,
                "cohort": 19,
                "estimate": 0.22314689216254135
              }
            ]
          }
        }
      },
      "alternative_models": {
        "y__d": [
          {
            "method": "CS-DID",
            "class": "csdid.att_gt.ATTgt",
            "package": {
              "csdid": "0.4.2",
              "drdid": "1.1.6"
            },
            "parameters": {
              "est_method": "dr",
              "covariate_basis": "intercept",
              "control_group": "notyettreated",
              "xformla": "y ~ 1",
              "panel": true,
              "effective_panel": false,
              "allow_unbalanced_panel": true,
              "weights_name": "weight",
              "fix_weights": "varying",
              "base_period": "universal",
              "clustervar": "cluster",
              "aggregate": "dynamic",
              "faster_mode": true
            },
            "data_structure": "unbalanced or varying-weight panel; native repeated-cross-section comparisons",
            "aggregations": {
              "summaries": [
                {
                  "typec": "dynamic",
                  "aggregation": "Native CS-DID dynamic",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.245410623111762,
                  "se": 0.110069440096987,
                  "lower": -0.46114276150034544,
                  "upper": -0.029678484723178578
                },
                {
                  "typec": "simple",
                  "aggregation": "Native CS-DID simple",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.20996292055667418,
                  "se": 0.10779686376357683,
                  "lower": -0.4212408911796556,
                  "upper": 0.0013150500663072495
                },
                {
                  "typec": "group",
                  "aggregation": "Native CS-DID group",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.1805409610863417,
                  "se": 0.09981028550732386,
                  "lower": -0.3761655259673566,
                  "upper": 0.015083603794673162
                },
                {
                  "typec": "treated_cells",
                  "aggregation": "Observed treated observations, configured weights",
                  "matches_treated_unit_year_target": true,
                  "weight_sum": 452551.0,
                  "post_cells": 124,
                  "estimate": -0.21122295062144952,
                  "se": 0.10945573646945786,
                  "lower": -0.42575225200289424,
                  "upper": 0.003306350759995219
                }
              ],
              "same_group_time_effects": true,
              "additional_covariates": []
            },
            "estimate": -0.245410623111762,
            "se": 0.110069440096987,
            "lower": -0.46114276150034544,
            "upper": -0.029678484723178578,
            "event_study": [
              {
                "event_time": -18,
                "estimate": 0.24224603639275524,
                "se": 0.2191364087083661,
                "lower": -0.18725343237709177,
                "upper": 0.6717455051626022,
                "relative_to_minus_one": 0.24224603639275524,
                "n": 0.0
              },
              {
                "event_time": -17,
                "estimate": 0.29837458394515465,
                "se": 0.4359434773869749,
                "lower": -0.5560589310284676,
                "upper": 1.152808098918777,
                "relative_to_minus_one": 0.29837458394515465,
                "n": 0.0
              },
              {
                "event_time": -16,
                "estimate": -0.5833296001637467,
                "se": 0.5696892922110358,
                "lower": -1.6999000952754917,
                "upper": 0.5332408949479983,
                "relative_to_minus_one": -0.5833296001637467,
                "n": 0.0
              },
              {
                "event_time": -15,
                "estimate": 0.04019695907896435,
                "se": 0.49832288264693025,
                "lower": -0.9364979435811988,
                "upper": 1.0168918617391274,
                "relative_to_minus_one": 0.04019695907896435,
                "n": 0.0
              },
              {
                "event_time": -14,
                "estimate": 0.5180343449150733,
                "se": 0.2505091018827967,
                "lower": 0.02704552742531674,
                "upper": 1.0090231624048298,
                "relative_to_minus_one": 0.5180343449150733,
                "n": 0.0
              },
              {
                "event_time": -13,
                "estimate": -0.02978876784085397,
                "se": 0.22250371212653583,
                "lower": -0.4658880300353323,
                "upper": 0.4063104943536243,
                "relative_to_minus_one": -0.02978876784085397,
                "n": 0.0
              },
              {
                "event_time": -12,
                "estimate": 0.015639335950971618,
                "se": 0.19746594994642536,
                "lower": -0.3713868141170111,
                "upper": 0.4026654860189543,
                "relative_to_minus_one": 0.015639335950971618,
                "n": 0.0
              },
              {
                "event_time": -11,
                "estimate": -0.2291322651919882,
                "se": 0.2299376531314014,
                "lower": -0.6798017840191986,
                "upper": 0.22153725363522214,
                "relative_to_minus_one": -0.2291322651919882,
                "n": 0.0
              },
              {
                "event_time": -10,
                "estimate": -0.22078919933988653,
                "se": 0.20437544067480304,
                "lower": -0.6213577023870029,
                "upper": 0.17977930370722986,
                "relative_to_minus_one": -0.22078919933988653,
                "n": 0.0
              },
              {
                "event_time": -9,
                "estimate": 0.2611459869585823,
                "se": 0.25810291367291094,
                "lower": -0.2447264281451738,
                "upper": 0.7670184020623385,
                "relative_to_minus_one": 0.2611459869585823,
                "n": 0.0
              },
              {
                "event_time": -8,
                "estimate": 0.10642595292728141,
                "se": 0.18215479263406645,
                "lower": -0.2505908802468508,
                "upper": 0.4634427861014136,
                "relative_to_minus_one": 0.10642595292728141,
                "n": 0.0
              },
              {
                "event_time": -7,
                "estimate": 0.11167830023842966,
                "se": 0.1594396127155308,
                "lower": -0.20081759839302515,
                "upper": 0.4241741988698845,
                "relative_to_minus_one": 0.11167830023842966,
                "n": 0.0
              },
              {
                "event_time": -6,
                "estimate": -0.053030933707992514,
                "se": 0.1383674249700053,
                "lower": -0.32422610328275103,
                "upper": 0.21816423586676603,
                "relative_to_minus_one": -0.053030933707992514,
                "n": 0.0
              },
              {
                "event_time": -5,
                "estimate": -0.0007854685686690763,
                "se": 0.12022425578881356,
                "lower": -0.23642067998287475,
                "upper": 0.2348497428455366,
                "relative_to_minus_one": -0.0007854685686690763,
                "n": 0.0
              },
              {
                "event_time": -4,
                "estimate": 0.01697912326793868,
                "se": 0.10879613484571699,
                "lower": -0.1962573826868298,
                "upper": 0.23021562922270716,
                "relative_to_minus_one": 0.01697912326793868,
                "n": 0.0
              },
              {
                "event_time": -3,
                "estimate": 0.05277329123629327,
                "se": 0.09464758952370557,
                "lower": -0.13273257545370018,
                "upper": 0.2382791579262867,
                "relative_to_minus_one": 0.05277329123629327,
                "n": 0.0
              },
              {
                "event_time": -2,
                "estimate": 0.0010538206479715536,
                "se": 0.09585933636123364,
                "lower": -0.18682702620195724,
                "upper": 0.18893466749790033,
                "relative_to_minus_one": 0.0010538206479715536,
                "n": 0.0
              },
              {
                "event_time": -1,
                "estimate": 0.0,
                "se": null,
                "lower": null,
                "upper": null,
                "relative_to_minus_one": 0.0,
                "n": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.05944582106889644,
                "se": 0.07273214195326122,
                "lower": -0.20199819981574313,
                "upper": 0.08310655767795026,
                "relative_to_minus_one": -0.05944582106889644,
                "n": 34794.0
              },
              {
                "event_time": 1,
                "estimate": -0.0017493777498782028,
                "se": 0.08731398410139325,
                "lower": -0.17288164193531186,
                "upper": 0.16938288643555544,
                "relative_to_minus_one": -0.0017493777498782028,
                "n": 34265.0
              },
              {
                "event_time": 2,
                "estimate": -0.059926393109736506,
                "se": 0.1138547138210411,
                "lower": -0.2830775316690918,
                "upper": 0.1632247454496188,
                "relative_to_minus_one": -0.059926393109736506,
                "n": 34321.0
              },
              {
                "event_time": 3,
                "estimate": -0.12132731551146715,
                "se": 0.11090903679381445,
                "lower": -0.33870503318737116,
                "upper": 0.09605040216443687,
                "relative_to_minus_one": -0.12132731551146715,
                "n": 33246.0
              },
              {
                "event_time": 4,
                "estimate": -0.17153473550212636,
                "se": 0.12104508324028984,
                "lower": -0.40877873915874735,
                "upper": 0.06570926815449463,
                "relative_to_minus_one": -0.17153473550212636,
                "n": 32834.0
              },
              {
                "event_time": 5,
                "estimate": -0.17461457549638507,
                "se": 0.14463270014982377,
                "lower": -0.4580894587768205,
                "upper": 0.1088603077840504,
                "relative_to_minus_one": -0.17461457549638507,
                "n": 33623.0
              },
              {
                "event_time": 6,
                "estimate": -0.09323276225103463,
                "se": 0.1622920068596949,
                "lower": -0.41131925067476405,
                "upper": 0.22485372617269475,
                "relative_to_minus_one": -0.09323276225103463,
                "n": 33895.0
              },
              {
                "event_time": 7,
                "estimate": -0.2584239453722579,
                "se": 0.15237953764338444,
                "lower": -0.5570823511341568,
                "upper": 0.04023446038964107,
                "relative_to_minus_one": -0.2584239453722579,
                "n": 30528.0
              },
              {
                "event_time": 8,
                "estimate": -0.40084280230398944,
                "se": 0.15121997113074853,
                "lower": -0.6972284994634432,
                "upper": -0.1044571051445356,
                "relative_to_minus_one": -0.40084280230398944,
                "n": 29783.0
              },
              {
                "event_time": 9,
                "estimate": -0.403839432699029,
                "se": 0.17541887909028506,
                "lower": -0.7476541179243741,
                "upper": -0.060024747473683915,
                "relative_to_minus_one": -0.403839432699029,
                "n": 28731.0
              },
              {
                "event_time": 10,
                "estimate": -0.1996463157244593,
                "se": 0.17272357219668483,
                "lower": -0.5381782965110653,
                "upper": 0.13888566506214678,
                "relative_to_minus_one": -0.1996463157244593,
                "n": 28159.0
              },
              {
                "event_time": 11,
                "estimate": -0.46988257872279526,
                "se": 0.18607331532338076,
                "lower": -0.8345795752405865,
                "upper": -0.10518558220500401,
                "relative_to_minus_one": -0.46988257872279526,
                "n": 27366.0
              },
              {
                "event_time": 12,
                "estimate": -0.3299330839913545,
                "se": 0.20603104908672384,
                "lower": -0.7337465198983373,
                "upper": 0.0738803519156282,
                "relative_to_minus_one": -0.3299330839913545,
                "n": 28256.0
              },
              {
                "event_time": 13,
                "estimate": -0.2525123760879897,
                "se": 0.23138591879338044,
                "lower": -0.7060204434527251,
                "upper": 0.2009956912767456,
                "relative_to_minus_one": -0.2525123760879897,
                "n": 29177.0
              },
              {
                "event_time": 14,
                "estimate": -0.5955880356600651,
                "se": 0.25667045256094595,
                "lower": -1.0986528785751157,
                "upper": -0.09252319274501464,
                "relative_to_minus_one": -0.5955880356600651,
                "n": 12694.0
              },
              {
                "event_time": 15,
                "estimate": -0.3340704185367275,
                "se": 0.13105167825115852,
                "lower": -0.5909269880225292,
                "upper": -0.07721384905092571,
                "relative_to_minus_one": -0.3340704185367275,
                "n": 879.0
              }
            ],
            "group_time_estimates": [
              {
                "group": 6,
                "year": 1,
                "att": 0.6567847723763767,
                "se": 0.07908510608478803,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 2,
                "att": 0.2044188007905084,
                "se": 0.0706854860799921,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 3,
                "att": 0.23414033103083043,
                "se": 0.06458601050704071,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 4,
                "att": -0.23184161690520097,
                "se": 0.062224496445558615,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 5,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 6,
                "att": 0.05663389827215512,
                "se": 0.07142681368157447,
                "event_time": 0,
                "mass": 790.0
              },
              {
                "group": 6,
                "year": 7,
                "att": 0.557553908040754,
                "se": 0.07236361914570878,
                "event_time": 1,
                "mass": 751.0
              },
              {
                "group": 6,
                "year": 8,
                "att": 0.34678632515209584,
                "se": 0.10731670989898534,
                "event_time": 2,
                "mass": 737.0
              },
              {
                "group": 6,
                "year": 9,
                "att": 0.7823064508023738,
                "se": 0.11802640358223457,
                "event_time": 3,
                "mass": 753.0
              },
              {
                "group": 6,
                "year": 10,
                "att": 0.007619642343001549,
                "se": 0.13327132814858275,
                "event_time": 4,
                "mass": 719.0
              },
              {
                "group": 6,
                "year": 11,
                "att": 0.2254574325627951,
                "se": 0.10834729018395502,
                "event_time": 5,
                "mass": 824.0
              },
              {
                "group": 6,
                "year": 12,
                "att": 0.5992327952173705,
                "se": 0.12964147148605573,
                "event_time": 6,
                "mass": 717.0
              },
              {
                "group": 6,
                "year": 13,
                "att": 0.9210802701396446,
                "se": 0.14901689669600657,
                "event_time": 7,
                "mass": 826.0
              },
              {
                "group": 6,
                "year": 14,
                "att": 0.11859086557790008,
                "se": 0.1558406136166594,
                "event_time": 8,
                "mass": 856.0
              },
              {
                "group": 6,
                "year": 15,
                "att": 0.2684701541458888,
                "se": 0.12630299234330783,
                "event_time": 9,
                "mass": 801.0
              },
              {
                "group": 6,
                "year": 16,
                "att": 0.04126514426008914,
                "se": 0.1337778023225018,
                "event_time": 10,
                "mass": 818.0
              },
              {
                "group": 6,
                "year": 17,
                "att": -0.02101740786113271,
                "se": 0.14263315361310883,
                "event_time": 11,
                "mass": 804.0
              },
              {
                "group": 6,
                "year": 18,
                "att": -0.1755601821774831,
                "se": 0.11120013969142488,
                "event_time": 12,
                "mass": 892.0
              },
              {
                "group": 6,
                "year": 19,
                "att": 0.15071629765647176,
                "se": 0.13994668953186984,
                "event_time": 13,
                "mass": 804.0
              },
              {
                "group": 6,
                "year": 20,
                "att": 0.4911611829594015,
                "se": 0.1338825066573766,
                "event_time": 14,
                "mass": 887.0
              },
              {
                "group": 6,
                "year": 21,
                "att": -0.3340704185367275,
                "se": 0.13105167825115852,
                "event_time": 15,
                "mass": 879.0
              },
              {
                "group": 7,
                "year": 1,
                "att": -0.41398442890884135,
                "se": 0.3052951136523396,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 2,
                "att": 0.09305377022702906,
                "se": 0.15803084553590668,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 3,
                "att": -0.1771400341542564,
                "se": 0.112075893574106,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 4,
                "att": 0.14459296622020612,
                "se": 0.15196429065847877,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 5,
                "att": -0.03710201640869533,
                "se": 0.20308893614501117,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 6,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 7,
                "att": 0.02272143433669015,
                "se": 0.10889435265378417,
                "event_time": 0,
                "mass": 9386.0
              },
              {
                "group": 7,
                "year": 8,
                "att": 0.0815258044405596,
                "se": 0.13486488073398864,
                "event_time": 1,
                "mass": 9065.0
              },
              {
                "group": 7,
                "year": 9,
                "att": -0.015052771034502315,
                "se": 0.1547497809626058,
                "event_time": 2,
                "mass": 9171.0
              },
              {
                "group": 7,
                "year": 10,
                "att": -0.14730664853543732,
                "se": 0.19182065641930787,
                "event_time": 3,
                "mass": 8858.0
              },
              {
                "group": 7,
                "year": 11,
                "att": 0.013746037888992783,
                "se": 0.14574487873513997,
                "event_time": 4,
                "mass": 9081.0
              },
              {
                "group": 7,
                "year": 12,
                "att": -0.39220795949766274,
                "se": 0.2256913307396983,
                "event_time": 5,
                "mass": 8500.0
              },
              {
                "group": 7,
                "year": 13,
                "att": -0.40973223075428233,
                "se": 0.24040793762458865,
                "event_time": 6,
                "mass": 8951.0
              },
              {
                "group": 7,
                "year": 14,
                "att": -0.2592895510996127,
                "se": 0.2613494789948194,
                "event_time": 7,
                "mass": 8909.0
              },
              {
                "group": 7,
                "year": 15,
                "att": -0.695602672298883,
                "se": 0.20693291533659736,
                "event_time": 8,
                "mass": 8709.0
              },
              {
                "group": 7,
                "year": 16,
                "att": -0.7248891302591842,
                "se": 0.25171503492737,
                "event_time": 9,
                "mass": 8942.0
              },
              {
                "group": 7,
                "year": 17,
                "att": -0.6665738875298267,
                "se": 0.24422376674287244,
                "event_time": 10,
                "mass": 9254.0
              },
              {
                "group": 7,
                "year": 18,
                "att": -0.8397444981886093,
                "se": 0.21369171288671765,
                "event_time": 11,
                "mass": 8817.0
              },
              {
                "group": 7,
                "year": 19,
                "att": -0.8769363250804505,
                "se": 0.20953282269408774,
                "event_time": 12,
                "mass": 9937.0
              },
              {
                "group": 7,
                "year": 20,
                "att": -0.8357713324191111,
                "se": 0.2768428851177591,
                "event_time": 13,
                "mass": 10612.0
              },
              {
                "group": 7,
                "year": 21,
                "att": -0.6897435009214709,
                "se": 0.2418704378516438,
                "event_time": 14,
                "mass": 11807.0
              },
              {
                "group": 8,
                "year": 1,
                "att": 0.11047947520346788,
                "se": 0.20367747304290051,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 2,
                "att": 0.05721763255173913,
                "se": 0.17219442031174118,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 3,
                "att": 0.06647086022068131,
                "se": 0.17460390893815217,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 4,
                "att": 0.2679728113603881,
                "se": 0.1502529519245449,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 5,
                "att": 0.017905578072011073,
                "se": 0.14803765725461296,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 6,
                "att": -0.037525129964174654,
                "se": 0.1518806116233396,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 7,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 8,
                "att": -0.14448666844916924,
                "se": 0.1273591595892785,
                "event_time": 0,
                "mass": 13931.0
              },
              {
                "group": 8,
                "year": 9,
                "att": 0.06448211671758886,
                "se": 0.15841767793597245,
                "event_time": 1,
                "mass": 13957.0
              },
              {
                "group": 8,
                "year": 10,
                "att": -0.021316351282029418,
                "se": 0.19961143035885068,
                "event_time": 2,
                "mass": 13568.0
              },
              {
                "group": 8,
                "year": 11,
                "att": -0.16893953465345346,
                "se": 0.19550532653828123,
                "event_time": 3,
                "mass": 14026.0
              },
              {
                "group": 8,
                "year": 12,
                "att": -0.24683522782755585,
                "se": 0.2438478028471162,
                "event_time": 4,
                "mass": 13324.0
              },
              {
                "group": 8,
                "year": 13,
                "att": -0.19495491966038656,
                "se": 0.24203420476557252,
                "event_time": 5,
                "mass": 14205.0
              },
              {
                "group": 8,
                "year": 14,
                "att": -0.03137195418167411,
                "se": 0.2616705076779908,
                "event_time": 6,
                "mass": 14292.0
              },
              {
                "group": 8,
                "year": 15,
                "att": -0.3876322012271614,
                "se": 0.2182995499509932,
                "event_time": 7,
                "mass": 13935.0
              },
              {
                "group": 8,
                "year": 16,
                "att": -0.34032888226472346,
                "se": 0.22175854394432487,
                "event_time": 8,
                "mass": 14495.0
              },
              {
                "group": 8,
                "year": 17,
                "att": -0.32557647880262053,
                "se": 0.2198964667812844,
                "event_time": 9,
                "mass": 14616.0
              },
              {
                "group": 8,
                "year": 18,
                "att": 0.03678746849124922,
                "se": 0.18968007542333754,
                "event_time": 10,
                "mass": 14587.0
              },
              {
                "group": 8,
                "year": 19,
                "att": -0.3009399576471419,
                "se": 0.25608563746271407,
                "event_time": 11,
                "mass": 15045.0
              },
              {
                "group": 8,
                "year": 20,
                "att": -0.00402682752738052,
                "se": 0.23001528707576577,
                "event_time": 12,
                "mass": 15781.0
              },
              {
                "group": 8,
                "year": 21,
                "att": 0.09481982616235513,
                "se": 0.24291732734832838,
                "event_time": 13,
                "mass": 17761.0
              },
              {
                "group": 9,
                "year": 1,
                "att": 0.04962268014596937,
                "se": 0.3147788211128586,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 2,
                "att": 0.06223781551825545,
                "se": 0.22493210102271327,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 3,
                "att": 0.3922143078169061,
                "se": 0.1394659933864543,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 4,
                "att": 0.09373315223895165,
                "se": 0.19800528870588566,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 5,
                "att": -0.02960093931871195,
                "se": 0.23835361917845863,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 6,
                "att": 0.5077504022208885,
                "se": 0.24770804247607084,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 7,
                "att": 0.5012103323600605,
                "se": 0.20862431148650276,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 8,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 9,
                "att": -0.21198396702109124,
                "se": 0.2642376147596313,
                "event_time": 0,
                "mass": 1275.0
              },
              {
                "group": 9,
                "year": 10,
                "att": -0.4481535101935594,
                "se": 0.42392575007634387,
                "event_time": 1,
                "mass": 1254.0
              },
              {
                "group": 9,
                "year": 11,
                "att": -0.8061381421454895,
                "se": 0.3642434377301925,
                "event_time": 2,
                "mass": 1337.0
              },
              {
                "group": 9,
                "year": 12,
                "att": -0.5068864780304333,
                "se": 0.2513133300308006,
                "event_time": 3,
                "mass": 1368.0
              },
              {
                "group": 9,
                "year": 13,
                "att": -0.9228725928203326,
                "se": 0.2988624310281834,
                "event_time": 4,
                "mass": 1325.0
              },
              {
                "group": 9,
                "year": 14,
                "att": 0.4492968383469593,
                "se": 0.3431156088113505,
                "event_time": 5,
                "mass": 1265.0
              },
              {
                "group": 9,
                "year": 15,
                "att": -0.6528954085154726,
                "se": 0.45215060197696305,
                "event_time": 6,
                "mass": 1208.0
              },
              {
                "group": 9,
                "year": 16,
                "att": -0.5895888321618588,
                "se": 0.22468060985014493,
                "event_time": 7,
                "mass": 1226.0
              },
              {
                "group": 9,
                "year": 17,
                "att": -0.06986838408566462,
                "se": 0.37017301552940446,
                "event_time": 8,
                "mass": 1276.0
              },
              {
                "group": 9,
                "year": 18,
                "att": -0.2162214748509644,
                "se": 0.6459814715093108,
                "event_time": 9,
                "mass": 1246.0
              },
              {
                "group": 9,
                "year": 19,
                "att": -0.028059573429852876,
                "se": 0.49586122502535146,
                "event_time": 10,
                "mass": 1365.0
              },
              {
                "group": 9,
                "year": 20,
                "att": -0.5370222439163362,
                "se": 0.19045430224615167,
                "event_time": 11,
                "mass": 1462.0
              },
              {
                "group": 9,
                "year": 21,
                "att": -0.19816115211612742,
                "se": 0.6575976544366489,
                "event_time": 12,
                "mass": 1646.0
              },
              {
                "group": 10,
                "year": 1,
                "att": 1.3490648744855698,
                "se": 0.7317943617690414,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 2,
                "att": 0.7269482260554762,
                "se": 0.37427175266323814,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 3,
                "att": 0.9775811460297605,
                "se": 0.18946749810354546,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 4,
                "att": 0.23715238638130692,
                "se": 0.2647532184030164,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 5,
                "att": 0.5299457090242803,
                "se": 0.1464271883862853,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 6,
                "att": 0.5757592217983992,
                "se": 0.138403385899144,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 7,
                "att": 0.6080827836081386,
                "se": 0.4243143011031966,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 8,
                "att": 0.2704259860683943,
                "se": 0.17712687162471533,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 9,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 10,
                "att": -0.7230441674462976,
                "se": 0.6010583321491534,
                "event_time": 0,
                "mass": 1001.0
              },
              {
                "group": 10,
                "year": 11,
                "att": -0.7331071509004979,
                "se": 0.7400961031861998,
                "event_time": 1,
                "mass": 1045.0
              },
              {
                "group": 10,
                "year": 12,
                "att": 0.2565104108731106,
                "se": 0.20488117238285422,
                "event_time": 2,
                "mass": 1102.0
              },
              {
                "group": 10,
                "year": 13,
                "att": -0.039999676342778824,
                "se": 0.5933336881765132,
                "event_time": 3,
                "mass": 1091.0
              },
              {
                "group": 10,
                "year": 14,
                "att": 0.12544692603819863,
                "se": 0.15118356552001994,
                "event_time": 4,
                "mass": 1114.0
              },
              {
                "group": 10,
                "year": 15,
                "att": 0.3528720556015502,
                "se": 0.16730864830910122,
                "event_time": 5,
                "mass": 1132.0
              },
              {
                "group": 10,
                "year": 16,
                "att": -0.09885708758122948,
                "se": 0.5949902304209572,
                "event_time": 6,
                "mass": 1128.0
              },
              {
                "group": 10,
                "year": 17,
                "att": 0.24889018588250542,
                "se": 0.12042280186264921,
                "event_time": 7,
                "mass": 1164.0
              },
              {
                "group": 10,
                "year": 18,
                "att": -0.24518800162228205,
                "se": 0.16487459712619462,
                "event_time": 8,
                "mass": 1193.0
              },
              {
                "group": 10,
                "year": 19,
                "att": -0.05714492508279643,
                "se": 0.8185780314015806,
                "event_time": 9,
                "mass": 1078.0
              },
              {
                "group": 10,
                "year": 20,
                "att": -0.21229874073152444,
                "se": 0.3860880568780556,
                "event_time": 10,
                "mass": 1118.0
              },
              {
                "group": 10,
                "year": 21,
                "att": 0.1410897706566233,
                "se": 0.20287570006153122,
                "event_time": 11,
                "mass": 1238.0
              },
              {
                "group": 11,
                "year": 1,
                "att": -0.031231628543152066,
                "se": 0.15711143163096364,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 2,
                "att": 0.1473663672222771,
                "se": 0.12486996356331544,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 3,
                "att": -0.3233882517030193,
                "se": 0.11720490860725725,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 4,
                "att": -0.5878565561702689,
                "se": 0.12132308719185915,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 5,
                "att": -0.8403891205123186,
                "se": 0.1346816314433487,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 6,
                "att": -1.5419001821716378,
                "se": 0.16408364518676907,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 7,
                "att": -1.3662213140190744,
                "se": 0.15204365183482277,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 8,
                "att": -0.5631424169994053,
                "se": 0.1359026295696829,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 9,
                "att": -0.44460678309547796,
                "se": 0.09950049286792698,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 10,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 11,
                "att": -0.18344195777704025,
                "se": 0.1178528808985309,
                "event_time": 0,
                "mass": 1008.0
              },
              {
                "group": 11,
                "year": 12,
                "att": 0.007303483338975213,
                "se": 0.10989460430776023,
                "event_time": 1,
                "mass": 974.0
              },
              {
                "group": 11,
                "year": 13,
                "att": -0.5169343567378409,
                "se": 0.12006386544104494,
                "event_time": 2,
                "mass": 1091.0
              },
              {
                "group": 11,
                "year": 14,
                "att": -0.6420580727540101,
                "se": 0.14442500686986232,
                "event_time": 3,
                "mass": 1022.0
              },
              {
                "group": 11,
                "year": 15,
                "att": 0.21050278827162316,
                "se": 0.14665822785769703,
                "event_time": 4,
                "mass": 970.0
              },
              {
                "group": 11,
                "year": 16,
                "att": -0.1474349438812039,
                "se": 0.15387036677621815,
                "event_time": 5,
                "mass": 979.0
              },
              {
                "group": 11,
                "year": 17,
                "att": 0.35924646108482317,
                "se": 0.13132716610903858,
                "event_time": 6,
                "mass": 987.0
              },
              {
                "group": 11,
                "year": 18,
                "att": 0.17017036186950482,
                "se": 0.13299018148273825,
                "event_time": 7,
                "mass": 983.0
              },
              {
                "group": 11,
                "year": 19,
                "att": -0.10476900938086256,
                "se": 0.1800726313858145,
                "event_time": 8,
                "mass": 966.0
              },
              {
                "group": 11,
                "year": 20,
                "att": -0.4459423546832609,
                "se": 0.17412298086569283,
                "event_time": 9,
                "mass": 945.0
              },
              {
                "group": 11,
                "year": 21,
                "att": 0.24257726902979054,
                "se": 0.1654035720023815,
                "event_time": 10,
                "mass": 1017.0
              },
              {
                "group": 12,
                "year": 1,
                "att": -0.6996599434447872,
                "se": 0.13556232879364882,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 2,
                "att": -0.32684065321021677,
                "se": 0.11518823924861335,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 3,
                "att": -0.9991153364699864,
                "se": 0.10062051041721917,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 4,
                "att": 0.10169564964319401,
                "se": 0.10178738027632418,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 5,
                "att": -0.8140915510380579,
                "se": 0.10813080088528344,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 6,
                "att": -0.3955799777911746,
                "se": 0.1257578197280353,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 7,
                "att": -0.7794694072946523,
                "se": 0.13366935700760985,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 8,
                "att": -0.5469547096537134,
                "se": 0.12764176870823338,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 9,
                "att": -0.1351682507453043,
                "se": 0.09497450206097842,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 10,
                "att": -0.38016915716367167,
                "se": 0.12225895945461389,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 11,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 12,
                "att": 0.27536191696271395,
                "se": 0.10450306458286414,
                "event_time": 0,
                "mass": 952.0
              },
              {
                "group": 12,
                "year": 13,
                "att": 0.3213011613072388,
                "se": 0.12279331400485133,
                "event_time": 1,
                "mass": 969.0
              },
              {
                "group": 12,
                "year": 14,
                "att": 0.2371394284346182,
                "se": 0.1270816594136626,
                "event_time": 2,
                "mass": 984.0
              },
              {
                "group": 12,
                "year": 15,
                "att": 0.26641233026340294,
                "se": 0.1173770967786037,
                "event_time": 3,
                "mass": 965.0
              },
              {
                "group": 12,
                "year": 16,
                "att": -0.8531600461764989,
                "se": 0.11244958344362406,
                "event_time": 4,
                "mass": 1017.0
              },
              {
                "group": 12,
                "year": 17,
                "att": -0.4508835399471907,
                "se": 0.12227828225119294,
                "event_time": 5,
                "mass": 973.0
              },
              {
                "group": 12,
                "year": 18,
                "att": -0.3127448574560089,
                "se": 0.10837355599524713,
                "event_time": 6,
                "mass": 876.0
              },
              {
                "group": 12,
                "year": 19,
                "att": -0.6855410920295439,
                "se": 0.1523531392177622,
                "event_time": 7,
                "mass": 967.0
              },
              {
                "group": 12,
                "year": 20,
                "att": -0.36988764782761135,
                "se": 0.1571769252810994,
                "event_time": 8,
                "mass": 996.0
              },
              {
                "group": 12,
                "year": 21,
                "att": 0.2612646886471561,
                "se": 0.11827634160582187,
                "event_time": 9,
                "mass": 1103.0
              },
              {
                "group": 13,
                "year": 1,
                "att": 0.09479718887961677,
                "se": 0.3189731893662077,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 2,
                "att": -0.5334220545374885,
                "se": 0.5326870268610414,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 3,
                "att": -0.02551259956490205,
                "se": 0.37651825909900843,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 4,
                "att": 0.43328273983202686,
                "se": 0.1480466402191708,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 5,
                "att": 0.037098973271980175,
                "se": 0.43124360118687505,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 6,
                "att": -0.17846828285489777,
                "se": 0.34023363462304496,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 7,
                "att": 0.015592289695897231,
                "se": 0.1518560917146309,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 8,
                "att": 0.02867463313048808,
                "se": 0.1514877290700665,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 9,
                "att": -0.3720375213504272,
                "se": 0.3580778897036121,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 10,
                "att": -0.1262599358536303,
                "se": 0.17907691467689396,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 11,
                "att": -0.2033596036965566,
                "se": 0.15356921079106545,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 12,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 13,
                "att": -0.33857045949268505,
                "se": 0.18368414992973034,
                "event_time": 0,
                "mass": 1357.0
              },
              {
                "group": 13,
                "year": 14,
                "att": -0.20587160903754248,
                "se": 0.5063842070972298,
                "event_time": 1,
                "mass": 1285.0
              },
              {
                "group": 13,
                "year": 15,
                "att": -0.6893280953909859,
                "se": 0.20000729904232664,
                "event_time": 2,
                "mass": 1296.0
              },
              {
                "group": 13,
                "year": 16,
                "att": -0.1401828378650359,
                "se": 0.15592444897310143,
                "event_time": 3,
                "mass": 1326.0
              },
              {
                "group": 13,
                "year": 17,
                "att": -0.08622272232507552,
                "se": 0.3118727121407569,
                "event_time": 4,
                "mass": 1314.0
              },
              {
                "group": 13,
                "year": 18,
                "att": -0.5945131215554851,
                "se": 0.3522113896063121,
                "event_time": 5,
                "mass": 1373.0
              },
              {
                "group": 13,
                "year": 19,
                "att": -0.058263553848870685,
                "se": 0.23699074640896195,
                "event_time": 6,
                "mass": 1359.0
              },
              {
                "group": 13,
                "year": 20,
                "att": -0.40580927105569103,
                "se": 0.1728437631050136,
                "event_time": 7,
                "mass": 1160.0
              },
              {
                "group": 13,
                "year": 21,
                "att": -0.05912742376414023,
                "se": 0.4928267652408327,
                "event_time": 8,
                "mass": 1292.0
              },
              {
                "group": 14,
                "year": 1,
                "att": -0.4404478510737298,
                "se": 0.36771246146359454,
                "event_time": -13,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 2,
                "att": -0.2923246523341324,
                "se": 0.37924073111666706,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 3,
                "att": -0.36723844658757765,
                "se": 0.3102027890990259,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 4,
                "att": -1.1437530588072562,
                "se": 0.3095064263421545,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 5,
                "att": -0.21509531246375213,
                "se": 0.6099805129171871,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 6,
                "att": -0.4391459747237221,
                "se": 0.356621686250001,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 7,
                "att": -0.0031759836063848038,
                "se": 0.2265165901784232,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 8,
                "att": 0.3670940751535587,
                "se": 0.19303803395542862,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 9,
                "att": 0.3992758534274429,
                "se": 0.2775954583304135,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 10,
                "att": -0.10480827575050979,
                "se": 0.3112016897564826,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 11,
                "att": -0.5903120102453845,
                "se": 0.7221807722648951,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 12,
                "att": 0.3441750259886788,
                "se": 0.2857515300300785,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 13,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 14,
                "att": 0.14124976855424778,
                "se": 0.49248231041475626,
                "event_time": 0,
                "mass": 1274.0
              },
              {
                "group": 14,
                "year": 15,
                "att": 0.2405424697660259,
                "se": 0.2614376433637334,
                "event_time": 1,
                "mass": 1205.0
              },
              {
                "group": 14,
                "year": 16,
                "att": -0.3344259666558752,
                "se": 0.8345372022105387,
                "event_time": 2,
                "mass": 1186.0
              },
              {
                "group": 14,
                "year": 17,
                "att": 0.4778443056345777,
                "se": 0.15578210533441172,
                "event_time": 3,
                "mass": 1208.0
              },
              {
                "group": 14,
                "year": 18,
                "att": 0.2727295181833465,
                "se": 0.15287384079222288,
                "event_time": 4,
                "mass": 1185.0
              },
              {
                "group": 14,
                "year": 19,
                "att": -0.38554403754857514,
                "se": 0.20371515116647287,
                "event_time": 5,
                "mass": 1252.0
              },
              {
                "group": 14,
                "year": 20,
                "att": 0.5408433954181485,
                "se": 0.3278862469086611,
                "event_time": 6,
                "mass": 1282.0
              },
              {
                "group": 14,
                "year": 21,
                "att": 0.5489780002466403,
                "se": 0.6806361893934125,
                "event_time": 7,
                "mass": 1358.0
              },
              {
                "group": 15,
                "year": 1,
                "att": 0.7616692728129941,
                "se": 0.21645690232777517,
                "event_time": -14,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 2,
                "att": 0.3748317883750904,
                "se": 0.22214954361656886,
                "event_time": -13,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 3,
                "att": 0.20296388962741643,
                "se": 0.200752702665424,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 4,
                "att": 0.26550091791271074,
                "se": 0.32179927441402023,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 5,
                "att": 0.1863084760426243,
                "se": 0.37910674230840613,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 6,
                "att": 0.9537471306597607,
                "se": 0.2653006934591489,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 7,
                "att": 0.7196834692016463,
                "se": 0.34517786073927925,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 8,
                "att": 0.9441822109772232,
                "se": 0.5200581766445418,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 9,
                "att": 0.4996232580012656,
                "se": 0.4643284424657788,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 10,
                "att": -0.21763734342449478,
                "se": 0.6978955784110077,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 11,
                "att": 0.2793730050476082,
                "se": 0.4792761049874768,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 12,
                "att": 0.3932189504896155,
                "se": 0.5599460088752338,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 13,
                "att": 0.2619820417104442,
                "se": 0.5138840466710127,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 14,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 15,
                "att": 0.3365720596966067,
                "se": 0.30922111967154303,
                "event_time": 0,
                "mass": 2314.0
              },
              {
                "group": 15,
                "year": 16,
                "att": -0.4538899215022382,
                "se": 0.5644371497428113,
                "event_time": 1,
                "mass": 2227.0
              },
              {
                "group": 15,
                "year": 17,
                "att": -0.0395410673441962,
                "se": 0.34549413162957654,
                "event_time": 2,
                "mass": 2244.0
              },
              {
                "group": 15,
                "year": 18,
                "att": -0.02742686946667595,
                "se": 0.40434650565665187,
                "event_time": 3,
                "mass": 2302.0
              },
              {
                "group": 15,
                "year": 19,
                "att": -0.396589383238444,
                "se": 0.5294805362326245,
                "event_time": 4,
                "mass": 2481.0
              },
              {
                "group": 15,
                "year": 20,
                "att": 0.44886052818103883,
                "se": 0.28971638107736875,
                "event_time": 5,
                "mass": 2739.0
              },
              {
                "group": 15,
                "year": 21,
                "att": 0.3426413039232245,
                "se": 0.15540305510363991,
                "event_time": 6,
                "mass": 3095.0
              },
              {
                "group": 16,
                "year": 1,
                "att": -0.19026311722696498,
                "se": 0.1585786391133652,
                "event_time": -15,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 2,
                "att": -0.3989180081694728,
                "se": 0.15436041983840876,
                "event_time": -14,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 3,
                "att": -0.2430196679599056,
                "se": 0.1285248990926257,
                "event_time": -13,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 4,
                "att": -0.6446694465487735,
                "se": 0.13668882371168647,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 5,
                "att": 0.22576238110095978,
                "se": 0.12803749657257946,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 6,
                "att": 0.2560905604521426,
                "se": 0.14949907016915517,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 7,
                "att": 0.253748465576721,
                "se": 0.16648072591627178,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 8,
                "att": 0.06666161105443986,
                "se": 0.16885690706168646,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 9,
                "att": -0.8872806585221784,
                "se": 0.1398531968206232,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 10,
                "att": -0.8871857883414922,
                "se": 0.14858900189742874,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 11,
                "att": -0.5163814639758424,
                "se": 0.11897562415427973,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 12,
                "att": -0.15870074011478688,
                "se": 0.1614703333075185,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 13,
                "att": -0.3324989856980602,
                "se": 0.16273360878807985,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 14,
                "att": -0.1215844698152284,
                "se": 0.14082728049534118,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 15,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 16,
                "att": -0.28374887695732076,
                "se": 0.12563182183980934,
                "event_time": 0,
                "mass": 375.0
              },
              {
                "group": 16,
                "year": 17,
                "att": 0.6363794581442663,
                "se": 0.1080758064796256,
                "event_time": 1,
                "mass": 339.0
              },
              {
                "group": 16,
                "year": 18,
                "att": -0.6131237490576572,
                "se": 0.09926209061637413,
                "event_time": 2,
                "mass": 333.0
              },
              {
                "group": 16,
                "year": 19,
                "att": -0.7359859015583955,
                "se": 0.14446164603230988,
                "event_time": 3,
                "mass": 327.0
              },
              {
                "group": 16,
                "year": 20,
                "att": 0.21986563231441122,
                "se": 0.12981580470504275,
                "event_time": 4,
                "mass": 304.0
              },
              {
                "group": 16,
                "year": 21,
                "att": -0.036919071610508676,
                "se": 0.13346807986870213,
                "event_time": 5,
                "mass": 381.0
              },
              {
                "group": 19,
                "year": 1,
                "att": 0.24224603639275524,
                "se": 0.2191364087083661,
                "event_time": -18,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 2,
                "att": 0.29837458394515465,
                "se": 0.43594347738697503,
                "event_time": -17,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 3,
                "att": -0.5833296001637467,
                "se": 0.5696892922110358,
                "event_time": -16,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 4,
                "att": 0.1086551869803933,
                "se": 0.6325422059110963,
                "event_time": -15,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 5,
                "att": 0.23523738456116566,
                "se": 0.35348821718313883,
                "event_time": -14,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 6,
                "att": -0.4290153087870846,
                "se": 0.21250188619639374,
                "event_time": -13,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 7,
                "att": 0.03400913587922821,
                "se": 0.6362782932508746,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 8,
                "att": -0.5406230356393459,
                "se": 0.6888891120215829,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 9,
                "att": -0.568297882731559,
                "se": 0.3732898921607644,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 10,
                "att": -0.8069283453913467,
                "se": 0.4696386892338008,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 11,
                "att": -0.7342431710151145,
                "se": 0.3608402154663379,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 12,
                "att": -0.3088706801355753,
                "se": 0.46485145658775096,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 13,
                "att": 0.11719429884625876,
                "se": 0.3082544227955955,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 14,
                "att": -0.44787765718625183,
                "se": 0.4911490876902439,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 15,
                "att": -0.4213925174782027,
                "se": 0.7009173037890646,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 16,
                "att": -0.4515536554167195,
                "se": 0.26110228522795664,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 17,
                "att": 0.1714946988140162,
                "se": 0.39989172551559016,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 18,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 19,
                "att": 0.19790162972034722,
                "se": 0.4565258048833719,
                "event_time": 0,
                "mass": 1131.0
              },
              {
                "group": 19,
                "year": 20,
                "att": -0.16193400090805243,
                "se": 0.4053391482760344,
                "event_time": 1,
                "mass": 1194.0
              },
              {
                "group": 19,
                "year": 21,
                "att": 0.6908271312139274,
                "se": 0.4856638489040346,
                "event_time": 2,
                "mass": 1272.0
              }
            ],
            "treated_cell_att": -0.21122295062144952,
            "treated_cell_se": 0.10945573646945786,
            "checks": {
              "input_rows": 2095,
              "retained_rows": 2095,
              "all_observed_post_cells_estimated": true,
              "dynamic_cluster_se_error": 0.0
            },
            "target": "Equal average of nonnegative native CS-DID event-time effects",
            "donor_rule": "notyettreated",
            "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty",
            "warnings": [
              "Be aware that there are some small groups in your dataset.\n  Check groups: 6,9,10,11,12,13,14,15,16,19.",
              "Not returning pre-test Wald statistic due to singular covariance matrix",
              "Time-varying weights detected. For balanced panel data, the default behavior uses the weight from the earlier of the two time periods in each 2x2 comparison (the base period for post-treatment cells). Use the 'fix_weights' argument to control this behavior."
            ],
            "seconds": 0.5046798749826849,
            "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."
            },
            "estimate": -0.05125647322610404,
            "event_study": [
              {
                "event_time": -18,
                "estimate": 0.27943445048135335,
                "raw_gap": 0.415283001133257,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1214.0,
                "relative_to_minus_one": 0.08749953202642402
              },
              {
                "event_time": -17,
                "estimate": 0.24643189379237618,
                "raw_gap": 0.3822804444442799,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1167.0,
                "relative_to_minus_one": 0.05449697533744685
              },
              {
                "event_time": -16,
                "estimate": -0.5043527414683558,
                "raw_gap": -0.36850419081645225,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1254.0,
                "relative_to_minus_one": -0.6962876599232852
              },
              {
                "event_time": -15,
                "estimate": 0.08544068515438437,
                "raw_gap": 0.19651490983228792,
                "n": 4,
                "n_cells": 4,
                "weight_sum": 1551.0,
                "relative_to_minus_one": -0.10649423330054496
              },
              {
                "event_time": -14,
                "estimate": 0.3750875415878062,
                "raw_gap": 0.3229903066562514,
                "n": 6,
                "n_cells": 6,
                "weight_sum": 3989.0,
                "relative_to_minus_one": 0.1831526231328769
              },
              {
                "event_time": -13,
                "estimate": 0.014426012417207697,
                "raw_gap": -0.04053082573580244,
                "n": 8,
                "n_cells": 8,
                "weight_sum": 5752.0,
                "relative_to_minus_one": -0.17750890603772163
              },
              {
                "event_time": -12,
                "estimate": -0.036225268364581245,
                "raw_gap": -0.0815834395230902,
                "n": 10,
                "n_cells": 10,
                "weight_sum": 7400.0,
                "relative_to_minus_one": -0.22816018681951056
              },
              {
                "event_time": -11,
                "estimate": -0.15349421895945783,
                "raw_gap": -0.18589191025542964,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 8208.0,
                "relative_to_minus_one": -0.3454291374143872
              },
              {
                "event_time": -10,
                "estimate": -0.06956874200188498,
                "raw_gap": -0.11801388528823442,
                "n": 12,
                "n_cells": 12,
                "weight_sum": 9342.0,
                "relative_to_minus_one": -0.2615036604568143
              },
              {
                "event_time": -9,
                "estimate": 0.1674622701681129,
                "raw_gap": 0.11880364862122826,
                "n": 14,
                "n_cells": 14,
                "weight_sum": 10500.0,
                "relative_to_minus_one": -0.024472648286816417
              },
              {
                "event_time": -8,
                "estimate": 0.04252832351765243,
                "raw_gap": 0.016987516203446032,
                "n": 17,
                "n_cells": 17,
                "weight_sum": 12079.0,
                "relative_to_minus_one": -0.1494065949372769
              },
              {
                "event_time": -7,
                "estimate": 0.1575496312245593,
                "raw_gap": 0.1167408751164957,
                "n": 37,
                "n_cells": 37,
                "weight_sum": 26444.0,
                "relative_to_minus_one": -0.034385287230370015
              },
              {
                "event_time": -6,
                "estimate": 0.09129446470458863,
                "raw_gap": 0.04719489145584865,
                "n": 47,
                "n_cells": 47,
                "weight_sum": 35004.0,
                "relative_to_minus_one": -0.1006404537503407
              },
              {
                "event_time": -5,
                "estimate": 0.09286150428234828,
                "raw_gap": 0.048866804068195,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 36664.0,
                "relative_to_minus_one": -0.09907341417258105
              },
              {
                "event_time": -4,
                "estimate": 0.1480574333818523,
                "raw_gap": 0.10371054401775681,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 37296.0,
                "relative_to_minus_one": -0.04387748507307704
              },
              {
                "event_time": -3,
                "estimate": 0.18889178573495774,
                "raw_gap": 0.14532490696430014,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 35812.0,
                "relative_to_minus_one": -0.0030431327199715863
              },
              {
                "event_time": -2,
                "estimate": 0.17992746580485752,
                "raw_gap": 0.13567461567228867,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 36706.0,
                "relative_to_minus_one": -0.012007452650071804
              },
              {
                "event_time": -1,
                "estimate": 0.19193491845492933,
                "raw_gap": 0.14734409446685726,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 35932.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": 0.11328865323782922,
                "raw_gap": 0.06965658205170785,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 34794.0,
                "relative_to_minus_one": -0.07864626521710011
              },
              {
                "event_time": 1,
                "estimate": 0.13570788604167866,
                "raw_gap": 0.09256242748285701,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 34265.0,
                "relative_to_minus_one": -0.056227032413250666
              },
              {
                "event_time": 2,
                "estimate": -0.01780448639676484,
                "raw_gap": -0.060437551805653,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 34321.0,
                "relative_to_minus_one": -0.20973940485169418
              },
              {
                "event_time": 3,
                "estimate": -0.05838152711489803,
                "raw_gap": -0.10764249086236286,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 33246.0,
                "relative_to_minus_one": -0.25031644556982735
              },
              {
                "event_time": 4,
                "estimate": -0.06364071969870742,
                "raw_gap": -0.11343557212225558,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 32834.0,
                "relative_to_minus_one": -0.25557563815363676
              },
              {
                "event_time": 5,
                "estimate": 0.015299899316349251,
                "raw_gap": -0.03526950275132181,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 33623.0,
                "relative_to_minus_one": -0.17663501913858007
              },
              {
                "event_time": 6,
                "estimate": 0.06019288989442048,
                "raw_gap": 0.006937776467928966,
                "n": 44,
                "n_cells": 44,
                "weight_sum": 33895.0,
                "relative_to_minus_one": -0.13174202856050884
              },
              {
                "event_time": 7,
                "estimate": -0.12914343821590002,
                "raw_gap": -0.17293113845901395,
                "n": 42,
                "n_cells": 42,
                "weight_sum": 30528.0,
                "relative_to_minus_one": -0.32107835667082935
              },
              {
                "event_time": 8,
                "estimate": -0.20218893179551856,
                "raw_gap": -0.24467733724581028,
                "n": 40,
                "n_cells": 40,
                "weight_sum": 29783.0,
                "relative_to_minus_one": -0.3941238502504479
              },
              {
                "event_time": 9,
                "estimate": -0.18867620045594996,
                "raw_gap": -0.23400912770207594,
                "n": 38,
                "n_cells": 38,
                "weight_sum": 28731.0,
                "relative_to_minus_one": -0.3806111189108793
              },
              {
                "event_time": 10,
                "estimate": 0.07489635073089536,
                "raw_gap": 0.026809527290471404,
                "n": 37,
                "n_cells": 37,
                "weight_sum": 28159.0,
                "relative_to_minus_one": -0.11703856772403397
              },
              {
                "event_time": 11,
                "estimate": -0.2996264879334939,
                "raw_gap": -0.34322545233997354,
                "n": 36,
                "n_cells": 36,
                "weight_sum": 27366.0,
                "relative_to_minus_one": -0.4915614063884232
              },
              {
                "event_time": 12,
                "estimate": -0.1750913997031414,
                "raw_gap": -0.2174737456674862,
                "n": 34,
                "n_cells": 34,
                "weight_sum": 28256.0,
                "relative_to_minus_one": -0.36702631815807074
              },
              {
                "event_time": 13,
                "estimate": -0.01777352588609381,
                "raw_gap": -0.07158972544210514,
                "n": 31,
                "n_cells": 31,
                "weight_sum": 29177.0,
                "relative_to_minus_one": -0.20970844434102315
              },
              {
                "event_time": 14,
                "estimate": -0.1843001545084295,
                "raw_gap": -0.2363961451427752,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 12694.0,
                "relative_to_minus_one": -0.3762350729633588
              },
              {
                "event_time": 15,
                "estimate": -0.477648046002348,
                "raw_gap": -0.46841154095132254,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 879.0,
                "relative_to_minus_one": -0.6695829644572773
              }
            ],
            "package_event_study": {
              "event_time": [
                -18.0,
                -17.0,
                -16.0,
                -15.0,
                -14.0,
                -13.0,
                -12.0,
                -11.0,
                -10.0,
                -9.0,
                -8.0,
                -7.0,
                -6.0,
                -5.0,
                -4.0,
                -3.0,
                -2.0,
                -1.0,
                0.0,
                1.0,
                2.0,
                3.0,
                4.0,
                5.0,
                6.0,
                7.0,
                8.0,
                9.0,
                10.0,
                11.0,
                12.0,
                13.0,
                14.0,
                15.0
              ],
              "estimate": [
                0.38939204747851974,
                0.12644204106155263,
                -0.3057646733874269,
                0.31710318363574164,
                0.11869557807584534,
                -0.07922569730768458,
                0.016309290614874426,
                -0.13127622595677882,
                -0.13686820080038156,
                0.11620050376466969,
                -0.05392886366442952,
                0.09230503252728743,
                -0.016160605366635234,
                -0.020308773862677747,
                0.0012012418386357544,
                0.005735360147358037,
                0.002595929004136096,
                -0.03962748635040784,
                -0.11833955125219452,
                -0.057088542560827814,
                -0.18310734375002266,
                -0.2667632160518653,
                -0.25394824864963156,
                -0.07553263718510345,
                -0.06485735260852947,
                -0.33083439086150473,
                -0.41720717670633967,
                -0.32383410887639813,
                -0.14191635930313218,
                -0.4893112525924069,
                -0.2141334167646779,
                -0.023168645097737257,
                -0.14361570608136656,
                -0.46841154095132254
              ],
              "n": [
                3.0,
                3.0,
                3.0,
                4.0,
                6.0,
                8.0,
                10.0,
                11.0,
                12.0,
                14.0,
                17.0,
                37.0,
                47.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                45.0,
                45.0,
                45.0,
                44.0,
                42.0,
                40.0,
                38.0,
                37.0,
                36.0,
                34.0,
                31.0,
                11.0,
                1.0
              ]
            },
            "sdid_pre_gap_correction": [
              {
                "cohort": 5,
                "pre_gap": 0.009236505051025492
              },
              {
                "cohort": 6,
                "pre_gap": -0.056703589827445076
              },
              {
                "cohort": 7,
                "pre_gap": -0.054945268242661965
              },
              {
                "cohort": 8,
                "pre_gap": 0.13654940472583676
              },
              {
                "cohort": 9,
                "pre_gap": -0.05943742124272238
              },
              {
                "cohort": 10,
                "pre_gap": -0.15275277755472277
              },
              {
                "cohort": 11,
                "pre_gap": 0.03494934199267373
              },
              {
                "cohort": 12,
                "pre_gap": 0.020391672399726817
              },
              {
                "cohort": 13,
                "pre_gap": -0.05822124939718677
              },
              {
                "cohort": 14,
                "pre_gap": -0.14529905666980789
              },
              {
                "cohort": 15,
                "pre_gap": 0.019760999033552967
              },
              {
                "cohort": 18,
                "pre_gap": 0.13584855065190365
              }
            ],
            "diagnostics": {
              "converged": true,
              "pre_rmse": 0.24919213617104477,
              "zeta_omega": [
                1.8501561291748039,
                3.4264968618105778,
                4.019948530553212,
                2.451851499737681,
                2.183725167109185,
                1.7946845793892356,
                1.812834775883982,
                2.1048859668786415,
                2.063864236322619,
                2.013526269974557,
                1.6278113369101541,
                1.883690270036902
              ],
              "zeta_lambda": [
                9.250780645874019e-07,
                9.791010665173604e-07,
                9.827226927954078e-07,
                9.811332889026386e-07,
                9.866092181665514e-07,
                9.85462176152212e-07,
                1.019431910221748e-06,
                1.0219048173017941e-06,
                1.0319321181613094e-06,
                1.040939026364364e-06,
                1.0400788287326488e-06,
                1.0875490844756843e-06
              ],
              "n_observed": 2095,
              "n_missing": 5,
              "n_treated_observed": 593,
              "n_untreated_observed": 1502,
              "missing_method": "available-case normalized weights",
              "missing_diagnostics": [
                {
                  "cohort": 5,
                  "unit_iterations": 19,
                  "time_iterations": 25,
                  "unit_objective": 0.09796689719262638,
                  "time_objective": 0.39205404215769174,
                  "unit_projected_gradient": 7.734307187756695e-09,
                  "time_projected_gradient": 5.519665335906865e-09
                },
                {
                  "cohort": 6,
                  "unit_iterations": 11,
                  "time_iterations": 28,
                  "unit_objective": 0.26466917023742104,
                  "time_objective": 0.2649568077237206,
                  "unit_projected_gradient": 8.664240755407171e-09,
                  "time_projected_gradient": 6.908253746829018e-09
                },
                {
                  "cohort": 7,
                  "unit_iterations": 12,
                  "time_iterations": 28,
                  "unit_objective": 0.3272533415501068,
                  "time_objective": 0.23538675479976248,
                  "unit_projected_gradient": 1.1280906833666116e-09,
                  "time_projected_gradient": 5.536611016876414e-09
                },
                {
                  "cohort": 8,
                  "unit_iterations": 13,
                  "time_iterations": 33,
                  "unit_objective": 0.15267514327737355,
                  "time_objective": 0.26756675860956086,
                  "unit_projected_gradient": 3.6488419577485054e-09,
                  "time_projected_gradient": 8.095618786452263e-09
                },
                {
                  "cohort": 9,
                  "unit_iterations": 15,
                  "time_iterations": 23,
                  "unit_objective": 0.2755145274703369,
                  "time_objective": 0.29026896590473766,
                  "unit_projected_gradient": 2.537391080234541e-09,
                  "time_projected_gradient": 9.353824111102416e-09
                },
                {
                  "cohort": 10,
                  "unit_iterations": 15,
                  "time_iterations": 53,
                  "unit_objective": 0.17873155455306186,
                  "time_objective": 0.2612191935430378,
                  "unit_projected_gradient": 1.5431247807340398e-09,
                  "time_projected_gradient": 7.524834255701052e-09
                },
                {
                  "cohort": 11,
                  "unit_iterations": 14,
                  "time_iterations": 54,
                  "unit_objective": 0.14180410864563256,
                  "time_objective": 0.24480952236173134,
                  "unit_projected_gradient": 3.2565993686450856e-09,
                  "time_projected_gradient": 8.742803432604251e-09
                },
                {
                  "cohort": 12,
                  "unit_iterations": 13,
                  "time_iterations": 54,
                  "unit_objective": 0.14898785233120024,
                  "time_objective": 0.2612580887878812,
                  "unit_projected_gradient": 4.031667125148353e-09,
                  "time_projected_gradient": 7.762261999832987e-09
                },
                {
                  "cohort": 13,
                  "unit_iterations": 15,
                  "time_iterations": 63,
                  "unit_objective": 0.18530995576871623,
                  "time_objective": 0.30636166465319004,
                  "unit_projected_gradient": 6.165366217558699e-09,
                  "time_projected_gradient": 7.1188725886406345e-09
                },
                {
                  "cohort": 14,
                  "unit_iterations": 13,
                  "time_iterations": 48,
                  "unit_objective": 0.15645654469970321,
                  "time_objective": 0.28018615635183075,
                  "unit_projected_gradient": 3.6961093942411427e-09,
                  "time_projected_gradient": 7.1366083181922946e-09
                },
                {
                  "cohort": 15,
                  "unit_iterations": 17,
                  "time_iterations": 34,
                  "unit_objective": 0.13848865363929933,
                  "time_objective": 0.2509525199843162,
                  "unit_projected_gradient": 2.468364715749183e-09,
                  "time_projected_gradient": 3.744492743651406e-09
                },
                {
                  "cohort": 18,
                  "unit_iterations": 14,
                  "time_iterations": 40,
                  "unit_objective": 0.1923010190577699,
                  "time_objective": 0.3497080948643285,
                  "unit_projected_gradient": 5.370517898450888e-09,
                  "time_projected_gradient": 7.753721442682604e-09
                }
              ]
            },
            "checks": {
              "scalar_vs_treated_cell_average": 6.938893903907228e-18,
              "native_scalar_vs_unweighted_matrix_average": 7.494005416219807e-16
            },
            "native_matrix_att": -0.16908049561121288,
            "matrix_preparation": {
              "source_rows": 2095,
              "matrix_shape": [
                100,
                21
              ],
              "observed_cells": 2095,
              "missing_cells": 5,
              "repeated_cells": 0,
              "minimum_cell_count": 1,
              "maximum_cell_count": 1,
              "observation_mass": 1165056.0,
              "treated_observation_mass": 452551.0,
              "within_cell_aggregation": "Observation-weighted outcome mean",
              "fitting_weights": "Standard crabbymetrics objective on cell means; no cell-count precision weighting",
              "reporting_weights": "Sum of original observation weights per treated unit-period"
            },
            "seconds": 0.003604709170758724,
            "crabbymetrics": "0.9.1",
            "crabbymetrics_build": {
              "source_commit": "cb3fcc0e8664cdbb6848d3998ddc4365d65740dc",
              "extension_sha256": "3e1dd2e2bd6d38612b9200b15094fc37138cd002749f8b31148d6265fc533cbd"
            },
            "normalization": "Original source outcome / source SD; no mean subtraction",
            "target": "All observed treated observations, using configured observation weights; cell mass equals sum of row weights",
            "status": "estimated"
          },
          {
            "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": -0.2273089794223642,
            "event_study": [
              {
                "event_time": -18,
                "estimate": 0.15951582954486423,
                "raw_gap": 0.15951582954486423,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1214.0,
                "relative_to_minus_one": 0.16077618833941157
              },
              {
                "event_time": -17,
                "estimate": 0.20990296738972652,
                "raw_gap": 0.20990296738972652,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1167.0,
                "relative_to_minus_one": 0.21116332618427386
              },
              {
                "event_time": -16,
                "estimate": -0.2515939143897691,
                "raw_gap": -0.2515939143897691,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1254.0,
                "relative_to_minus_one": -0.25033355559522175
              },
              {
                "event_time": -15,
                "estimate": 0.06296352651698739,
                "raw_gap": 0.06296352651698739,
                "n": 4,
                "n_cells": 4,
                "weight_sum": 1551.0,
                "relative_to_minus_one": 0.06422388531153471
              },
              {
                "event_time": -14,
                "estimate": 0.16361586992646282,
                "raw_gap": 0.16361586992646282,
                "n": 6,
                "n_cells": 6,
                "weight_sum": 3989.0,
                "relative_to_minus_one": 0.16487622872101015
              },
              {
                "event_time": -13,
                "estimate": -0.0003023434073477596,
                "raw_gap": -0.0003023434073477596,
                "n": 8,
                "n_cells": 8,
                "weight_sum": 5752.0,
                "relative_to_minus_one": 0.0009580153871995615
              },
              {
                "event_time": -12,
                "estimate": -0.018139299068034187,
                "raw_gap": -0.018139299068034187,
                "n": 10,
                "n_cells": 10,
                "weight_sum": 7400.0,
                "relative_to_minus_one": -0.016878940273486867
              },
              {
                "event_time": -11,
                "estimate": -0.10373297850800622,
                "raw_gap": -0.10373297850800622,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 8208.0,
                "relative_to_minus_one": -0.1024726197134589
              },
              {
                "event_time": -10,
                "estimate": -0.05718601475451686,
                "raw_gap": -0.05718601475451686,
                "n": 12,
                "n_cells": 12,
                "weight_sum": 9342.0,
                "relative_to_minus_one": -0.05592565595996954
              },
              {
                "event_time": -9,
                "estimate": 0.07315775382117698,
                "raw_gap": 0.07315775382117698,
                "n": 14,
                "n_cells": 14,
                "weight_sum": 10500.0,
                "relative_to_minus_one": 0.0744181126157243
              },
              {
                "event_time": -8,
                "estimate": 0.011471981688566533,
                "raw_gap": 0.011471981688566533,
                "n": 17,
                "n_cells": 17,
                "weight_sum": 12079.0,
                "relative_to_minus_one": 0.012732340483113854
              },
              {
                "event_time": -7,
                "estimate": 0.027053837294835778,
                "raw_gap": 0.027053837294835778,
                "n": 37,
                "n_cells": 37,
                "weight_sum": 26444.0,
                "relative_to_minus_one": 0.028314196089383098
              },
              {
                "event_time": -6,
                "estimate": -0.028610713827162376,
                "raw_gap": -0.028610713827162376,
                "n": 47,
                "n_cells": 47,
                "weight_sum": 35004.0,
                "relative_to_minus_one": -0.027350355032615056
              },
              {
                "event_time": -5,
                "estimate": -0.01194403925465859,
                "raw_gap": -0.01194403925465859,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 36664.0,
                "relative_to_minus_one": -0.010683680460111268
              },
              {
                "event_time": -4,
                "estimate": -0.03557929035702064,
                "raw_gap": -0.03557929035702064,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 37296.0,
                "relative_to_minus_one": -0.03431893156247332
              },
              {
                "event_time": -3,
                "estimate": 0.02452028394462461,
                "raw_gap": 0.02452028394462461,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 35812.0,
                "relative_to_minus_one": 0.02578064273917193
              },
              {
                "event_time": -2,
                "estimate": 0.024960251791716792,
                "raw_gap": 0.024960251791716792,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 36706.0,
                "relative_to_minus_one": 0.026220610586264112
              },
              {
                "event_time": -1,
                "estimate": -0.001260358794547321,
                "raw_gap": -0.001260358794547321,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 35932.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.048271538293642294,
                "raw_gap": -0.048271538293642294,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 34794.0,
                "relative_to_minus_one": -0.047011179499094974
              },
              {
                "event_time": 1,
                "estimate": -0.014571842203768755,
                "raw_gap": -0.014571842203768755,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 34265.0,
                "relative_to_minus_one": -0.013311483409221433
              },
              {
                "event_time": 2,
                "estimate": -0.13652020865571607,
                "raw_gap": -0.13652020865571607,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 34321.0,
                "relative_to_minus_one": -0.13525984986116873
              },
              {
                "event_time": 3,
                "estimate": -0.16599359460535593,
                "raw_gap": -0.16599359460535593,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 33246.0,
                "relative_to_minus_one": -0.1647332358108086
              },
              {
                "event_time": 4,
                "estimate": -0.2403281262216253,
                "raw_gap": -0.2403281262216253,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 32834.0,
                "relative_to_minus_one": -0.23906776742707797
              },
              {
                "event_time": 5,
                "estimate": -0.1691193424774632,
                "raw_gap": -0.1691193424774632,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 33623.0,
                "relative_to_minus_one": -0.16785898368291588
              },
              {
                "event_time": 6,
                "estimate": -0.09295890578331056,
                "raw_gap": -0.09295890578331056,
                "n": 44,
                "n_cells": 44,
                "weight_sum": 33895.0,
                "relative_to_minus_one": -0.09169854698876324
              },
              {
                "event_time": 7,
                "estimate": -0.23957095186693045,
                "raw_gap": -0.23957095186693045,
                "n": 42,
                "n_cells": 42,
                "weight_sum": 30528.0,
                "relative_to_minus_one": -0.23831059307238311
              },
              {
                "event_time": 8,
                "estimate": -0.335969749366276,
                "raw_gap": -0.335969749366276,
                "n": 40,
                "n_cells": 40,
                "weight_sum": 29783.0,
                "relative_to_minus_one": -0.33470939057172866
              },
              {
                "event_time": 9,
                "estimate": -0.394252217576891,
                "raw_gap": -0.394252217576891,
                "n": 38,
                "n_cells": 38,
                "weight_sum": 28731.0,
                "relative_to_minus_one": -0.39299185878234366
              },
              {
                "event_time": 10,
                "estimate": -0.15827490086799711,
                "raw_gap": -0.15827490086799711,
                "n": 37,
                "n_cells": 37,
                "weight_sum": 28159.0,
                "relative_to_minus_one": -0.15701454207344978
              },
              {
                "event_time": 11,
                "estimate": -0.5125379005770938,
                "raw_gap": -0.5125379005770938,
                "n": 36,
                "n_cells": 36,
                "weight_sum": 27366.0,
                "relative_to_minus_one": -0.5112775417825465
              },
              {
                "event_time": 12,
                "estimate": -0.3866200063077884,
                "raw_gap": -0.3866200063077884,
                "n": 34,
                "n_cells": 34,
                "weight_sum": 28256.0,
                "relative_to_minus_one": -0.3853596475132411
              },
              {
                "event_time": 13,
                "estimate": -0.2596663420774869,
                "raw_gap": -0.2596663420774869,
                "n": 31,
                "n_cells": 31,
                "weight_sum": 29177.0,
                "relative_to_minus_one": -0.25840598328293957
              },
              {
                "event_time": 14,
                "estimate": -0.610967719230045,
                "raw_gap": -0.610967719230045,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 12694.0,
                "relative_to_minus_one": -0.6097073604354977
              },
              {
                "event_time": 15,
                "estimate": -0.4226901543812662,
                "raw_gap": -0.4226901543812662,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 879.0,
                "relative_to_minus_one": -0.4214297955867189
              }
            ],
            "package_event_study": {
              "event_time": [
                -18.0,
                -17.0,
                -16.0,
                -15.0,
                -14.0,
                -13.0,
                -12.0,
                -11.0,
                -10.0,
                -9.0,
                -8.0,
                -7.0,
                -6.0,
                -5.0,
                -4.0,
                -3.0,
                -2.0,
                -1.0,
                0.0,
                1.0,
                2.0,
                3.0,
                4.0,
                5.0,
                6.0,
                7.0,
                8.0,
                9.0,
                10.0,
                11.0,
                12.0,
                13.0,
                14.0,
                15.0
              ],
              "estimate": [
                0.17353304160092028,
                0.14143544755847337,
                -0.14392804139655327,
                0.09814620034375787,
                0.08774475562193344,
                -0.023283690208827368,
                0.00979802799675209,
                -0.09767126011352788,
                -0.07753651656002318,
                0.053409719332973005,
                -0.04345825230485273,
                0.03771052886909058,
                -0.008738111739366585,
                0.008144941375052173,
                -0.025558773989443635,
                0.013196391844160013,
                0.02805439477272026,
                -0.030766483471748023,
                -0.11517128415159622,
                -0.032889015024211155,
                -0.12511812326566563,
                -0.2155041105754177,
                -0.24742756378301592,
                -0.08449287141817198,
                -0.048386679172444505,
                -0.27084076540315016,
                -0.3877232136037246,
                -0.32351596111677045,
                -0.15505383116137414,
                -0.46685883065557804,
                -0.19076669996869167,
                -0.017766219258861682,
                -0.16739550695456404,
                -0.4226901543812662
              ],
              "n": [
                3.0,
                3.0,
                3.0,
                4.0,
                6.0,
                8.0,
                10.0,
                11.0,
                12.0,
                14.0,
                17.0,
                37.0,
                47.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                45.0,
                45.0,
                45.0,
                44.0,
                42.0,
                40.0,
                38.0,
                37.0,
                36.0,
                34.0,
                31.0,
                11.0,
                1.0
              ]
            },
            "sdid_pre_gap_correction": [],
            "diagnostics": {
              "converged": true,
              "iterations": 49,
              "termination_reason": "Relative objective tolerance reached",
              "objective": 0.343245119934141,
              "lambda_l": 0.0036567004197257036,
              "singular_values": [
                8.572995786772392,
                7.473615527784965,
                6.342224500758581,
                5.661222223023065,
                5.114945963234095,
                4.879742974849279,
                4.64955824260973,
                4.22052633054409,
                3.633563943779693,
                3.272708124633769,
                3.1017621694498043,
                2.2837094360789747,
                2.200714583509133,
                1.7686584220270545,
                1.5213672057071053,
                1.039546256141287,
                0.7340421422338474,
                0.26810888959131907,
                0.0,
                0.0,
                0.0
              ],
              "history_objective": [
                0.3448855091141773,
                0.34383342384042465,
                0.3435168452406646,
                0.3433794326822872,
                0.34331480153051946,
                0.34328263941937126,
                0.3432659222524624,
                0.34325692886156844,
                0.3432519551774423,
                0.34324914174344373,
                0.3432475200488977,
                0.34324657020060917,
                0.34324600608237427,
                0.3432456669148706,
                0.3432454607348384,
                0.3432453341307091,
                0.34324525566361447,
                0.34324520660674496,
                0.3432451756849639,
                0.3432451560426556,
                0.3432451434732499,
                0.3432451353734636,
                0.34324513011913765,
                0.3432451266891307,
                0.34324512443667227,
                0.3432451229491944,
                0.34324512196172763,
                0.3432451213029786,
                0.3432451208615217,
                0.3432451205644384,
                0.343245120363741,
                0.34324512022767906,
                0.34324512013513986,
                0.34324512007201735,
                0.34324512002884683,
                0.3432451199992519,
                0.3432451199789194,
                0.34324511996492457,
                0.3432451199552749,
                0.34324511994861107,
                0.34324511994400314,
                0.343245119940813,
                0.34324511993860196,
                0.3432451199370677,
                0.3432451199360031,
                0.34324511993526274,
                0.34324511993474816,
                0.34324511993439033,
                0.343245119934141
              ],
              "history_rmse": [
                0.31581678093633603,
                0.315323465037568,
                0.3151505826871434,
                0.315086980516002,
                0.31505020619925056,
                0.31502544734956883,
                0.3150081258536968,
                0.3149958481222256,
                0.31498706394350023,
                0.3149807184165463,
                0.31497608691269063,
                0.31497266977873817,
                0.3149701208454924,
                0.3149681987558268,
                0.31496673395053987,
                0.31496560629671755,
                0.3149647298984964,
                0.31496404274413253,
                0.3149634996133518,
                0.3149630671895662,
                0.3149627206696413,
                0.3149624413959387,
                0.31496221519000966,
                0.3149620311706975,
                0.3149618809087558,
                0.31496175781676783,
                0.3149616567047904,
                0.3149615734535572,
                0.31496150477178686,
                0.3149614480141344,
                0.31496140104329856,
                0.31496136212455483,
                0.31496132984434105,
                0.3149613030468544,
                0.31496128078427477,
                0.3149612622773879,
                0.3149612468842125,
                0.3149612340748736,
                0.3149612234113388,
                0.31496121453102643,
                0.31496120713346965,
                0.3149612009694363,
                0.31496119583202414,
                0.31496119154935076,
                0.3149611879785431,
                0.3149611850007733,
                0.31496118251717586,
                0.31496118044545734,
                0.3149611787170949
              ],
              "n_observed": 2095,
              "n_missing": 5,
              "n_treated_observed": 593,
              "n_untreated_observed": 1502
            },
            "checks": {
              "scalar_vs_treated_cell_average": 0.0,
              "native_scalar_vs_unweighted_matrix_average": 2.498001805406602e-16
            },
            "native_matrix_att": -0.18701231183416067,
            "matrix_preparation": {
              "source_rows": 2095,
              "matrix_shape": [
                100,
                21
              ],
              "observed_cells": 2095,
              "missing_cells": 5,
              "repeated_cells": 0,
              "minimum_cell_count": 1,
              "maximum_cell_count": 1,
              "observation_mass": 1165056.0,
              "treated_observation_mass": 452551.0,
              "within_cell_aggregation": "Observation-weighted outcome mean",
              "fitting_weights": "Standard crabbymetrics objective on cell means; no cell-count precision weighting",
              "reporting_weights": "Sum of original observation weights per treated unit-period"
            },
            "seconds": 0.004934750031679869,
            "crabbymetrics": "0.9.1",
            "crabbymetrics_build": {
              "source_commit": "cb3fcc0e8664cdbb6848d3998ddc4365d65740dc",
              "extension_sha256": "3e1dd2e2bd6d38612b9200b15094fc37138cd002749f8b31148d6265fc533cbd"
            },
            "normalization": "Original source outcome / source SD; no mean subtraction",
            "target": "All observed treated observations, using configured observation weights; cell mass equals sum of row weights",
            "status": "estimated"
          },
          {
            "method": "Horizontal ridge",
            "class": "HorizontalPanelRidge",
            "parameters": {
              "penalty": 1.0
            },
            "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."
            },
            "estimate": -0.5122122046192551,
            "event_study": [
              {
                "event_time": -18,
                "estimate": 0.04313837972845156,
                "raw_gap": 0.04313837972845156,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1214.0,
                "relative_to_minus_one": -0.15449969543056016
              },
              {
                "event_time": -17,
                "estimate": 0.27863724320980376,
                "raw_gap": 0.27863724320980376,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1167.0,
                "relative_to_minus_one": 0.08099916805079205
              },
              {
                "event_time": -16,
                "estimate": -0.09037873430305701,
                "raw_gap": -0.09037873430305701,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1254.0,
                "relative_to_minus_one": -0.28801680946206876
              },
              {
                "event_time": -15,
                "estimate": -0.11242131528658665,
                "raw_gap": -0.11242131528658665,
                "n": 4,
                "n_cells": 4,
                "weight_sum": 1551.0,
                "relative_to_minus_one": -0.3100593904455984
              },
              {
                "event_time": -14,
                "estimate": 0.20220183476948034,
                "raw_gap": 0.20220183476948034,
                "n": 6,
                "n_cells": 6,
                "weight_sum": 3989.0,
                "relative_to_minus_one": 0.004563759610468621
              },
              {
                "event_time": -13,
                "estimate": 0.04170742647507678,
                "raw_gap": 0.04170742647507678,
                "n": 8,
                "n_cells": 8,
                "weight_sum": 5752.0,
                "relative_to_minus_one": -0.15593064868393494
              },
              {
                "event_time": -12,
                "estimate": -0.027155740404721716,
                "raw_gap": -0.027155740404721716,
                "n": 10,
                "n_cells": 10,
                "weight_sum": 7400.0,
                "relative_to_minus_one": -0.22479381556373343
              },
              {
                "event_time": -11,
                "estimate": -0.050208179248805794,
                "raw_gap": -0.050208179248805794,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 8208.0,
                "relative_to_minus_one": -0.24784625440781752
              },
              {
                "event_time": -10,
                "estimate": -0.027132038366424315,
                "raw_gap": -0.027132038366424315,
                "n": 12,
                "n_cells": 12,
                "weight_sum": 9342.0,
                "relative_to_minus_one": -0.22477011352543602
              },
              {
                "event_time": -9,
                "estimate": -0.03497239552099161,
                "raw_gap": -0.03497239552099161,
                "n": 14,
                "n_cells": 14,
                "weight_sum": 10500.0,
                "relative_to_minus_one": -0.23261047068000332
              },
              {
                "event_time": -8,
                "estimate": 0.00352205434739595,
                "raw_gap": 0.00352205434739595,
                "n": 17,
                "n_cells": 17,
                "weight_sum": 12079.0,
                "relative_to_minus_one": -0.19411602081161577
              },
              {
                "event_time": -7,
                "estimate": 0.013927884596712565,
                "raw_gap": 0.013927884596712565,
                "n": 37,
                "n_cells": 37,
                "weight_sum": 26444.0,
                "relative_to_minus_one": -0.18371019056229915
              },
              {
                "event_time": -6,
                "estimate": 0.06844615202449299,
                "raw_gap": 0.06844615202449299,
                "n": 47,
                "n_cells": 47,
                "weight_sum": 35004.0,
                "relative_to_minus_one": -0.12919192313451872
              },
              {
                "event_time": -5,
                "estimate": 0.07800925105509468,
                "raw_gap": 0.07800925105509468,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 36664.0,
                "relative_to_minus_one": -0.11962882410391704
              },
              {
                "event_time": -4,
                "estimate": 0.09556443583064596,
                "raw_gap": 0.09556443583064596,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 37296.0,
                "relative_to_minus_one": -0.10207363932836576
              },
              {
                "event_time": -3,
                "estimate": 0.12194626381182279,
                "raw_gap": 0.12194626381182279,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 35812.0,
                "relative_to_minus_one": -0.07569181134718893
              },
              {
                "event_time": -2,
                "estimate": 0.15772578257589495,
                "raw_gap": 0.15772578257589495,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 36706.0,
                "relative_to_minus_one": -0.039912292583116765
              },
              {
                "event_time": -1,
                "estimate": 0.19763807515901172,
                "raw_gap": 0.19763807515901172,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 35932.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": 0.101299112385999,
                "raw_gap": 0.101299112385999,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 34794.0,
                "relative_to_minus_one": -0.09633896277301272
              },
              {
                "event_time": 1,
                "estimate": 0.08315152549920021,
                "raw_gap": 0.08315152549920021,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 34265.0,
                "relative_to_minus_one": -0.1144865496598115
              },
              {
                "event_time": 2,
                "estimate": 0.019220358645207637,
                "raw_gap": 0.019220358645207637,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 34321.0,
                "relative_to_minus_one": -0.1784177165138041
              },
              {
                "event_time": 3,
                "estimate": -0.12706166836047772,
                "raw_gap": -0.12706166836047772,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 33246.0,
                "relative_to_minus_one": -0.32469974351948944
              },
              {
                "event_time": 4,
                "estimate": -0.37102342129824084,
                "raw_gap": -0.37102342129824084,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 32834.0,
                "relative_to_minus_one": -0.5686614964572525
              },
              {
                "event_time": 5,
                "estimate": -0.45062716927755414,
                "raw_gap": -0.45062716927755414,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 33623.0,
                "relative_to_minus_one": -0.6482652444365659
              },
              {
                "event_time": 6,
                "estimate": -0.46964290685952886,
                "raw_gap": -0.46964290685952886,
                "n": 44,
                "n_cells": 44,
                "weight_sum": 33895.0,
                "relative_to_minus_one": -0.6672809820185406
              },
              {
                "event_time": 7,
                "estimate": -0.6007415012762081,
                "raw_gap": -0.6007415012762081,
                "n": 42,
                "n_cells": 42,
                "weight_sum": 30528.0,
                "relative_to_minus_one": -0.7983795764352197
              },
              {
                "event_time": 8,
                "estimate": -0.737259554006532,
                "raw_gap": -0.737259554006532,
                "n": 40,
                "n_cells": 40,
                "weight_sum": 29783.0,
                "relative_to_minus_one": -0.9348976291655438
              },
              {
                "event_time": 9,
                "estimate": -0.7675220338806722,
                "raw_gap": -0.7675220338806722,
                "n": 38,
                "n_cells": 38,
                "weight_sum": 28731.0,
                "relative_to_minus_one": -0.965160109039684
              },
              {
                "event_time": 10,
                "estimate": -0.6874633867958416,
                "raw_gap": -0.6874633867958416,
                "n": 37,
                "n_cells": 37,
                "weight_sum": 28159.0,
                "relative_to_minus_one": -0.8851014619548534
              },
              {
                "event_time": 11,
                "estimate": -0.9547706705611564,
                "raw_gap": -0.9547706705611564,
                "n": 36,
                "n_cells": 36,
                "weight_sum": 27366.0,
                "relative_to_minus_one": -1.1524087457201682
              },
              {
                "event_time": 12,
                "estimate": -0.9039983177578177,
                "raw_gap": -0.9039983177578177,
                "n": 34,
                "n_cells": 34,
                "weight_sum": 28256.0,
                "relative_to_minus_one": -1.1016363929168294
              },
              {
                "event_time": 13,
                "estimate": -1.2181395753781352,
                "raw_gap": -1.2181395753781352,
                "n": 31,
                "n_cells": 31,
                "weight_sum": 29177.0,
                "relative_to_minus_one": -1.4157776505371469
              },
              {
                "event_time": 14,
                "estimate": -1.6590510646014915,
                "raw_gap": -1.6590510646014915,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 12694.0,
                "relative_to_minus_one": -1.8566891397605032
              },
              {
                "event_time": 15,
                "estimate": -1.5684398672473039,
                "raw_gap": -1.5684398672473039,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 879.0,
                "relative_to_minus_one": -1.7660779424063155
              }
            ],
            "package_event_study": {
              "event_time": [
                -18.0,
                -17.0,
                -16.0,
                -15.0,
                -14.0,
                -13.0,
                -12.0,
                -11.0,
                -10.0,
                -9.0,
                -8.0,
                -7.0,
                -6.0,
                -5.0,
                -4.0,
                -3.0,
                -2.0,
                -1.0,
                0.0,
                1.0,
                2.0,
                3.0,
                4.0,
                5.0,
                6.0,
                7.0,
                8.0,
                9.0,
                10.0,
                11.0,
                12.0,
                13.0,
                14.0,
                15.0
              ],
              "estimate": [
                0.017247426073714323,
                0.022798839827076495,
                -0.027639216874031664,
                0.018990614040387488,
                0.011351448714821188,
                0.0019756125626642085,
                -0.0010101003897924343,
                -0.0013129635367791922,
                -0.010169795007529606,
                0.008693356339269773,
                -0.0032760302970210793,
                0.002573515757584973,
                -0.00048244683902038906,
                0.0003896813203688361,
                -0.0024817792912638823,
                0.0037003710688887823,
                0.003563260343317239,
                -0.001138886873272238,
                -0.11068061395099223,
                -0.07130509617522061,
                -0.12259350181484406,
                -0.318386825989002,
                -0.5420000897334808,
                -0.5181675725161091,
                -0.5482468187709082,
                -0.7534106587630802,
                -0.9310970377796478,
                -0.8467284775597801,
                -0.8722142968986506,
                -1.0923856466941517,
                -0.9375839078091963,
                -1.1894903714014649,
                -1.5507199210909979,
                -1.5684398672473039
              ],
              "n": [
                3.0,
                3.0,
                3.0,
                4.0,
                6.0,
                8.0,
                10.0,
                11.0,
                12.0,
                14.0,
                17.0,
                37.0,
                47.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                45.0,
                45.0,
                45.0,
                44.0,
                42.0,
                40.0,
                38.0,
                37.0,
                36.0,
                34.0,
                31.0,
                11.0,
                1.0
              ]
            },
            "sdid_pre_gap_correction": [],
            "diagnostics": {
              "pre_rmse": 0.017005229100503116,
              "penalty": 1.0,
              "n_observed": 2095,
              "n_missing": 5,
              "n_treated_observed": 593,
              "n_untreated_observed": 1502,
              "missing_method": "available donors with complete-case pre-period training"
            },
            "checks": {
              "scalar_vs_treated_cell_average": 1.1102230246251565e-16,
              "native_scalar_vs_unweighted_matrix_average": 1.1102230246251565e-16
            },
            "native_matrix_att": -0.6084597826994607,
            "matrix_preparation": {
              "source_rows": 2095,
              "matrix_shape": [
                100,
                21
              ],
              "observed_cells": 2095,
              "missing_cells": 5,
              "repeated_cells": 0,
              "minimum_cell_count": 1,
              "maximum_cell_count": 1,
              "observation_mass": 1165056.0,
              "treated_observation_mass": 452551.0,
              "within_cell_aggregation": "Observation-weighted outcome mean",
              "fitting_weights": "Standard crabbymetrics objective on cell means; no cell-count precision weighting",
              "reporting_weights": "Sum of original observation weights per treated unit-period"
            },
            "seconds": 0.010547041893005371,
            "crabbymetrics": "0.9.1",
            "crabbymetrics_build": {
              "source_commit": "cb3fcc0e8664cdbb6848d3998ddc4365d65740dc",
              "extension_sha256": "3e1dd2e2bd6d38612b9200b15094fc37138cd002749f8b31148d6265fc533cbd"
            },
            "normalization": "Original source outcome / source SD; no mean subtraction",
            "target": "All observed treated observations, using configured observation weights; cell mass equals sum of row weights",
            "status": "estimated"
          },
          {
            "method": "Multisynth (cohort-averaged)",
            "status": "unsupported",
            "reason": "multisynth-cohort: this adapter does not implement the configured observation weights."
          },
          {
            "method": "Multisynth (individual)",
            "status": "unsupported",
            "reason": "multisynth-individual: this adapter does not implement the configured observation weights."
          }
        ]
      },
      "combined_table": [
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Static TWFE",
          "Estimate (SDs)": -0.13393435538949477,
          "SE": 0.07746547289023309,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.21405708670201215,
          "SE": 0.09714907162482041,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.2364917201048447,
          "SE": 0.08747063388282666,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": -0.23839113430397812,
          "SE": 0.11213712450259213,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID",
          "Estimate (SDs)": -0.245410623111762,
          "SE": 0.110069440096987,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (treated cells)",
          "Estimate (SDs)": -0.21122295062144952,
          "SE": 0.10945573646945786,
          "Aggregation": "Treated cells",
          "Event study": "Same CS-DID path",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "SDID",
          "Estimate (SDs)": -0.05125647322610404,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Matrix completion",
          "Estimate (SDs)": -0.2273089794223642,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Horizontal ridge",
          "Estimate (SDs)": -0.5122122046192551,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (cohort-averaged)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-cohort: this adapter does not implement the configured observation weights."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (individual)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-individual: this adapter does not implement the configured observation weights."
        }
      ],
      "adapter_sha256": {
        "validate_template.py": "9c8cc9bb42c9d4eb4f48bfa0a6ee09498fe83516d08aa9f26a49c21c4686618a",
        "mtgpax_worker.py": "7279b1b2aaa3f5909cd39ac1964d2e9c75907219011fe661a015511131affa85",
        "csdid_general.py": "07619c3b3dfee796ae9e4842afdbc6e367a74cece254ede73f7c403dfc924f6d",
        "runner.py": "2b0236c0fb0b135a333e0dd104c9e029718059743d101f9efa90edf44a1ee516",
        "matrix_inputs.py": "3f675276f9022147996dd5b62762721be2dd436d5db171491a286b05628176ae",
        "csdid_model.py": "b9fd5536d4886e99a707d2b162db5b11da3ff463930eca5b7590d27500096a3f",
        "multisynth_model.R": "3ae0740c5b75b14f563dacc9961688e8286655866a6b435045a3ef6f453c1604",
        "csdid_streaming.py": "378198e98c44bd46862601bdcb514b19d9ea4038cddc38dad7fdba9b0aa0216b",
        "multisynth_sparse.R": "f9ab3d8d7f7b52a79ccd694c7173f626276a0830f23bb79e527c88c0f0292540",
        "matrix_models.py": "2fddc228b899ed1c806fd1bd7feef84c5164b4c9d472d0218d2f1491a47a302b",
        "csdid_aggregations.py": "cbed0fb13450d9398f9a59d53dbfdf8e275a74daa01158c38c0f3396a3e8c6ee",
        "bootstrap_matrix.py": "c6a1f4bb0085e0a21f9a41677fb4def7990be5f6199077a53e951de489ab9550",
        "eligibility.py": "f0eb686ff3f13e89c8f3d85f49890601c4a7f9a611a2938753be599b8ceac9a6"
      },
      "scalar_ranges": [
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Static TWFE",
          "Estimate (SDs)": -0.13393435538949477,
          "SE": 0.07746547289023309,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": "",
          "lower": -0.28764265986095333,
          "upper": 0.019773949081963782,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.21405708670201215,
          "SE": 0.09714907162482041,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.4068219214508638,
          "upper": -0.021292251953160507,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.2364917201048447,
          "SE": 0.08747063388282666,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.4100524346211586,
          "upper": -0.06293100558853079,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": -0.23839113430397812,
          "SE": 0.11213712450259213,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.460895517644178,
          "upper": -0.015886750963778257,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (equal event-time)",
          "Estimate (SDs)": -0.245410623111762,
          "SE": 0.110069440096987,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.46114276150034544,
          "upper": -0.029678484723178578,
          "ci_level": 0.95,
          "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (treated cells)",
          "Estimate (SDs)": -0.21122295062144952,
          "SE": 0.10945573646945786,
          "Aggregation": "Treated cells",
          "Event study": "Same CS-DID path",
          "Status": "estimated",
          "Note": "",
          "lower": -0.42575225200289424,
          "upper": 0.003306350759995219,
          "ci_level": 0.95,
          "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "SDID",
          "Estimate (SDs)": -0.05125647322610404,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Matrix completion",
          "Estimate (SDs)": -0.2273089794223642,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Horizontal ridge",
          "Estimate (SDs)": -0.5122122046192551,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (cohort-averaged)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-cohort: this adapter does not implement the configured observation weights.",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (individual)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-individual: this adapter does not implement the configured observation weights.",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        }
      ],
      "reporting_source": {
        "path": "templates/reporting/comparison_report.py",
        "sha256": "94e9c5116a13335ead2db81834cac48593160291aea51c30c12fe3e11e5da1ce"
      }
    },
    "finished": 1791602351.673861,
    "scalar_ranges": [
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Static TWFE",
        "Estimate (SDs)": -0.13393435538949477,
        "SE": 0.07746547289023309,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": "",
        "lower": -0.28764265986095333,
        "upper": 0.019773949081963782,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": -0.21405708670201215,
        "SE": 0.09714907162482041,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.4068219214508638,
        "upper": -0.021292251953160507,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": -0.2364917201048447,
        "SE": 0.08747063388282666,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.4100524346211586,
        "upper": -0.06293100558853079,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": -0.23839113430397812,
        "SE": 0.11213712450259213,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.460895517644178,
        "upper": -0.015886750963778257,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (equal event-time)",
        "Estimate (SDs)": -0.245410623111762,
        "SE": 0.110069440096987,
        "Aggregation": "Equal post-event times",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.46114276150034544,
        "upper": -0.029678484723178578,
        "ci_level": 0.95,
        "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (treated cells)",
        "Estimate (SDs)": -0.21122295062144952,
        "SE": 0.10945573646945786,
        "Aggregation": "Treated cells",
        "Event study": "Same CS-DID path",
        "Status": "estimated",
        "Note": "",
        "lower": -0.42575225200289424,
        "upper": 0.003306350759995219,
        "ci_level": 0.95,
        "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "SDID",
        "Estimate (SDs)": -0.05125647322610404,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Matrix completion",
        "Estimate (SDs)": -0.2273089794223642,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Horizontal ridge",
        "Estimate (SDs)": -0.5122122046192551,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Multisynth (cohort-averaged)",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "multisynth-cohort: this adapter does not implement the configured observation weights.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Multisynth (individual)",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "multisynth-individual: this adapter does not implement the configured observation weights.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      }
    ]
  },
  {
    "study_id": 16,
    "specification_id": "S16-P008",
    "source_specification_id": "GIFT-F5A-POOL",
    "role": "active_comparison",
    "published_source_location": "Main Figure5a",
    "outcome_label": "",
    "outcome_variable": "",
    "treatment_label": "",
    "unit_fixed_effects": "",
    "time_fixed_effects": "",
    "allowed_adjustments": "",
    "published_weights": "",
    "published_clustering": "",
    "panel_structure": "aggregate_county_panel",
    "design": "panel",
    "descriptive_metadata_status": "recorded_source_fields",
    "title": "The Gift of a Lifetime",
    "status": "ready",
    "reason": "",
    "config": "analyses/full-archive/configs/S16-P008.json",
    "input_bytes": 27865,
    "specification_type": "twfe_scalar",
    "run_status": "completed",
    "expanded_status": "processed",
    "expanded_reason": null,
    "regression_result": {
      "schema": "did-replication-v2",
      "config": {
        "outcomes": [
          "y"
        ],
        "treatments": [
          "d"
        ],
        "unit": "unit",
        "time": "time",
        "cluster": "cluster",
        "covariates": [],
        "baseline_by_time": [],
        "weight": "weight",
        "period_step": 1,
        "period_values": null,
        "display_window": [
          -10,
          10
        ],
        "seed": 20261008,
        "panelview_max_units": 100,
        "test_mode": "classical",
        "test_horizon": null,
        "post_horizon": null,
        "post_weighting": "observations",
        "sample_query": null,
        "reversal_policy": "drop_post_untreated",
        "labels": {},
        "allow_repeated_cells": true,
        "time_fe": null,
        "unit_fe": null,
        "frequency_weights": false,
        "source_sd": null,
        "require_never_control_periods": false,
        "latest_cohort_control": true,
        "slug": "s16-p008",
        "specification_id": "S16-P008",
        "source_specification_id": "GIFT-F5A-POOL",
        "study_id": 16,
        "study": "The Gift of a Lifetime",
        "citation": "Hollingsworth et al. (2024), AER. https://doi.org/10.1257/aer.20230008",
        "description": "GIFT-F5A-POOL",
        "data": "analyses/full-archive/prepared/S16-P008.parquet",
        "output_dir": "analyses/full-archive/results/S16-P008"
      },
      "source": {
        "file": "S16-P008.parquet",
        "bytes": 27865,
        "sha256": "6a6cb0019b350f09386c205b58573aea3959d94b64d87cab89a2f8a96ad6e62e"
      },
      "versions": {
        "pyfixest": "0.60.0",
        "polars": "2.0.0",
        "duckreg": "0.4.1",
        "numpy": "2.5.3",
        "pandas": "3.0.6"
      },
      "specifications": {
        "y__d": {
          "sample": {
            "outcome": "y",
            "treatment": "d",
            "source_rows": 2100,
            "source_sd": 24.55788870356911,
            "rows": 2100,
            "units": 100,
            "clusters": 100,
            "treated_units": 48,
            "never_treated_units": 52,
            "treated_cohorts": 12,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 2100,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 0,
            "post_adoption_untreated_rows_removed": 0,
            "units_without_minus_one_removed": 0,
            "additional_rows_removed": 0
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.2692212791368487,
              "se": 0.0830831454291092,
              "pvalue": 0.0016261602524321804,
              "lower": -0.4340762646884067,
              "upper": -0.10436629358529065
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.2946462358576144,
              "se": 0.11691228755521678,
              "pvalue": 0.013326143989218622,
              "lower": -0.5266255786734213,
              "upper": -0.06266689304180756
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.38486930595592084,
              "se": 0.10879276412060405,
              "pvalue": 0.0006163297125001815,
              "lower": -0.6007377527339659,
              "upper": -0.16900085917787572
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": -0.39004080168212313,
              "se": 0.11050183769598114,
              "pvalue": 0.0006329200955261394,
              "lower": -0.6093004212199399,
              "upper": -0.17078118214430638
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -18,
                "estimate": 0.38513393678845526,
                "se": 0.4151516691715487,
                "pvalue": 0.35582227306212144,
                "lower": -0.43861704266112794,
                "upper": 1.2088849162380384
              },
              {
                "event_time": -17,
                "estimate": 0.4379863193453231,
                "se": 0.2988784387023719,
                "pvalue": 0.14597165670036694,
                "lower": -0.15505334519160513,
                "upper": 1.0310259838822513
              },
              {
                "event_time": -16,
                "estimate": 0.07430701497179912,
                "se": 0.513287732147362,
                "pvalue": 0.8851893186887856,
                "lower": -0.944167204196345,
                "upper": 1.0927812341399432
              },
              {
                "event_time": -15,
                "estimate": 0.805756729430344,
                "se": 0.6089892478228633,
                "pvalue": 0.18884826339850552,
                "lower": -0.40261005943364303,
                "upper": 2.014123518294331
              },
              {
                "event_time": -14,
                "estimate": 0.5566140326648945,
                "se": 0.4253475057772243,
                "pvalue": 0.193696249696044,
                "lower": -0.2873676986132755,
                "upper": 1.4005957639430644
              },
              {
                "event_time": -13,
                "estimate": 0.08366594083110404,
                "se": 0.18076263160568162,
                "pvalue": 0.6444878489554696,
                "lower": -0.27500633701426014,
                "upper": 0.44233821867646816
              },
              {
                "event_time": -12,
                "estimate": -0.03273527152442919,
                "se": 0.22949131337954534,
                "pvalue": 0.8868622432774476,
                "lower": -0.4880958257739538,
                "upper": 0.4226252827250954
              },
              {
                "event_time": -11,
                "estimate": -0.04201815868014716,
                "se": 0.2975571803220862,
                "pvalue": 0.8879906976641118,
                "lower": -0.6324361599414869,
                "upper": 0.5483998425811927
              },
              {
                "event_time": -10,
                "estimate": -0.05142658213133646,
                "se": 0.2059917125577731,
                "pvalue": 0.8033724879905207,
                "lower": -0.4601588300747865,
                "upper": 0.3573056658121136
              },
              {
                "event_time": -9,
                "estimate": 0.3743841061222856,
                "se": 0.252980402607105,
                "pvalue": 0.14207689040542298,
                "lower": -0.12758389714988877,
                "upper": 0.87635210939446
              },
              {
                "event_time": -8,
                "estimate": 0.07712507748461607,
                "se": 0.21947677678100777,
                "pvalue": 0.726031856872025,
                "lower": -0.35836446348380774,
                "upper": 0.5126146184530399
              },
              {
                "event_time": -7,
                "estimate": 0.0779980791559443,
                "se": 0.1668252907459068,
                "pvalue": 0.6411386101746561,
                "lower": -0.2530194906954166,
                "upper": 0.40901564900730525
              },
              {
                "event_time": -6,
                "estimate": 0.04384878331837431,
                "se": 0.14375729049710215,
                "pvalue": 0.760991603633585,
                "lower": -0.24139686940010877,
                "upper": 0.3290944360368574
              },
              {
                "event_time": -5,
                "estimate": 0.06722567406229663,
                "se": 0.11810458160937923,
                "pvalue": 0.5705064635212257,
                "lower": -0.16711943882705504,
                "upper": 0.3015707869516483
              },
              {
                "event_time": -4,
                "estimate": -0.010141686894539816,
                "se": 0.12076967086613574,
                "pvalue": 0.9332455286836002,
                "lower": -0.24977491506463861,
                "upper": 0.22949154127555899
              },
              {
                "event_time": -3,
                "estimate": 0.14590672868916355,
                "se": 0.10807980362420731,
                "pvalue": 0.18009749004078923,
                "lower": -0.0685470497861197,
                "upper": 0.3603605071644468
              },
              {
                "event_time": -2,
                "estimate": 0.13807844599980884,
                "se": 0.10176755735125384,
                "pvalue": 0.17792980185256602,
                "lower": -0.06385046641809194,
                "upper": 0.3400073584177096
              },
              {
                "event_time": 0,
                "estimate": -0.057317408726312274,
                "se": 0.06804276330334268,
                "pvalue": 0.40160945655786073,
                "lower": -0.192329013105587,
                "upper": 0.07769419565296246
              },
              {
                "event_time": 1,
                "estimate": 0.05268814023529074,
                "se": 0.0769480964197271,
                "pvalue": 0.4951186022568461,
                "lower": -0.09999357707303787,
                "upper": 0.20536985754361936
              },
              {
                "event_time": 2,
                "estimate": -0.10992495872421475,
                "se": 0.09532812278791448,
                "pvalue": 0.2516368293158038,
                "lower": -0.2990766359229061,
                "upper": 0.07922671847447661
              },
              {
                "event_time": 3,
                "estimate": -0.18377347624715404,
                "se": 0.10353489694195842,
                "pvalue": 0.07897284592216623,
                "lower": -0.38920917384014064,
                "upper": 0.021662221345832566
              },
              {
                "event_time": 4,
                "estimate": -0.21288608996147868,
                "se": 0.10401643029502959,
                "pvalue": 0.043341811425774646,
                "lower": -0.41927725419638334,
                "upper": -0.006494925726574008
              },
              {
                "event_time": 5,
                "estimate": -0.33126762922303127,
                "se": 0.12585688806847914,
                "pvalue": 0.00984496286043968,
                "lower": -0.5809950000024219,
                "upper": -0.08154025844364066
              },
              {
                "event_time": 6,
                "estimate": -0.3277424150366661,
                "se": 0.13837357611464424,
                "pvalue": 0.01980047931119943,
                "lower": -0.6023056104149767,
                "upper": -0.05317921965835565
              },
              {
                "event_time": 7,
                "estimate": -0.33157784002225993,
                "se": 0.15058367079879273,
                "pvalue": 0.029990361738573917,
                "lower": -0.630368512253333,
                "upper": -0.032787167791186844
              },
              {
                "event_time": 8,
                "estimate": -0.3654258622693758,
                "se": 0.14715469853697127,
                "pvalue": 0.014698589321979195,
                "lower": -0.6574127096120231,
                "upper": -0.07343901492672844
              },
              {
                "event_time": 9,
                "estimate": -0.3806323410432265,
                "se": 0.15969531183194324,
                "pvalue": 0.019056649890251885,
                "lower": -0.6975024858690473,
                "upper": -0.06376219621740581
              },
              {
                "event_time": 10,
                "estimate": -0.29029622786700293,
                "se": 0.17153966967452022,
                "pvalue": 0.09373430822406398,
                "lower": -0.6306681483047204,
                "upper": 0.050075692570714536
              },
              {
                "event_time": 11,
                "estimate": -0.5106816737761997,
                "se": 0.19364164587733176,
                "pvalue": 0.009706477971754023,
                "lower": -0.8949087100590953,
                "upper": -0.12645463749330393
              },
              {
                "event_time": 12,
                "estimate": -0.4048580439051148,
                "se": 0.21514000880473974,
                "pvalue": 0.06279582247044731,
                "lower": -0.8317424963399305,
                "upper": 0.022026408529700836
              },
              {
                "event_time": 13,
                "estimate": -0.5251158906523002,
                "se": 0.24075705298206965,
                "pvalue": 0.03154362277169949,
                "lower": -1.002830116393312,
                "upper": -0.0474016649112885
              },
              {
                "event_time": 14,
                "estimate": -0.9979941508262695,
                "se": 0.2674400735089874,
                "pvalue": 0.0003175203236097808,
                "lower": -1.5286532782163198,
                "upper": -0.46733502343621924
              },
              {
                "event_time": 15,
                "estimate": -0.7072086594561656,
                "se": 0.18206266229788612,
                "pvalue": 0.00018536445255462472,
                "lower": -1.0684604802385844,
                "upper": -0.3459568386737467
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -18,
                "estimate": 0.26403310433870736,
                "se": 0.4215628033441053,
                "pvalue": 0.5325467279448732,
                "lower": -0.5724389562149574,
                "upper": 1.1005051648923723
              },
              {
                "event_time": -17,
                "estimate": 0.34752791275457934,
                "se": 0.3035442081962125,
                "pvalue": 0.25501072421015336,
                "lower": -0.25476965070422214,
                "upper": 0.9498254762133809
              },
              {
                "event_time": -16,
                "estimate": 0.009777732946847917,
                "se": 0.3908049590836214,
                "pvalue": 0.9800897956626261,
                "lower": -0.7656640916309099,
                "upper": 0.7852195575246057
              },
              {
                "event_time": -15,
                "estimate": 0.6344775235363982,
                "se": 0.4343245448357293,
                "pvalue": 0.14722663161951494,
                "lower": -0.2273166008167108,
                "upper": 1.496271647889507
              },
              {
                "event_time": -14,
                "estimate": 0.34575458993072516,
                "se": 0.3250460165083829,
                "pvalue": 0.29004792246515126,
                "lower": -0.2992072260708466,
                "upper": 0.9907164059322969
              },
              {
                "event_time": -13,
                "estimate": -0.062474905929343,
                "se": 0.0678124682357868,
                "pvalue": 0.3591390136606576,
                "lower": -0.1970295549317066,
                "upper": 0.0720797430730206
              },
              {
                "event_time": -12,
                "estimate": -0.11865950184758316,
                "se": 0.09203288012095358,
                "pvalue": 0.20029234456447365,
                "lower": -0.3012727026868998,
                "upper": 0.06395369899173352
              },
              {
                "event_time": -11,
                "estimate": -0.11652902623643627,
                "se": 0.19069606947181558,
                "pvalue": 0.542552445643548,
                "lower": -0.4949113998833138,
                "upper": 0.2618533474104413
              },
              {
                "event_time": -10,
                "estimate": -0.07724447223652127,
                "se": 0.11230686830904921,
                "pvalue": 0.49318814964884655,
                "lower": -0.3000856641149201,
                "upper": 0.14559671964187754
              },
              {
                "event_time": -9,
                "estimate": 0.30683272547479373,
                "se": 0.14831185382392056,
                "pvalue": 0.04116751616533925,
                "lower": 0.012549830996163747,
                "upper": 0.6011156199534238
              },
              {
                "event_time": -8,
                "estimate": 0.0379425348591809,
                "se": 0.12946014467545783,
                "pvalue": 0.7700723535986672,
                "lower": -0.21893447876069258,
                "upper": 0.2948195484790544
              },
              {
                "event_time": -7,
                "estimate": 0.037536990808752245,
                "se": 0.07028441560018678,
                "pvalue": 0.5944884504519282,
                "lower": -0.10192253805748319,
                "upper": 0.1769965196749877
              },
              {
                "event_time": -6,
                "estimate": -0.04323861343370895,
                "se": 0.07176719120674706,
                "pvalue": 0.5482292839520118,
                "lower": -0.18564029079388011,
                "upper": 0.09916306392646222
              },
              {
                "event_time": -5,
                "estimate": -0.005009058953164074,
                "se": 0.06291761000257164,
                "pvalue": 0.9367057731615597,
                "lower": -0.12985124727356984,
                "upper": 0.11983312936724169
              },
              {
                "event_time": -4,
                "estimate": -0.09069395571567308,
                "se": 0.05264388061988679,
                "pvalue": 0.08805021142416497,
                "lower": -0.19515083603894412,
                "upper": 0.013762924607597954
              },
              {
                "event_time": -3,
                "estimate": 0.04229197224073453,
                "se": 0.052253350348291754,
                "pvalue": 0.42024688122044845,
                "lower": -0.06139001129752998,
                "upper": 0.14597395577899902
              },
              {
                "event_time": -2,
                "estimate": 0.035919976789136124,
                "se": 0.07673954299326875,
                "pvalue": 0.6407587459550367,
                "lower": -0.11634792527510239,
                "upper": 0.18818787885337462
              },
              {
                "event_time": -1,
                "estimate": -0.07538610040718417,
                "se": 0.06609957187170103,
                "pvalue": 0.25683252028331954,
                "lower": -0.2065419914076181,
                "upper": 0.05576979059324973
              },
              {
                "event_time": 0,
                "estimate": -0.15701163061729725,
                "se": 0.07896833225404148,
                "pvalue": 0.04954101937896834,
                "lower": -0.3137019341142748,
                "upper": -0.0003213271203197088
              },
              {
                "event_time": 1,
                "estimate": -0.03796381098480424,
                "se": 0.07447578324330843,
                "pvalue": 0.6113631748893027,
                "lower": -0.18573992257885247,
                "upper": 0.109812300609244
              },
              {
                "event_time": 2,
                "estimate": -0.21836953911603152,
                "se": 0.09326559415786345,
                "pvalue": 0.02121713253487223,
                "lower": -0.4034287120438433,
                "upper": -0.03331036618821975
              },
              {
                "event_time": 3,
                "estimate": -0.28793603076491725,
                "se": 0.11236673982684292,
                "pvalue": 0.011899390148969756,
                "lower": -0.5108960207238396,
                "upper": -0.06497604080599492
              },
              {
                "event_time": 4,
                "estimate": -0.3292157306346186,
                "se": 0.11716055252611479,
                "pvalue": 0.005971955668594176,
                "lower": -0.5616876850141664,
                "upper": -0.09674377625507083
              },
              {
                "event_time": 5,
                "estimate": -0.4394937437396157,
                "se": 0.1347238022446025,
                "pvalue": 0.0015174252868875395,
                "lower": -0.7068149959355322,
                "upper": -0.17217249154369918
              },
              {
                "event_time": 6,
                "estimate": -0.40708907636712377,
                "se": 0.14394500795327209,
                "pvalue": 0.005668061476813427,
                "lower": -0.6927072012442479,
                "upper": -0.12147095148999965
              },
              {
                "event_time": 7,
                "estimate": -0.410190318151223,
                "se": 0.1457614321822203,
                "pvalue": 0.005900826857890228,
                "lower": -0.6994126227746984,
                "upper": -0.12096801352774755
              },
              {
                "event_time": 8,
                "estimate": -0.4597015861364184,
                "se": 0.13826044160459985,
                "pvalue": 0.0012413319746052884,
                "lower": -0.7340402981020894,
                "upper": -0.18536287417074748
              },
              {
                "event_time": 9,
                "estimate": -0.48986451878466925,
                "se": 0.15984868792780393,
                "pvalue": 0.002809128630759309,
                "lower": -0.8070389950598649,
                "upper": -0.17269004250947362
              },
              {
                "event_time": 10,
                "estimate": -0.3758991706010094,
                "se": 0.1625699717891654,
                "pvalue": 0.022836187247167298,
                "lower": -0.698473264443997,
                "upper": -0.05332507675802178
              },
              {
                "event_time": 11,
                "estimate": -0.6289613012048952,
                "se": 0.17411173019256568,
                "pvalue": 0.00047863911305195045,
                "lower": -0.9744367477230247,
                "upper": -0.2834858546867658
              },
              {
                "event_time": 12,
                "estimate": -0.4747888457352062,
                "se": 0.21427776232984258,
                "pvalue": 0.02899840026236975,
                "lower": -0.8999624140980853,
                "upper": -0.04961527737232713
              },
              {
                "event_time": 13,
                "estimate": -0.5115009995252868,
                "se": 0.2078007169981256,
                "pvalue": 0.015565400510880553,
                "lower": -0.9238227047447793,
                "upper": -0.09917929430579425
              },
              {
                "event_time": 14,
                "estimate": -1.1261097678965188,
                "se": 0.23298064916200356,
                "pvalue": 4.912118700225684e-06,
                "lower": -1.5883939213553742,
                "upper": -0.6638256144376635
              },
              {
                "event_time": 15,
                "estimate": -0.20925441136099374,
                "se": 0.10471572492407973,
                "pvalue": 0.04842569233654832,
                "lower": -0.41703312785301305,
                "upper": -0.0014756948689744476
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -18,
                "estimate": 0.13523169022353285,
                "se": 0.19842900002855138,
                "pvalue": 0.49713892833964646,
                "lower": -0.25849449531946045,
                "upper": 0.5289578757665262
              },
              {
                "event_time": -17,
                "estimate": 0.16062047293950016,
                "se": 0.3886266942406088,
                "pvalue": 0.6802786972049969,
                "lower": -0.6104992016117072,
                "upper": 0.9317401474907077
              },
              {
                "event_time": -16,
                "estimate": -0.1278220032633439,
                "se": 0.7229900361499193,
                "pvalue": 0.8600295372849583,
                "lower": -1.5623910888200903,
                "upper": 1.3067470822934024
              },
              {
                "event_time": -15,
                "estimate": 0.7055990236599559,
                "se": 0.4818261707444066,
                "pvalue": 0.14624578655008513,
                "lower": -0.2504486320490671,
                "upper": 1.6616466793689788
              },
              {
                "event_time": -14,
                "estimate": 0.7801858240425221,
                "se": 0.27122354745551763,
                "pvalue": 0.004924201574730513,
                "lower": 0.24201946351188097,
                "upper": 1.3183521845731634
              },
              {
                "event_time": -13,
                "estimate": 0.3248031263985617,
                "se": 0.16017164541218384,
                "pvalue": 0.04526297246950352,
                "lower": 0.006987832408217709,
                "upper": 0.6426184203889056
              },
              {
                "event_time": -12,
                "estimate": 0.23184042953690276,
                "se": 0.1705488498556331,
                "pvalue": 0.17711510172070138,
                "lower": -0.1065654894202111,
                "upper": 0.5702463484940166
              },
              {
                "event_time": -11,
                "estimate": 0.22240065960534372,
                "se": 0.16577456385636202,
                "pvalue": 0.18279991034826076,
                "lower": -0.10653204014029477,
                "upper": 0.5513333593509822
              },
              {
                "event_time": -10,
                "estimate": 0.1297944508245117,
                "se": 0.12690558257285492,
                "pvalue": 0.308912203688824,
                "lower": -0.12201375736749687,
                "upper": 0.38160265901652024
              },
              {
                "event_time": -9,
                "estimate": 0.5948811682570436,
                "se": 0.12339857523423915,
                "pvalue": 5.171652500318097e-06,
                "lower": 0.3500316234756544,
                "upper": 0.8397307130384328
              },
              {
                "event_time": -8,
                "estimate": 0.22593079170987518,
                "se": 0.12480027053075313,
                "pvalue": 0.07327676638694249,
                "lower": -0.021700020639815965,
                "upper": 0.4735616040595663
              },
              {
                "event_time": -7,
                "estimate": 0.1420288717352468,
                "se": 0.13116069763936486,
                "pvalue": 0.28150028283471296,
                "lower": -0.11822240790268151,
                "upper": 0.40228015137317513
              },
              {
                "event_time": -6,
                "estimate": -0.01582772073145281,
                "se": 0.12323823244312472,
                "pvalue": 0.8980677281227054,
                "lower": -0.260359110628648,
                "upper": 0.22870366916574242
              },
              {
                "event_time": -5,
                "estimate": 0.02249275413601176,
                "se": 0.10221300390123655,
                "pvalue": 0.8262793872264675,
                "lower": -0.1803200208773904,
                "upper": 0.22530552914941393
              },
              {
                "event_time": -4,
                "estimate": -0.027378276572496335,
                "se": 0.09732374860420913,
                "pvalue": 0.779058725038007,
                "lower": -0.220489708344903,
                "upper": 0.16573315519991033
              },
              {
                "event_time": -3,
                "estimate": 0.12045706685669923,
                "se": 0.09780653945823632,
                "pvalue": 0.22102162860143196,
                "lower": -0.07361232671233907,
                "upper": 0.3145264604257375
              },
              {
                "event_time": -2,
                "estimate": 0.12289271373188665,
                "se": 0.10253482949925506,
                "pvalue": 0.23356572523433733,
                "lower": -0.08055863308855826,
                "upper": 0.32634406055233156
              },
              {
                "event_time": 0,
                "estimate": -0.08487175427850512,
                "se": 0.06460642364951215,
                "pvalue": 0.19199225839115827,
                "lower": -0.21306491526524074,
                "upper": 0.043321406708230495
              },
              {
                "event_time": 1,
                "estimate": -0.008077965272497316,
                "se": 0.09104422262128946,
                "pvalue": 0.929479121004991,
                "lower": -0.18872945514166742,
                "upper": 0.17257352459667277
              },
              {
                "event_time": 2,
                "estimate": -0.23513283700781118,
                "se": 0.10907314421898803,
                "pvalue": 0.03352768479847948,
                "lower": -0.45155761872995726,
                "upper": -0.018708055285665104
              },
              {
                "event_time": 3,
                "estimate": -0.3026465739178175,
                "se": 0.10587945962121006,
                "pvalue": 0.005191425252196441,
                "lower": -0.5127343925230321,
                "upper": -0.09255875531260294
              },
              {
                "event_time": 4,
                "estimate": -0.32981766334239604,
                "se": 0.12257271044899513,
                "pvalue": 0.008368606778304392,
                "lower": -0.5730285132171857,
                "upper": -0.08660681346760632
              },
              {
                "event_time": 5,
                "estimate": -0.42858633906613053,
                "se": 0.12756094488590158,
                "pvalue": 0.0011086238478011025,
                "lower": -0.6816949282691172,
                "upper": -0.1754777498631439
              },
              {
                "event_time": 6,
                "estimate": -0.4157797820580501,
                "se": 0.1352427133725517,
                "pvalue": 0.0027265587722348265,
                "lower": -0.6841306665104102,
                "upper": -0.14742889760569
              },
              {
                "event_time": 7,
                "estimate": -0.44864872509394116,
                "se": 0.13690174281460063,
                "pvalue": 0.0014467104170201312,
                "lower": -0.7202914838883957,
                "upper": -0.17700596629948662
              },
              {
                "event_time": 8,
                "estimate": -0.47809753223848506,
                "se": 0.13951434636303736,
                "pvalue": 0.0008906341423115915,
                "lower": -0.7549242632815226,
                "upper": -0.2012708011954475
              },
              {
                "event_time": 9,
                "estimate": -0.510270711380761,
                "se": 0.16441270741372613,
                "pvalue": 0.002492477273788769,
                "lower": -0.8365011924872942,
                "upper": -0.18404023027422778
              },
              {
                "event_time": 10,
                "estimate": -0.4059855557244477,
                "se": 0.1563164411071048,
                "pvalue": 0.010830617737505604,
                "lower": -0.716151287980825,
                "upper": -0.09581982346807055
              },
              {
                "event_time": 11,
                "estimate": -0.6312017149285263,
                "se": 0.18448364784381957,
                "pvalue": 0.0009066403963128081,
                "lower": -0.997257296270732,
                "upper": -0.2651461335863205
              },
              {
                "event_time": 12,
                "estimate": -0.5117277399241245,
                "se": 0.18820146566377793,
                "pvalue": 0.0077323111885060835,
                "lower": -0.8851602784076017,
                "upper": -0.13829520144064722
              },
              {
                "event_time": 13,
                "estimate": -0.51222406386171,
                "se": 0.19775821265612567,
                "pvalue": 0.011040253909337883,
                "lower": -0.9046192617294262,
                "upper": -0.11982886599399395
              },
              {
                "event_time": 14,
                "estimate": -1.1769187433089146,
                "se": 0.24003972705625645,
                "pvalue": 3.699084236173214e-06,
                "lower": -1.6532096387881152,
                "upper": -0.7006278478297138
              },
              {
                "event_time": 15,
                "estimate": -0.07526597656343723,
                "se": 0.12215847351653406,
                "pvalue": 0.5392202491285253,
                "lower": -0.3176548904948645,
                "upper": 0.16712293736799005
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0,
              6.0,
              7.0,
              8.0,
              9.0,
              10.0,
              11.0,
              12.0,
              13.0,
              14.0,
              15.0
            ],
            "weights": [
              0.07639657840718508,
              0.07516625547979357,
              0.07543660275462828,
              0.07324630417467995,
              0.07307308765727089,
              0.07457375785949712,
              0.074606134778639,
              0.06770499446354683,
              0.06643096269531376,
              0.06401888221924354,
              0.06253601932254535,
              0.06144815483937811,
              0.06288407120332058,
              0.06385699762353414,
              0.02717880477365296,
              0.001442391747770849
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 4.440892098500626e-16,
            "package_aggregate_vs_estimable_cell_weights": null,
            "saturated_vs_deviations_relative_rss_difference": 1.6204348685184689e-16
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "F": 1.1639459627691917,
            "df_num": 97,
            "df_den": 1740,
            "pvalue": 0.13655863769778254,
            "log10_pvalue": -0.86468082437199,
            "inference": "Homoskedastic nested-model F",
            "observations": 2100,
            "design_columns": 240,
            "restricted_design_columns": 143,
            "fixed_effect_rank": 120,
            "covariance_rank": 97,
            "rss_unrestricted": 359210.12343239377,
            "rss_restricted": 382518.0623844805,
            "test_horizon": null,
            "reference_cohort": 6,
            "pyfixest": "0.27.0",
            "formulaic": "1.0.2",
            "design_head": {
              "index": [
                0,
                1,
                2,
                3,
                4
              ],
              "columns": [
                "C(rel_time, contr.treatment(base=-1.0))[T.-18.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-17.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-16.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-15.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-14.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-13.0]"
              ],
              "data": [
                [
                  -0.5822501128938818,
                  0.02826353135468359,
                  0.029152203674997067,
                  -0.2489488023578749,
                  -1.0703728677246855,
                  -0.5266835961911177
                ],
                [
                  0.027715638131097963,
                  -0.5511036207611877,
                  0.02753335300001259,
                  0.03905942086115778,
                  -0.18476483435420765,
                  -1.1256388109088133
                ],
                [
                  0.028419565604763806,
                  0.027412115196551637,
                  -0.5613712994213701,
                  0.04122669163693121,
                  0.09627332617613464,
                  -0.16858854637301995
                ],
                [
                  0.027783649387909354,
                  0.02687835577233194,
                  0.027817402768422775,
                  -0.5338428430322796,
                  0.09142668239908933,
                  0.13065331073537734
                ],
                [
                  0.026102194771704394,
                  0.02521966010469387,
                  0.026056970172030174,
                  0.03831632584584565,
                  -0.44999517334705735,
                  0.12931471814459755
                ]
              ]
            },
            "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_7,ref=-1.0)+i(rel_time,cohort_dummy_8,ref=-1.0)+i(rel_time,cohort_dummy_9,ref=-1.0)+i(rel_time,cohort_dummy_10,ref=-1.0)+i(rel_time,cohort_dummy_11,ref=-1.0)+i(rel_time,cohort_dummy_12,ref=-1.0)+i(rel_time,cohort_dummy_13,ref=-1.0)+i(rel_time,cohort_dummy_14,ref=-1.0)+i(rel_time,cohort_dummy_15,ref=-1.0)+i(rel_time,cohort_dummy_16,ref=-1.0)+i(rel_time,cohort_dummy_19,ref=-1.0)|unit_fe+time_fe",
            "restriction_names": [
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_19",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_19"
            ],
            "deviations": [
              {
                "event_time": -6.0,
                "cohort": 7,
                "estimate": -0.2945959081475267
              },
              {
                "event_time": -5.0,
                "cohort": 7,
                "estimate": -0.8004390953929866
              },
              {
                "event_time": -4.0,
                "cohort": 7,
                "estimate": -0.3823292586517595
              },
              {
                "event_time": -3.0,
                "cohort": 7,
                "estimate": -0.11277248369175596
              },
              {
                "event_time": -2.0,
                "cohort": 7,
                "estimate": 0.4418765206250804
              },
              {
                "event_time": 0.0,
                "cohort": 7,
                "estimate": -0.12949892776146
              },
              {
                "event_time": 1.0,
                "cohort": 7,
                "estimate": -0.537665545681617
              },
              {
                "event_time": 2.0,
                "cohort": 7,
                "estimate": -0.4668752139677177
              },
              {
                "event_time": 3.0,
                "cohort": 7,
                "estimate": -1.4238564077463765
              },
              {
                "event_time": 4.0,
                "cohort": 7,
                "estimate": -0.11165449426505814
              },
              {
                "event_time": 5.0,
                "cohort": 7,
                "estimate": -0.976345343412865
              },
              {
                "event_time": 6.0,
                "cohort": 7,
                "estimate": -1.477910113250358
              },
              {
                "event_time": 7.0,
                "cohort": 7,
                "estimate": -1.8817367569185852
              },
              {
                "event_time": 8.0,
                "cohort": 7,
                "estimate": -1.0320986762373345
              },
              {
                "event_time": 9.0,
                "cohort": 7,
                "estimate": -1.18691937411755
              },
              {
                "event_time": 10.0,
                "cohort": 7,
                "estimate": -1.0864573102325097
              },
              {
                "event_time": 11.0,
                "cohort": 7,
                "estimate": -1.1697731343390392
              },
              {
                "event_time": 12.0,
                "cohort": 7,
                "estimate": -1.3539536500471623
              },
              {
                "event_time": 13.0,
                "cohort": 7,
                "estimate": -1.3869248376524734
              },
              {
                "event_time": 14.0,
                "cohort": 7,
                "estimate": -1.6032659368160198
              },
              {
                "event_time": -7.0,
                "cohort": 8,
                "estimate": 0.4555788995709399
              },
              {
                "event_time": -6.0,
                "cohort": 8,
                "estimate": 0.058864035818632206
              },
              {
                "event_time": -5.0,
                "cohort": 8,
                "estimate": -0.5459130692065975
              },
              {
                "event_time": -4.0,
                "cohort": 8,
                "estimate": 0.0014735766375817416
              },
              {
                "event_time": -3.0,
                "cohort": 8,
                "estimate": -0.21145506685771479
              },
              {
                "event_time": -2.0,
                "cohort": 8,
                "estimate": 0.342433620553801
              },
              {
                "event_time": 0.0,
                "cohort": 8,
                "estimate": -0.3666466635894442
              },
              {
                "event_time": 1.0,
                "cohort": 8,
                "estimate": -0.5081522190113806
              },
              {
                "event_time": 2.0,
                "cohort": 8,
                "estimate": -0.4691025572685324
              },
              {
                "event_time": 3.0,
                "cohort": 8,
                "estimate": -0.9864052667295371
              },
              {
                "event_time": 4.0,
                "cohort": 8,
                "estimate": -0.008499587243210316
              },
              {
                "event_time": 5.0,
                "cohort": 8,
                "estimate": -0.36667661934743867
              },
              {
                "event_time": 6.0,
                "cohort": 8,
                "estimate": -0.7218375148225826
              },
              {
                "event_time": 7.0,
                "cohort": 8,
                "estimate": -1.1385413296451157
              },
              {
                "event_time": 8.0,
                "cohort": 8,
                "estimate": -0.344327855358731
              },
              {
                "event_time": 9.0,
                "cohort": 8,
                "estimate": -0.6098814952550569
              },
              {
                "event_time": 10.0,
                "cohort": 8,
                "estimate": -0.14240260965069046
              },
              {
                "event_time": 11.0,
                "cohort": 8,
                "estimate": -0.4269894787918438
              },
              {
                "event_time": 12.0,
                "cohort": 8,
                "estimate": -0.2751411039346493
              },
              {
                "event_time": 13.0,
                "cohort": 8,
                "estimate": -0.34896831153937247
              },
              {
                "event_time": -8.0,
                "cohort": 9,
                "estimate": 0.11882857725778101
              },
              {
                "event_time": -7.0,
                "cohort": 9,
                "estimate": -0.2938337495804402
              },
              {
                "event_time": -6.0,
                "cohort": 9,
                "estimate": -0.31685193792091215
              },
              {
                "event_time": -5.0,
                "cohort": 9,
                "estimate": -1.00055186526347
              },
              {
                "event_time": -4.0,
                "cohort": 9,
                "estimate": -0.5809357168181178
              },
              {
                "event_time": -3.0,
                "cohort": 9,
                "estimate": -0.38243134516517885
              },
              {
                "event_time": -2.0,
                "cohort": 9,
                "estimate": 0.3199198619270353
              },
              {
                "event_time": 0.0,
                "cohort": 9,
                "estimate": -0.5975059174420477
              },
              {
                "event_time": 1.0,
                "cohort": 9,
                "estimate": -1.140021467066058
              },
              {
                "event_time": 2.0,
                "cohort": 9,
                "estimate": -0.962167902758645
              },
              {
                "event_time": 3.0,
                "cohort": 9,
                "estimate": -1.5808689310009199
              },
              {
                "event_time": 4.0,
                "cohort": 9,
                "estimate": -0.5203453336458063
              },
              {
                "event_time": 5.0,
                "cohort": 9,
                "estimate": -0.40747132995984336
              },
              {
                "event_time": 6.0,
                "cohort": 9,
                "estimate": -1.2663220817384393
              },
              {
                "event_time": 7.0,
                "cohort": 9,
                "estimate": -1.4651423550706366
              },
              {
                "event_time": 8.0,
                "cohort": 9,
                "estimate": -0.4632910624117123
              },
              {
                "event_time": 9.0,
                "cohort": 9,
                "estimate": -0.772803182085321
              },
              {
                "event_time": 10.0,
                "cohort": 9,
                "estimate": -0.46956684493606093
              },
              {
                "event_time": 11.0,
                "cohort": 9,
                "estimate": -0.5779644995086106
              },
              {
                "event_time": 12.0,
                "cohort": 9,
                "estimate": -0.535995174195806
              },
              {
                "event_time": -9.0,
                "cohort": 10,
                "estimate": 1.4724145434408369
              },
              {
                "event_time": -8.0,
                "cohort": 10,
                "estimate": 1.360743492869219
              },
              {
                "event_time": -7.0,
                "cohort": 10,
                "estimate": 1.4496199197917277
              },
              {
                "event_time": -6.0,
                "cohort": 10,
                "estimate": 0.7052324263488691
              },
              {
                "event_time": -5.0,
                "cohort": 10,
                "estimate": 0.022762801681356033
              },
              {
                "event_time": -4.0,
                "cohort": 10,
                "estimate": 0.6602111615395424
              },
              {
                "event_time": -3.0,
                "cohort": 10,
                "estimate": 1.066990906497042
              },
              {
                "event_time": -2.0,
                "cohort": 10,
                "estimate": 0.4441526912006855
              },
              {
                "event_time": 0.0,
                "cohort": 10,
                "estimate": 0.01942463399193977
              },
              {
                "event_time": 1.0,
                "cohort": 10,
                "estimate": -0.505589164631803
              },
              {
                "event_time": 2.0,
                "cohort": 10,
                "estimate": 0.01295796792744458
              },
              {
                "event_time": 3.0,
                "cohort": 10,
                "estimate": -0.7337109430646309
              },
              {
                "event_time": 4.0,
                "cohort": 10,
                "estimate": 0.31944545420987525
              },
              {
                "event_time": 5.0,
                "cohort": 10,
                "estimate": 0.29673838791868
              },
              {
                "event_time": 6.0,
                "cohort": 10,
                "estimate": -0.48828041951876794
              },
              {
                "event_time": 7.0,
                "cohort": 10,
                "estimate": -0.5933023399026568
              },
              {
                "event_time": 8.0,
                "cohort": 10,
                "estimate": -0.07841113101373826
              },
              {
                "event_time": 9.0,
                "cohort": 10,
                "estimate": -0.46697915127699785
              },
              {
                "event_time": 10.0,
                "cohort": 10,
                "estimate": -0.021460384242427244
              },
              {
                "event_time": 11.0,
                "cohort": 10,
                "estimate": -0.06159925632087421
              },
              {
                "event_time": -10.0,
                "cohort": 11,
                "estimate": -0.14680263325989873
              },
              {
                "event_time": -9.0,
                "cohort": 11,
                "estimate": 0.4747392319344705
              },
              {
                "event_time": -8.0,
                "cohort": 11,
                "estimate": 0.3381228587132612
              },
              {
                "event_time": -7.0,
                "cohort": 11,
                "estimate": -0.5748551400126591
              },
              {
                "event_time": -6.0,
                "cohort": 11,
                "estimate": -0.8506221152044032
              },
              {
                "event_time": -5.0,
                "cohort": 11,
                "estimate": -1.939069112568499
              },
              {
                "event_time": -4.0,
                "cohort": 11,
                "estimate": -1.7060203035370445
              },
              {
                "event_time": -3.0,
                "cohort": 11,
                "estimate": -1.1658850967927865
              },
              {
                "event_time": -2.0,
                "cohort": 11,
                "estimate": -0.44700759033357507
              },
              {
                "event_time": 0.0,
                "cohort": 11,
                "estimate": -0.7419463917722366
              },
              {
                "event_time": 1.0,
                "cohort": 11,
                "estimate": -0.6413578560943183
              },
              {
                "event_time": 2.0,
                "cohort": 11,
                "estimate": -0.8943277857545809
              },
              {
                "event_time": 3.0,
                "cohort": 11,
                "estimate": -1.1829475960168914
              },
              {
                "event_time": 4.0,
                "cohort": 11,
                "estimate": 0.16349862389227582
              },
              {
                "event_time": 5.0,
                "cohort": 11,
                "estimate": -0.45600296260311735
              },
              {
                "event_time": 6.0,
                "cohort": 11,
                "estimate": -0.4734682145877538
              },
              {
                "event_time": 7.0,
                "cohort": 11,
                "estimate": -1.0711068921873252
              },
              {
                "event_time": 8.0,
                "cohort": 11,
                "estimate": -0.24862257363128923
              },
              {
                "event_time": 9.0,
                "cohort": 11,
                "estimate": -0.4908773598074776
              },
              {
                "event_time": 10.0,
                "cohort": 11,
                "estimate": -0.29341100495654404
              },
              {
                "event_time": -11.0,
                "cohort": 12,
                "estimate": 0.3616649398829762
              },
              {
                "event_time": -10.0,
                "cohort": 12,
                "estimate": 0.6602161705179808
              },
              {
                "event_time": -9.0,
                "cohort": 12,
                "estimate": 0.6889699281688557
              },
              {
                "event_time": -8.0,
                "cohort": 12,
                "estimate": 1.7001047676685883
              },
              {
                "event_time": -7.0,
                "cohort": 12,
                "estimate": 0.3732967025594116
              },
              {
                "event_time": -6.0,
                "cohort": 12,
                "estimate": 0.8287814464183818
              },
              {
                "event_time": -5.0,
                "cohort": 12,
                "estimate": -0.13755772614131212
              },
              {
                "event_time": -4.0,
                "cohort": 12,
                "estimate": 0.08704431183462735
              },
              {
                "event_time": -3.0,
                "cohort": 12,
                "estimate": -0.24509733977404813
              },
              {
                "event_time": -2.0,
                "cohort": 12,
                "estimate": 0.04305108840196839
              },
              {
                "event_time": 0.0,
                "cohort": 12,
                "estimate": 0.32711698715458787
              },
              {
                "event_time": 1.0,
                "cohort": 12,
                "estimate": 0.10274393282456958
              },
              {
                "event_time": 2.0,
                "cohort": 12,
                "estimate": -0.0956195418397563
              },
              {
                "event_time": 3.0,
                "cohort": 12,
                "estimate": -0.12956842745453062
              },
              {
                "event_time": 4.0,
                "cohort": 12,
                "estimate": 0.32673986694274854
              },
              {
                "event_time": 5.0,
                "cohort": 12,
                "estimate": 0.14794839947959565
              },
              {
                "event_time": 6.0,
                "cohort": 12,
                "estimate": -0.06642723037528489
              },
              {
                "event_time": 7.0,
                "cohort": 12,
                "estimate": -0.8517470568312596
              },
              {
                "event_time": 8.0,
                "cohort": 12,
                "estimate": -0.004840129817427707
              },
              {
                "event_time": 9.0,
                "cohort": 12,
                "estimate": 0.008302450245702142
              },
              {
                "event_time": -12.0,
                "cohort": 13,
                "estimate": -0.16722767486768414
              },
              {
                "event_time": -11.0,
                "cohort": 13,
                "estimate": -0.15030960377101127
              },
              {
                "event_time": -10.0,
                "cohort": 13,
                "estimate": 0.34681314102028404
              },
              {
                "event_time": -9.0,
                "cohort": 13,
                "estimate": 1.0546725997829158
              },
              {
                "event_time": -8.0,
                "cohort": 13,
                "estimate": 1.0241309515676718
              },
              {
                "event_time": -7.0,
                "cohort": 13,
                "estimate": 0.42479006131260283
              },
              {
                "event_time": -6.0,
                "cohort": 13,
                "estimate": 0.5073979230983844
              },
              {
                "event_time": -5.0,
                "cohort": 13,
                "estimate": -0.12677395782082873
              },
              {
                "event_time": -4.0,
                "cohort": 13,
                "estimate": 0.06132303825769407
              },
              {
                "event_time": -3.0,
                "cohort": 13,
                "estimate": 0.05648608226967754
              },
              {
                "event_time": -2.0,
                "cohort": 13,
                "estimate": 0.8102348973111038
              },
              {
                "event_time": 0.0,
                "cohort": 13,
                "estimate": 0.04522572799477364
              },
              {
                "event_time": 1.0,
                "cohort": 13,
                "estimate": -0.337605995814672
              },
              {
                "event_time": 2.0,
                "cohort": 13,
                "estimate": -0.29817690206350483
              },
              {
                "event_time": 3.0,
                "cohort": 13,
                "estimate": -0.32905380207012147
              },
              {
                "event_time": 4.0,
                "cohort": 13,
                "estimate": 0.34924364087250814
              },
              {
                "event_time": 5.0,
                "cohort": 13,
                "estimate": -0.04610803026762893
              },
              {
                "event_time": 6.0,
                "cohort": 13,
                "estimate": -0.6843574434524742
              },
              {
                "event_time": 7.0,
                "cohort": 13,
                "estimate": -0.20908953192228696
              },
              {
                "event_time": 8.0,
                "cohort": 13,
                "estimate": 0.4427610471282637
              },
              {
                "event_time": -13.0,
                "cohort": 14,
                "estimate": 0.5357723207280254
              },
              {
                "event_time": -12.0,
                "cohort": 14,
                "estimate": 0.163120069051107
              },
              {
                "event_time": -11.0,
                "cohort": 14,
                "estimate": 1.0229740594751835
              },
              {
                "event_time": -10.0,
                "cohort": 14,
                "estimate": -0.15927760813452685
              },
              {
                "event_time": -9.0,
                "cohort": 14,
                "estimate": 0.9841782603328663
              },
              {
                "event_time": -8.0,
                "cohort": 14,
                "estimate": 0.9382310635151626
              },
              {
                "event_time": -7.0,
                "cohort": 14,
                "estimate": 0.8090283790305884
              },
              {
                "event_time": -6.0,
                "cohort": 14,
                "estimate": 1.100644081995554
              },
              {
                "event_time": -5.0,
                "cohort": 14,
                "estimate": 0.16093582564094006
              },
              {
                "event_time": -4.0,
                "cohort": 14,
                "estimate": 0.04323628209017648
              },
              {
                "event_time": -3.0,
                "cohort": 14,
                "estimate": -0.24214885524061275
              },
              {
                "event_time": -2.0,
                "cohort": 14,
                "estimate": 0.6644728961510538
              },
              {
                "event_time": 0.0,
                "cohort": 14,
                "estimate": -0.08067437894419463
              },
              {
                "event_time": 1.0,
                "cohort": 14,
                "estimate": -0.020380519934704758
              },
              {
                "event_time": 2.0,
                "cohort": 14,
                "estimate": -0.17057909198856064
              },
              {
                "event_time": 3.0,
                "cohort": 14,
                "estimate": -0.28949769152001326
              },
              {
                "event_time": 4.0,
                "cohort": 14,
                "estimate": 0.7808990281874157
              },
              {
                "event_time": 5.0,
                "cohort": 14,
                "estimate": -0.17877492113308968
              },
              {
                "event_time": 6.0,
                "cohort": 14,
                "estimate": -0.08330566689961005
              },
              {
                "event_time": 7.0,
                "cohort": 14,
                "estimate": -0.6166996400463054
              },
              {
                "event_time": -14.0,
                "cohort": 15,
                "estimate": 0.8039939221093657
              },
              {
                "event_time": -13.0,
                "cohort": 15,
                "estimate": 0.6960738501160009
              },
              {
                "event_time": -12.0,
                "cohort": 15,
                "estimate": 0.6521863218354691
              },
              {
                "event_time": -11.0,
                "cohort": 15,
                "estimate": 1.033858786194674
              },
              {
                "event_time": -10.0,
                "cohort": 15,
                "estimate": 1.1250108731623474
              },
              {
                "event_time": -9.0,
                "cohort": 15,
                "estimate": 2.20961881330423
              },
              {
                "event_time": -8.0,
                "cohort": 15,
                "estimate": 2.2249621772341333
              },
              {
                "event_time": -7.0,
                "cohort": 15,
                "estimate": 1.5687814064687853
              },
              {
                "event_time": -6.0,
                "cohort": 15,
                "estimate": 0.7784783827429087
              },
              {
                "event_time": -5.0,
                "cohort": 15,
                "estimate": -0.966012721486442
              },
              {
                "event_time": -4.0,
                "cohort": 15,
                "estimate": 0.20829714637019564
              },
              {
                "event_time": -3.0,
                "cohort": 15,
                "estimate": 0.1679328632218483
              },
              {
                "event_time": -2.0,
                "cohort": 15,
                "estimate": 0.7397782660620522
              },
              {
                "event_time": 0.0,
                "cohort": 15,
                "estimate": 0.2476523318099491
              },
              {
                "event_time": 1.0,
                "cohort": 15,
                "estimate": -0.7344961680540069
              },
              {
                "event_time": 2.0,
                "cohort": 15,
                "estimate": -0.1374850668982376
              },
              {
                "event_time": 3.0,
                "cohort": 15,
                "estimate": -0.6404027941066948
              },
              {
                "event_time": 4.0,
                "cohort": 15,
                "estimate": 0.1537629492660983
              },
              {
                "event_time": 5.0,
                "cohort": 15,
                "estimate": 0.28375885246281807
              },
              {
                "event_time": 6.0,
                "cohort": 15,
                "estimate": -0.17765836081461758
              },
              {
                "event_time": -15.0,
                "cohort": 16,
                "estimate": 1.7048334345519323
              },
              {
                "event_time": -14.0,
                "cohort": 16,
                "estimate": -0.1629586415538459
              },
              {
                "event_time": -13.0,
                "cohort": 16,
                "estimate": 0.5088181159470212
              },
              {
                "event_time": -12.0,
                "cohort": 16,
                "estimate": 0.7519033211893598
              },
              {
                "event_time": -11.0,
                "cohort": 16,
                "estimate": 2.4143042119529365
              },
              {
                "event_time": -10.0,
                "cohort": 16,
                "estimate": 1.4009722068806167
              },
              {
                "event_time": -9.0,
                "cohort": 16,
                "estimate": 1.3634321253524244
              },
              {
                "event_time": -8.0,
                "cohort": 16,
                "estimate": 1.9442587608569004
              },
              {
                "event_time": -7.0,
                "cohort": 16,
                "estimate": -0.25517944991624575
              },
              {
                "event_time": -6.0,
                "cohort": 16,
                "estimate": 0.14621390129030631
              },
              {
                "event_time": -5.0,
                "cohort": 16,
                "estimate": -0.9208493271631679
              },
              {
                "event_time": -4.0,
                "cohort": 16,
                "estimate": -0.61094948569288
              },
              {
                "event_time": -3.0,
                "cohort": 16,
                "estimate": -0.6796403171090317
              },
              {
                "event_time": -2.0,
                "cohort": 16,
                "estimate": -0.705410791145895
              },
              {
                "event_time": 0.0,
                "cohort": 16,
                "estimate": -0.22681862367402145
              },
              {
                "event_time": 1.0,
                "cohort": 16,
                "estimate": -0.04242195378310888
              },
              {
                "event_time": 2.0,
                "cohort": 16,
                "estimate": -0.9193093432991146
              },
              {
                "event_time": 3.0,
                "cohort": 16,
                "estimate": -1.9600081105077203
              },
              {
                "event_time": 4.0,
                "cohort": 16,
                "estimate": -0.4364071566315132
              },
              {
                "event_time": 5.0,
                "cohort": 16,
                "estimate": -0.7012110011991367
              },
              {
                "event_time": -5.0,
                "cohort": 19,
                "estimate": -1.047186865458543
              },
              {
                "event_time": -4.0,
                "cohort": 19,
                "estimate": -0.10497248249833091
              },
              {
                "event_time": -3.0,
                "cohort": 19,
                "estimate": -0.21280778926945956
              },
              {
                "event_time": -2.0,
                "cohort": 19,
                "estimate": 0.2911631689253597
              },
              {
                "event_time": 0.0,
                "cohort": 19,
                "estimate": 0.016404985219294677
              },
              {
                "event_time": 1.0,
                "cohort": 19,
                "estimate": -0.5636528667512064
              },
              {
                "event_time": 2.0,
                "cohort": 19,
                "estimate": 0.35258988445165346
              }
            ]
          }
        }
      },
      "code_sha256": {
        "replication_engine.py": "b42dd52795225c55faa7af833b12a94304ddde96f066412b80dea4620c4bcc24",
        "reference_f_test.py": "9cf8f31eeda89784ac1750ea22c35401ae46e24e06279acf938d2d103b78cccf",
        "sparse_did2s.py": "75169d7fbba6e1bad163e564ac9b5b1262a04033eda925dc379dc3eef64c59fa",
        "frequency.py": "8f922ae4be2b63ad9b89515d8e665cda4e11a354258b54ef3b820648243642eb",
        "sparse_models.py": "538c06b81a46a104838d662d6e6489d0d2daa7f680fd234049f28c97c87ef555"
      }
    },
    "comparison": {
      "schema": "expensive-replication-v1",
      "config": {
        "outcomes": [
          "y"
        ],
        "treatments": [
          "d"
        ],
        "unit": "unit",
        "time": "time",
        "cluster": "cluster",
        "covariates": [],
        "baseline_by_time": [],
        "weight": "weight",
        "period_step": 1,
        "period_values": null,
        "display_window": [
          -10,
          10
        ],
        "seed": 20261008,
        "panelview_max_units": 100,
        "test_mode": "classical",
        "test_horizon": null,
        "post_horizon": null,
        "post_weighting": "observations",
        "sample_query": null,
        "reversal_policy": "drop_post_untreated",
        "labels": {},
        "allow_repeated_cells": true,
        "time_fe": null,
        "unit_fe": null,
        "frequency_weights": false,
        "source_sd": null,
        "require_never_control_periods": false,
        "latest_cohort_control": true,
        "slug": "s16-p008",
        "specification_id": "S16-P008",
        "source_specification_id": "GIFT-F5A-POOL",
        "study_id": 16,
        "study": "The Gift of a Lifetime",
        "citation": "Hollingsworth et al. (2024), AER. https://doi.org/10.1257/aer.20230008",
        "description": "GIFT-F5A-POOL",
        "data": "analyses/full-archive/prepared/S16-P008.parquet",
        "output_dir": "analyses/archive-expanded/fits/S16-P008"
      },
      "options": {
        "output_dir": "analyses/archive-expanded/fits/S16-P008",
        "regression_results": "analyses/archive-expanded/baselines/S16-P008.json",
        "display_window": [
          -10,
          10
        ],
        "timeout_seconds": 3600
      },
      "source": {
        "file": "S16-P008.parquet",
        "bytes": 27865,
        "sha256": "6a6cb0019b350f09386c205b58573aea3959d94b64d87cab89a2f8a96ad6e62e"
      },
      "regressions": {
        "y__d": {
          "sample": {
            "outcome": "y",
            "treatment": "d",
            "source_rows": 2100,
            "source_sd": 24.55788870356911,
            "rows": 2100,
            "units": 100,
            "clusters": 100,
            "treated_units": 48,
            "never_treated_units": 52,
            "treated_cohorts": 12,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 2100,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 0,
            "post_adoption_untreated_rows_removed": 0,
            "units_without_minus_one_removed": 0,
            "additional_rows_removed": 0
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.2692212791368487,
              "se": 0.0830831454291092,
              "pvalue": 0.0016261602524321804,
              "lower": -0.4340762646884067,
              "upper": -0.10436629358529065
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.2946462358576144,
              "se": 0.11691228755521678,
              "pvalue": 0.013326143989218622,
              "lower": -0.5266255786734213,
              "upper": -0.06266689304180756
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.38486930595592084,
              "se": 0.10879276412060405,
              "pvalue": 0.0006163297125001815,
              "lower": -0.6007377527339659,
              "upper": -0.16900085917787572
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": -0.39004080168212313,
              "se": 0.11050183769598114,
              "pvalue": 0.0006329200955261394,
              "lower": -0.6093004212199399,
              "upper": -0.17078118214430638
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -18,
                "estimate": 0.38513393678845526,
                "se": 0.4151516691715487,
                "pvalue": 0.35582227306212144,
                "lower": -0.43861704266112794,
                "upper": 1.2088849162380384
              },
              {
                "event_time": -17,
                "estimate": 0.4379863193453231,
                "se": 0.2988784387023719,
                "pvalue": 0.14597165670036694,
                "lower": -0.15505334519160513,
                "upper": 1.0310259838822513
              },
              {
                "event_time": -16,
                "estimate": 0.07430701497179912,
                "se": 0.513287732147362,
                "pvalue": 0.8851893186887856,
                "lower": -0.944167204196345,
                "upper": 1.0927812341399432
              },
              {
                "event_time": -15,
                "estimate": 0.805756729430344,
                "se": 0.6089892478228633,
                "pvalue": 0.18884826339850552,
                "lower": -0.40261005943364303,
                "upper": 2.014123518294331
              },
              {
                "event_time": -14,
                "estimate": 0.5566140326648945,
                "se": 0.4253475057772243,
                "pvalue": 0.193696249696044,
                "lower": -0.2873676986132755,
                "upper": 1.4005957639430644
              },
              {
                "event_time": -13,
                "estimate": 0.08366594083110404,
                "se": 0.18076263160568162,
                "pvalue": 0.6444878489554696,
                "lower": -0.27500633701426014,
                "upper": 0.44233821867646816
              },
              {
                "event_time": -12,
                "estimate": -0.03273527152442919,
                "se": 0.22949131337954534,
                "pvalue": 0.8868622432774476,
                "lower": -0.4880958257739538,
                "upper": 0.4226252827250954
              },
              {
                "event_time": -11,
                "estimate": -0.04201815868014716,
                "se": 0.2975571803220862,
                "pvalue": 0.8879906976641118,
                "lower": -0.6324361599414869,
                "upper": 0.5483998425811927
              },
              {
                "event_time": -10,
                "estimate": -0.05142658213133646,
                "se": 0.2059917125577731,
                "pvalue": 0.8033724879905207,
                "lower": -0.4601588300747865,
                "upper": 0.3573056658121136
              },
              {
                "event_time": -9,
                "estimate": 0.3743841061222856,
                "se": 0.252980402607105,
                "pvalue": 0.14207689040542298,
                "lower": -0.12758389714988877,
                "upper": 0.87635210939446
              },
              {
                "event_time": -8,
                "estimate": 0.07712507748461607,
                "se": 0.21947677678100777,
                "pvalue": 0.726031856872025,
                "lower": -0.35836446348380774,
                "upper": 0.5126146184530399
              },
              {
                "event_time": -7,
                "estimate": 0.0779980791559443,
                "se": 0.1668252907459068,
                "pvalue": 0.6411386101746561,
                "lower": -0.2530194906954166,
                "upper": 0.40901564900730525
              },
              {
                "event_time": -6,
                "estimate": 0.04384878331837431,
                "se": 0.14375729049710215,
                "pvalue": 0.760991603633585,
                "lower": -0.24139686940010877,
                "upper": 0.3290944360368574
              },
              {
                "event_time": -5,
                "estimate": 0.06722567406229663,
                "se": 0.11810458160937923,
                "pvalue": 0.5705064635212257,
                "lower": -0.16711943882705504,
                "upper": 0.3015707869516483
              },
              {
                "event_time": -4,
                "estimate": -0.010141686894539816,
                "se": 0.12076967086613574,
                "pvalue": 0.9332455286836002,
                "lower": -0.24977491506463861,
                "upper": 0.22949154127555899
              },
              {
                "event_time": -3,
                "estimate": 0.14590672868916355,
                "se": 0.10807980362420731,
                "pvalue": 0.18009749004078923,
                "lower": -0.0685470497861197,
                "upper": 0.3603605071644468
              },
              {
                "event_time": -2,
                "estimate": 0.13807844599980884,
                "se": 0.10176755735125384,
                "pvalue": 0.17792980185256602,
                "lower": -0.06385046641809194,
                "upper": 0.3400073584177096
              },
              {
                "event_time": 0,
                "estimate": -0.057317408726312274,
                "se": 0.06804276330334268,
                "pvalue": 0.40160945655786073,
                "lower": -0.192329013105587,
                "upper": 0.07769419565296246
              },
              {
                "event_time": 1,
                "estimate": 0.05268814023529074,
                "se": 0.0769480964197271,
                "pvalue": 0.4951186022568461,
                "lower": -0.09999357707303787,
                "upper": 0.20536985754361936
              },
              {
                "event_time": 2,
                "estimate": -0.10992495872421475,
                "se": 0.09532812278791448,
                "pvalue": 0.2516368293158038,
                "lower": -0.2990766359229061,
                "upper": 0.07922671847447661
              },
              {
                "event_time": 3,
                "estimate": -0.18377347624715404,
                "se": 0.10353489694195842,
                "pvalue": 0.07897284592216623,
                "lower": -0.38920917384014064,
                "upper": 0.021662221345832566
              },
              {
                "event_time": 4,
                "estimate": -0.21288608996147868,
                "se": 0.10401643029502959,
                "pvalue": 0.043341811425774646,
                "lower": -0.41927725419638334,
                "upper": -0.006494925726574008
              },
              {
                "event_time": 5,
                "estimate": -0.33126762922303127,
                "se": 0.12585688806847914,
                "pvalue": 0.00984496286043968,
                "lower": -0.5809950000024219,
                "upper": -0.08154025844364066
              },
              {
                "event_time": 6,
                "estimate": -0.3277424150366661,
                "se": 0.13837357611464424,
                "pvalue": 0.01980047931119943,
                "lower": -0.6023056104149767,
                "upper": -0.05317921965835565
              },
              {
                "event_time": 7,
                "estimate": -0.33157784002225993,
                "se": 0.15058367079879273,
                "pvalue": 0.029990361738573917,
                "lower": -0.630368512253333,
                "upper": -0.032787167791186844
              },
              {
                "event_time": 8,
                "estimate": -0.3654258622693758,
                "se": 0.14715469853697127,
                "pvalue": 0.014698589321979195,
                "lower": -0.6574127096120231,
                "upper": -0.07343901492672844
              },
              {
                "event_time": 9,
                "estimate": -0.3806323410432265,
                "se": 0.15969531183194324,
                "pvalue": 0.019056649890251885,
                "lower": -0.6975024858690473,
                "upper": -0.06376219621740581
              },
              {
                "event_time": 10,
                "estimate": -0.29029622786700293,
                "se": 0.17153966967452022,
                "pvalue": 0.09373430822406398,
                "lower": -0.6306681483047204,
                "upper": 0.050075692570714536
              },
              {
                "event_time": 11,
                "estimate": -0.5106816737761997,
                "se": 0.19364164587733176,
                "pvalue": 0.009706477971754023,
                "lower": -0.8949087100590953,
                "upper": -0.12645463749330393
              },
              {
                "event_time": 12,
                "estimate": -0.4048580439051148,
                "se": 0.21514000880473974,
                "pvalue": 0.06279582247044731,
                "lower": -0.8317424963399305,
                "upper": 0.022026408529700836
              },
              {
                "event_time": 13,
                "estimate": -0.5251158906523002,
                "se": 0.24075705298206965,
                "pvalue": 0.03154362277169949,
                "lower": -1.002830116393312,
                "upper": -0.0474016649112885
              },
              {
                "event_time": 14,
                "estimate": -0.9979941508262695,
                "se": 0.2674400735089874,
                "pvalue": 0.0003175203236097808,
                "lower": -1.5286532782163198,
                "upper": -0.46733502343621924
              },
              {
                "event_time": 15,
                "estimate": -0.7072086594561656,
                "se": 0.18206266229788612,
                "pvalue": 0.00018536445255462472,
                "lower": -1.0684604802385844,
                "upper": -0.3459568386737467
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -18,
                "estimate": 0.26403310433870736,
                "se": 0.4215628033441053,
                "pvalue": 0.5325467279448732,
                "lower": -0.5724389562149574,
                "upper": 1.1005051648923723
              },
              {
                "event_time": -17,
                "estimate": 0.34752791275457934,
                "se": 0.3035442081962125,
                "pvalue": 0.25501072421015336,
                "lower": -0.25476965070422214,
                "upper": 0.9498254762133809
              },
              {
                "event_time": -16,
                "estimate": 0.009777732946847917,
                "se": 0.3908049590836214,
                "pvalue": 0.9800897956626261,
                "lower": -0.7656640916309099,
                "upper": 0.7852195575246057
              },
              {
                "event_time": -15,
                "estimate": 0.6344775235363982,
                "se": 0.4343245448357293,
                "pvalue": 0.14722663161951494,
                "lower": -0.2273166008167108,
                "upper": 1.496271647889507
              },
              {
                "event_time": -14,
                "estimate": 0.34575458993072516,
                "se": 0.3250460165083829,
                "pvalue": 0.29004792246515126,
                "lower": -0.2992072260708466,
                "upper": 0.9907164059322969
              },
              {
                "event_time": -13,
                "estimate": -0.062474905929343,
                "se": 0.0678124682357868,
                "pvalue": 0.3591390136606576,
                "lower": -0.1970295549317066,
                "upper": 0.0720797430730206
              },
              {
                "event_time": -12,
                "estimate": -0.11865950184758316,
                "se": 0.09203288012095358,
                "pvalue": 0.20029234456447365,
                "lower": -0.3012727026868998,
                "upper": 0.06395369899173352
              },
              {
                "event_time": -11,
                "estimate": -0.11652902623643627,
                "se": 0.19069606947181558,
                "pvalue": 0.542552445643548,
                "lower": -0.4949113998833138,
                "upper": 0.2618533474104413
              },
              {
                "event_time": -10,
                "estimate": -0.07724447223652127,
                "se": 0.11230686830904921,
                "pvalue": 0.49318814964884655,
                "lower": -0.3000856641149201,
                "upper": 0.14559671964187754
              },
              {
                "event_time": -9,
                "estimate": 0.30683272547479373,
                "se": 0.14831185382392056,
                "pvalue": 0.04116751616533925,
                "lower": 0.012549830996163747,
                "upper": 0.6011156199534238
              },
              {
                "event_time": -8,
                "estimate": 0.0379425348591809,
                "se": 0.12946014467545783,
                "pvalue": 0.7700723535986672,
                "lower": -0.21893447876069258,
                "upper": 0.2948195484790544
              },
              {
                "event_time": -7,
                "estimate": 0.037536990808752245,
                "se": 0.07028441560018678,
                "pvalue": 0.5944884504519282,
                "lower": -0.10192253805748319,
                "upper": 0.1769965196749877
              },
              {
                "event_time": -6,
                "estimate": -0.04323861343370895,
                "se": 0.07176719120674706,
                "pvalue": 0.5482292839520118,
                "lower": -0.18564029079388011,
                "upper": 0.09916306392646222
              },
              {
                "event_time": -5,
                "estimate": -0.005009058953164074,
                "se": 0.06291761000257164,
                "pvalue": 0.9367057731615597,
                "lower": -0.12985124727356984,
                "upper": 0.11983312936724169
              },
              {
                "event_time": -4,
                "estimate": -0.09069395571567308,
                "se": 0.05264388061988679,
                "pvalue": 0.08805021142416497,
                "lower": -0.19515083603894412,
                "upper": 0.013762924607597954
              },
              {
                "event_time": -3,
                "estimate": 0.04229197224073453,
                "se": 0.052253350348291754,
                "pvalue": 0.42024688122044845,
                "lower": -0.06139001129752998,
                "upper": 0.14597395577899902
              },
              {
                "event_time": -2,
                "estimate": 0.035919976789136124,
                "se": 0.07673954299326875,
                "pvalue": 0.6407587459550367,
                "lower": -0.11634792527510239,
                "upper": 0.18818787885337462
              },
              {
                "event_time": -1,
                "estimate": -0.07538610040718417,
                "se": 0.06609957187170103,
                "pvalue": 0.25683252028331954,
                "lower": -0.2065419914076181,
                "upper": 0.05576979059324973
              },
              {
                "event_time": 0,
                "estimate": -0.15701163061729725,
                "se": 0.07896833225404148,
                "pvalue": 0.04954101937896834,
                "lower": -0.3137019341142748,
                "upper": -0.0003213271203197088
              },
              {
                "event_time": 1,
                "estimate": -0.03796381098480424,
                "se": 0.07447578324330843,
                "pvalue": 0.6113631748893027,
                "lower": -0.18573992257885247,
                "upper": 0.109812300609244
              },
              {
                "event_time": 2,
                "estimate": -0.21836953911603152,
                "se": 0.09326559415786345,
                "pvalue": 0.02121713253487223,
                "lower": -0.4034287120438433,
                "upper": -0.03331036618821975
              },
              {
                "event_time": 3,
                "estimate": -0.28793603076491725,
                "se": 0.11236673982684292,
                "pvalue": 0.011899390148969756,
                "lower": -0.5108960207238396,
                "upper": -0.06497604080599492
              },
              {
                "event_time": 4,
                "estimate": -0.3292157306346186,
                "se": 0.11716055252611479,
                "pvalue": 0.005971955668594176,
                "lower": -0.5616876850141664,
                "upper": -0.09674377625507083
              },
              {
                "event_time": 5,
                "estimate": -0.4394937437396157,
                "se": 0.1347238022446025,
                "pvalue": 0.0015174252868875395,
                "lower": -0.7068149959355322,
                "upper": -0.17217249154369918
              },
              {
                "event_time": 6,
                "estimate": -0.40708907636712377,
                "se": 0.14394500795327209,
                "pvalue": 0.005668061476813427,
                "lower": -0.6927072012442479,
                "upper": -0.12147095148999965
              },
              {
                "event_time": 7,
                "estimate": -0.410190318151223,
                "se": 0.1457614321822203,
                "pvalue": 0.005900826857890228,
                "lower": -0.6994126227746984,
                "upper": -0.12096801352774755
              },
              {
                "event_time": 8,
                "estimate": -0.4597015861364184,
                "se": 0.13826044160459985,
                "pvalue": 0.0012413319746052884,
                "lower": -0.7340402981020894,
                "upper": -0.18536287417074748
              },
              {
                "event_time": 9,
                "estimate": -0.48986451878466925,
                "se": 0.15984868792780393,
                "pvalue": 0.002809128630759309,
                "lower": -0.8070389950598649,
                "upper": -0.17269004250947362
              },
              {
                "event_time": 10,
                "estimate": -0.3758991706010094,
                "se": 0.1625699717891654,
                "pvalue": 0.022836187247167298,
                "lower": -0.698473264443997,
                "upper": -0.05332507675802178
              },
              {
                "event_time": 11,
                "estimate": -0.6289613012048952,
                "se": 0.17411173019256568,
                "pvalue": 0.00047863911305195045,
                "lower": -0.9744367477230247,
                "upper": -0.2834858546867658
              },
              {
                "event_time": 12,
                "estimate": -0.4747888457352062,
                "se": 0.21427776232984258,
                "pvalue": 0.02899840026236975,
                "lower": -0.8999624140980853,
                "upper": -0.04961527737232713
              },
              {
                "event_time": 13,
                "estimate": -0.5115009995252868,
                "se": 0.2078007169981256,
                "pvalue": 0.015565400510880553,
                "lower": -0.9238227047447793,
                "upper": -0.09917929430579425
              },
              {
                "event_time": 14,
                "estimate": -1.1261097678965188,
                "se": 0.23298064916200356,
                "pvalue": 4.912118700225684e-06,
                "lower": -1.5883939213553742,
                "upper": -0.6638256144376635
              },
              {
                "event_time": 15,
                "estimate": -0.20925441136099374,
                "se": 0.10471572492407973,
                "pvalue": 0.04842569233654832,
                "lower": -0.41703312785301305,
                "upper": -0.0014756948689744476
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -18,
                "estimate": 0.13523169022353285,
                "se": 0.19842900002855138,
                "pvalue": 0.49713892833964646,
                "lower": -0.25849449531946045,
                "upper": 0.5289578757665262
              },
              {
                "event_time": -17,
                "estimate": 0.16062047293950016,
                "se": 0.3886266942406088,
                "pvalue": 0.6802786972049969,
                "lower": -0.6104992016117072,
                "upper": 0.9317401474907077
              },
              {
                "event_time": -16,
                "estimate": -0.1278220032633439,
                "se": 0.7229900361499193,
                "pvalue": 0.8600295372849583,
                "lower": -1.5623910888200903,
                "upper": 1.3067470822934024
              },
              {
                "event_time": -15,
                "estimate": 0.7055990236599559,
                "se": 0.4818261707444066,
                "pvalue": 0.14624578655008513,
                "lower": -0.2504486320490671,
                "upper": 1.6616466793689788
              },
              {
                "event_time": -14,
                "estimate": 0.7801858240425221,
                "se": 0.27122354745551763,
                "pvalue": 0.004924201574730513,
                "lower": 0.24201946351188097,
                "upper": 1.3183521845731634
              },
              {
                "event_time": -13,
                "estimate": 0.3248031263985617,
                "se": 0.16017164541218384,
                "pvalue": 0.04526297246950352,
                "lower": 0.006987832408217709,
                "upper": 0.6426184203889056
              },
              {
                "event_time": -12,
                "estimate": 0.23184042953690276,
                "se": 0.1705488498556331,
                "pvalue": 0.17711510172070138,
                "lower": -0.1065654894202111,
                "upper": 0.5702463484940166
              },
              {
                "event_time": -11,
                "estimate": 0.22240065960534372,
                "se": 0.16577456385636202,
                "pvalue": 0.18279991034826076,
                "lower": -0.10653204014029477,
                "upper": 0.5513333593509822
              },
              {
                "event_time": -10,
                "estimate": 0.1297944508245117,
                "se": 0.12690558257285492,
                "pvalue": 0.308912203688824,
                "lower": -0.12201375736749687,
                "upper": 0.38160265901652024
              },
              {
                "event_time": -9,
                "estimate": 0.5948811682570436,
                "se": 0.12339857523423915,
                "pvalue": 5.171652500318097e-06,
                "lower": 0.3500316234756544,
                "upper": 0.8397307130384328
              },
              {
                "event_time": -8,
                "estimate": 0.22593079170987518,
                "se": 0.12480027053075313,
                "pvalue": 0.07327676638694249,
                "lower": -0.021700020639815965,
                "upper": 0.4735616040595663
              },
              {
                "event_time": -7,
                "estimate": 0.1420288717352468,
                "se": 0.13116069763936486,
                "pvalue": 0.28150028283471296,
                "lower": -0.11822240790268151,
                "upper": 0.40228015137317513
              },
              {
                "event_time": -6,
                "estimate": -0.01582772073145281,
                "se": 0.12323823244312472,
                "pvalue": 0.8980677281227054,
                "lower": -0.260359110628648,
                "upper": 0.22870366916574242
              },
              {
                "event_time": -5,
                "estimate": 0.02249275413601176,
                "se": 0.10221300390123655,
                "pvalue": 0.8262793872264675,
                "lower": -0.1803200208773904,
                "upper": 0.22530552914941393
              },
              {
                "event_time": -4,
                "estimate": -0.027378276572496335,
                "se": 0.09732374860420913,
                "pvalue": 0.779058725038007,
                "lower": -0.220489708344903,
                "upper": 0.16573315519991033
              },
              {
                "event_time": -3,
                "estimate": 0.12045706685669923,
                "se": 0.09780653945823632,
                "pvalue": 0.22102162860143196,
                "lower": -0.07361232671233907,
                "upper": 0.3145264604257375
              },
              {
                "event_time": -2,
                "estimate": 0.12289271373188665,
                "se": 0.10253482949925506,
                "pvalue": 0.23356572523433733,
                "lower": -0.08055863308855826,
                "upper": 0.32634406055233156
              },
              {
                "event_time": 0,
                "estimate": -0.08487175427850512,
                "se": 0.06460642364951215,
                "pvalue": 0.19199225839115827,
                "lower": -0.21306491526524074,
                "upper": 0.043321406708230495
              },
              {
                "event_time": 1,
                "estimate": -0.008077965272497316,
                "se": 0.09104422262128946,
                "pvalue": 0.929479121004991,
                "lower": -0.18872945514166742,
                "upper": 0.17257352459667277
              },
              {
                "event_time": 2,
                "estimate": -0.23513283700781118,
                "se": 0.10907314421898803,
                "pvalue": 0.03352768479847948,
                "lower": -0.45155761872995726,
                "upper": -0.018708055285665104
              },
              {
                "event_time": 3,
                "estimate": -0.3026465739178175,
                "se": 0.10587945962121006,
                "pvalue": 0.005191425252196441,
                "lower": -0.5127343925230321,
                "upper": -0.09255875531260294
              },
              {
                "event_time": 4,
                "estimate": -0.32981766334239604,
                "se": 0.12257271044899513,
                "pvalue": 0.008368606778304392,
                "lower": -0.5730285132171857,
                "upper": -0.08660681346760632
              },
              {
                "event_time": 5,
                "estimate": -0.42858633906613053,
                "se": 0.12756094488590158,
                "pvalue": 0.0011086238478011025,
                "lower": -0.6816949282691172,
                "upper": -0.1754777498631439
              },
              {
                "event_time": 6,
                "estimate": -0.4157797820580501,
                "se": 0.1352427133725517,
                "pvalue": 0.0027265587722348265,
                "lower": -0.6841306665104102,
                "upper": -0.14742889760569
              },
              {
                "event_time": 7,
                "estimate": -0.44864872509394116,
                "se": 0.13690174281460063,
                "pvalue": 0.0014467104170201312,
                "lower": -0.7202914838883957,
                "upper": -0.17700596629948662
              },
              {
                "event_time": 8,
                "estimate": -0.47809753223848506,
                "se": 0.13951434636303736,
                "pvalue": 0.0008906341423115915,
                "lower": -0.7549242632815226,
                "upper": -0.2012708011954475
              },
              {
                "event_time": 9,
                "estimate": -0.510270711380761,
                "se": 0.16441270741372613,
                "pvalue": 0.002492477273788769,
                "lower": -0.8365011924872942,
                "upper": -0.18404023027422778
              },
              {
                "event_time": 10,
                "estimate": -0.4059855557244477,
                "se": 0.1563164411071048,
                "pvalue": 0.010830617737505604,
                "lower": -0.716151287980825,
                "upper": -0.09581982346807055
              },
              {
                "event_time": 11,
                "estimate": -0.6312017149285263,
                "se": 0.18448364784381957,
                "pvalue": 0.0009066403963128081,
                "lower": -0.997257296270732,
                "upper": -0.2651461335863205
              },
              {
                "event_time": 12,
                "estimate": -0.5117277399241245,
                "se": 0.18820146566377793,
                "pvalue": 0.0077323111885060835,
                "lower": -0.8851602784076017,
                "upper": -0.13829520144064722
              },
              {
                "event_time": 13,
                "estimate": -0.51222406386171,
                "se": 0.19775821265612567,
                "pvalue": 0.011040253909337883,
                "lower": -0.9046192617294262,
                "upper": -0.11982886599399395
              },
              {
                "event_time": 14,
                "estimate": -1.1769187433089146,
                "se": 0.24003972705625645,
                "pvalue": 3.699084236173214e-06,
                "lower": -1.6532096387881152,
                "upper": -0.7006278478297138
              },
              {
                "event_time": 15,
                "estimate": -0.07526597656343723,
                "se": 0.12215847351653406,
                "pvalue": 0.5392202491285253,
                "lower": -0.3176548904948645,
                "upper": 0.16712293736799005
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0,
              6.0,
              7.0,
              8.0,
              9.0,
              10.0,
              11.0,
              12.0,
              13.0,
              14.0,
              15.0
            ],
            "weights": [
              0.07639657840718508,
              0.07516625547979357,
              0.07543660275462828,
              0.07324630417467995,
              0.07307308765727089,
              0.07457375785949712,
              0.074606134778639,
              0.06770499446354683,
              0.06643096269531376,
              0.06401888221924354,
              0.06253601932254535,
              0.06144815483937811,
              0.06288407120332058,
              0.06385699762353414,
              0.02717880477365296,
              0.001442391747770849
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 4.440892098500626e-16,
            "package_aggregate_vs_estimable_cell_weights": null,
            "saturated_vs_deviations_relative_rss_difference": 1.6204348685184689e-16
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "F": 1.1639459627691917,
            "df_num": 97,
            "df_den": 1740,
            "pvalue": 0.13655863769778254,
            "log10_pvalue": -0.86468082437199,
            "inference": "Homoskedastic nested-model F",
            "observations": 2100,
            "design_columns": 240,
            "restricted_design_columns": 143,
            "fixed_effect_rank": 120,
            "covariance_rank": 97,
            "rss_unrestricted": 359210.12343239377,
            "rss_restricted": 382518.0623844805,
            "test_horizon": null,
            "reference_cohort": 6,
            "pyfixest": "0.27.0",
            "formulaic": "1.0.2",
            "design_head": {
              "index": [
                0,
                1,
                2,
                3,
                4
              ],
              "columns": [
                "C(rel_time, contr.treatment(base=-1.0))[T.-18.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-17.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-16.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-15.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-14.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-13.0]"
              ],
              "data": [
                [
                  -0.5822501128938818,
                  0.02826353135468359,
                  0.029152203674997067,
                  -0.2489488023578749,
                  -1.0703728677246855,
                  -0.5266835961911177
                ],
                [
                  0.027715638131097963,
                  -0.5511036207611877,
                  0.02753335300001259,
                  0.03905942086115778,
                  -0.18476483435420765,
                  -1.1256388109088133
                ],
                [
                  0.028419565604763806,
                  0.027412115196551637,
                  -0.5613712994213701,
                  0.04122669163693121,
                  0.09627332617613464,
                  -0.16858854637301995
                ],
                [
                  0.027783649387909354,
                  0.02687835577233194,
                  0.027817402768422775,
                  -0.5338428430322796,
                  0.09142668239908933,
                  0.13065331073537734
                ],
                [
                  0.026102194771704394,
                  0.02521966010469387,
                  0.026056970172030174,
                  0.03831632584584565,
                  -0.44999517334705735,
                  0.12931471814459755
                ]
              ]
            },
            "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_7,ref=-1.0)+i(rel_time,cohort_dummy_8,ref=-1.0)+i(rel_time,cohort_dummy_9,ref=-1.0)+i(rel_time,cohort_dummy_10,ref=-1.0)+i(rel_time,cohort_dummy_11,ref=-1.0)+i(rel_time,cohort_dummy_12,ref=-1.0)+i(rel_time,cohort_dummy_13,ref=-1.0)+i(rel_time,cohort_dummy_14,ref=-1.0)+i(rel_time,cohort_dummy_15,ref=-1.0)+i(rel_time,cohort_dummy_16,ref=-1.0)+i(rel_time,cohort_dummy_19,ref=-1.0)|unit_fe+time_fe",
            "restriction_names": [
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_19",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_19"
            ],
            "deviations": [
              {
                "event_time": -6.0,
                "cohort": 7,
                "estimate": -0.2945959081475267
              },
              {
                "event_time": -5.0,
                "cohort": 7,
                "estimate": -0.8004390953929866
              },
              {
                "event_time": -4.0,
                "cohort": 7,
                "estimate": -0.3823292586517595
              },
              {
                "event_time": -3.0,
                "cohort": 7,
                "estimate": -0.11277248369175596
              },
              {
                "event_time": -2.0,
                "cohort": 7,
                "estimate": 0.4418765206250804
              },
              {
                "event_time": 0.0,
                "cohort": 7,
                "estimate": -0.12949892776146
              },
              {
                "event_time": 1.0,
                "cohort": 7,
                "estimate": -0.537665545681617
              },
              {
                "event_time": 2.0,
                "cohort": 7,
                "estimate": -0.4668752139677177
              },
              {
                "event_time": 3.0,
                "cohort": 7,
                "estimate": -1.4238564077463765
              },
              {
                "event_time": 4.0,
                "cohort": 7,
                "estimate": -0.11165449426505814
              },
              {
                "event_time": 5.0,
                "cohort": 7,
                "estimate": -0.976345343412865
              },
              {
                "event_time": 6.0,
                "cohort": 7,
                "estimate": -1.477910113250358
              },
              {
                "event_time": 7.0,
                "cohort": 7,
                "estimate": -1.8817367569185852
              },
              {
                "event_time": 8.0,
                "cohort": 7,
                "estimate": -1.0320986762373345
              },
              {
                "event_time": 9.0,
                "cohort": 7,
                "estimate": -1.18691937411755
              },
              {
                "event_time": 10.0,
                "cohort": 7,
                "estimate": -1.0864573102325097
              },
              {
                "event_time": 11.0,
                "cohort": 7,
                "estimate": -1.1697731343390392
              },
              {
                "event_time": 12.0,
                "cohort": 7,
                "estimate": -1.3539536500471623
              },
              {
                "event_time": 13.0,
                "cohort": 7,
                "estimate": -1.3869248376524734
              },
              {
                "event_time": 14.0,
                "cohort": 7,
                "estimate": -1.6032659368160198
              },
              {
                "event_time": -7.0,
                "cohort": 8,
                "estimate": 0.4555788995709399
              },
              {
                "event_time": -6.0,
                "cohort": 8,
                "estimate": 0.058864035818632206
              },
              {
                "event_time": -5.0,
                "cohort": 8,
                "estimate": -0.5459130692065975
              },
              {
                "event_time": -4.0,
                "cohort": 8,
                "estimate": 0.0014735766375817416
              },
              {
                "event_time": -3.0,
                "cohort": 8,
                "estimate": -0.21145506685771479
              },
              {
                "event_time": -2.0,
                "cohort": 8,
                "estimate": 0.342433620553801
              },
              {
                "event_time": 0.0,
                "cohort": 8,
                "estimate": -0.3666466635894442
              },
              {
                "event_time": 1.0,
                "cohort": 8,
                "estimate": -0.5081522190113806
              },
              {
                "event_time": 2.0,
                "cohort": 8,
                "estimate": -0.4691025572685324
              },
              {
                "event_time": 3.0,
                "cohort": 8,
                "estimate": -0.9864052667295371
              },
              {
                "event_time": 4.0,
                "cohort": 8,
                "estimate": -0.008499587243210316
              },
              {
                "event_time": 5.0,
                "cohort": 8,
                "estimate": -0.36667661934743867
              },
              {
                "event_time": 6.0,
                "cohort": 8,
                "estimate": -0.7218375148225826
              },
              {
                "event_time": 7.0,
                "cohort": 8,
                "estimate": -1.1385413296451157
              },
              {
                "event_time": 8.0,
                "cohort": 8,
                "estimate": -0.344327855358731
              },
              {
                "event_time": 9.0,
                "cohort": 8,
                "estimate": -0.6098814952550569
              },
              {
                "event_time": 10.0,
                "cohort": 8,
                "estimate": -0.14240260965069046
              },
              {
                "event_time": 11.0,
                "cohort": 8,
                "estimate": -0.4269894787918438
              },
              {
                "event_time": 12.0,
                "cohort": 8,
                "estimate": -0.2751411039346493
              },
              {
                "event_time": 13.0,
                "cohort": 8,
                "estimate": -0.34896831153937247
              },
              {
                "event_time": -8.0,
                "cohort": 9,
                "estimate": 0.11882857725778101
              },
              {
                "event_time": -7.0,
                "cohort": 9,
                "estimate": -0.2938337495804402
              },
              {
                "event_time": -6.0,
                "cohort": 9,
                "estimate": -0.31685193792091215
              },
              {
                "event_time": -5.0,
                "cohort": 9,
                "estimate": -1.00055186526347
              },
              {
                "event_time": -4.0,
                "cohort": 9,
                "estimate": -0.5809357168181178
              },
              {
                "event_time": -3.0,
                "cohort": 9,
                "estimate": -0.38243134516517885
              },
              {
                "event_time": -2.0,
                "cohort": 9,
                "estimate": 0.3199198619270353
              },
              {
                "event_time": 0.0,
                "cohort": 9,
                "estimate": -0.5975059174420477
              },
              {
                "event_time": 1.0,
                "cohort": 9,
                "estimate": -1.140021467066058
              },
              {
                "event_time": 2.0,
                "cohort": 9,
                "estimate": -0.962167902758645
              },
              {
                "event_time": 3.0,
                "cohort": 9,
                "estimate": -1.5808689310009199
              },
              {
                "event_time": 4.0,
                "cohort": 9,
                "estimate": -0.5203453336458063
              },
              {
                "event_time": 5.0,
                "cohort": 9,
                "estimate": -0.40747132995984336
              },
              {
                "event_time": 6.0,
                "cohort": 9,
                "estimate": -1.2663220817384393
              },
              {
                "event_time": 7.0,
                "cohort": 9,
                "estimate": -1.4651423550706366
              },
              {
                "event_time": 8.0,
                "cohort": 9,
                "estimate": -0.4632910624117123
              },
              {
                "event_time": 9.0,
                "cohort": 9,
                "estimate": -0.772803182085321
              },
              {
                "event_time": 10.0,
                "cohort": 9,
                "estimate": -0.46956684493606093
              },
              {
                "event_time": 11.0,
                "cohort": 9,
                "estimate": -0.5779644995086106
              },
              {
                "event_time": 12.0,
                "cohort": 9,
                "estimate": -0.535995174195806
              },
              {
                "event_time": -9.0,
                "cohort": 10,
                "estimate": 1.4724145434408369
              },
              {
                "event_time": -8.0,
                "cohort": 10,
                "estimate": 1.360743492869219
              },
              {
                "event_time": -7.0,
                "cohort": 10,
                "estimate": 1.4496199197917277
              },
              {
                "event_time": -6.0,
                "cohort": 10,
                "estimate": 0.7052324263488691
              },
              {
                "event_time": -5.0,
                "cohort": 10,
                "estimate": 0.022762801681356033
              },
              {
                "event_time": -4.0,
                "cohort": 10,
                "estimate": 0.6602111615395424
              },
              {
                "event_time": -3.0,
                "cohort": 10,
                "estimate": 1.066990906497042
              },
              {
                "event_time": -2.0,
                "cohort": 10,
                "estimate": 0.4441526912006855
              },
              {
                "event_time": 0.0,
                "cohort": 10,
                "estimate": 0.01942463399193977
              },
              {
                "event_time": 1.0,
                "cohort": 10,
                "estimate": -0.505589164631803
              },
              {
                "event_time": 2.0,
                "cohort": 10,
                "estimate": 0.01295796792744458
              },
              {
                "event_time": 3.0,
                "cohort": 10,
                "estimate": -0.7337109430646309
              },
              {
                "event_time": 4.0,
                "cohort": 10,
                "estimate": 0.31944545420987525
              },
              {
                "event_time": 5.0,
                "cohort": 10,
                "estimate": 0.29673838791868
              },
              {
                "event_time": 6.0,
                "cohort": 10,
                "estimate": -0.48828041951876794
              },
              {
                "event_time": 7.0,
                "cohort": 10,
                "estimate": -0.5933023399026568
              },
              {
                "event_time": 8.0,
                "cohort": 10,
                "estimate": -0.07841113101373826
              },
              {
                "event_time": 9.0,
                "cohort": 10,
                "estimate": -0.46697915127699785
              },
              {
                "event_time": 10.0,
                "cohort": 10,
                "estimate": -0.021460384242427244
              },
              {
                "event_time": 11.0,
                "cohort": 10,
                "estimate": -0.06159925632087421
              },
              {
                "event_time": -10.0,
                "cohort": 11,
                "estimate": -0.14680263325989873
              },
              {
                "event_time": -9.0,
                "cohort": 11,
                "estimate": 0.4747392319344705
              },
              {
                "event_time": -8.0,
                "cohort": 11,
                "estimate": 0.3381228587132612
              },
              {
                "event_time": -7.0,
                "cohort": 11,
                "estimate": -0.5748551400126591
              },
              {
                "event_time": -6.0,
                "cohort": 11,
                "estimate": -0.8506221152044032
              },
              {
                "event_time": -5.0,
                "cohort": 11,
                "estimate": -1.939069112568499
              },
              {
                "event_time": -4.0,
                "cohort": 11,
                "estimate": -1.7060203035370445
              },
              {
                "event_time": -3.0,
                "cohort": 11,
                "estimate": -1.1658850967927865
              },
              {
                "event_time": -2.0,
                "cohort": 11,
                "estimate": -0.44700759033357507
              },
              {
                "event_time": 0.0,
                "cohort": 11,
                "estimate": -0.7419463917722366
              },
              {
                "event_time": 1.0,
                "cohort": 11,
                "estimate": -0.6413578560943183
              },
              {
                "event_time": 2.0,
                "cohort": 11,
                "estimate": -0.8943277857545809
              },
              {
                "event_time": 3.0,
                "cohort": 11,
                "estimate": -1.1829475960168914
              },
              {
                "event_time": 4.0,
                "cohort": 11,
                "estimate": 0.16349862389227582
              },
              {
                "event_time": 5.0,
                "cohort": 11,
                "estimate": -0.45600296260311735
              },
              {
                "event_time": 6.0,
                "cohort": 11,
                "estimate": -0.4734682145877538
              },
              {
                "event_time": 7.0,
                "cohort": 11,
                "estimate": -1.0711068921873252
              },
              {
                "event_time": 8.0,
                "cohort": 11,
                "estimate": -0.24862257363128923
              },
              {
                "event_time": 9.0,
                "cohort": 11,
                "estimate": -0.4908773598074776
              },
              {
                "event_time": 10.0,
                "cohort": 11,
                "estimate": -0.29341100495654404
              },
              {
                "event_time": -11.0,
                "cohort": 12,
                "estimate": 0.3616649398829762
              },
              {
                "event_time": -10.0,
                "cohort": 12,
                "estimate": 0.6602161705179808
              },
              {
                "event_time": -9.0,
                "cohort": 12,
                "estimate": 0.6889699281688557
              },
              {
                "event_time": -8.0,
                "cohort": 12,
                "estimate": 1.7001047676685883
              },
              {
                "event_time": -7.0,
                "cohort": 12,
                "estimate": 0.3732967025594116
              },
              {
                "event_time": -6.0,
                "cohort": 12,
                "estimate": 0.8287814464183818
              },
              {
                "event_time": -5.0,
                "cohort": 12,
                "estimate": -0.13755772614131212
              },
              {
                "event_time": -4.0,
                "cohort": 12,
                "estimate": 0.08704431183462735
              },
              {
                "event_time": -3.0,
                "cohort": 12,
                "estimate": -0.24509733977404813
              },
              {
                "event_time": -2.0,
                "cohort": 12,
                "estimate": 0.04305108840196839
              },
              {
                "event_time": 0.0,
                "cohort": 12,
                "estimate": 0.32711698715458787
              },
              {
                "event_time": 1.0,
                "cohort": 12,
                "estimate": 0.10274393282456958
              },
              {
                "event_time": 2.0,
                "cohort": 12,
                "estimate": -0.0956195418397563
              },
              {
                "event_time": 3.0,
                "cohort": 12,
                "estimate": -0.12956842745453062
              },
              {
                "event_time": 4.0,
                "cohort": 12,
                "estimate": 0.32673986694274854
              },
              {
                "event_time": 5.0,
                "cohort": 12,
                "estimate": 0.14794839947959565
              },
              {
                "event_time": 6.0,
                "cohort": 12,
                "estimate": -0.06642723037528489
              },
              {
                "event_time": 7.0,
                "cohort": 12,
                "estimate": -0.8517470568312596
              },
              {
                "event_time": 8.0,
                "cohort": 12,
                "estimate": -0.004840129817427707
              },
              {
                "event_time": 9.0,
                "cohort": 12,
                "estimate": 0.008302450245702142
              },
              {
                "event_time": -12.0,
                "cohort": 13,
                "estimate": -0.16722767486768414
              },
              {
                "event_time": -11.0,
                "cohort": 13,
                "estimate": -0.15030960377101127
              },
              {
                "event_time": -10.0,
                "cohort": 13,
                "estimate": 0.34681314102028404
              },
              {
                "event_time": -9.0,
                "cohort": 13,
                "estimate": 1.0546725997829158
              },
              {
                "event_time": -8.0,
                "cohort": 13,
                "estimate": 1.0241309515676718
              },
              {
                "event_time": -7.0,
                "cohort": 13,
                "estimate": 0.42479006131260283
              },
              {
                "event_time": -6.0,
                "cohort": 13,
                "estimate": 0.5073979230983844
              },
              {
                "event_time": -5.0,
                "cohort": 13,
                "estimate": -0.12677395782082873
              },
              {
                "event_time": -4.0,
                "cohort": 13,
                "estimate": 0.06132303825769407
              },
              {
                "event_time": -3.0,
                "cohort": 13,
                "estimate": 0.05648608226967754
              },
              {
                "event_time": -2.0,
                "cohort": 13,
                "estimate": 0.8102348973111038
              },
              {
                "event_time": 0.0,
                "cohort": 13,
                "estimate": 0.04522572799477364
              },
              {
                "event_time": 1.0,
                "cohort": 13,
                "estimate": -0.337605995814672
              },
              {
                "event_time": 2.0,
                "cohort": 13,
                "estimate": -0.29817690206350483
              },
              {
                "event_time": 3.0,
                "cohort": 13,
                "estimate": -0.32905380207012147
              },
              {
                "event_time": 4.0,
                "cohort": 13,
                "estimate": 0.34924364087250814
              },
              {
                "event_time": 5.0,
                "cohort": 13,
                "estimate": -0.04610803026762893
              },
              {
                "event_time": 6.0,
                "cohort": 13,
                "estimate": -0.6843574434524742
              },
              {
                "event_time": 7.0,
                "cohort": 13,
                "estimate": -0.20908953192228696
              },
              {
                "event_time": 8.0,
                "cohort": 13,
                "estimate": 0.4427610471282637
              },
              {
                "event_time": -13.0,
                "cohort": 14,
                "estimate": 0.5357723207280254
              },
              {
                "event_time": -12.0,
                "cohort": 14,
                "estimate": 0.163120069051107
              },
              {
                "event_time": -11.0,
                "cohort": 14,
                "estimate": 1.0229740594751835
              },
              {
                "event_time": -10.0,
                "cohort": 14,
                "estimate": -0.15927760813452685
              },
              {
                "event_time": -9.0,
                "cohort": 14,
                "estimate": 0.9841782603328663
              },
              {
                "event_time": -8.0,
                "cohort": 14,
                "estimate": 0.9382310635151626
              },
              {
                "event_time": -7.0,
                "cohort": 14,
                "estimate": 0.8090283790305884
              },
              {
                "event_time": -6.0,
                "cohort": 14,
                "estimate": 1.100644081995554
              },
              {
                "event_time": -5.0,
                "cohort": 14,
                "estimate": 0.16093582564094006
              },
              {
                "event_time": -4.0,
                "cohort": 14,
                "estimate": 0.04323628209017648
              },
              {
                "event_time": -3.0,
                "cohort": 14,
                "estimate": -0.24214885524061275
              },
              {
                "event_time": -2.0,
                "cohort": 14,
                "estimate": 0.6644728961510538
              },
              {
                "event_time": 0.0,
                "cohort": 14,
                "estimate": -0.08067437894419463
              },
              {
                "event_time": 1.0,
                "cohort": 14,
                "estimate": -0.020380519934704758
              },
              {
                "event_time": 2.0,
                "cohort": 14,
                "estimate": -0.17057909198856064
              },
              {
                "event_time": 3.0,
                "cohort": 14,
                "estimate": -0.28949769152001326
              },
              {
                "event_time": 4.0,
                "cohort": 14,
                "estimate": 0.7808990281874157
              },
              {
                "event_time": 5.0,
                "cohort": 14,
                "estimate": -0.17877492113308968
              },
              {
                "event_time": 6.0,
                "cohort": 14,
                "estimate": -0.08330566689961005
              },
              {
                "event_time": 7.0,
                "cohort": 14,
                "estimate": -0.6166996400463054
              },
              {
                "event_time": -14.0,
                "cohort": 15,
                "estimate": 0.8039939221093657
              },
              {
                "event_time": -13.0,
                "cohort": 15,
                "estimate": 0.6960738501160009
              },
              {
                "event_time": -12.0,
                "cohort": 15,
                "estimate": 0.6521863218354691
              },
              {
                "event_time": -11.0,
                "cohort": 15,
                "estimate": 1.033858786194674
              },
              {
                "event_time": -10.0,
                "cohort": 15,
                "estimate": 1.1250108731623474
              },
              {
                "event_time": -9.0,
                "cohort": 15,
                "estimate": 2.20961881330423
              },
              {
                "event_time": -8.0,
                "cohort": 15,
                "estimate": 2.2249621772341333
              },
              {
                "event_time": -7.0,
                "cohort": 15,
                "estimate": 1.5687814064687853
              },
              {
                "event_time": -6.0,
                "cohort": 15,
                "estimate": 0.7784783827429087
              },
              {
                "event_time": -5.0,
                "cohort": 15,
                "estimate": -0.966012721486442
              },
              {
                "event_time": -4.0,
                "cohort": 15,
                "estimate": 0.20829714637019564
              },
              {
                "event_time": -3.0,
                "cohort": 15,
                "estimate": 0.1679328632218483
              },
              {
                "event_time": -2.0,
                "cohort": 15,
                "estimate": 0.7397782660620522
              },
              {
                "event_time": 0.0,
                "cohort": 15,
                "estimate": 0.2476523318099491
              },
              {
                "event_time": 1.0,
                "cohort": 15,
                "estimate": -0.7344961680540069
              },
              {
                "event_time": 2.0,
                "cohort": 15,
                "estimate": -0.1374850668982376
              },
              {
                "event_time": 3.0,
                "cohort": 15,
                "estimate": -0.6404027941066948
              },
              {
                "event_time": 4.0,
                "cohort": 15,
                "estimate": 0.1537629492660983
              },
              {
                "event_time": 5.0,
                "cohort": 15,
                "estimate": 0.28375885246281807
              },
              {
                "event_time": 6.0,
                "cohort": 15,
                "estimate": -0.17765836081461758
              },
              {
                "event_time": -15.0,
                "cohort": 16,
                "estimate": 1.7048334345519323
              },
              {
                "event_time": -14.0,
                "cohort": 16,
                "estimate": -0.1629586415538459
              },
              {
                "event_time": -13.0,
                "cohort": 16,
                "estimate": 0.5088181159470212
              },
              {
                "event_time": -12.0,
                "cohort": 16,
                "estimate": 0.7519033211893598
              },
              {
                "event_time": -11.0,
                "cohort": 16,
                "estimate": 2.4143042119529365
              },
              {
                "event_time": -10.0,
                "cohort": 16,
                "estimate": 1.4009722068806167
              },
              {
                "event_time": -9.0,
                "cohort": 16,
                "estimate": 1.3634321253524244
              },
              {
                "event_time": -8.0,
                "cohort": 16,
                "estimate": 1.9442587608569004
              },
              {
                "event_time": -7.0,
                "cohort": 16,
                "estimate": -0.25517944991624575
              },
              {
                "event_time": -6.0,
                "cohort": 16,
                "estimate": 0.14621390129030631
              },
              {
                "event_time": -5.0,
                "cohort": 16,
                "estimate": -0.9208493271631679
              },
              {
                "event_time": -4.0,
                "cohort": 16,
                "estimate": -0.61094948569288
              },
              {
                "event_time": -3.0,
                "cohort": 16,
                "estimate": -0.6796403171090317
              },
              {
                "event_time": -2.0,
                "cohort": 16,
                "estimate": -0.705410791145895
              },
              {
                "event_time": 0.0,
                "cohort": 16,
                "estimate": -0.22681862367402145
              },
              {
                "event_time": 1.0,
                "cohort": 16,
                "estimate": -0.04242195378310888
              },
              {
                "event_time": 2.0,
                "cohort": 16,
                "estimate": -0.9193093432991146
              },
              {
                "event_time": 3.0,
                "cohort": 16,
                "estimate": -1.9600081105077203
              },
              {
                "event_time": 4.0,
                "cohort": 16,
                "estimate": -0.4364071566315132
              },
              {
                "event_time": 5.0,
                "cohort": 16,
                "estimate": -0.7012110011991367
              },
              {
                "event_time": -5.0,
                "cohort": 19,
                "estimate": -1.047186865458543
              },
              {
                "event_time": -4.0,
                "cohort": 19,
                "estimate": -0.10497248249833091
              },
              {
                "event_time": -3.0,
                "cohort": 19,
                "estimate": -0.21280778926945956
              },
              {
                "event_time": -2.0,
                "cohort": 19,
                "estimate": 0.2911631689253597
              },
              {
                "event_time": 0.0,
                "cohort": 19,
                "estimate": 0.016404985219294677
              },
              {
                "event_time": 1.0,
                "cohort": 19,
                "estimate": -0.5636528667512064
              },
              {
                "event_time": 2.0,
                "cohort": 19,
                "estimate": 0.35258988445165346
              }
            ]
          }
        }
      },
      "alternative_models": {
        "y__d": [
          {
            "method": "CS-DID",
            "class": "csdid.att_gt.ATTgt",
            "package": {
              "csdid": "0.4.2",
              "drdid": "1.1.6"
            },
            "parameters": {
              "est_method": "dr",
              "covariate_basis": "intercept",
              "control_group": "notyettreated",
              "xformla": "y ~ 1",
              "panel": true,
              "effective_panel": false,
              "allow_unbalanced_panel": true,
              "weights_name": "weight",
              "fix_weights": "varying",
              "base_period": "universal",
              "clustervar": "cluster",
              "aggregate": "dynamic",
              "faster_mode": true
            },
            "data_structure": "unbalanced or varying-weight panel; native repeated-cross-section comparisons",
            "aggregations": {
              "summaries": [
                {
                  "typec": "dynamic",
                  "aggregation": "Native CS-DID dynamic",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.3686240920931308,
                  "se": 0.12169536209628488,
                  "lower": -0.60714261888741,
                  "upper": -0.13010556529885162
                },
                {
                  "typec": "simple",
                  "aggregation": "Native CS-DID simple",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.3346114765489489,
                  "se": 0.12446899542912362,
                  "lower": -0.5785662247819119,
                  "upper": -0.09065672831598598
                },
                {
                  "typec": "group",
                  "aggregation": "Native CS-DID group",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.28316534666899584,
                  "se": 0.11582098303425818,
                  "lower": -0.5101703020701664,
                  "upper": -0.05616039126782518
                },
                {
                  "typec": "treated_cells",
                  "aggregation": "Observed treated observations, configured weights",
                  "matches_treated_unit_year_target": true,
                  "weight_sum": 617724.0,
                  "post_cells": 124,
                  "estimate": -0.3415619797656125,
                  "se": 0.12682932843408895,
                  "lower": -0.5901428956798287,
                  "upper": -0.09298106385139632
                }
              ],
              "same_group_time_effects": true,
              "additional_covariates": []
            },
            "estimate": -0.3686240920931308,
            "se": 0.12169536209628488,
            "lower": -0.60714261888741,
            "upper": -0.13010556529885162,
            "event_study": [
              {
                "event_time": -18,
                "estimate": 0.13966905139840155,
                "se": 0.18486746500424028,
                "lower": -0.22266452192312822,
                "upper": 0.5020026247199313,
                "relative_to_minus_one": 0.13966905139840155,
                "n": 0.0
              },
              {
                "event_time": -17,
                "estimate": 0.18370138963254393,
                "se": 0.3570151698539214,
                "lower": -0.5160354852155921,
                "upper": 0.8834382644806799,
                "relative_to_minus_one": 0.18370138963254393,
                "n": 0.0
              },
              {
                "event_time": -16,
                "estimate": -0.09874488698883614,
                "se": 0.6633102986052376,
                "lower": -1.3988091828296108,
                "upper": 1.2013194088519386,
                "relative_to_minus_one": -0.09874488698883614,
                "n": 0.0
              },
              {
                "event_time": -15,
                "estimate": 0.7180427335965787,
                "se": 0.6019502979250337,
                "lower": -0.461758170819643,
                "upper": 1.8978436380128003,
                "relative_to_minus_one": 0.7180427335965787,
                "n": 0.0
              },
              {
                "event_time": -14,
                "estimate": 0.7353440590053337,
                "se": 0.3353149982523819,
                "lower": 0.07813873895455403,
                "upper": 1.3925493790561134,
                "relative_to_minus_one": 0.7353440590053337,
                "n": 0.0
              },
              {
                "event_time": -13,
                "estimate": 0.2694912053551763,
                "se": 0.16503166512978365,
                "lower": -0.05396491460787439,
                "upper": 0.5929473253182269,
                "relative_to_minus_one": 0.2694912053551763,
                "n": 0.0
              },
              {
                "event_time": -12,
                "estimate": 0.16851813407835,
                "se": 0.20049663728320177,
                "lower": -0.2244480540181161,
                "upper": 0.5614843221748161,
                "relative_to_minus_one": 0.16851813407835,
                "n": 0.0
              },
              {
                "event_time": -11,
                "estimate": 0.1712942209084295,
                "se": 0.24172709373065795,
                "lower": -0.302482176891198,
                "upper": 0.645070618708057,
                "relative_to_minus_one": 0.1712942209084295,
                "n": 0.0
              },
              {
                "event_time": -10,
                "estimate": 0.09518831600365099,
                "se": 0.19013278959141303,
                "lower": -0.2774651038756506,
                "upper": 0.46784173588295264,
                "relative_to_minus_one": 0.09518831600365099,
                "n": 0.0
              },
              {
                "event_time": -9,
                "estimate": 0.5543418786262718,
                "se": 0.22828753498171409,
                "lower": 0.10690653194268451,
                "upper": 1.0017772253098591,
                "relative_to_minus_one": 0.5543418786262718,
                "n": 0.0
              },
              {
                "event_time": -8,
                "estimate": 0.1970763718872146,
                "se": 0.21689004104907386,
                "lower": -0.2280202971743841,
                "upper": 0.6221730409488133,
                "relative_to_minus_one": 0.1970763718872146,
                "n": 0.0
              },
              {
                "event_time": -7,
                "estimate": 0.17715708235394287,
                "se": 0.16056608838951344,
                "lower": -0.1375466680279784,
                "upper": 0.4918608327358641,
                "relative_to_minus_one": 0.17715708235394287,
                "n": 0.0
              },
              {
                "event_time": -6,
                "estimate": 0.037418438595006105,
                "se": 0.14833014444272288,
                "lower": -0.2533033023343548,
                "upper": 0.32814017952436697,
                "relative_to_minus_one": 0.037418438595006105,
                "n": 0.0
              },
              {
                "event_time": -5,
                "estimate": 0.08185093766616994,
                "se": 0.114595971864418,
                "lower": -0.1427530399614547,
                "upper": 0.30645491529379454,
                "relative_to_minus_one": 0.08185093766616994,
                "n": 0.0
              },
              {
                "event_time": -4,
                "estimate": 0.02289966448139759,
                "se": 0.11453976656159481,
                "lower": -0.20159415277695342,
                "upper": 0.24739348173974862,
                "relative_to_minus_one": 0.02289966448139759,
                "n": 0.0
              },
              {
                "event_time": -3,
                "estimate": 0.17068940675826122,
                "se": 0.10621782980754935,
                "lower": -0.03749371418054051,
                "upper": 0.3788725276970629,
                "relative_to_minus_one": 0.17068940675826122,
                "n": 0.0
              },
              {
                "event_time": -2,
                "estimate": 0.14084176946078494,
                "se": 0.11119581340897854,
                "lower": -0.077098020052449,
                "upper": 0.35878155897401887,
                "relative_to_minus_one": 0.14084176946078494,
                "n": 0.0
              },
              {
                "event_time": -1,
                "estimate": 0.0,
                "se": null,
                "lower": null,
                "upper": null,
                "relative_to_minus_one": 0.0,
                "n": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.06832990103822004,
                "se": 0.07659859440188495,
                "lower": -0.21846038733230594,
                "upper": 0.08180058525586587,
                "relative_to_minus_one": -0.06832990103822004,
                "n": 47192.0
              },
              {
                "event_time": 1,
                "estimate": 0.05095076769265673,
                "se": 0.0859577364420479,
                "lower": -0.11752329992634329,
                "upper": 0.21942483531165674,
                "relative_to_minus_one": 0.05095076769265673,
                "n": 46432.0
              },
              {
                "event_time": 2,
                "estimate": -0.13992330981886256,
                "se": 0.11872678595932312,
                "lower": -0.37262353429933165,
                "upper": 0.09277691466160654,
                "relative_to_minus_one": -0.13992330981886256,
                "n": 46599.0
              },
              {
                "event_time": 3,
                "estimate": -0.1947375985101412,
                "se": 0.125347390675313,
                "lower": -0.4404139697898265,
                "upper": 0.05093877276954409,
                "relative_to_minus_one": -0.1947375985101412,
                "n": 45246.0
              },
              {
                "event_time": 4,
                "estimate": -0.2278640032552101,
                "se": 0.11918023983180101,
                "lower": -0.4614529809943861,
                "upper": 0.005724974483965861,
                "relative_to_minus_one": -0.2278640032552101,
                "n": 45139.0
              },
              {
                "event_time": 5,
                "estimate": -0.3588273334079556,
                "se": 0.15551312809094192,
                "lower": -0.663627463589366,
                "upper": -0.05402720322654525,
                "relative_to_minus_one": -0.3588273334079556,
                "n": 46066.0
              },
              {
                "event_time": 6,
                "estimate": -0.3314472809738992,
                "se": 0.173601046999731,
                "lower": -0.6716990807718172,
                "upper": 0.008804518824018781,
                "relative_to_minus_one": -0.3314472809738992,
                "n": 46086.0
              },
              {
                "event_time": 7,
                "estimate": -0.3910478618531632,
                "se": 0.1581129877723485,
                "lower": -0.7009436233749882,
                "upper": -0.08115210033133818,
                "relative_to_minus_one": -0.3910478618531632,
                "n": 41823.0
              },
              {
                "event_time": 8,
                "estimate": -0.4942155315840032,
                "se": 0.15361494807233594,
                "lower": -0.7952952972927723,
                "upper": -0.19313576587523418,
                "relative_to_minus_one": -0.4942155315840032,
                "n": 41036.0
              },
              {
                "event_time": 9,
                "estimate": -0.5306630446934483,
                "se": 0.16910375599652358,
                "lower": -0.8621003160970837,
                "upper": -0.19922577328981284,
                "relative_to_minus_one": -0.5306630446934483,
                "n": 39546.0
              },
              {
                "event_time": 10,
                "estimate": -0.4193334137248909,
                "se": 0.17876918404957162,
                "lower": -0.7697145760076636,
                "upper": -0.06895225144211825,
                "relative_to_minus_one": -0.4193334137248909,
                "n": 38630.0
              },
              {
                "event_time": 11,
                "estimate": -0.6363030427674395,
                "se": 0.19234987923410443,
                "lower": -1.013301878496913,
                "upper": -0.25930420703796603,
                "relative_to_minus_one": -0.6363030427674395,
                "n": 37958.0
              },
              {
                "event_time": 12,
                "estimate": -0.4946759206296605,
                "se": 0.21472922422615667,
                "lower": -0.9155374665411532,
                "upper": -0.07381437471816776,
                "relative_to_minus_one": -0.4946759206296605,
                "n": 38845.0
              },
              {
                "event_time": 13,
                "estimate": -0.47461221627790484,
                "se": 0.22887038681277969,
                "lower": -0.923189931558704,
                "upper": -0.026034500997105747,
                "relative_to_minus_one": -0.47461221627790484,
                "n": 39446.0
              },
              {
                "event_time": 14,
                "estimate": -1.1177772756170332,
                "se": 0.2590407569038701,
                "lower": -1.6254878296766138,
                "upper": -0.6100667215574526,
                "relative_to_minus_one": -1.1177772756170332,
                "n": 16789.0
              },
              {
                "event_time": 15,
                "estimate": -0.06917850703091691,
                "se": 0.11121277106773934,
                "lower": -0.2871515329445842,
                "upper": 0.14879451888275033,
                "relative_to_minus_one": -0.06917850703091691,
                "n": 891.0
              }
            ],
            "group_time_estimates": [
              {
                "group": 6,
                "year": 1,
                "att": 0.7422360082083599,
                "se": 0.09031399680839344,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 2,
                "att": 0.24755802159639528,
                "se": 0.08410853212631354,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 3,
                "att": 0.34447525835965875,
                "se": 0.07628729046843011,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 4,
                "att": -0.2478254177833721,
                "se": 0.06729672816959281,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 5,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 6,
                "att": 0.11021148144016704,
                "se": 0.07919038831196373,
                "event_time": 0,
                "mass": 817.0
              },
              {
                "group": 6,
                "year": 7,
                "att": 0.46335374115511996,
                "se": 0.07625440859012693,
                "event_time": 1,
                "mass": 766.0
              },
              {
                "group": 6,
                "year": 8,
                "att": 0.1299817579163491,
                "se": 0.08313013485434484,
                "event_time": 2,
                "mass": 752.0
              },
              {
                "group": 6,
                "year": 9,
                "att": 0.7997991810512557,
                "se": 0.10431022456932781,
                "event_time": 3,
                "mass": 765.0
              },
              {
                "group": 6,
                "year": 10,
                "att": -0.21401644448984625,
                "se": 0.1250547297997292,
                "event_time": 4,
                "mass": 764.0
              },
              {
                "group": 6,
                "year": 11,
                "att": 0.1021010777126776,
                "se": 0.1120106759942974,
                "event_time": 5,
                "mass": 837.0
              },
              {
                "group": 6,
                "year": 12,
                "att": 0.5260599371017495,
                "se": 0.10936839133647766,
                "event_time": 6,
                "mass": 727.0
              },
              {
                "group": 6,
                "year": 13,
                "att": 0.9004445874775201,
                "se": 0.11434605023956443,
                "event_time": 7,
                "mass": 838.0
              },
              {
                "group": 6,
                "year": 14,
                "att": 0.14762520081339092,
                "se": 0.1375292679072678,
                "event_time": 8,
                "mass": 869.0
              },
              {
                "group": 6,
                "year": 15,
                "att": 0.29826482581624,
                "se": 0.10682516093806445,
                "event_time": 9,
                "mass": 811.0
              },
              {
                "group": 6,
                "year": 16,
                "att": 0.05573459479685538,
                "se": 0.10774521649928069,
                "event_time": 10,
                "mass": 832.0
              },
              {
                "group": 6,
                "year": 17,
                "att": 0.016899525540235792,
                "se": 0.10661990090821873,
                "event_time": 11,
                "mass": 814.0
              },
              {
                "group": 6,
                "year": 18,
                "att": 0.14808226465098884,
                "se": 0.1016178474055981,
                "event_time": 12,
                "mass": 907.0
              },
              {
                "group": 6,
                "year": 19,
                "att": 0.1991462160863922,
                "se": 0.12459930212195135,
                "event_time": 13,
                "mass": 821.0
              },
              {
                "group": 6,
                "year": 20,
                "att": 0.3443662525768881,
                "se": 0.12050630123532956,
                "event_time": 14,
                "mass": 896.0
              },
              {
                "group": 6,
                "year": 21,
                "att": -0.06917850703091691,
                "se": 0.11121277106773934,
                "event_time": 15,
                "mass": 891.0
              },
              {
                "group": 7,
                "year": 1,
                "att": -0.38724850025207913,
                "se": 0.30732937005201344,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 2,
                "att": -0.029853259406864233,
                "se": 0.13107653971235356,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 3,
                "att": -0.24991780141766543,
                "se": 0.09865974044780007,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 4,
                "att": 0.19437675464384407,
                "se": 0.13319802867587874,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 5,
                "att": 0.2256073256050459,
                "se": 0.29079399101341186,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 6,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 7,
                "att": 0.0009691543712306704,
                "se": 0.11290553986912649,
                "event_time": 0,
                "mass": 12690.0
              },
              {
                "group": 7,
                "year": 8,
                "att": -0.0299894148236056,
                "se": 0.1507403568612007,
                "event_time": 1,
                "mass": 12225.0
              },
              {
                "group": 7,
                "year": 9,
                "att": -0.17853446314317306,
                "se": 0.15176750564896463,
                "event_time": 2,
                "mass": 12375.0
              },
              {
                "group": 7,
                "year": 10,
                "att": -0.5576374747312813,
                "se": 0.24157913488438384,
                "event_time": 3,
                "mass": 11916.0
              },
              {
                "group": 7,
                "year": 11,
                "att": -0.31696912497688196,
                "se": 0.19585394440120535,
                "event_time": 4,
                "mass": 12283.0
              },
              {
                "group": 7,
                "year": 12,
                "att": -0.8622983914719743,
                "se": 0.237477413670513,
                "event_time": 5,
                "mass": 11588.0
              },
              {
                "group": 7,
                "year": 13,
                "att": -0.956573480536774,
                "se": 0.204198363651176,
                "event_time": 6,
                "mass": 12131.0
              },
              {
                "group": 7,
                "year": 14,
                "att": -0.8877616461396329,
                "se": 0.23067295794106063,
                "event_time": 7,
                "mass": 12096.0
              },
              {
                "group": 7,
                "year": 15,
                "att": -1.0140470191268087,
                "se": 0.17191442396213902,
                "event_time": 8,
                "mass": 11751.0
              },
              {
                "group": 7,
                "year": 16,
                "att": -0.9686654081252833,
                "se": 0.20359158987023132,
                "event_time": 9,
                "mass": 12131.0
              },
              {
                "group": 7,
                "year": 17,
                "att": -1.0514382930393995,
                "se": 0.18766619885577576,
                "event_time": 10,
                "mass": 12427.0
              },
              {
                "group": 7,
                "year": 18,
                "att": -1.1561543435170032,
                "se": 0.2164551754324138,
                "event_time": 11,
                "mass": 12161.0
              },
              {
                "group": 7,
                "year": 19,
                "att": -1.2068131117478906,
                "se": 0.223887889743495,
                "event_time": 12,
                "mass": 13538.0
              },
              {
                "group": 7,
                "year": 20,
                "att": -1.1503760901276219,
                "se": 0.24713026045237757,
                "event_time": 13,
                "mass": 14338.0
              },
              {
                "group": 7,
                "year": 21,
                "att": -1.2137748570892806,
                "se": 0.23730707770261295,
                "event_time": 14,
                "mass": 15893.0
              },
              {
                "group": 8,
                "year": 1,
                "att": 0.18724332165604024,
                "se": 0.20684306622072143,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 2,
                "att": 0.14582321661511238,
                "se": 0.18024142118202122,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 3,
                "att": 0.20492009524269786,
                "se": 0.17078735095193323,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 4,
                "att": 0.2307118554290562,
                "se": 0.16765982003230387,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 5,
                "att": 0.15491583926165245,
                "se": 0.16728578751234355,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 6,
                "att": 0.1220086469095926,
                "se": 0.14069719347472173,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 7,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 8,
                "att": -0.22584386208476,
                "se": 0.11621898252084893,
                "event_time": 0,
                "mass": 19079.0
              },
              {
                "group": 8,
                "year": 9,
                "att": 0.10556159012200737,
                "se": 0.15196316336246551,
                "event_time": 1,
                "mass": 19098.0
              },
              {
                "group": 8,
                "year": 10,
                "att": -0.14129758500713877,
                "se": 0.2167771979018671,
                "event_time": 2,
                "mass": 18694.0
              },
              {
                "group": 8,
                "year": 11,
                "att": -0.12269149627818457,
                "se": 0.1614015818059919,
                "event_time": 3,
                "mass": 19335.0
              },
              {
                "group": 8,
                "year": 12,
                "att": -0.23266643638233062,
                "se": 0.2205934882416922,
                "event_time": 4,
                "mass": 18506.0
              },
              {
                "group": 8,
                "year": 13,
                "att": -0.2787678255492953,
                "se": 0.21242375268146424,
                "event_time": 5,
                "mass": 19753.0
              },
              {
                "group": 8,
                "year": 14,
                "att": -0.1578599431874972,
                "se": 0.23379097119043155,
                "event_time": 6,
                "mass": 19886.0
              },
              {
                "group": 8,
                "year": 15,
                "att": -0.3298186765194082,
                "se": 0.19535562082210514,
                "event_time": 7,
                "mass": 19303.0
              },
              {
                "group": 8,
                "year": 16,
                "att": -0.3693361219504831,
                "se": 0.20139436080980316,
                "event_time": 8,
                "mass": 20138.0
              },
              {
                "group": 8,
                "year": 17,
                "att": -0.3864092002198075,
                "se": 0.2187785053888525,
                "event_time": 9,
                "mass": 20380.0
              },
              {
                "group": 8,
                "year": 18,
                "att": -0.09990989101594516,
                "se": 0.1938328304609736,
                "event_time": 10,
                "mass": 20269.0
              },
              {
                "group": 8,
                "year": 19,
                "att": -0.40414994923308395,
                "se": 0.2398957811544639,
                "event_time": 11,
                "mass": 20969.0
              },
              {
                "group": 8,
                "year": 20,
                "att": -0.0939274816545934,
                "se": 0.21800022398319263,
                "event_time": 12,
                "mass": 21988.0
              },
              {
                "group": 8,
                "year": 21,
                "att": -0.08477125215593224,
                "se": 0.23031971783336902,
                "event_time": 13,
                "mass": 24287.0
              },
              {
                "group": 9,
                "year": 1,
                "att": -0.7571857776994642,
                "se": 0.5212758828896947,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 2,
                "att": -0.5269154878562154,
                "se": 0.19882073994214727,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 3,
                "att": -0.3621925879188338,
                "se": 0.33864824463631704,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 4,
                "att": -0.2688327260467353,
                "se": 0.23178525359315777,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 5,
                "att": -0.431436102749963,
                "se": 0.3491122885337826,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 6,
                "att": -0.11475875739640305,
                "se": 0.35393690010599144,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 7,
                "att": 0.02593561147788291,
                "se": 0.29565841279169053,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 8,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 9,
                "att": -0.39413329343147396,
                "se": 0.16153559040571788,
                "event_time": 0,
                "mass": 1918.0
              },
              {
                "group": 9,
                "year": 10,
                "att": -0.5079026318227746,
                "se": 0.2559838478410769,
                "event_time": 1,
                "mass": 1824.0
              },
              {
                "group": 9,
                "year": 11,
                "att": -0.6402525005368708,
                "se": 0.21415840896902055,
                "event_time": 2,
                "mass": 2026.0
              },
              {
                "group": 9,
                "year": 12,
                "att": -0.7319724913755712,
                "se": 0.34336983303489726,
                "event_time": 3,
                "mass": 1986.0
              },
              {
                "group": 9,
                "year": 13,
                "att": -0.752518436673604,
                "se": 0.19949978985331096,
                "event_time": 4,
                "mass": 2008.0
              },
              {
                "group": 9,
                "year": 14,
                "att": -0.2826458535031018,
                "se": 0.2277428687951162,
                "event_time": 5,
                "mass": 1912.0
              },
              {
                "group": 9,
                "year": 15,
                "att": -0.8455853162404905,
                "se": 0.22689717793851102,
                "event_time": 6,
                "mass": 1816.0
              },
              {
                "group": 9,
                "year": 16,
                "att": -0.6894249400961172,
                "se": 0.2823165229841264,
                "event_time": 7,
                "mass": 1833.0
              },
              {
                "group": 9,
                "year": 17,
                "att": -0.48576245012974817,
                "se": 0.47043565203074594,
                "event_time": 8,
                "mass": 1947.0
              },
              {
                "group": 9,
                "year": 18,
                "att": -0.5692617596115193,
                "se": 0.46746685470087884,
                "event_time": 9,
                "mass": 1928.0
              },
              {
                "group": 9,
                "year": 19,
                "att": -0.4414917637542521,
                "se": 0.40480802652709436,
                "event_time": 10,
                "mass": 2064.0
              },
              {
                "group": 9,
                "year": 20,
                "att": -0.5655908698951704,
                "se": 0.27278301976170183,
                "event_time": 11,
                "mass": 2177.0
              },
              {
                "group": 9,
                "year": 21,
                "att": -0.3691472006278875,
                "se": 0.2768409695002422,
                "event_time": 12,
                "mass": 2412.0
              },
              {
                "group": 10,
                "year": 1,
                "att": 0.9366590407902966,
                "se": 0.14772254293441348,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 2,
                "att": 0.5294304932422722,
                "se": 0.2968735318807079,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 3,
                "att": 1.125367210544663,
                "se": 0.08761174011960426,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 4,
                "att": 0.5670058440746404,
                "se": 0.34239842448566,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 5,
                "att": 0.6933941727777542,
                "se": 0.11994905110905098,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 6,
                "att": 0.6907462244189322,
                "se": 0.1466066864172676,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 7,
                "att": 1.3365021980956786,
                "se": 0.48413796883565297,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 8,
                "att": 0.1406512795930392,
                "se": 0.0922593058297801,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 9,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 10,
                "att": 0.2439044090386951,
                "se": 0.41404005670127575,
                "event_time": 0,
                "mass": 1553.0
              },
              {
                "group": 10,
                "year": 11,
                "att": 0.06799611798650915,
                "se": 0.28727832955041327,
                "event_time": 1,
                "mass": 1581.0
              },
              {
                "group": 10,
                "year": 12,
                "att": 0.22074252044954093,
                "se": 0.21564957792840736,
                "event_time": 2,
                "mass": 1607.0
              },
              {
                "group": 10,
                "year": 13,
                "att": 0.07899356195941905,
                "se": 0.34356287536237107,
                "event_time": 3,
                "mass": 1682.0
              },
              {
                "group": 10,
                "year": 14,
                "att": 0.14573909791941095,
                "se": 0.18215565118559282,
                "event_time": 4,
                "mass": 1731.0
              },
              {
                "group": 10,
                "year": 15,
                "att": 0.2783591835394597,
                "se": 0.15363426042308945,
                "event_time": 5,
                "mass": 1648.0
              },
              {
                "group": 10,
                "year": 16,
                "att": -0.06889391127237879,
                "se": 0.39645566847840263,
                "event_time": 6,
                "mass": 1688.0
              },
              {
                "group": 10,
                "year": 17,
                "att": 0.20028706302837318,
                "se": 0.1252463176826154,
                "event_time": 7,
                "mass": 1654.0
              },
              {
                "group": 10,
                "year": 18,
                "att": -0.1469347073718513,
                "se": 0.18667542576210752,
                "event_time": 8,
                "mass": 1723.0
              },
              {
                "group": 10,
                "year": 19,
                "att": -0.20421976354832178,
                "se": 0.5337274985458411,
                "event_time": 9,
                "mass": 1684.0
              },
              {
                "group": 10,
                "year": 20,
                "att": 0.07394016927503977,
                "se": 0.21899254084869416,
                "event_time": 10,
                "mass": 1755.0
              },
              {
                "group": 10,
                "year": 21,
                "att": 0.015466452568858756,
                "se": 0.2761499783241229,
                "event_time": 11,
                "mass": 1837.0
              },
              {
                "group": 11,
                "year": 1,
                "att": -0.6544185479569299,
                "se": 0.14386543217996428,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 2,
                "att": -0.1815066977222465,
                "se": 0.11286266407934147,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 3,
                "att": -0.6555774455017341,
                "se": 0.1084333816532716,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 4,
                "att": -1.062479297539935,
                "se": 0.11172374412843601,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 5,
                "att": -1.1133167205389878,
                "se": 0.12404050393312675,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 6,
                "att": -1.4999179367831637,
                "se": 0.1715612528119204,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 7,
                "att": -1.8192287525332635,
                "se": 0.14766196743299634,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 8,
                "att": -1.1135010762551212,
                "se": 0.11608104463033272,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 9,
                "att": -0.8037771822223988,
                "se": 0.08723003004458903,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 10,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 11,
                "att": -0.6721142676597996,
                "se": 0.09964687586655362,
                "event_time": 0,
                "mass": 1250.0
              },
              {
                "group": 11,
                "year": 12,
                "att": -0.19908676275832526,
                "se": 0.0957929816146251,
                "event_time": 1,
                "mass": 1254.0
              },
              {
                "group": 11,
                "year": 13,
                "att": -0.7920708769620366,
                "se": 0.09962470666403205,
                "event_time": 2,
                "mass": 1393.0
              },
              {
                "group": 11,
                "year": 14,
                "att": -0.48303767629435146,
                "se": 0.11197225906477346,
                "event_time": 3,
                "mass": 1268.0
              },
              {
                "group": 11,
                "year": 15,
                "att": -0.20739297746883487,
                "se": 0.10560161144036793,
                "event_time": 4,
                "mass": 1229.0
              },
              {
                "group": 11,
                "year": 16,
                "att": -0.5075231181888948,
                "se": 0.1168423166416976,
                "event_time": 5,
                "mass": 1271.0
              },
              {
                "group": 11,
                "year": 17,
                "att": -0.09772473528064386,
                "se": 0.10678837409837845,
                "event_time": 6,
                "mass": 1223.0
              },
              {
                "group": 11,
                "year": 18,
                "att": -0.3153530454683242,
                "se": 0.11026038348387159,
                "event_time": 7,
                "mass": 1228.0
              },
              {
                "group": 11,
                "year": 19,
                "att": -0.25771247544886894,
                "se": 0.1362596891248638,
                "event_time": 8,
                "mass": 1214.0
              },
              {
                "group": 11,
                "year": 20,
                "att": -0.24506394414066035,
                "se": 0.13458920704054766,
                "event_time": 9,
                "mass": 1207.0
              },
              {
                "group": 11,
                "year": 21,
                "att": -0.23142195333711854,
                "se": 0.1285093912821113,
                "event_time": 10,
                "mass": 1283.0
              },
              {
                "group": 12,
                "year": 1,
                "att": -0.16305933642718023,
                "se": 0.13752408261629953,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 2,
                "att": 0.32072486630054114,
                "se": 0.11272633654471369,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 3,
                "att": 0.031928588310129534,
                "se": 0.10556577276211256,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 4,
                "att": 0.7604102160044524,
                "se": 0.10992201685049693,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 5,
                "att": -0.09437878917499841,
                "se": 0.11578363220216156,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 6,
                "att": 0.5915897085469025,
                "se": 0.14390630106842897,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 7,
                "att": 0.3557807297625446,
                "se": 0.12613389442974285,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 8,
                "att": 0.034570867145734034,
                "se": 0.11083058976776165,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 9,
                "att": -0.028637902487987428,
                "se": 0.10142496861085953,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 10,
                "att": -0.16423938614634306,
                "se": 0.10301182403795606,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 11,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 12,
                "att": 0.44299387826014336,
                "se": 0.09668882731720968,
                "event_time": 0,
                "mass": 1220.0
              },
              {
                "group": 12,
                "year": 13,
                "att": 0.5550787514160878,
                "se": 0.09425144808514829,
                "event_time": 1,
                "mass": 1217.0
              },
              {
                "group": 12,
                "year": 14,
                "att": 0.09775260372214692,
                "se": 0.09537306565477982,
                "event_time": 2,
                "mass": 1237.0
              },
              {
                "group": 12,
                "year": 15,
                "att": 0.5460448752379671,
                "se": 0.1008385285136994,
                "event_time": 3,
                "mass": 1225.0
              },
              {
                "group": 12,
                "year": 16,
                "att": -0.06969159593231297,
                "se": 0.09561602261326327,
                "event_time": 4,
                "mass": 1285.0
              },
              {
                "group": 12,
                "year": 17,
                "att": 0.08589267439884167,
                "se": 0.1052424468732513,
                "event_time": 5,
                "mass": 1205.0
              },
              {
                "group": 12,
                "year": 18,
                "att": 0.2967446660292652,
                "se": 0.09388949291359966,
                "event_time": 6,
                "mass": 1146.0
              },
              {
                "group": 12,
                "year": 19,
                "att": -0.055527899462879095,
                "se": 0.12700873305000557,
                "event_time": 7,
                "mass": 1212.0
              },
              {
                "group": 12,
                "year": 20,
                "att": -0.0002660334781703418,
                "se": 0.12508995934964587,
                "event_time": 8,
                "mass": 1305.0
              },
              {
                "group": 12,
                "year": 21,
                "att": 0.25908641595932475,
                "se": 0.10746110049661542,
                "event_time": 9,
                "mass": 1405.0
              },
              {
                "group": 13,
                "year": 1,
                "att": -0.3068619664929533,
                "se": 0.28683073855703883,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 2,
                "att": -0.6273513529546282,
                "se": 0.4040675870623163,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 3,
                "att": 0.0023871019510849725,
                "se": 0.2993530814160388,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 4,
                "att": 0.4583510220156376,
                "se": 0.1189147309114711,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 5,
                "att": 0.1075141865118989,
                "se": 0.24461875425333335,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 6,
                "att": -0.00667213173061041,
                "se": 0.3030339258764323,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 7,
                "att": 0.32178234367092473,
                "se": 0.2174541509303068,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 8,
                "att": 0.41379566064115064,
                "se": 0.3001745189171226,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 9,
                "att": 0.15126240669162117,
                "se": 0.429154448555302,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 10,
                "att": 0.31769877063190877,
                "se": 0.1038451196769464,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 11,
                "att": 0.5717726230389147,
                "se": 0.47031048651210794,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 12,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 13,
                "att": 0.19964423720271515,
                "se": 0.15912864315594064,
                "event_time": 0,
                "mass": 2307.0
              },
              {
                "group": 13,
                "year": 14,
                "att": 0.27823620823473616,
                "se": 0.24339758997387786,
                "event_time": 1,
                "mass": 2234.0
              },
              {
                "group": 13,
                "year": 15,
                "att": -0.13715003753762722,
                "se": 0.1311856495307186,
                "event_time": 2,
                "mass": 2169.0
              },
              {
                "group": 13,
                "year": 16,
                "att": 0.3877679471356577,
                "se": 0.09930352567689178,
                "event_time": 3,
                "mass": 2220.0
              },
              {
                "group": 13,
                "year": 17,
                "att": 0.048017046017918445,
                "se": 0.2862896413167196,
                "event_time": 4,
                "mass": 2290.0
              },
              {
                "group": 13,
                "year": 18,
                "att": -0.06634401774370678,
                "se": 0.25249974540065445,
                "event_time": 5,
                "mass": 2266.0
              },
              {
                "group": 13,
                "year": 19,
                "att": -0.23930183789428086,
                "se": 0.33187131076092863,
                "event_time": 6,
                "mass": 2261.0
              },
              {
                "group": 13,
                "year": 20,
                "att": 0.4769540312873733,
                "se": 0.29804403373142024,
                "event_time": 7,
                "mass": 1982.0
              },
              {
                "group": 13,
                "year": 21,
                "att": 0.3230801052923167,
                "se": 0.2035067450176399,
                "event_time": 8,
                "mass": 2089.0
              },
              {
                "group": 14,
                "year": 1,
                "att": 0.21605676355995057,
                "se": 0.4628835312809041,
                "event_time": -13,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 2,
                "att": 0.06583323001620289,
                "se": 0.4910120612451376,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 3,
                "att": 0.5837052514787084,
                "se": 0.26180256366330373,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 4,
                "att": -0.5300041146942666,
                "se": 0.2562025933186032,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 5,
                "att": 0.34201213534926017,
                "se": 0.7450541899392252,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 6,
                "att": -0.033635857346220356,
                "se": 0.48190214981035573,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 7,
                "att": 0.37438424900174866,
                "se": 0.1924738857035202,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 8,
                "att": 0.9051769839100923,
                "se": 0.5282824933369571,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 9,
                "att": 0.7855220357833159,
                "se": 0.4736645572052111,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 10,
                "att": 0.24394245258683428,
                "se": 0.6130945422086128,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 11,
                "att": 0.08809358207555097,
                "se": 0.7316835272650524,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 12,
                "att": 0.4368972695366639,
                "se": 0.0915375917955156,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 13,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 14,
                "att": 0.13018519465049905,
                "se": 0.3338704884537887,
                "event_time": 0,
                "mass": 1590.0
              },
              {
                "group": 14,
                "year": 15,
                "att": 0.4780570411837987,
                "se": 0.22329687143202626,
                "event_time": 1,
                "mass": 1476.0
              },
              {
                "group": 14,
                "year": 16,
                "att": -0.004575467878265587,
                "se": 0.6212512245359169,
                "event_time": 2,
                "mass": 1470.0
              },
              {
                "group": 14,
                "year": 17,
                "att": 0.42746400915185284,
                "se": 0.13437515980271228,
                "event_time": 3,
                "mass": 1493.0
              },
              {
                "group": 14,
                "year": 18,
                "att": 0.4453586818622999,
                "se": 0.08594789795921692,
                "event_time": 4,
                "mass": 1471.0
              },
              {
                "group": 14,
                "year": 19,
                "att": -0.1730128780754157,
                "se": 0.12751674120352566,
                "event_time": 5,
                "mass": 1587.0
              },
              {
                "group": 14,
                "year": 20,
                "att": 0.378410098504482,
                "se": 0.2935392395565361,
                "event_time": 6,
                "mass": 1595.0
              },
              {
                "group": 14,
                "year": 21,
                "att": 0.23410853471841342,
                "se": 0.2793732410497118,
                "event_time": 7,
                "mass": 1677.0
              },
              {
                "group": 15,
                "year": 1,
                "att": 1.0423196492017681,
                "se": 0.40682391713842064,
                "event_time": -14,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 2,
                "att": 0.479984475836811,
                "se": 0.12127309882217789,
                "event_time": -13,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 3,
                "att": 0.5607563763823514,
                "se": 0.11511434232621832,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 4,
                "att": 0.5569526398255655,
                "se": 0.12057845523374258,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 5,
                "att": 0.6880513795749239,
                "se": 0.259561146807324,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 6,
                "att": 1.5567540300266476,
                "se": 0.15070559912547707,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 7,
                "att": 1.2761804978026443,
                "se": 0.14584078642347262,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 8,
                "att": 1.163537629634542,
                "se": 0.4216084679456019,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 9,
                "att": 0.677366890935419,
                "se": 0.42491300711681823,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 10,
                "att": -0.32357898140764535,
                "se": 0.6234907235590164,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 11,
                "att": 0.3262390523210023,
                "se": 0.41872684585088893,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 12,
                "att": 0.42405629480882207,
                "se": 0.3937964761110003,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 13,
                "att": 0.46009125326567396,
                "se": 0.31888984240295093,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 14,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 15,
                "att": 0.33646217627453245,
                "se": 0.1529711181581126,
                "event_time": 0,
                "mass": 2684.0
              },
              {
                "group": 15,
                "year": 16,
                "att": -0.2633519786653197,
                "se": 0.37748383511397215,
                "event_time": 1,
                "mass": 2588.0
              },
              {
                "group": 15,
                "year": 17,
                "att": 0.01227596174298812,
                "se": 0.26941144182535515,
                "event_time": 2,
                "mass": 2623.0
              },
              {
                "group": 15,
                "year": 18,
                "att": 0.050445648352663214,
                "se": 0.3153950982890675,
                "event_time": 3,
                "mass": 2707.0
              },
              {
                "group": 15,
                "year": 19,
                "att": -0.19278319118186918,
                "se": 0.4292824032545138,
                "event_time": 4,
                "mass": 2894.0
              },
              {
                "group": 15,
                "year": 20,
                "att": 0.2821227352385252,
                "se": 0.130517552769058,
                "event_time": 5,
                "mass": 3231.0
              },
              {
                "group": 15,
                "year": 21,
                "att": 0.2508825250398984,
                "se": 0.08339134883047819,
                "event_time": 6,
                "mass": 3613.0
              },
              {
                "group": 16,
                "year": 1,
                "att": 1.8293068601044231,
                "se": 0.11975421496024806,
                "event_time": -15,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 2,
                "att": 0.16442943067082022,
                "se": 0.12001738561827761,
                "event_time": -14,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 3,
                "att": 0.34074730780836493,
                "se": 0.08945981916421555,
                "event_time": -13,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 4,
                "att": 0.6930038140805557,
                "se": 0.10639561974477696,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 5,
                "att": 1.9910116186274394,
                "se": 0.09741167471900578,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 6,
                "att": 1.060235958195327,
                "se": 0.11608721487681344,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 7,
                "att": 0.7526225174045971,
                "se": 0.1206149137894479,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 8,
                "att": 1.0702023462022816,
                "se": 0.1118753384752613,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 9,
                "att": -0.5863655707426103,
                "se": 0.10796517200333923,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 10,
                "att": 0.0802574730650583,
                "se": 0.10777201687587017,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 11,
                "att": -0.2281591045780402,
                "se": 0.10300628790796723,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 12,
                "att": -0.48766538711253743,
                "se": 0.10268746795250688,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 13,
                "att": -0.41171496583982614,
                "se": 0.09363427884991905,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 14,
                "att": -0.9447498510422423,
                "se": 0.08563057997764437,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 15,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 16,
                "att": -0.11386955575071142,
                "se": 0.0857329501802783,
                "event_time": 0,
                "mass": 678.0
              },
              {
                "group": 16,
                "year": 17,
                "att": 0.44392866093464645,
                "se": 0.07208562709853578,
                "event_time": 1,
                "mass": 650.0
              },
              {
                "group": 16,
                "year": 18,
                "att": -0.7554072283253663,
                "se": 0.0695735294191955,
                "event_time": 2,
                "mass": 670.0
              },
              {
                "group": 16,
                "year": 19,
                "att": -1.2435399706405408,
                "se": 0.10207399464150134,
                "event_time": 3,
                "mass": 649.0
              },
              {
                "group": 16,
                "year": 20,
                "att": -0.7733284049196263,
                "se": 0.09094245423275642,
                "event_time": 4,
                "mass": 678.0
              },
              {
                "group": 16,
                "year": 21,
                "att": -0.7008836098188737,
                "se": 0.0811433748126535,
                "event_time": 5,
                "mass": 768.0
              },
              {
                "group": 19,
                "year": 1,
                "att": 0.13966905139840155,
                "se": 0.18486746500424034,
                "event_time": -18,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 2,
                "att": 0.18370138963254393,
                "se": 0.3570151698539214,
                "event_time": -17,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 3,
                "att": -0.09874488698883614,
                "se": 0.6633102986052374,
                "event_time": -16,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 4,
                "att": 0.17616619409111417,
                "se": 0.6457255179642761,
                "event_time": -15,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 5,
                "att": 0.3724043824531136,
                "se": 0.22182823819143727,
                "event_time": -14,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 6,
                "att": -0.14717929488516318,
                "se": 0.2305840003753602,
                "event_time": -13,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 7,
                "att": -0.04008833033107749,
                "se": 0.5703158710113173,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 8,
                "att": -0.4003792377355808,
                "se": 0.705977127576987,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 9,
                "att": -0.31670919027159805,
                "se": 0.42813199222472365,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 10,
                "att": -0.5767492690629596,
                "se": 0.38062704591943297,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 11,
                "att": -0.8596943141627703,
                "se": 0.2793982035231026,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 12,
                "att": -0.33156057924208737,
                "se": 0.33499168145420555,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 13,
                "att": -0.07917487816240287,
                "se": 0.197626919044493,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 14,
                "att": -0.38227075463035587,
                "se": 0.36031071523932406,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 15,
                "att": 0.023585831164638704,
                "se": 0.36978513227487,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 16,
                "att": 0.06321405978061788,
                "se": 0.3579118011021906,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 17,
                "att": 0.036499785889014154,
                "se": 0.24043511913850785,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 18,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 19,
                "att": 0.15141451896703398,
                "se": 0.392675425382497,
                "event_time": 0,
                "mass": 1406.0
              },
              {
                "group": 19,
                "year": 20,
                "att": -0.05506783288017501,
                "se": 0.2927052883510681,
                "event_time": 1,
                "mass": 1519.0
              },
              {
                "group": 19,
                "year": 21,
                "att": 0.5523559247250496,
                "se": 0.2985154040038479,
                "event_time": 2,
                "mass": 1583.0
              }
            ],
            "treated_cell_att": -0.3415619797656125,
            "treated_cell_se": 0.12682932843408895,
            "checks": {
              "input_rows": 2100,
              "retained_rows": 2100,
              "all_observed_post_cells_estimated": true,
              "dynamic_cluster_se_error": 0.0
            },
            "target": "Equal average of nonnegative native CS-DID event-time effects",
            "donor_rule": "notyettreated",
            "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty",
            "warnings": [
              "Be aware that there are some small groups in your dataset.\n  Check groups: 6,9,10,11,12,13,14,15,16,19.",
              "Not returning pre-test Wald statistic due to singular covariance matrix",
              "Time-varying weights detected. For balanced panel data, the default behavior uses the weight from the earlier of the two time periods in each 2x2 comparison (the base period for post-treatment cells). Use the 'fix_weights' argument to control this behavior."
            ],
            "seconds": 0.6688873749226332,
            "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."
            },
            "estimate": -0.11808613112542415,
            "event_study": [
              {
                "event_time": -18,
                "estimate": 0.06403602732443896,
                "raw_gap": 0.17326690257138525,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1562.0,
                "relative_to_minus_one": -0.19568575790761833
              },
              {
                "event_time": -17,
                "estimate": 0.11089290992320003,
                "raw_gap": 0.22012378517014633,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1503.0,
                "relative_to_minus_one": -0.14882887530885727
              },
              {
                "event_time": -16,
                "estimate": -0.21437263465768977,
                "raw_gap": -0.10514175941074344,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1578.0,
                "relative_to_minus_one": -0.4740944198897471
              },
              {
                "event_time": -15,
                "estimate": 0.5656728843466589,
                "raw_gap": 0.5197874998046434,
                "n": 4,
                "n_cells": 4,
                "weight_sum": 2266.0,
                "relative_to_minus_one": 0.30595109911460155
              },
              {
                "event_time": -14,
                "estimate": 0.5197498761861887,
                "raw_gap": 0.3171408000931077,
                "n": 6,
                "n_cells": 6,
                "weight_sum": 5096.0,
                "relative_to_minus_one": 0.26002809095413143
              },
              {
                "event_time": -13,
                "estimate": 0.09811359608950512,
                "raw_gap": -0.07412399777291634,
                "n": 8,
                "n_cells": 8,
                "weight_sum": 7255.0,
                "relative_to_minus_one": -0.16160818914255218
              },
              {
                "event_time": -12,
                "estimate": 0.04153935188070549,
                "raw_gap": -0.08728710390601271,
                "n": 10,
                "n_cells": 10,
                "weight_sum": 9833.0,
                "relative_to_minus_one": -0.21818243335135182
              },
              {
                "event_time": -11,
                "estimate": 0.035660505243824865,
                "raw_gap": -0.07196890784925013,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 10851.0,
                "relative_to_minus_one": -0.22406127998823244
              },
              {
                "event_time": -10,
                "estimate": 0.049003162922530506,
                "raw_gap": -0.04112542026511301,
                "n": 12,
                "n_cells": 12,
                "weight_sum": 12429.0,
                "relative_to_minus_one": -0.2107186223095268
              },
              {
                "event_time": -9,
                "estimate": 0.4107216571568725,
                "raw_gap": 0.32209358619631334,
                "n": 14,
                "n_cells": 14,
                "weight_sum": 14303.0,
                "relative_to_minus_one": 0.15099987192481518
              },
              {
                "event_time": -8,
                "estimate": 0.14771137982501198,
                "raw_gap": 0.07534100738351242,
                "n": 17,
                "n_cells": 17,
                "weight_sum": 16627.0,
                "relative_to_minus_one": -0.11201040540704532
              },
              {
                "event_time": -7,
                "estimate": 0.23445240167439588,
                "raw_gap": 0.1905743487442885,
                "n": 37,
                "n_cells": 37,
                "weight_sum": 36205.0,
                "relative_to_minus_one": -0.025269383557661423
              },
              {
                "event_time": -6,
                "estimate": 0.1915359516332873,
                "raw_gap": 0.16710201058334395,
                "n": 47,
                "n_cells": 47,
                "weight_sum": 47458.0,
                "relative_to_minus_one": -0.06818583359877001
              },
              {
                "event_time": -5,
                "estimate": 0.21754142112379649,
                "raw_gap": 0.19538255365695886,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 49612.0,
                "relative_to_minus_one": -0.042180364108260815
              },
              {
                "event_time": -4,
                "estimate": 0.2278109564469432,
                "raw_gap": 0.20649695325278125,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 50264.0,
                "relative_to_minus_one": -0.03191082878511409
              },
              {
                "event_time": -3,
                "estimate": 0.34551297732205405,
                "raw_gap": 0.3242124447928309,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 48607.0,
                "relative_to_minus_one": 0.08579119208999675
              },
              {
                "event_time": -2,
                "estimate": 0.3723391611114925,
                "raw_gap": 0.3494701251511323,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 49287.0,
                "relative_to_minus_one": 0.11261737587943521
              },
              {
                "event_time": -1,
                "estimate": 0.2597217852320573,
                "raw_gap": 0.2387120128200355,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 48427.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": 0.15513224887562788,
                "raw_gap": 0.1345174527401686,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 47192.0,
                "relative_to_minus_one": -0.10458953635642942
              },
              {
                "event_time": 1,
                "estimate": 0.2091365232064258,
                "raw_gap": 0.18907893785643712,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 46432.0,
                "relative_to_minus_one": -0.05058526202563149
              },
              {
                "event_time": 2,
                "estimate": -0.07066746767561582,
                "raw_gap": -0.09058971531163422,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 46599.0,
                "relative_to_minus_one": -0.3303892529076731
              },
              {
                "event_time": 3,
                "estimate": -0.11453877980112961,
                "raw_gap": -0.14009836318073277,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 45246.0,
                "relative_to_minus_one": -0.37426056503318694
              },
              {
                "event_time": 4,
                "estimate": -0.10274432476314527,
                "raw_gap": -0.12923952597272603,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 45139.0,
                "relative_to_minus_one": -0.36246610999520257
              },
              {
                "event_time": 5,
                "estimate": -0.20164868771418687,
                "raw_gap": -0.23176799873147017,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 46066.0,
                "relative_to_minus_one": -0.46137047294624417
              },
              {
                "event_time": 6,
                "estimate": -0.16538764857553914,
                "raw_gap": -0.1916159549859276,
                "n": 44,
                "n_cells": 44,
                "weight_sum": 46086.0,
                "relative_to_minus_one": -0.42510943380759647
              },
              {
                "event_time": 7,
                "estimate": -0.1831611573180903,
                "raw_gap": -0.18518391964315875,
                "n": 42,
                "n_cells": 42,
                "weight_sum": 41823.0,
                "relative_to_minus_one": -0.4428829425501476
              },
              {
                "event_time": 8,
                "estimate": -0.16146603650082317,
                "raw_gap": -0.16202245293718978,
                "n": 40,
                "n_cells": 40,
                "weight_sum": 41036.0,
                "relative_to_minus_one": -0.4211878217328805
              },
              {
                "event_time": 9,
                "estimate": -0.2048248066415018,
                "raw_gap": -0.20645428114676054,
                "n": 38,
                "n_cells": 38,
                "weight_sum": 39546.0,
                "relative_to_minus_one": -0.46454659187355907
              },
              {
                "event_time": 10,
                "estimate": -0.06449890456813508,
                "raw_gap": -0.06555051648782978,
                "n": 37,
                "n_cells": 37,
                "weight_sum": 38630.0,
                "relative_to_minus_one": -0.32422068980019236
              },
              {
                "event_time": 11,
                "estimate": -0.3523332088311902,
                "raw_gap": -0.3552979407973588,
                "n": 36,
                "n_cells": 36,
                "weight_sum": 37958.0,
                "relative_to_minus_one": -0.6120549940632475
              },
              {
                "event_time": 12,
                "estimate": -0.20716347908220512,
                "raw_gap": -0.20769782144317658,
                "n": 34,
                "n_cells": 34,
                "weight_sum": 38845.0,
                "relative_to_minus_one": -0.4668852643142624
              },
              {
                "event_time": 13,
                "estimate": -0.13518398649561722,
                "raw_gap": -0.1354495665168139,
                "n": 31,
                "n_cells": 31,
                "weight_sum": 39446.0,
                "relative_to_minus_one": -0.3949057717276745
              },
              {
                "event_time": 14,
                "estimate": -0.49034643168949266,
                "raw_gap": -0.45774323211901446,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 16789.0,
                "relative_to_minus_one": -0.75006821692155
              },
              {
                "event_time": 15,
                "estimate": -0.0987024048569983,
                "raw_gap": -0.12452442561204569,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 891.0,
                "relative_to_minus_one": -0.35842419008905557
              }
            ],
            "package_event_study": {
              "event_time": [
                -18.0,
                -17.0,
                -16.0,
                -15.0,
                -14.0,
                -13.0,
                -12.0,
                -11.0,
                -10.0,
                -9.0,
                -8.0,
                -7.0,
                -6.0,
                -5.0,
                -4.0,
                -3.0,
                -2.0,
                -1.0,
                0.0,
                1.0,
                2.0,
                3.0,
                4.0,
                5.0,
                6.0,
                7.0,
                8.0,
                9.0,
                10.0,
                11.0,
                12.0,
                13.0,
                14.0,
                15.0
              ],
              "estimate": [
                0.3854480444545821,
                0.0314392708944408,
                -0.10937119610617296,
                0.5583838539967542,
                0.16994939919127586,
                0.006886571077776571,
                -0.09048364180013975,
                -0.03904729822922581,
                -0.08594903143545779,
                0.10230441248832504,
                -0.07436820999101829,
                0.07454186779667797,
                -0.027336136875844637,
                -0.011299993279719289,
                -0.05371238621605277,
                0.03822172135168228,
                0.014885685047559485,
                -0.061144621529276744,
                -0.1794120434452957,
                -0.10541408859620231,
                -0.31066963048413593,
                -0.3753014704778155,
                -0.33853506804318695,
                -0.3264811772862623,
                -0.29644148578906626,
                -0.3086864249837574,
                -0.2993729253852574,
                -0.2975873710780998,
                -0.16348444249140628,
                -0.42218394452303837,
                -0.24357423627862046,
                -0.12369440505075072,
                -0.4107886324275217,
                -0.12452442561204569
              ],
              "n": [
                3.0,
                3.0,
                3.0,
                4.0,
                6.0,
                8.0,
                10.0,
                11.0,
                12.0,
                14.0,
                17.0,
                37.0,
                47.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                45.0,
                45.0,
                45.0,
                44.0,
                42.0,
                40.0,
                38.0,
                37.0,
                36.0,
                34.0,
                31.0,
                11.0,
                1.0
              ]
            },
            "sdid_pre_gap_correction": [
              {
                "cohort": 5,
                "pre_gap": -0.025822020755047394
              },
              {
                "cohort": 6,
                "pre_gap": 0.035897039462988674
              },
              {
                "cohort": 7,
                "pre_gap": -0.020750522596309145
              },
              {
                "cohort": 8,
                "pre_gap": -0.011213758536236802
              },
              {
                "cohort": 9,
                "pre_gap": -0.0373053932124289
              },
              {
                "cohort": 10,
                "pre_gap": 0.03427603165629774
              },
              {
                "cohort": 11,
                "pre_gap": -0.009250987008478873
              },
              {
                "cohort": 12,
                "pre_gap": 0.025000459769591463
              },
              {
                "cohort": 13,
                "pre_gap": -0.05652601616521839
              },
              {
                "cohort": 14,
                "pre_gap": -0.31197246709953647
              },
              {
                "cohort": 15,
                "pre_gap": -0.36511925252874483
              },
              {
                "cohort": 18,
                "pre_gap": 0.10923087524694633
              }
            ],
            "diagnostics": {
              "converged": true,
              "pre_rmse": 0.31488311731939117,
              "zeta_omega": [
                1.5312582104288295,
                2.778316584580891,
                3.300944553691778,
                2.067645216078045,
                1.8217063406305758,
                1.5843564776510464,
                1.6153909179001817,
                1.865315273618015,
                1.80541679365308,
                1.7139227973107019,
                1.3623818265076721,
                1.4787665102001624
              ],
              "zeta_lambda": [
                7.656291052144147e-07,
                7.938874135284123e-07,
                8.069538940405047e-07,
                8.273892408865297e-07,
                8.230487496912735e-07,
                8.699709131050764e-07,
                9.084010694724426e-07,
                9.055952169815408e-07,
                9.0270839682654e-07,
                8.860520741648098e-07,
                8.704844733975187e-07,
                8.537662427326673e-07
              ]
            },
            "checks": {
              "scalar_vs_treated_cell_average": 1.3877787807814457e-17,
              "native_scalar_vs_unweighted_matrix_average": 2.7755575615628914e-16
            },
            "native_matrix_att": -0.26101153466902954,
            "matrix_preparation": {
              "source_rows": 2100,
              "matrix_shape": [
                100,
                21
              ],
              "observed_cells": 2100,
              "missing_cells": 0,
              "repeated_cells": 0,
              "minimum_cell_count": 1,
              "maximum_cell_count": 1,
              "observation_mass": 1683217.0,
              "treated_observation_mass": 617724.0,
              "within_cell_aggregation": "Observation-weighted outcome mean",
              "fitting_weights": "Standard crabbymetrics objective on cell means; no cell-count precision weighting",
              "reporting_weights": "Sum of original observation weights per treated unit-period"
            },
            "seconds": 0.0019664173014461994,
            "crabbymetrics": "0.9.1",
            "normalization": "Original source outcome / source SD; no mean subtraction",
            "target": "All observed treated observations, using configured observation weights; cell mass equals sum of row weights",
            "status": "estimated"
          },
          {
            "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": -0.39686033675266563,
            "event_study": [
              {
                "event_time": -18,
                "estimate": 0.026000140086816212,
                "raw_gap": 0.026000140086816212,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1562.0,
                "relative_to_minus_one": 0.06231284285281269
              },
              {
                "event_time": -17,
                "estimate": 0.15717153407674694,
                "raw_gap": 0.15717153407674694,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1503.0,
                "relative_to_minus_one": 0.1934842368427434
              },
              {
                "event_time": -16,
                "estimate": -0.06433276134672074,
                "raw_gap": -0.06433276134672074,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1578.0,
                "relative_to_minus_one": -0.02802005858072426
              },
              {
                "event_time": -15,
                "estimate": 0.2458950544668779,
                "raw_gap": 0.2458950544668779,
                "n": 4,
                "n_cells": 4,
                "weight_sum": 2266.0,
                "relative_to_minus_one": 0.2822077572328744
              },
              {
                "event_time": -14,
                "estimate": 0.13145097378069745,
                "raw_gap": 0.13145097378069745,
                "n": 6,
                "n_cells": 6,
                "weight_sum": 5096.0,
                "relative_to_minus_one": 0.16776367654669394
              },
              {
                "event_time": -13,
                "estimate": -0.0020757546458479033,
                "raw_gap": -0.0020757546458479033,
                "n": 8,
                "n_cells": 8,
                "weight_sum": 7255.0,
                "relative_to_minus_one": 0.034236948120148575
              },
              {
                "event_time": -12,
                "estimate": -0.07494350367216929,
                "raw_gap": -0.07494350367216929,
                "n": 10,
                "n_cells": 10,
                "weight_sum": 9833.0,
                "relative_to_minus_one": -0.03863080090617281
              },
              {
                "event_time": -11,
                "estimate": -0.06770935801004668,
                "raw_gap": -0.06770935801004668,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 10851.0,
                "relative_to_minus_one": -0.031396655244050206
              },
              {
                "event_time": -10,
                "estimate": -0.04603561810042057,
                "raw_gap": -0.04603561810042057,
                "n": 12,
                "n_cells": 12,
                "weight_sum": 12429.0,
                "relative_to_minus_one": -0.009722915334424091
              },
              {
                "event_time": -9,
                "estimate": 0.12122963384357875,
                "raw_gap": 0.12122963384357875,
                "n": 14,
                "n_cells": 14,
                "weight_sum": 14303.0,
                "relative_to_minus_one": 0.15754233660957523
              },
              {
                "event_time": -8,
                "estimate": -0.005165867015215736,
                "raw_gap": -0.005165867015215736,
                "n": 17,
                "n_cells": 17,
                "weight_sum": 16627.0,
                "relative_to_minus_one": 0.03114683575078074
              },
              {
                "event_time": -7,
                "estimate": 0.01344232329699519,
                "raw_gap": 0.01344232329699519,
                "n": 37,
                "n_cells": 37,
                "weight_sum": 36205.0,
                "relative_to_minus_one": 0.04975502606299167
              },
              {
                "event_time": -6,
                "estimate": -0.02570476978255065,
                "raw_gap": -0.02570476978255065,
                "n": 47,
                "n_cells": 47,
                "weight_sum": 47458.0,
                "relative_to_minus_one": 0.010607932983445825
              },
              {
                "event_time": -5,
                "estimate": 0.004414821603172669,
                "raw_gap": 0.004414821603172669,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 49612.0,
                "relative_to_minus_one": 0.04072752436916915
              },
              {
                "event_time": -4,
                "estimate": -0.04776366324106428,
                "raw_gap": -0.04776366324106428,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 50264.0,
                "relative_to_minus_one": -0.0114509604750678
              },
              {
                "event_time": -3,
                "estimate": 0.037352880603346045,
                "raw_gap": 0.037352880603346045,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 48607.0,
                "relative_to_minus_one": 0.07366558336934252
              },
              {
                "event_time": -2,
                "estimate": 0.04359186169363518,
                "raw_gap": 0.04359186169363518,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 49287.0,
                "relative_to_minus_one": 0.07990456445963165
              },
              {
                "event_time": -1,
                "estimate": -0.03631270276599648,
                "raw_gap": -0.03631270276599648,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 48427.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.13521264060640484,
                "raw_gap": -0.13521264060640484,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 47192.0,
                "relative_to_minus_one": -0.09889993784040836
              },
              {
                "event_time": 1,
                "estimate": -0.06318304304386911,
                "raw_gap": -0.06318304304386911,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 46432.0,
                "relative_to_minus_one": -0.026870340277872634
              },
              {
                "event_time": 2,
                "estimate": -0.30123975946231335,
                "raw_gap": -0.30123975946231335,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 46599.0,
                "relative_to_minus_one": -0.2649270566963169
              },
              {
                "event_time": 3,
                "estimate": -0.33355095905524185,
                "raw_gap": -0.33355095905524185,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 45246.0,
                "relative_to_minus_one": -0.2972382562892454
              },
              {
                "event_time": 4,
                "estimate": -0.3329591986433478,
                "raw_gap": -0.3329591986433478,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 45139.0,
                "relative_to_minus_one": -0.2966464958773513
              },
              {
                "event_time": 5,
                "estimate": -0.43746010789984263,
                "raw_gap": -0.43746010789984263,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 46066.0,
                "relative_to_minus_one": -0.40114740513384617
              },
              {
                "event_time": 6,
                "estimate": -0.38089171636951635,
                "raw_gap": -0.38089171636951635,
                "n": 44,
                "n_cells": 44,
                "weight_sum": 46086.0,
                "relative_to_minus_one": -0.3445790136035199
              },
              {
                "event_time": 7,
                "estimate": -0.40684320943429536,
                "raw_gap": -0.40684320943429536,
                "n": 42,
                "n_cells": 42,
                "weight_sum": 41823.0,
                "relative_to_minus_one": -0.3705305066682989
              },
              {
                "event_time": 8,
                "estimate": -0.42475780848276157,
                "raw_gap": -0.42475780848276157,
                "n": 40,
                "n_cells": 40,
                "weight_sum": 41036.0,
                "relative_to_minus_one": -0.3884451057167651
              },
              {
                "event_time": 9,
                "estimate": -0.5037626721214883,
                "raw_gap": -0.5037626721214883,
                "n": 38,
                "n_cells": 38,
                "weight_sum": 39546.0,
                "relative_to_minus_one": -0.4674499693554918
              },
              {
                "event_time": 10,
                "estimate": -0.38324853115005464,
                "raw_gap": -0.38324853115005464,
                "n": 37,
                "n_cells": 37,
                "weight_sum": 38630.0,
                "relative_to_minus_one": -0.3469358283840582
              },
              {
                "event_time": 11,
                "estimate": -0.6894652032786601,
                "raw_gap": -0.6894652032786601,
                "n": 36,
                "n_cells": 36,
                "weight_sum": 37958.0,
                "relative_to_minus_one": -0.6531525005126636
              },
              {
                "event_time": 12,
                "estimate": -0.5106284509838738,
                "raw_gap": -0.5106284509838738,
                "n": 34,
                "n_cells": 34,
                "weight_sum": 38845.0,
                "relative_to_minus_one": -0.4743157482178773
              },
              {
                "event_time": 13,
                "estimate": -0.5167531605048704,
                "raw_gap": -0.5167531605048704,
                "n": 31,
                "n_cells": 31,
                "weight_sum": 39446.0,
                "relative_to_minus_one": -0.48044045773887395
              },
              {
                "event_time": 14,
                "estimate": -1.0909052510909811,
                "raw_gap": -1.0909052510909811,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 16789.0,
                "relative_to_minus_one": -1.0545925483249847
              },
              {
                "event_time": 15,
                "estimate": -0.10473403517391677,
                "raw_gap": -0.10473403517391677,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 891.0,
                "relative_to_minus_one": -0.0684213324079203
              }
            ],
            "package_event_study": {
              "event_time": [
                -18.0,
                -17.0,
                -16.0,
                -15.0,
                -14.0,
                -13.0,
                -12.0,
                -11.0,
                -10.0,
                -9.0,
                -8.0,
                -7.0,
                -6.0,
                -5.0,
                -4.0,
                -3.0,
                -2.0,
                -1.0,
                0.0,
                1.0,
                2.0,
                3.0,
                4.0,
                5.0,
                6.0,
                7.0,
                8.0,
                9.0,
                10.0,
                11.0,
                12.0,
                13.0,
                14.0,
                15.0
              ],
              "estimate": [
                0.12303687412429531,
                0.054319940988903324,
                -0.053540496839430705,
                0.25326347147927575,
                0.09231588031995226,
                0.010515837480304435,
                -0.07163735496119897,
                -0.05277160424273066,
                -0.05663331153015797,
                0.057421836489158565,
                -0.05204639479879022,
                0.02745148569975958,
                -0.0030162186406962215,
                0.017140055359228322,
                -0.04316796282611196,
                0.03411738013587449,
                0.015833159979312336,
                -0.04140546397931513,
                -0.16850561110057696,
                -0.07801140485535589,
                -0.2514163163594613,
                -0.32093107650039715,
                -0.2788056881439097,
                -0.2823178100338216,
                -0.23802129214178105,
                -0.25717929022517716,
                -0.27316304028572636,
                -0.28555369796030416,
                -0.13710935304695154,
                -0.398542340693966,
                -0.20690434211858127,
                -0.10485281674983613,
                -0.4185062680409086,
                -0.10473403517391677
              ],
              "n": [
                3.0,
                3.0,
                3.0,
                4.0,
                6.0,
                8.0,
                10.0,
                11.0,
                12.0,
                14.0,
                17.0,
                37.0,
                47.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                45.0,
                45.0,
                45.0,
                44.0,
                42.0,
                40.0,
                38.0,
                37.0,
                36.0,
                34.0,
                31.0,
                11.0,
                1.0
              ]
            },
            "sdid_pre_gap_correction": [],
            "diagnostics": {
              "converged": true,
              "iterations": 38,
              "termination_reason": "Relative objective tolerance reached",
              "objective": 0.2332548694763658,
              "lambda_l": 0.003247080883481356,
              "singular_values": [
                7.478260034179,
                6.3971634477223684,
                5.630061523713405,
                4.9823214862733085,
                4.1652302663353336,
                3.346435386274432,
                2.956247857313834,
                2.48024651029465,
                2.407102829000436,
                2.2384076330245164,
                1.7023010608610893,
                1.3000275710205482,
                1.2290944644477717,
                1.080902800708277,
                0.8585819328760369,
                0.6431052455553732,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0
              ],
              "history_objective": [
                0.2343970117780262,
                0.23358777978532813,
                0.23339356877761577,
                0.23331817377536535,
                0.2332855345753761,
                0.2332703541150301,
                0.23326292653669578,
                0.23325915597524782,
                0.2332571888443255,
                0.2332561410972477,
                0.23325557401200384,
                0.23325526316115838,
                0.23325509101461078,
                0.23325499487880508,
                0.23325494081598064,
                0.23325491023435832,
                0.23325489284867584,
                0.23325488292235086,
                0.23325487723376806,
                0.23325487396310168,
                0.23325487207720735,
                0.23325487098700387,
                0.2332548703553359,
                0.2332548699885936,
                0.2332548697752704,
                0.23325486965097755,
                0.233254869578447,
                0.23325486953606261,
                0.23325486951126267,
                0.23325486949673455,
                0.23325486948821422,
                0.23325486948321236,
                0.23325486948027302,
                0.23325486947854437,
                0.2332548694775271,
                0.23325486947692736,
                0.2332548694765743,
                0.2332548694763658
              ],
              "history_rmse": [
                0.27507411733418474,
                0.2734383650713182,
                0.27312744073223755,
                0.27302181498858824,
                0.2729773298847956,
                0.27295554215063106,
                0.27294364537801025,
                0.2729366268046649,
                0.2729322586771172,
                0.27292944026876914,
                0.2729275773009709,
                0.27292632544666295,
                0.2729254743893206,
                0.2729248907601289,
                0.2729244877626028,
                0.2729242078846307,
                0.2729240125278756,
                0.27292387554066866,
                0.2729237790723169,
                0.27292371086332895,
                0.27292366244936345,
                0.27292362795843467,
                0.27292360329895404,
                0.272923585608025,
                0.27292357287448515,
                0.2729235636800818,
                0.27292355702095356,
                0.27292355218398406,
                0.2729235486608149,
                0.27292354608781894,
                0.2729235442040315,
                0.27292354282157244,
                0.2729235418047544,
                0.2729235410552978,
                0.2729235405018127,
                0.27292354009229924,
                0.2729235397887869,
                0.2729235395634747
              ]
            },
            "checks": {
              "scalar_vs_treated_cell_average": 0.0,
              "native_scalar_vs_unweighted_matrix_average": 5.551115123125783e-17
            },
            "native_matrix_att": -0.23787410329155437,
            "matrix_preparation": {
              "source_rows": 2100,
              "matrix_shape": [
                100,
                21
              ],
              "observed_cells": 2100,
              "missing_cells": 0,
              "repeated_cells": 0,
              "minimum_cell_count": 1,
              "maximum_cell_count": 1,
              "observation_mass": 1683217.0,
              "treated_observation_mass": 617724.0,
              "within_cell_aggregation": "Observation-weighted outcome mean",
              "fitting_weights": "Standard crabbymetrics objective on cell means; no cell-count precision weighting",
              "reporting_weights": "Sum of original observation weights per treated unit-period"
            },
            "seconds": 0.003276666160672903,
            "crabbymetrics": "0.9.1",
            "normalization": "Original source outcome / source SD; no mean subtraction",
            "target": "All observed treated observations, using configured observation weights; cell mass equals sum of row weights",
            "status": "estimated"
          },
          {
            "method": "Horizontal ridge",
            "class": "HorizontalPanelRidge",
            "parameters": {
              "penalty": 1.0
            },
            "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."
            },
            "estimate": -0.49148914659139925,
            "event_study": [
              {
                "event_time": -18,
                "estimate": -0.18452020604882902,
                "raw_gap": -0.18452020604882902,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1562.0,
                "relative_to_minus_one": -0.4942941427315249
              },
              {
                "event_time": -17,
                "estimate": 0.2007678101372412,
                "raw_gap": 0.2007678101372412,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1503.0,
                "relative_to_minus_one": -0.10900612654545466
              },
              {
                "event_time": -16,
                "estimate": -0.019532410701352493,
                "raw_gap": -0.019532410701352493,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1578.0,
                "relative_to_minus_one": -0.32930634738404835
              },
              {
                "event_time": -15,
                "estimate": -0.06132598668771043,
                "raw_gap": -0.06132598668771043,
                "n": 4,
                "n_cells": 4,
                "weight_sum": 2266.0,
                "relative_to_minus_one": -0.3710999233704063
              },
              {
                "event_time": -14,
                "estimate": 0.16232487288617328,
                "raw_gap": 0.16232487288617328,
                "n": 6,
                "n_cells": 6,
                "weight_sum": 5096.0,
                "relative_to_minus_one": -0.1474490637965226
              },
              {
                "event_time": -13,
                "estimate": -0.03391988600821598,
                "raw_gap": -0.03391988600821598,
                "n": 8,
                "n_cells": 8,
                "weight_sum": 7255.0,
                "relative_to_minus_one": -0.34369382269091187
              },
              {
                "event_time": -12,
                "estimate": -0.001600868824584963,
                "raw_gap": -0.001600868824584963,
                "n": 10,
                "n_cells": 10,
                "weight_sum": 9833.0,
                "relative_to_minus_one": -0.31137480550728086
              },
              {
                "event_time": -11,
                "estimate": 0.001879668210381343,
                "raw_gap": 0.001879668210381343,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 10851.0,
                "relative_to_minus_one": -0.30789426847231455
              },
              {
                "event_time": -10,
                "estimate": 0.0025825964287185935,
                "raw_gap": 0.0025825964287185935,
                "n": 12,
                "n_cells": 12,
                "weight_sum": 12429.0,
                "relative_to_minus_one": -0.30719134025397726
              },
              {
                "event_time": -9,
                "estimate": 0.12494901487724736,
                "raw_gap": 0.12494901487724736,
                "n": 14,
                "n_cells": 14,
                "weight_sum": 14303.0,
                "relative_to_minus_one": -0.18482492180544852
              },
              {
                "event_time": -8,
                "estimate": 0.05611124388566953,
                "raw_gap": 0.05611124388566953,
                "n": 17,
                "n_cells": 17,
                "weight_sum": 16627.0,
                "relative_to_minus_one": -0.25366269279702636
              },
              {
                "event_time": -7,
                "estimate": 0.09706507549301928,
                "raw_gap": 0.09706507549301928,
                "n": 37,
                "n_cells": 37,
                "weight_sum": 36205.0,
                "relative_to_minus_one": -0.21270886118967658
              },
              {
                "event_time": -6,
                "estimate": 0.19911543238754936,
                "raw_gap": 0.19911543238754936,
                "n": 47,
                "n_cells": 47,
                "weight_sum": 47458.0,
                "relative_to_minus_one": -0.11065850429514651
              },
              {
                "event_time": -5,
                "estimate": 0.21146451575711112,
                "raw_gap": 0.21146451575711112,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 49612.0,
                "relative_to_minus_one": -0.09830942092558476
              },
              {
                "event_time": -4,
                "estimate": 0.25508464522130436,
                "raw_gap": 0.25508464522130436,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 50264.0,
                "relative_to_minus_one": -0.05468929146139151
              },
              {
                "event_time": -3,
                "estimate": 0.2888776753295327,
                "raw_gap": 0.2888776753295327,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 48607.0,
                "relative_to_minus_one": -0.020896261353163192
              },
              {
                "event_time": -2,
                "estimate": 0.3386768519200777,
                "raw_gap": 0.3386768519200777,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 49287.0,
                "relative_to_minus_one": 0.02890291523738181
              },
              {
                "event_time": -1,
                "estimate": 0.30977393668269587,
                "raw_gap": 0.30977393668269587,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 48427.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": 0.2952034855294402,
                "raw_gap": 0.2952034855294402,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 47192.0,
                "relative_to_minus_one": -0.01457045115325567
              },
              {
                "event_time": 1,
                "estimate": 0.20857127285156166,
                "raw_gap": 0.20857127285156166,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 46432.0,
                "relative_to_minus_one": -0.10120266383113422
              },
              {
                "event_time": 2,
                "estimate": 0.03836494599711497,
                "raw_gap": 0.03836494599711497,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 46599.0,
                "relative_to_minus_one": -0.2714089906855809
              },
              {
                "event_time": 3,
                "estimate": -0.17193353765341,
                "raw_gap": -0.17193353765341,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 45246.0,
                "relative_to_minus_one": -0.48170747433610583
              },
              {
                "event_time": 4,
                "estimate": -0.2877291593833836,
                "raw_gap": -0.2877291593833836,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 45139.0,
                "relative_to_minus_one": -0.5975030960660794
              },
              {
                "event_time": 5,
                "estimate": -0.5120552327295184,
                "raw_gap": -0.5120552327295184,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 46066.0,
                "relative_to_minus_one": -0.8218291694122142
              },
              {
                "event_time": 6,
                "estimate": -0.6096833291065293,
                "raw_gap": -0.6096833291065293,
                "n": 44,
                "n_cells": 44,
                "weight_sum": 46086.0,
                "relative_to_minus_one": -0.9194572657892253
              },
              {
                "event_time": 7,
                "estimate": -0.6696270626122923,
                "raw_gap": -0.6696270626122923,
                "n": 42,
                "n_cells": 42,
                "weight_sum": 41823.0,
                "relative_to_minus_one": -0.9794009992949881
              },
              {
                "event_time": 8,
                "estimate": -0.7533449219444948,
                "raw_gap": -0.7533449219444948,
                "n": 40,
                "n_cells": 40,
                "weight_sum": 41036.0,
                "relative_to_minus_one": -1.0631188586271907
              },
              {
                "event_time": 9,
                "estimate": -0.7771804290893914,
                "raw_gap": -0.7771804290893914,
                "n": 38,
                "n_cells": 38,
                "weight_sum": 39546.0,
                "relative_to_minus_one": -1.0869543657720873
              },
              {
                "event_time": 10,
                "estimate": -0.7015338190034782,
                "raw_gap": -0.7015338190034782,
                "n": 37,
                "n_cells": 37,
                "weight_sum": 38630.0,
                "relative_to_minus_one": -1.011307755686174
              },
              {
                "event_time": 11,
                "estimate": -1.0110871737268068,
                "raw_gap": -1.0110871737268068,
                "n": 36,
                "n_cells": 36,
                "weight_sum": 37958.0,
                "relative_to_minus_one": -1.3208611104095027
              },
              {
                "event_time": 12,
                "estimate": -0.8016380101248741,
                "raw_gap": -0.8016380101248741,
                "n": 34,
                "n_cells": 34,
                "weight_sum": 38845.0,
                "relative_to_minus_one": -1.11141194680757
              },
              {
                "event_time": 13,
                "estimate": -1.1097100391382237,
                "raw_gap": -1.1097100391382237,
                "n": 31,
                "n_cells": 31,
                "weight_sum": 39446.0,
                "relative_to_minus_one": -1.4194839758209197
              },
              {
                "event_time": 14,
                "estimate": -1.5047487373336499,
                "raw_gap": -1.5047487373336499,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 16789.0,
                "relative_to_minus_one": -1.8145226740163458
              },
              {
                "event_time": 15,
                "estimate": -1.3969613687029687,
                "raw_gap": -1.3969613687029687,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 891.0,
                "relative_to_minus_one": -1.7067353053856646
              }
            ],
            "package_event_study": {
              "event_time": [
                -18.0,
                -17.0,
                -16.0,
                -15.0,
                -14.0,
                -13.0,
                -12.0,
                -11.0,
                -10.0,
                -9.0,
                -8.0,
                -7.0,
                -6.0,
                -5.0,
                -4.0,
                -3.0,
                -2.0,
                -1.0,
                0.0,
                1.0,
                2.0,
                3.0,
                4.0,
                5.0,
                6.0,
                7.0,
                8.0,
                9.0,
                10.0,
                11.0,
                12.0,
                13.0,
                14.0,
                15.0
              ],
              "estimate": [
                0.027660935834367868,
                0.012083295861535706,
                -0.023761847396782,
                0.04041370180084458,
                0.01378702624131504,
                0.005962669127566433,
                -0.014034766068475512,
                -0.00620333084506175,
                -0.009789089692496014,
                0.009237798775916588,
                -0.008905654621929807,
                3.0076661573178125e-05,
                -0.0004119865675130792,
                0.0007809583762025096,
                -0.008662328242844838,
                0.009371640749100504,
                0.0029252424061751944,
                -0.0038666511323682865,
                -0.02837601830467709,
                -0.08903379142524949,
                -0.18622878847084323,
                -0.4034592740617835,
                -0.5034788818338382,
                -0.6054786091146269,
                -0.729412001201835,
                -0.7885804707925779,
                -0.8898741046982422,
                -0.8569618147537345,
                -0.802394141254221,
                -1.06602604271498,
                -0.8520202138844548,
                -1.1059136088321546,
                -1.449201101419626,
                -1.3969613687029687
              ],
              "n": [
                3.0,
                3.0,
                3.0,
                4.0,
                6.0,
                8.0,
                10.0,
                11.0,
                12.0,
                14.0,
                17.0,
                37.0,
                47.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                48.0,
                45.0,
                45.0,
                45.0,
                44.0,
                42.0,
                40.0,
                38.0,
                37.0,
                36.0,
                34.0,
                31.0,
                11.0,
                1.0
              ]
            },
            "sdid_pre_gap_correction": [],
            "diagnostics": {
              "pre_rmse": 0.030678397923492022,
              "penalty": 1.0
            },
            "checks": {
              "scalar_vs_treated_cell_average": 0.0,
              "native_scalar_vs_unweighted_matrix_average": 2.220446049250313e-16
            },
            "native_matrix_att": -0.6149462588670682,
            "matrix_preparation": {
              "source_rows": 2100,
              "matrix_shape": [
                100,
                21
              ],
              "observed_cells": 2100,
              "missing_cells": 0,
              "repeated_cells": 0,
              "minimum_cell_count": 1,
              "maximum_cell_count": 1,
              "observation_mass": 1683217.0,
              "treated_observation_mass": 617724.0,
              "within_cell_aggregation": "Observation-weighted outcome mean",
              "fitting_weights": "Standard crabbymetrics objective on cell means; no cell-count precision weighting",
              "reporting_weights": "Sum of original observation weights per treated unit-period"
            },
            "seconds": 0.0029168748296797276,
            "crabbymetrics": "0.9.1",
            "normalization": "Original source outcome / source SD; no mean subtraction",
            "target": "All observed treated observations, using configured observation weights; cell mass equals sum of row weights",
            "status": "estimated"
          },
          {
            "method": "Multisynth (cohort-averaged)",
            "status": "unsupported",
            "reason": "multisynth-cohort: this adapter does not implement the configured observation weights."
          },
          {
            "method": "Multisynth (individual)",
            "status": "unsupported",
            "reason": "multisynth-individual: this adapter does not implement the configured observation weights."
          }
        ]
      },
      "combined_table": [
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Static TWFE",
          "Estimate (SDs)": -0.2692212791368487,
          "SE": 0.0830831454291092,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.2946462358576144,
          "SE": 0.11691228755521678,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.38486930595592084,
          "SE": 0.10879276412060405,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": -0.39004080168212313,
          "SE": 0.11050183769598114,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID",
          "Estimate (SDs)": -0.3686240920931308,
          "SE": 0.12169536209628488,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (treated cells)",
          "Estimate (SDs)": -0.3415619797656125,
          "SE": 0.12682932843408895,
          "Aggregation": "Treated cells",
          "Event study": "Same CS-DID path",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "SDID",
          "Estimate (SDs)": -0.11808613112542415,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Matrix completion",
          "Estimate (SDs)": -0.39686033675266563,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Horizontal ridge",
          "Estimate (SDs)": -0.49148914659139925,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (cohort-averaged)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-cohort: this adapter does not implement the configured observation weights."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (individual)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-individual: this adapter does not implement the configured observation weights."
        }
      ],
      "adapter_sha256": {
        "validate_template.py": "02026cc47fa098566d7e410f741b107390345e4c75a9748217a20ebc4481570a",
        "mtgpax_worker.py": "7279b1b2aaa3f5909cd39ac1964d2e9c75907219011fe661a015511131affa85",
        "csdid_general.py": "07619c3b3dfee796ae9e4842afdbc6e367a74cece254ede73f7c403dfc924f6d",
        "runner.py": "cbb7d135d08e454e57f87bee2bba8365431617b1f8295727611cadb00414f0f4",
        "matrix_inputs.py": "3f675276f9022147996dd5b62762721be2dd436d5db171491a286b05628176ae",
        "csdid_model.py": "b9fd5536d4886e99a707d2b162db5b11da3ff463930eca5b7590d27500096a3f",
        "multisynth_model.R": "3ae0740c5b75b14f563dacc9961688e8286655866a6b435045a3ef6f453c1604",
        "csdid_streaming.py": "378198e98c44bd46862601bdcb514b19d9ea4038cddc38dad7fdba9b0aa0216b",
        "multisynth_sparse.R": "f9ab3d8d7f7b52a79ccd694c7173f626276a0830f23bb79e527c88c0f0292540",
        "matrix_models.py": "98784341a7fbdc8ef51833554c0439ef6755c5f702e9128d5fa2b1292c5f093c",
        "csdid_aggregations.py": "cbed0fb13450d9398f9a59d53dbfdf8e275a74daa01158c38c0f3396a3e8c6ee",
        "bootstrap_matrix.py": "c6a1f4bb0085e0a21f9a41677fb4def7990be5f6199077a53e951de489ab9550",
        "eligibility.py": "d99ad4158a150bf0ba9f3ffcde47c14ddecc2b877c09c5682d1806c8c26c7b8a"
      },
      "scalar_ranges": [
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Static TWFE",
          "Estimate (SDs)": -0.2692212791368487,
          "SE": 0.0830831454291092,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": "",
          "lower": -0.4340762646884067,
          "upper": -0.10436629358529065,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.2946462358576144,
          "SE": 0.11691228755521678,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.5266255786734213,
          "upper": -0.06266689304180756,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.38486930595592084,
          "SE": 0.10879276412060405,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.6007377527339659,
          "upper": -0.16900085917787572,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": -0.39004080168212313,
          "SE": 0.11050183769598114,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.6093004212199399,
          "upper": -0.17078118214430638,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (equal event-time)",
          "Estimate (SDs)": -0.3686240920931308,
          "SE": 0.12169536209628488,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.60714261888741,
          "upper": -0.13010556529885162,
          "ci_level": 0.95,
          "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (treated cells)",
          "Estimate (SDs)": -0.3415619797656125,
          "SE": 0.12682932843408895,
          "Aggregation": "Treated cells",
          "Event study": "Same CS-DID path",
          "Status": "estimated",
          "Note": "",
          "lower": -0.5901428956798287,
          "upper": -0.09298106385139632,
          "ci_level": 0.95,
          "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "SDID",
          "Estimate (SDs)": -0.11808613112542415,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Matrix completion",
          "Estimate (SDs)": -0.39686033675266563,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Horizontal ridge",
          "Estimate (SDs)": -0.49148914659139925,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (cohort-averaged)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-cohort: this adapter does not implement the configured observation weights.",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (individual)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-individual: this adapter does not implement the configured observation weights.",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        }
      ],
      "reporting_source": {
        "path": "templates/reporting/comparison_report.py",
        "sha256": "94e9c5116a13335ead2db81834cac48593160291aea51c30c12fe3e11e5da1ce"
      }
    },
    "finished": 1791588800.7964349,
    "scalar_ranges": [
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Static TWFE",
        "Estimate (SDs)": -0.2692212791368487,
        "SE": 0.0830831454291092,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": "",
        "lower": -0.4340762646884067,
        "upper": -0.10436629358529065,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": -0.2946462358576144,
        "SE": 0.11691228755521678,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.5266255786734213,
        "upper": -0.06266689304180756,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": -0.38486930595592084,
        "SE": 0.10879276412060405,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.6007377527339659,
        "upper": -0.16900085917787572,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": -0.39004080168212313,
        "SE": 0.11050183769598114,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.6093004212199399,
        "upper": -0.17078118214430638,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (equal event-time)",
        "Estimate (SDs)": -0.3686240920931308,
        "SE": 0.12169536209628488,
        "Aggregation": "Equal post-event times",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.60714261888741,
        "upper": -0.13010556529885162,
        "ci_level": 0.95,
        "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (treated cells)",
        "Estimate (SDs)": -0.3415619797656125,
        "SE": 0.12682932843408895,
        "Aggregation": "Treated cells",
        "Event study": "Same CS-DID path",
        "Status": "estimated",
        "Note": "",
        "lower": -0.5901428956798287,
        "upper": -0.09298106385139632,
        "ci_level": 0.95,
        "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "SDID",
        "Estimate (SDs)": -0.11808613112542415,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Matrix completion",
        "Estimate (SDs)": -0.39686033675266563,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Horizontal ridge",
        "Estimate (SDs)": -0.49148914659139925,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Multisynth (cohort-averaged)",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "multisynth-cohort: this adapter does not implement the configured observation weights.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Multisynth (individual)",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "multisynth-individual: this adapter does not implement the configured observation weights.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      }
    ]
  },
  {
    "study_id": 16,
    "specification_id": "S16-P009",
    "source_specification_id": "GIFT-F5A-WHITE",
    "role": "active_comparison",
    "published_source_location": "Main Figure5a",
    "outcome_label": "",
    "outcome_variable": "",
    "treatment_label": "",
    "unit_fixed_effects": "",
    "time_fixed_effects": "",
    "allowed_adjustments": "",
    "published_weights": "",
    "published_clustering": "",
    "panel_structure": "aggregate_county_panel",
    "design": "panel",
    "descriptive_metadata_status": "recorded_source_fields",
    "title": "The Gift of a Lifetime",
    "status": "ready",
    "reason": "",
    "config": "analyses/full-archive/configs/S16-P009.json",
    "input_bytes": 25147,
    "specification_type": "twfe_scalar",
    "run_status": "completed",
    "expanded_status": "processed",
    "expanded_reason": null,
    "regression_result": {
      "schema": "did-replication-v2",
      "config": {
        "outcomes": [
          "y"
        ],
        "treatments": [
          "d"
        ],
        "unit": "unit",
        "time": "time",
        "cluster": "cluster",
        "covariates": [],
        "baseline_by_time": [],
        "weight": "weight",
        "period_step": 1,
        "period_values": null,
        "display_window": [
          -10,
          10
        ],
        "seed": 20261008,
        "panelview_max_units": 100,
        "test_mode": "classical",
        "test_horizon": null,
        "post_horizon": null,
        "post_weighting": "observations",
        "sample_query": null,
        "reversal_policy": "drop_post_untreated",
        "labels": {},
        "allow_repeated_cells": true,
        "time_fe": null,
        "unit_fe": null,
        "frequency_weights": false,
        "source_sd": null,
        "require_never_control_periods": false,
        "latest_cohort_control": true,
        "slug": "s16-p009",
        "specification_id": "S16-P009",
        "source_specification_id": "GIFT-F5A-WHITE",
        "study_id": 16,
        "study": "The Gift of a Lifetime",
        "citation": "Hollingsworth et al. (2024), AER. https://doi.org/10.1257/aer.20230008",
        "description": "GIFT-F5A-WHITE",
        "data": "analyses/full-archive/prepared/S16-P009.parquet",
        "output_dir": "analyses/full-archive/results/S16-P009"
      },
      "source": {
        "file": "S16-P009.parquet",
        "bytes": 25147,
        "sha256": "420980f9cfb88e00a7c516d516e9570893a43d894f84169fa1c489d106f7d2d8"
      },
      "versions": {
        "pyfixest": "0.60.0",
        "polars": "2.0.0",
        "duckreg": "0.4.1",
        "numpy": "2.5.3",
        "pandas": "3.0.6"
      },
      "specifications": {
        "y__d": {
          "sample": {
            "outcome": "y",
            "treatment": "d",
            "source_rows": 1995,
            "source_sd": 23.019358984405706,
            "rows": 1995,
            "units": 95,
            "clusters": 95,
            "treated_units": 46,
            "never_treated_units": 49,
            "treated_cohorts": 12,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 1995,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 0,
            "post_adoption_untreated_rows_removed": 0,
            "units_without_minus_one_removed": 0,
            "additional_rows_removed": 0
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.17379445267896745,
              "se": 0.09001695609942455,
              "pvalue": 0.05653556018754706,
              "lower": -0.35252522917985185,
              "upper": 0.004936323821916944
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.24102768042845324,
              "se": 0.11228570480511811,
              "pvalue": 0.03440288296599623,
              "lower": -0.4639735795055288,
              "upper": -0.018081781351377668
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.29726043405845504,
              "se": 0.10576999343403795,
              "pvalue": 0.006020139513066002,
              "lower": -0.5072692354678141,
              "upper": -0.08725163264909591
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": -0.29713651030571087,
              "se": 0.12766796010412482,
              "pvalue": 0.022089381612981927,
              "lower": -0.5506242378677411,
              "upper": -0.04364878274368067
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -18,
                "estimate": 0.48343498632923204,
                "se": 0.3786699790066445,
                "pvalue": 0.2048652184633678,
                "lower": -0.2684231337195954,
                "upper": 1.2352931063780594
              },
              {
                "event_time": -17,
                "estimate": 0.4974117069245369,
                "se": 0.32143627143196635,
                "pvalue": 0.12511118849393257,
                "lower": -0.1408075450698289,
                "upper": 1.1356309589189026
              },
              {
                "event_time": -16,
                "estimate": -0.24941834422194453,
                "se": 0.4201853199878327,
                "pvalue": 0.5542112102137884,
                "lower": -1.0837061469860063,
                "upper": 0.5848694585421174
              },
              {
                "event_time": -15,
                "estimate": 0.2361040476135778,
                "se": 0.5155244353635544,
                "pvalue": 0.6480179667504156,
                "lower": -0.7874818036558042,
                "upper": 1.25968989888296
              },
              {
                "event_time": -14,
                "estimate": 0.6519710853911562,
                "se": 0.5464631113003428,
                "pvalue": 0.23584297082266326,
                "lower": -0.4330442322110333,
                "upper": 1.7369864029933457
              },
              {
                "event_time": -13,
                "estimate": -0.09580038247202248,
                "se": 0.24918145677818748,
                "pvalue": 0.7015056985645693,
                "lower": -0.5905560061835837,
                "upper": 0.39895524123953874
              },
              {
                "event_time": -12,
                "estimate": -0.059962403676460815,
                "se": 0.21044616052714452,
                "pvalue": 0.7763246621368727,
                "lower": -0.47780818865392866,
                "upper": 0.357883381301007
              },
              {
                "event_time": -11,
                "estimate": -0.2868420764334992,
                "se": 0.22287173920430528,
                "pvalue": 0.201244939473277,
                "lower": -0.7293591391532275,
                "upper": 0.15567498628622917
              },
              {
                "event_time": -10,
                "estimate": -0.19845589954822462,
                "se": 0.2029416082095676,
                "pvalue": 0.3306355334388598,
                "lower": -0.6014012199784291,
                "upper": 0.2044894208819799
              },
              {
                "event_time": -9,
                "estimate": 0.41350881909916054,
                "se": 0.3045436829404895,
                "pvalue": 0.1777782891736158,
                "lower": -0.19116980245157195,
                "upper": 1.018187440649893
              },
              {
                "event_time": -8,
                "estimate": 0.11522549486122376,
                "se": 0.20198713681237473,
                "pvalue": 0.5697271556233271,
                "lower": -0.28582470023526313,
                "upper": 0.5162756899577107
              },
              {
                "event_time": -7,
                "estimate": 0.11913615678330654,
                "se": 0.19394663964140915,
                "pvalue": 0.5405189512623128,
                "lower": -0.2659494426959661,
                "upper": 0.5042217562625791
              },
              {
                "event_time": -6,
                "estimate": -0.024692289520319915,
                "se": 0.15075393524322503,
                "pvalue": 0.8702465427268488,
                "lower": -0.3240177618993832,
                "upper": 0.27463318285874333
              },
              {
                "event_time": -5,
                "estimate": 0.010515271828430905,
                "se": 0.12829387594266572,
                "pvalue": 0.9348508985992755,
                "lower": -0.24421522630365786,
                "upper": 0.2652457699605197
              },
              {
                "event_time": -4,
                "estimate": 0.011868359394462916,
                "se": 0.12394951545405637,
                "pvalue": 0.9239217268608217,
                "lower": -0.23423630914757293,
                "upper": 0.25797302793649873
              },
              {
                "event_time": -3,
                "estimate": 0.10451677309135836,
                "se": 0.11087949978779423,
                "pvalue": 0.34829377048955384,
                "lower": -0.11563707295975022,
                "upper": 0.3246706191424669
              },
              {
                "event_time": -2,
                "estimate": 0.06077291317274593,
                "se": 0.11545734735446897,
                "pvalue": 0.5998731824699922,
                "lower": -0.16847035653528733,
                "upper": 0.2900161828807792
              },
              {
                "event_time": 0,
                "estimate": -0.007934675485735992,
                "se": 0.07000639809065103,
                "pvalue": 0.9100010207186181,
                "lower": -0.14693401997536906,
                "upper": 0.1310646690038971
              },
              {
                "event_time": 1,
                "estimate": 0.053385951090258316,
                "se": 0.08285596089683502,
                "pvalue": 0.5209355956699042,
                "lower": -0.11112650156879028,
                "upper": 0.2178984037493069
              },
              {
                "event_time": 2,
                "estimate": -0.028683015125659312,
                "se": 0.09704938814579721,
                "pvalue": 0.7682250934308326,
                "lower": -0.2213768503079506,
                "upper": 0.16401082005663195
              },
              {
                "event_time": 3,
                "estimate": -0.10837856324754458,
                "se": 0.09673801053544884,
                "pvalue": 0.26542711273238195,
                "lower": -0.30045415088521676,
                "upper": 0.08369702439012758
              },
              {
                "event_time": 4,
                "estimate": -0.16864972717324833,
                "se": 0.10809638837117128,
                "pvalue": 0.12207813092732413,
                "lower": -0.38327764026532546,
                "upper": 0.045978185918828796
              },
              {
                "event_time": 5,
                "estimate": -0.2588323185634531,
                "se": 0.1328019661632353,
                "pvalue": 0.05427559445929882,
                "lower": -0.5225137355065324,
                "upper": 0.0048490983796261045
              },
              {
                "event_time": 6,
                "estimate": -0.21672339846036948,
                "se": 0.13611546951689288,
                "pvalue": 0.11469660715802409,
                "lower": -0.4869838539868394,
                "upper": 0.05353705706610046
              },
              {
                "event_time": 7,
                "estimate": -0.22877625333590706,
                "se": 0.14592479681145124,
                "pvalue": 0.12029556839874123,
                "lower": -0.5185133581546646,
                "upper": 0.06096085148285041
              },
              {
                "event_time": 8,
                "estimate": -0.3397440439299474,
                "se": 0.1464288843538073,
                "pvalue": 0.022493882669385554,
                "lower": -0.6304820263808057,
                "upper": -0.049006061479089036
              },
              {
                "event_time": 9,
                "estimate": -0.3588600171115726,
                "se": 0.1718650169335943,
                "pvalue": 0.039499019971980444,
                "lower": -0.7001020370700249,
                "upper": -0.01761799715312029
              },
              {
                "event_time": 10,
                "estimate": -0.20378966706074664,
                "se": 0.17391544836300218,
                "pvalue": 0.24424910456169358,
                "lower": -0.5491028666882283,
                "upper": 0.14152353256673506
              },
              {
                "event_time": 11,
                "estimate": -0.47235400241445225,
                "se": 0.18910544348442318,
                "pvalue": 0.014233337824969486,
                "lower": -0.8478272934373547,
                "upper": -0.0968807113915498
              },
              {
                "event_time": 12,
                "estimate": -0.41315171090848496,
                "se": 0.20561939161143994,
                "pvalue": 0.04737255467501525,
                "lower": -0.8214138330553482,
                "upper": -0.004889588761621655
              },
              {
                "event_time": 13,
                "estimate": -0.5188214721122528,
                "se": 0.23626455787009493,
                "pvalue": 0.030557103491373333,
                "lower": -0.9879302902455751,
                "upper": -0.04971265397893054
              },
              {
                "event_time": 14,
                "estimate": -0.8447993862875589,
                "se": 0.25456116701296383,
                "pvalue": 0.0012878534407521367,
                "lower": -1.3502365507807181,
                "upper": -0.33936222179439957
              },
              {
                "event_time": 15,
                "estimate": -0.7943527883691226,
                "se": 0.19178308353124143,
                "pvalue": 7.51960862885135e-05,
                "lower": -1.1751425964738635,
                "upper": -0.4135629802643817
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -18,
                "estimate": 0.4270693567978052,
                "se": 0.4016029145300735,
                "pvalue": 0.2903193859272867,
                "lower": -0.37032264432360595,
                "upper": 1.2244613579192163
              },
              {
                "event_time": -17,
                "estimate": 0.503783399044977,
                "se": 0.3235399264185089,
                "pvalue": 0.12280778052240925,
                "lower": -0.13861270923876856,
                "upper": 1.1461795073287226
              },
              {
                "event_time": -16,
                "estimate": -0.22680608938998975,
                "se": 0.2840559369505329,
                "pvalue": 0.42661877576852164,
                "lower": -0.7908058110066549,
                "upper": 0.33719363222667537
              },
              {
                "event_time": -15,
                "estimate": 0.22475562328587842,
                "se": 0.39348778619066754,
                "pvalue": 0.5692351456682262,
                "lower": -0.5565236002838861,
                "upper": 1.006034846855643
              },
              {
                "event_time": -14,
                "estimate": 0.5021469409236418,
                "se": 0.4081728868555072,
                "pvalue": 0.22168050209715076,
                "lower": -0.3082898942623328,
                "upper": 1.3125837761096162
              },
              {
                "event_time": -13,
                "estimate": -0.14916385377402452,
                "se": 0.10096211056425258,
                "pvalue": 0.142904705213776,
                "lower": -0.3496264910396759,
                "upper": 0.051298783491626865
              },
              {
                "event_time": -12,
                "estimate": -0.08968401402689263,
                "se": 0.1082116634073812,
                "pvalue": 0.4093265800911707,
                "lower": -0.3045408084056266,
                "upper": 0.12517278035184132
              },
              {
                "event_time": -11,
                "estimate": -0.29451724345374236,
                "se": 0.1393208037998083,
                "pvalue": 0.03716701211903886,
                "lower": -0.5711419653379596,
                "upper": -0.017892521569525144
              },
              {
                "event_time": -10,
                "estimate": -0.17562067755665403,
                "se": 0.13988449465658204,
                "pvalue": 0.21242042091917665,
                "lower": -0.4533646208509614,
                "upper": 0.10212326573765332
              },
              {
                "event_time": -9,
                "estimate": 0.3836008893524665,
                "se": 0.18345742334599904,
                "pvalue": 0.03923019209312184,
                "lower": 0.019341874714539853,
                "upper": 0.7478599039903931
              },
              {
                "event_time": -8,
                "estimate": 0.08674950649224981,
                "se": 0.11299211975109957,
                "pvalue": 0.44456104806515545,
                "lower": -0.1375989960197569,
                "upper": 0.3110980090042565
              },
              {
                "event_time": -7,
                "estimate": 0.08559898201487211,
                "se": 0.08451604234294924,
                "pvalue": 0.31374921114887433,
                "lower": -0.0822096012708441,
                "upper": 0.25340756530058833
              },
              {
                "event_time": -6,
                "estimate": -0.07917467260003251,
                "se": 0.07552732419922227,
                "pvalue": 0.29719208145020726,
                "lower": -0.22913594529904718,
                "upper": 0.07078660009898215
              },
              {
                "event_time": -5,
                "estimate": -0.017649708311008136,
                "se": 0.07170730230809369,
                "pvalue": 0.8061140562363824,
                "lower": -0.16002623799674337,
                "upper": 0.12472682137472711
              },
              {
                "event_time": -4,
                "estimate": -0.030497193506317254,
                "se": 0.06705278168969465,
                "pvalue": 0.6502847586278723,
                "lower": -0.16363206339356978,
                "upper": 0.10263767638093528
              },
              {
                "event_time": -3,
                "estimate": 0.03626699918902548,
                "se": 0.05336258283157854,
                "pvalue": 0.49840680059101644,
                "lower": -0.0696856599416221,
                "upper": 0.14221965831967304
              },
              {
                "event_time": -2,
                "estimate": -0.00941997409993435,
                "se": 0.07665371624358229,
                "pvalue": 0.9024565816726613,
                "lower": -0.16161772460775786,
                "upper": 0.14277777640788913
              },
              {
                "event_time": -1,
                "estimate": -0.038267874499199835,
                "se": 0.07186452207538958,
                "pvalue": 0.5956361049639736,
                "lower": -0.1809565677184259,
                "upper": 0.10442081872002623
              },
              {
                "event_time": 0,
                "estimate": -0.0651547724363314,
                "se": 0.09854677051552196,
                "pvalue": 0.510129656470936,
                "lower": -0.26082169541514894,
                "upper": 0.1305121505424861
              },
              {
                "event_time": 1,
                "estimate": -0.009263486107509563,
                "se": 0.09701839954571685,
                "pvalue": 0.9241354460623239,
                "lower": -0.20189579269791066,
                "upper": 0.18336882048289152
              },
              {
                "event_time": 2,
                "estimate": -0.09645620999610637,
                "se": 0.11060066408294053,
                "pvalue": 0.3853692276628833,
                "lower": -0.3160564212187985,
                "upper": 0.1231440012265858
              },
              {
                "event_time": 3,
                "estimate": -0.18328434836039187,
                "se": 0.11616635820788926,
                "pvalue": 0.11797688575071548,
                "lower": -0.413935375738429,
                "upper": 0.047366679017645213
              },
              {
                "event_time": 4,
                "estimate": -0.2669467516004464,
                "se": 0.12204760086898238,
                "pvalue": 0.03120615006992386,
                "lower": -0.5092751241493898,
                "upper": -0.024618379051502992
              },
              {
                "event_time": 5,
                "estimate": -0.35746174948494175,
                "se": 0.14449979033964616,
                "pvalue": 0.01516341059651949,
                "lower": -0.6443694705491186,
                "upper": -0.07055402842076486
              },
              {
                "event_time": 6,
                "estimate": -0.2566740514894069,
                "se": 0.14544597917986413,
                "pvalue": 0.08085587896585388,
                "lower": -0.5454604526762692,
                "upper": 0.0321123496974553
              },
              {
                "event_time": 7,
                "estimate": -0.2691741126190284,
                "se": 0.14187661715597583,
                "pvalue": 0.060865760053310354,
                "lower": -0.550873461834952,
                "upper": 0.012525236596895195
              },
              {
                "event_time": 8,
                "estimate": -0.4553757078561609,
                "se": 0.14162756239029872,
                "pvalue": 0.0017867763338504981,
                "lower": -0.7365805529965239,
                "upper": -0.1741708627157978
              },
              {
                "event_time": 9,
                "estimate": -0.45769725766085184,
                "se": 0.17016830111426584,
                "pvalue": 0.00846325314872071,
                "lower": -0.7955704085858416,
                "upper": -0.11982410673586208
              },
              {
                "event_time": 10,
                "estimate": -0.25327666343368305,
                "se": 0.16119023458958617,
                "pvalue": 0.11947532170275602,
                "lower": -0.5733236528112835,
                "upper": 0.06677032594391741
              },
              {
                "event_time": 11,
                "estimate": -0.5560310426835313,
                "se": 0.16206091053335164,
                "pvalue": 0.0008951906151398839,
                "lower": -0.8778067795577474,
                "upper": -0.2342553058093152
              },
              {
                "event_time": 12,
                "estimate": -0.43624780275224284,
                "se": 0.20276623857252857,
                "pvalue": 0.03400134368631044,
                "lower": -0.8388449226571146,
                "upper": -0.033650682847370994
              },
              {
                "event_time": 13,
                "estimate": -0.4292280924792159,
                "se": 0.19811836288684634,
                "pvalue": 0.03279989111513086,
                "lower": -0.8225967462552839,
                "upper": -0.035859438703147895
              },
              {
                "event_time": 14,
                "estimate": -0.8319408063616606,
                "se": 0.21762507380090024,
                "pvalue": 0.00023700881260656123,
                "lower": -1.2640404919312977,
                "upper": -0.39984112079202344
              },
              {
                "event_time": 15,
                "estimate": -0.3194321744954666,
                "se": 0.11666699621494722,
                "pvalue": 0.00739428208716801,
                "lower": -0.5510772303724067,
                "upper": -0.08778711861852656
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -18,
                "estimate": 0.235445756202801,
                "se": 0.28394136656158775,
                "pvalue": 0.4090888225399113,
                "lower": -0.3283264832208697,
                "upper": 0.7992179956264718
              },
              {
                "event_time": -17,
                "estimate": 0.24567620200837534,
                "se": 0.48447242184870126,
                "pvalue": 0.6132719057937259,
                "lower": -0.7162551485101072,
                "upper": 1.207607552526858
              },
              {
                "event_time": -16,
                "estimate": -0.5242362883330532,
                "se": 0.5473192407675235,
                "pvalue": 0.3406078548661441,
                "lower": -1.610951471061603,
                "upper": 0.5624788943954965
              },
              {
                "event_time": -15,
                "estimate": 0.07839481412726593,
                "se": 0.5894559921377958,
                "pvalue": 0.8944814762769017,
                "lower": -1.091983876211064,
                "upper": 1.2487735044655959
              },
              {
                "event_time": -14,
                "estimate": 0.8301944874432321,
                "se": 0.3231417206085566,
                "pvalue": 0.01176876693640825,
                "lower": 0.1885890261298343,
                "upper": 1.47179994875663
              },
              {
                "event_time": -13,
                "estimate": 0.07280917237998918,
                "se": 0.15920787248355064,
                "pvalue": 0.6484952419531166,
                "lower": -0.2433017905658097,
                "upper": 0.38892013532578806
              },
              {
                "event_time": -12,
                "estimate": 0.08294304753075832,
                "se": 0.18711697353951104,
                "pvalue": 0.6585901136384362,
                "lower": -0.28858208980307387,
                "upper": 0.4544681848645905
              },
              {
                "event_time": -11,
                "estimate": -0.16404766768195725,
                "se": 0.22136815463160042,
                "pvalue": 0.4605027571790482,
                "lower": -0.6035793279857511,
                "upper": 0.27548399262183665
              },
              {
                "event_time": -10,
                "estimate": -0.136318515972092,
                "se": 0.16240869209527622,
                "pvalue": 0.40339984696309955,
                "lower": -0.45878478129015837,
                "upper": 0.1861477493459744
              },
              {
                "event_time": -9,
                "estimate": 0.49715654819876703,
                "se": 0.1636493748412681,
                "pvalue": 0.0030836622337646093,
                "lower": 0.1722268782046144,
                "upper": 0.8220862181929196
              },
              {
                "event_time": -8,
                "estimate": 0.22760777704150628,
                "se": 0.14505514061463573,
                "pvalue": 0.11998206878573409,
                "lower": -0.06040260501210945,
                "upper": 0.515618159095122
              },
              {
                "event_time": -7,
                "estimate": 0.15933320270769807,
                "se": 0.1613867070487941,
                "pvalue": 0.32604189851803456,
                "lower": -0.1611038873433409,
                "upper": 0.47977029275873706
              },
              {
                "event_time": -6,
                "estimate": -0.04798340035186452,
                "se": 0.14026953305385406,
                "pvalue": 0.7330543370298437,
                "lower": -0.3264918464099742,
                "upper": 0.23052504570624519
              },
              {
                "event_time": -5,
                "estimate": -0.02386452700252476,
                "se": 0.126944624360182,
                "pvalue": 0.8512884399001893,
                "lower": -0.2759160544886165,
                "upper": 0.22818700048356697
              },
              {
                "event_time": -4,
                "estimate": 0.015963891479371495,
                "se": 0.11045366704235537,
                "pvalue": 0.8853912321793084,
                "lower": -0.20334445367335383,
                "upper": 0.23527223663209682
              },
              {
                "event_time": -3,
                "estimate": 0.06935234915252693,
                "se": 0.11528147935217554,
                "pvalue": 0.5488943084659847,
                "lower": -0.1595417305142785,
                "upper": 0.29824642881933233
              },
              {
                "event_time": -2,
                "estimate": 0.002973242422557476,
                "se": 0.12786191766435143,
                "pvalue": 0.9814973217057505,
                "lower": -0.2508995924220299,
                "upper": 0.25684607726714487
              },
              {
                "event_time": 0,
                "estimate": -0.0022107004712262346,
                "se": 0.07733761116773462,
                "pvalue": 0.9772561268004716,
                "lower": -0.15576634038272777,
                "upper": 0.1513449394402753
              },
              {
                "event_time": 1,
                "estimate": 0.02112916025844301,
                "se": 0.10791479193371929,
                "pvalue": 0.8451933777593909,
                "lower": -0.19313818885011375,
                "upper": 0.23539650936699974
              },
              {
                "event_time": 2,
                "estimate": -0.12521437748258962,
                "se": 0.12619928306379416,
                "pvalue": 0.3236493228492572,
                "lower": -0.375786012352512,
                "upper": 0.12535725738733278
              },
              {
                "event_time": 3,
                "estimate": -0.21442953741312182,
                "se": 0.11521321950229778,
                "pvalue": 0.06584780008725721,
                "lower": -0.4431880855478566,
                "upper": 0.014329010721612995
              },
              {
                "event_time": 4,
                "estimate": -0.2587251020129406,
                "se": 0.13320282737235387,
                "pvalue": 0.05508924008774788,
                "lower": -0.5232024382836598,
                "upper": 0.0057522342577785435
              },
              {
                "event_time": 5,
                "estimate": -0.34332165280267846,
                "se": 0.15082580925444314,
                "pvalue": 0.025098962642920577,
                "lower": -0.6427898327158763,
                "upper": -0.04385347288948066
              },
              {
                "event_time": 6,
                "estimate": -0.2610252307722876,
                "se": 0.16308552432583312,
                "pvalue": 0.11283407120247824,
                "lower": -0.5848353623503355,
                "upper": 0.06278490080576032
              },
              {
                "event_time": 7,
                "estimate": -0.31591639315573733,
                "se": 0.17150586565605086,
                "pvalue": 0.06862579990287403,
                "lower": -0.6564453098334508,
                "upper": 0.024612523521976126
              },
              {
                "event_time": 8,
                "estimate": -0.4824850667026028,
                "se": 0.17308052342965308,
                "pvalue": 0.006425162437213698,
                "lower": -0.8261405033027209,
                "upper": -0.13882963010248467
              },
              {
                "event_time": 9,
                "estimate": -0.4686906989618891,
                "se": 0.18742309940200097,
                "pvalue": 0.014125618080694777,
                "lower": -0.8408236563718567,
                "upper": -0.09655774155192148
              },
              {
                "event_time": 10,
                "estimate": -0.2426274707721184,
                "se": 0.17098188454392355,
                "pvalue": 0.15919930581207883,
                "lower": -0.5821160106686077,
                "upper": 0.09686106912437095
              },
              {
                "event_time": 11,
                "estimate": -0.5303644965435412,
                "se": 0.19924477394612689,
                "pvalue": 0.009140282825063909,
                "lower": -0.9259696658829886,
                "upper": -0.13475932720409395
              },
              {
                "event_time": 12,
                "estimate": -0.4475559329728123,
                "se": 0.2026514934975667,
                "pvalue": 0.029640402389484632,
                "lower": -0.8499252238415087,
                "upper": -0.04518664210411599
              },
              {
                "event_time": 13,
                "estimate": -0.4455818600193692,
                "se": 0.2131574588657895,
                "pvalue": 0.03928209222655941,
                "lower": -0.8688109914061106,
                "upper": -0.022352728632627827
              },
              {
                "event_time": 14,
                "estimate": -0.8041098182830487,
                "se": 0.22999905145664334,
                "pvalue": 0.0007223673894667768,
                "lower": -1.2607783265572974,
                "upper": -0.3474413100088001
              },
              {
                "event_time": 15,
                "estimate": -0.08016327055938682,
                "se": 0.1408765940899807,
                "pvalue": 0.5706916700247343,
                "lower": -0.3598770505353698,
                "upper": 0.19955050941659613
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0,
              6.0,
              7.0,
              8.0,
              9.0,
              10.0,
              11.0,
              12.0,
              13.0,
              14.0,
              15.0
            ],
            "weights": [
              0.07713454075032342,
              0.07594792558715814,
              0.07593426015341727,
              0.07341526520051747,
              0.07256573073629358,
              0.07417825191771586,
              0.0747840861468943,
              0.0673250368966711,
              0.065589526811581,
              0.06308875243700235,
              0.06194541114734982,
              0.06026911794180347,
              0.0623234881475138,
              0.06458511743162727,
              0.028911502651094146,
              0.002001986043037006
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 2.220446049250313e-16,
            "package_aggregate_vs_estimable_cell_weights": null,
            "saturated_vs_deviations_relative_rss_difference": 1.9630764190545936e-16
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "F": 1.0056498845314124,
            "df_num": 97,
            "df_den": 1640,
            "pvalue": 0.4673589737110796,
            "log10_pvalue": -0.33034941405099516,
            "inference": "Homoskedastic nested-model F",
            "observations": 1995,
            "design_columns": 240,
            "restricted_design_columns": 143,
            "fixed_effect_rank": 115,
            "covariance_rank": 97,
            "rss_unrestricted": 296512.45539131836,
            "rss_restricted": 314149.167893185,
            "test_horizon": null,
            "reference_cohort": 6,
            "pyfixest": "0.27.0",
            "formulaic": "1.0.2",
            "design_head": {
              "index": [
                0,
                1,
                2,
                3,
                4
              ],
              "columns": [
                "C(rel_time, contr.treatment(base=-1.0))[T.-18.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-17.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-16.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-15.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-14.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-13.0]"
              ],
              "data": [
                [
                  -0.5841190338384384,
                  0.02776533785994124,
                  0.028608070354746502,
                  -0.13300942359730378,
                  -1.1866828965780127,
                  -0.552889732298014
                ],
                [
                  0.026724113499319517,
                  -0.5550720120428483,
                  0.02717068207636626,
                  0.03271245389698069,
                  -0.0790617509835278,
                  -1.2692866856325156
                ],
                [
                  0.027779228336378692,
                  0.027482978012727498,
                  -0.5723498313125769,
                  0.03412507749545678,
                  0.09490829149290754,
                  -0.038820391855599615
                ],
                [
                  0.027149611843220962,
                  0.02687111293650873,
                  0.02777699557687745,
                  -0.5499602208990543,
                  0.08938806771133301,
                  0.13025301922363533
                ],
                [
                  0.025912614715982475,
                  0.025649963350656498,
                  0.026452387780329233,
                  0.032281877765658856,
                  -0.4683881777354519,
                  0.13164146726988665
                ]
              ]
            },
            "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_7,ref=-1.0)+i(rel_time,cohort_dummy_8,ref=-1.0)+i(rel_time,cohort_dummy_9,ref=-1.0)+i(rel_time,cohort_dummy_10,ref=-1.0)+i(rel_time,cohort_dummy_11,ref=-1.0)+i(rel_time,cohort_dummy_12,ref=-1.0)+i(rel_time,cohort_dummy_13,ref=-1.0)+i(rel_time,cohort_dummy_14,ref=-1.0)+i(rel_time,cohort_dummy_15,ref=-1.0)+i(rel_time,cohort_dummy_16,ref=-1.0)+i(rel_time,cohort_dummy_19,ref=-1.0)|unit_fe+time_fe",
            "restriction_names": [
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_19",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_19"
            ],
            "deviations": [
              {
                "event_time": -6.0,
                "cohort": 7,
                "estimate": -0.24348599426562537
              },
              {
                "event_time": -5.0,
                "cohort": 7,
                "estimate": -0.7319215594413764
              },
              {
                "event_time": -4.0,
                "cohort": 7,
                "estimate": -0.45761367893874677
              },
              {
                "event_time": -3.0,
                "cohort": 7,
                "estimate": -0.013169320799850143
              },
              {
                "event_time": -2.0,
                "cohort": 7,
                "estimate": 0.17062134484816643
              },
              {
                "event_time": 0.0,
                "cohort": 7,
                "estimate": 0.1345027635958709
              },
              {
                "event_time": 1.0,
                "cohort": 7,
                "estimate": -0.5861461399444943
              },
              {
                "event_time": 2.0,
                "cohort": 7,
                "estimate": -0.5773472363728658
              },
              {
                "event_time": 3.0,
                "cohort": 7,
                "estimate": -1.196570097372914
              },
              {
                "event_time": 4.0,
                "cohort": 7,
                "estimate": -0.04477307232838962
              },
              {
                "event_time": 5.0,
                "cohort": 7,
                "estimate": -0.7975799711953591
              },
              {
                "event_time": 6.0,
                "cohort": 7,
                "estimate": -1.2674067203543127
              },
              {
                "event_time": 7.0,
                "cohort": 7,
                "estimate": -1.4183316980879361
              },
              {
                "event_time": 8.0,
                "cohort": 7,
                "estimate": -0.8540941717457681
              },
              {
                "event_time": 9.0,
                "cohort": 7,
                "estimate": -1.1758981524457865
              },
              {
                "event_time": 10.0,
                "cohort": 7,
                "estimate": -0.7425694627957631
              },
              {
                "event_time": 11.0,
                "cohort": 7,
                "estimate": -0.909176942741367
              },
              {
                "event_time": 12.0,
                "cohort": 7,
                "estimate": -1.0202429173958512
              },
              {
                "event_time": 13.0,
                "cohort": 7,
                "estimate": -1.1278476315706472
              },
              {
                "event_time": 14.0,
                "cohort": 7,
                "estimate": -1.355145766913529
              },
              {
                "event_time": -7.0,
                "cohort": 8,
                "estimate": 0.42038066176919714
              },
              {
                "event_time": -6.0,
                "cohort": 8,
                "estimate": -0.07343086636451968
              },
              {
                "event_time": -5.0,
                "cohort": 8,
                "estimate": -0.8580750622350952
              },
              {
                "event_time": -4.0,
                "cohort": 8,
                "estimate": -0.04343200987958945
              },
              {
                "event_time": -3.0,
                "cohort": 8,
                "estimate": -0.40411211102352795
              },
              {
                "event_time": -2.0,
                "cohort": 8,
                "estimate": -0.07056223053597038
              },
              {
                "event_time": 0.0,
                "cohort": 8,
                "estimate": -0.24901402057453217
              },
              {
                "event_time": 1.0,
                "cohort": 8,
                "estimate": -0.7347930496292219
              },
              {
                "event_time": 2.0,
                "cohort": 8,
                "estimate": -0.6292674272767604
              },
              {
                "event_time": 3.0,
                "cohort": 8,
                "estimate": -1.1723397515137575
              },
              {
                "event_time": 4.0,
                "cohort": 8,
                "estimate": -0.2716380493361814
              },
              {
                "event_time": 5.0,
                "cohort": 8,
                "estimate": -0.6079772306955148
              },
              {
                "event_time": 6.0,
                "cohort": 8,
                "estimate": -0.7999517444801507
              },
              {
                "event_time": 7.0,
                "cohort": 8,
                "estimate": -1.2809455131997718
              },
              {
                "event_time": 8.0,
                "cohort": 8,
                "estimate": -0.5718477269247503
              },
              {
                "event_time": 9.0,
                "cohort": 8,
                "estimate": -0.6283826720363561
              },
              {
                "event_time": 10.0,
                "cohort": 8,
                "estimate": -0.02098248335890307
              },
              {
                "event_time": 11.0,
                "cohort": 8,
                "estimate": -0.4712020692221352
              },
              {
                "event_time": 12.0,
                "cohort": 8,
                "estimate": -0.14696167272768665
              },
              {
                "event_time": 13.0,
                "cohort": 8,
                "estimate": -0.3430601519554057
              },
              {
                "event_time": -8.0,
                "cohort": 9,
                "estimate": 0.7718098647067764
              },
              {
                "event_time": -7.0,
                "cohort": 9,
                "estimate": 0.34874639566887744
              },
              {
                "event_time": -6.0,
                "cohort": 9,
                "estimate": 0.41865070497719936
              },
              {
                "event_time": -5.0,
                "cohort": 9,
                "estimate": -0.7248361563988858
              },
              {
                "event_time": -4.0,
                "cohort": 9,
                "estimate": -0.45765510107828866
              },
              {
                "event_time": -3.0,
                "cohort": 9,
                "estimate": 0.09978450294671529
              },
              {
                "event_time": -2.0,
                "cohort": 9,
                "estimate": 0.617559114624941
              },
              {
                "event_time": 0.0,
                "cohort": 9,
                "estimate": -0.29369506789556743
              },
              {
                "event_time": 1.0,
                "cohort": 9,
                "estimate": -1.2693336342698875
              },
              {
                "event_time": 2.0,
                "cohort": 9,
                "estimate": -1.0764546701285858
              },
              {
                "event_time": 3.0,
                "cohort": 9,
                "estimate": -1.3796560237471653
              },
              {
                "event_time": 4.0,
                "cohort": 9,
                "estimate": -0.7500523183970542
              },
              {
                "event_time": 5.0,
                "cohort": 9,
                "estimate": 0.1341780681902314
              },
              {
                "event_time": 6.0,
                "cohort": 9,
                "estimate": -0.9362751425307645
              },
              {
                "event_time": 7.0,
                "cohort": 9,
                "estimate": -1.3861296983391849
              },
              {
                "event_time": 8.0,
                "cohort": 9,
                "estimate": -0.13100762081257178
              },
              {
                "event_time": 9.0,
                "cohort": 9,
                "estimate": -0.33027125373038135
              },
              {
                "event_time": 10.0,
                "cohort": 9,
                "estimate": -0.013424725029329121
              },
              {
                "event_time": 11.0,
                "cohort": 9,
                "estimate": -0.37531890098468496
              },
              {
                "event_time": 12.0,
                "cohort": 9,
                "estimate": -0.03735248542544989
              },
              {
                "event_time": -9.0,
                "cohort": 10,
                "estimate": 2.344869329638019
              },
              {
                "event_time": -8.0,
                "cohort": 10,
                "estimate": 1.4910103826203835
              },
              {
                "event_time": -7.0,
                "cohort": 10,
                "estimate": 1.5228789765753767
              },
              {
                "event_time": -6.0,
                "cohort": 10,
                "estimate": 0.5092061504186356
              },
              {
                "event_time": -5.0,
                "cohort": 10,
                "estimate": -0.1944808131269868
              },
              {
                "event_time": -4.0,
                "cohort": 10,
                "estimate": 0.4140480851410281
              },
              {
                "event_time": -3.0,
                "cohort": 10,
                "estimate": 0.8993546411580937
              },
              {
                "event_time": -2.0,
                "cohort": 10,
                "estimate": 0.557005719795208
              },
              {
                "event_time": 0.0,
                "cohort": 10,
                "estimate": -0.527597327616891
              },
              {
                "event_time": 1.0,
                "cohort": 10,
                "estimate": -1.036278229349412
              },
              {
                "event_time": 2.0,
                "cohort": 10,
                "estimate": -0.2698964192810756
              },
              {
                "event_time": 3.0,
                "cohort": 10,
                "estimate": -1.1407078091154759
              },
              {
                "event_time": 4.0,
                "cohort": 10,
                "estimate": 0.062327410685699886
              },
              {
                "event_time": 5.0,
                "cohort": 10,
                "estimate": 0.1961302501165062
              },
              {
                "event_time": 6.0,
                "cohort": 10,
                "estimate": -0.7882794983245556
              },
              {
                "event_time": 7.0,
                "cohort": 10,
                "estimate": -0.5963876920590382
              },
              {
                "event_time": 8.0,
                "cohort": 10,
                "estimate": -0.18946555374343182
              },
              {
                "event_time": 9.0,
                "cohort": 10,
                "estimate": -0.3722151797450113
              },
              {
                "event_time": 10.0,
                "cohort": 10,
                "estimate": -0.23026847331760106
              },
              {
                "event_time": 11.0,
                "cohort": 10,
                "estimate": -0.056543283280940826
              },
              {
                "event_time": -10.0,
                "cohort": 11,
                "estimate": 0.8422753804234869
              },
              {
                "event_time": -9.0,
                "cohort": 11,
                "estimate": 1.0691289224828862
              },
              {
                "event_time": -8.0,
                "cohort": 11,
                "estimate": 0.6238428643161473
              },
              {
                "event_time": -7.0,
                "cohort": 11,
                "estimate": -0.02048490111431145
              },
              {
                "event_time": -6.0,
                "cohort": 11,
                "estimate": -0.5956200268408456
              },
              {
                "event_time": -5.0,
                "cohort": 11,
                "estimate": -1.839969530634528
              },
              {
                "event_time": -4.0,
                "cohort": 11,
                "estimate": -1.2378583722345329
              },
              {
                "event_time": -3.0,
                "cohort": 11,
                "estimate": -0.6174169702931395
              },
              {
                "event_time": -2.0,
                "cohort": 11,
                "estimate": -0.22260218265666532
              },
              {
                "event_time": 0.0,
                "cohort": 11,
                "estimate": -0.17356959652654386
              },
              {
                "event_time": 1.0,
                "cohort": 11,
                "estimate": -0.5734037853955484
              },
              {
                "event_time": 2.0,
                "cohort": 11,
                "estimate": -0.795550428976106
              },
              {
                "event_time": 3.0,
                "cohort": 11,
                "estimate": -1.2106808921600363
              },
              {
                "event_time": 4.0,
                "cohort": 11,
                "estimate": 0.40495975032951664
              },
              {
                "event_time": 5.0,
                "cohort": 11,
                "estimate": -0.22088687747830396
              },
              {
                "event_time": 6.0,
                "cohort": 11,
                "estimate": -0.11188709964673674
              },
              {
                "event_time": 7.0,
                "cohort": 11,
                "estimate": -0.5733834814164617
              },
              {
                "event_time": 8.0,
                "cohort": 11,
                "estimate": -0.09098807279126031
              },
              {
                "event_time": 9.0,
                "cohort": 11,
                "estimate": -0.44285739801132185
              },
              {
                "event_time": 10.0,
                "cohort": 11,
                "estimate": 0.20337613015552053
              },
              {
                "event_time": -11.0,
                "cohort": 12,
                "estimate": 0.01976584679500837
              },
              {
                "event_time": -10.0,
                "cohort": 12,
                "estimate": 0.40983146712334834
              },
              {
                "event_time": -9.0,
                "cohort": 12,
                "estimate": 0.08076453998871685
              },
              {
                "event_time": -8.0,
                "cohort": 12,
                "estimate": 0.9741724744996838
              },
              {
                "event_time": -7.0,
                "cohort": 12,
                "estimate": -0.3278854282741134
              },
              {
                "event_time": -6.0,
                "cohort": 12,
                "estimate": -0.23019597510812273
              },
              {
                "event_time": -5.0,
                "cohort": 12,
                "estimate": -1.411090199691129
              },
              {
                "event_time": -4.0,
                "cohort": 12,
                "estimate": -0.6081843875924453
              },
              {
                "event_time": -3.0,
                "cohort": 12,
                "estimate": -0.3845362176683118
              },
              {
                "event_time": -2.0,
                "cohort": 12,
                "estimate": -0.3372768020377802
              },
              {
                "event_time": 0.0,
                "cohort": 12,
                "estimate": 0.2708618251805267
              },
              {
                "event_time": 1.0,
                "cohort": 12,
                "estimate": -0.4021758459845855
              },
              {
                "event_time": 2.0,
                "cohort": 12,
                "estimate": -0.24675395111675325
              },
              {
                "event_time": 3.0,
                "cohort": 12,
                "estimate": -0.5463924193185871
              },
              {
                "event_time": 4.0,
                "cohort": 12,
                "estimate": -0.5020212403439037
              },
              {
                "event_time": 5.0,
                "cohort": 12,
                "estimate": -0.42284394184243357
              },
              {
                "event_time": 6.0,
                "cohort": 12,
                "estimate": -0.6661031545479479
              },
              {
                "event_time": 7.0,
                "cohort": 12,
                "estimate": -1.3186247738733152
              },
              {
                "event_time": 8.0,
                "cohort": 12,
                "estimate": -0.27948643002020734
              },
              {
                "event_time": 9.0,
                "cohort": 12,
                "estimate": -0.08293177503140381
              },
              {
                "event_time": -12.0,
                "cohort": 13,
                "estimate": -0.11771920877944769
              },
              {
                "event_time": -11.0,
                "cohort": 13,
                "estimate": -0.31043192629408395
              },
              {
                "event_time": -10.0,
                "cohort": 13,
                "estimate": 0.37971085713971886
              },
              {
                "event_time": -9.0,
                "cohort": 13,
                "estimate": 1.3971704387700292
              },
              {
                "event_time": -8.0,
                "cohort": 13,
                "estimate": 0.5469132551104313
              },
              {
                "event_time": -7.0,
                "cohort": 13,
                "estimate": -0.08687370923173321
              },
              {
                "event_time": -6.0,
                "cohort": 13,
                "estimate": 0.2356297377217032
              },
              {
                "event_time": -5.0,
                "cohort": 13,
                "estimate": -0.7305844426752699
              },
              {
                "event_time": -4.0,
                "cohort": 13,
                "estimate": -0.2295107430018669
              },
              {
                "event_time": -3.0,
                "cohort": 13,
                "estimate": -0.5320164986591979
              },
              {
                "event_time": -2.0,
                "cohort": 13,
                "estimate": 0.006621536964710406
              },
              {
                "event_time": 0.0,
                "cohort": 13,
                "estimate": -0.36743092982457404
              },
              {
                "event_time": 1.0,
                "cohort": 13,
                "estimate": -0.6342458130745369
              },
              {
                "event_time": 2.0,
                "cohort": 13,
                "estimate": -0.9614852281570323
              },
              {
                "event_time": 3.0,
                "cohort": 13,
                "estimate": -1.1057866062599082
              },
              {
                "event_time": 4.0,
                "cohort": 13,
                "estimate": -0.2115582463992099
              },
              {
                "event_time": 5.0,
                "cohort": 13,
                "estimate": -0.8368393546701691
              },
              {
                "event_time": 6.0,
                "cohort": 13,
                "estimate": -0.8676484927245565
              },
              {
                "event_time": 7.0,
                "cohort": 13,
                "estimate": -0.9191048967377797
              },
              {
                "event_time": 8.0,
                "cohort": 13,
                "estimate": -0.34199670604721116
              },
              {
                "event_time": -13.0,
                "cohort": 14,
                "estimate": 0.2702087327598949
              },
              {
                "event_time": -12.0,
                "cohort": 14,
                "estimate": -0.2529097894095566
              },
              {
                "event_time": -11.0,
                "cohort": 14,
                "estimate": 0.26999312510725115
              },
              {
                "event_time": -10.0,
                "cohort": 14,
                "estimate": -0.23284575078453085
              },
              {
                "event_time": -9.0,
                "cohort": 14,
                "estimate": 0.768340363111069
              },
              {
                "event_time": -8.0,
                "cohort": 14,
                "estimate": 0.44125933136799356
              },
              {
                "event_time": -7.0,
                "cohort": 14,
                "estimate": 0.5432349948704835
              },
              {
                "event_time": -6.0,
                "cohort": 14,
                "estimate": 0.6924875978711256
              },
              {
                "event_time": -5.0,
                "cohort": 14,
                "estimate": -0.23217745407431778
              },
              {
                "event_time": -4.0,
                "cohort": 14,
                "estimate": -0.4182669327069576
              },
              {
                "event_time": -3.0,
                "cohort": 14,
                "estimate": -0.7435845165052847
              },
              {
                "event_time": -2.0,
                "cohort": 14,
                "estimate": 0.46163250827320024
              },
              {
                "event_time": 0.0,
                "cohort": 14,
                "estimate": 0.07019237857230372
              },
              {
                "event_time": 1.0,
                "cohort": 14,
                "estimate": -0.4061434406545019
              },
              {
                "event_time": 2.0,
                "cohort": 14,
                "estimate": -0.5771627061911313
              },
              {
                "event_time": 3.0,
                "cohort": 14,
                "estimate": -0.27491477951850884
              },
              {
                "event_time": 4.0,
                "cohort": 14,
                "estimate": 0.43951365282945554
              },
              {
                "event_time": 5.0,
                "cohort": 14,
                "estimate": -0.40875504370567073
              },
              {
                "event_time": 6.0,
                "cohort": 14,
                "estimate": -0.034699238563134616
              },
              {
                "event_time": 7.0,
                "cohort": 14,
                "estimate": -0.3974274066965504
              },
              {
                "event_time": -14.0,
                "cohort": 15,
                "estimate": 1.095362483289383
              },
              {
                "event_time": -13.0,
                "cohort": 15,
                "estimate": 1.0701080565754293
              },
              {
                "event_time": -12.0,
                "cohort": 15,
                "estimate": 0.31899952185956143
              },
              {
                "event_time": -11.0,
                "cohort": 15,
                "estimate": 0.920681353420651
              },
              {
                "event_time": -10.0,
                "cohort": 15,
                "estimate": 1.0618417947027088
              },
              {
                "event_time": -9.0,
                "cohort": 15,
                "estimate": 2.2331740099176067
              },
              {
                "event_time": -8.0,
                "cohort": 15,
                "estimate": 1.9637019366784925
              },
              {
                "event_time": -7.0,
                "cohort": 15,
                "estimate": 1.76939126902509
              },
              {
                "event_time": -6.0,
                "cohort": 15,
                "estimate": 0.691490114338903
              },
              {
                "event_time": -5.0,
                "cohort": 15,
                "estimate": -1.0133395828456677
              },
              {
                "event_time": -4.0,
                "cohort": 15,
                "estimate": 0.06626210250456796
              },
              {
                "event_time": -3.0,
                "cohort": 15,
                "estimate": 0.09878414990737347
              },
              {
                "event_time": -2.0,
                "cohort": 15,
                "estimate": 0.3041937381139125
              },
              {
                "event_time": 0.0,
                "cohort": 15,
                "estimate": 0.30198675921228146
              },
              {
                "event_time": 1.0,
                "cohort": 15,
                "estimate": -1.1464532007440305
              },
              {
                "event_time": 2.0,
                "cohort": 15,
                "estimate": -0.4559240482513208
              },
              {
                "event_time": 3.0,
                "cohort": 15,
                "estimate": -0.8597183606680694
              },
              {
                "event_time": 4.0,
                "cohort": 15,
                "estimate": -0.24708557009897048
              },
              {
                "event_time": 5.0,
                "cohort": 15,
                "estimate": 0.2168206004184863
              },
              {
                "event_time": 6.0,
                "cohort": 15,
                "estimate": -0.38286672780544784
              },
              {
                "event_time": -15.0,
                "cohort": 16,
                "estimate": -0.2596942505227122
              },
              {
                "event_time": -14.0,
                "cohort": 16,
                "estimate": -0.5895975413597327
              },
              {
                "event_time": -13.0,
                "cohort": 16,
                "estimate": 0.38348192292179795
              },
              {
                "event_time": -12.0,
                "cohort": 16,
                "estimate": -0.6726249084621425
              },
              {
                "event_time": -11.0,
                "cohort": 16,
                "estimate": 1.0497738426977887
              },
              {
                "event_time": -10.0,
                "cohort": 16,
                "estimate": 1.0716126474789638
              },
              {
                "event_time": -9.0,
                "cohort": 16,
                "estimate": 1.3463340440555123
              },
              {
                "event_time": -8.0,
                "cohort": 16,
                "estimate": 0.9100640521921219
              },
              {
                "event_time": -7.0,
                "cohort": 16,
                "estimate": -0.5983771646100812
              },
              {
                "event_time": -6.0,
                "cohort": 16,
                "estimate": -0.9109105176079727
              },
              {
                "event_time": -5.0,
                "cohort": 16,
                "estimate": -1.3821751110259337
              },
              {
                "event_time": -4.0,
                "cohort": 16,
                "estimate": -0.4808235526878684
              },
              {
                "event_time": -3.0,
                "cohort": 16,
                "estimate": -0.7356150321575898
              },
              {
                "event_time": -2.0,
                "cohort": 16,
                "estimate": -0.1195998590555172
              },
              {
                "event_time": 0.0,
                "cohort": 16,
                "estimate": -0.42525542568753966
              },
              {
                "event_time": 1.0,
                "cohort": 16,
                "estimate": 0.10245761965316327
              },
              {
                "event_time": 2.0,
                "cohort": 16,
                "estimate": -0.9852831316145713
              },
              {
                "event_time": 3.0,
                "cohort": 16,
                "estimate": -1.5734702816087327
              },
              {
                "event_time": 4.0,
                "cohort": 16,
                "estimate": 0.20787640528484613
              },
              {
                "event_time": 5.0,
                "cohort": 16,
                "estimate": -0.3840652700653093
              },
              {
                "event_time": -5.0,
                "cohort": 19,
                "estimate": -1.2264912428530854
              },
              {
                "event_time": -4.0,
                "cohort": 19,
                "estimate": -0.5492998194286417
              },
              {
                "event_time": -3.0,
                "cohort": 19,
                "estimate": -0.7981331344281115
              },
              {
                "event_time": -2.0,
                "cohort": 19,
                "estimate": 0.17512983800256315
              },
              {
                "event_time": 0.0,
                "cohort": 19,
                "estimate": 0.1455502157351598
              },
              {
                "event_time": 1.0,
                "cohort": 19,
                "estimate": -0.8628381219125179
              },
              {
                "event_time": 2.0,
                "cohort": 19,
                "estimate": 0.04730823971379117
              }
            ]
          }
        }
      },
      "code_sha256": {
        "replication_engine.py": "b42dd52795225c55faa7af833b12a94304ddde96f066412b80dea4620c4bcc24",
        "reference_f_test.py": "9cf8f31eeda89784ac1750ea22c35401ae46e24e06279acf938d2d103b78cccf",
        "sparse_did2s.py": "75169d7fbba6e1bad163e564ac9b5b1262a04033eda925dc379dc3eef64c59fa",
        "frequency.py": "8f922ae4be2b63ad9b89515d8e665cda4e11a354258b54ef3b820648243642eb",
        "sparse_models.py": "538c06b81a46a104838d662d6e6489d0d2daa7f680fd234049f28c97c87ef555"
      }
    },
    "comparison": {
      "schema": "expensive-replication-v1",
      "config": {
        "outcomes": [
          "y"
        ],
        "treatments": [
          "d"
        ],
        "unit": "unit",
        "time": "time",
        "cluster": "cluster",
        "covariates": [],
        "baseline_by_time": [],
        "weight": "weight",
        "period_step": 1,
        "period_values": null,
        "display_window": [
          -10,
          10
        ],
        "seed": 20261008,
        "panelview_max_units": 100,
        "test_mode": "classical",
        "test_horizon": null,
        "post_horizon": null,
        "post_weighting": "observations",
        "sample_query": null,
        "reversal_policy": "drop_post_untreated",
        "labels": {},
        "allow_repeated_cells": true,
        "time_fe": null,
        "unit_fe": null,
        "frequency_weights": false,
        "source_sd": null,
        "require_never_control_periods": false,
        "latest_cohort_control": true,
        "slug": "s16-p009",
        "specification_id": "S16-P009",
        "source_specification_id": "GIFT-F5A-WHITE",
        "study_id": 16,
        "study": "The Gift of a Lifetime",
        "citation": "Hollingsworth et al. (2024), AER. https://doi.org/10.1257/aer.20230008",
        "description": "GIFT-F5A-WHITE",
        "data": "analyses/full-archive/prepared/S16-P009.parquet",
        "output_dir": "analyses/archive-expanded/fits/S16-P009"
      },
      "options": {
        "output_dir": "analyses/archive-expanded/fits/S16-P009",
        "regression_results": "analyses/archive-expanded/baselines/S16-P009.json",
        "display_window": [
          -10,
          10
        ],
        "timeout_seconds": 3600
      },
      "source": {
        "file": "S16-P009.parquet",
        "bytes": 25147,
        "sha256": "420980f9cfb88e00a7c516d516e9570893a43d894f84169fa1c489d106f7d2d8"
      },
      "regressions": {
        "y__d": {
          "sample": {
            "outcome": "y",
            "treatment": "d",
            "source_rows": 1995,
            "source_sd": 23.019358984405706,
            "rows": 1995,
            "units": 95,
            "clusters": 95,
            "treated_units": 46,
            "never_treated_units": 49,
            "treated_cohorts": 12,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 1995,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 0,
            "post_adoption_untreated_rows_removed": 0,
            "units_without_minus_one_removed": 0,
            "additional_rows_removed": 0
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.17379445267896745,
              "se": 0.09001695609942455,
              "pvalue": 0.05653556018754706,
              "lower": -0.35252522917985185,
              "upper": 0.004936323821916944
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.24102768042845324,
              "se": 0.11228570480511811,
              "pvalue": 0.03440288296599623,
              "lower": -0.4639735795055288,
              "upper": -0.018081781351377668
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.29726043405845504,
              "se": 0.10576999343403795,
              "pvalue": 0.006020139513066002,
              "lower": -0.5072692354678141,
              "upper": -0.08725163264909591
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": -0.29713651030571087,
              "se": 0.12766796010412482,
              "pvalue": 0.022089381612981927,
              "lower": -0.5506242378677411,
              "upper": -0.04364878274368067
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -18,
                "estimate": 0.48343498632923204,
                "se": 0.3786699790066445,
                "pvalue": 0.2048652184633678,
                "lower": -0.2684231337195954,
                "upper": 1.2352931063780594
              },
              {
                "event_time": -17,
                "estimate": 0.4974117069245369,
                "se": 0.32143627143196635,
                "pvalue": 0.12511118849393257,
                "lower": -0.1408075450698289,
                "upper": 1.1356309589189026
              },
              {
                "event_time": -16,
                "estimate": -0.24941834422194453,
                "se": 0.4201853199878327,
                "pvalue": 0.5542112102137884,
                "lower": -1.0837061469860063,
                "upper": 0.5848694585421174
              },
              {
                "event_time": -15,
                "estimate": 0.2361040476135778,
                "se": 0.5155244353635544,
                "pvalue": 0.6480179667504156,
                "lower": -0.7874818036558042,
                "upper": 1.25968989888296
              },
              {
                "event_time": -14,
                "estimate": 0.6519710853911562,
                "se": 0.5464631113003428,
                "pvalue": 0.23584297082266326,
                "lower": -0.4330442322110333,
                "upper": 1.7369864029933457
              },
              {
                "event_time": -13,
                "estimate": -0.09580038247202248,
                "se": 0.24918145677818748,
                "pvalue": 0.7015056985645693,
                "lower": -0.5905560061835837,
                "upper": 0.39895524123953874
              },
              {
                "event_time": -12,
                "estimate": -0.059962403676460815,
                "se": 0.21044616052714452,
                "pvalue": 0.7763246621368727,
                "lower": -0.47780818865392866,
                "upper": 0.357883381301007
              },
              {
                "event_time": -11,
                "estimate": -0.2868420764334992,
                "se": 0.22287173920430528,
                "pvalue": 0.201244939473277,
                "lower": -0.7293591391532275,
                "upper": 0.15567498628622917
              },
              {
                "event_time": -10,
                "estimate": -0.19845589954822462,
                "se": 0.2029416082095676,
                "pvalue": 0.3306355334388598,
                "lower": -0.6014012199784291,
                "upper": 0.2044894208819799
              },
              {
                "event_time": -9,
                "estimate": 0.41350881909916054,
                "se": 0.3045436829404895,
                "pvalue": 0.1777782891736158,
                "lower": -0.19116980245157195,
                "upper": 1.018187440649893
              },
              {
                "event_time": -8,
                "estimate": 0.11522549486122376,
                "se": 0.20198713681237473,
                "pvalue": 0.5697271556233271,
                "lower": -0.28582470023526313,
                "upper": 0.5162756899577107
              },
              {
                "event_time": -7,
                "estimate": 0.11913615678330654,
                "se": 0.19394663964140915,
                "pvalue": 0.5405189512623128,
                "lower": -0.2659494426959661,
                "upper": 0.5042217562625791
              },
              {
                "event_time": -6,
                "estimate": -0.024692289520319915,
                "se": 0.15075393524322503,
                "pvalue": 0.8702465427268488,
                "lower": -0.3240177618993832,
                "upper": 0.27463318285874333
              },
              {
                "event_time": -5,
                "estimate": 0.010515271828430905,
                "se": 0.12829387594266572,
                "pvalue": 0.9348508985992755,
                "lower": -0.24421522630365786,
                "upper": 0.2652457699605197
              },
              {
                "event_time": -4,
                "estimate": 0.011868359394462916,
                "se": 0.12394951545405637,
                "pvalue": 0.9239217268608217,
                "lower": -0.23423630914757293,
                "upper": 0.25797302793649873
              },
              {
                "event_time": -3,
                "estimate": 0.10451677309135836,
                "se": 0.11087949978779423,
                "pvalue": 0.34829377048955384,
                "lower": -0.11563707295975022,
                "upper": 0.3246706191424669
              },
              {
                "event_time": -2,
                "estimate": 0.06077291317274593,
                "se": 0.11545734735446897,
                "pvalue": 0.5998731824699922,
                "lower": -0.16847035653528733,
                "upper": 0.2900161828807792
              },
              {
                "event_time": 0,
                "estimate": -0.007934675485735992,
                "se": 0.07000639809065103,
                "pvalue": 0.9100010207186181,
                "lower": -0.14693401997536906,
                "upper": 0.1310646690038971
              },
              {
                "event_time": 1,
                "estimate": 0.053385951090258316,
                "se": 0.08285596089683502,
                "pvalue": 0.5209355956699042,
                "lower": -0.11112650156879028,
                "upper": 0.2178984037493069
              },
              {
                "event_time": 2,
                "estimate": -0.028683015125659312,
                "se": 0.09704938814579721,
                "pvalue": 0.7682250934308326,
                "lower": -0.2213768503079506,
                "upper": 0.16401082005663195
              },
              {
                "event_time": 3,
                "estimate": -0.10837856324754458,
                "se": 0.09673801053544884,
                "pvalue": 0.26542711273238195,
                "lower": -0.30045415088521676,
                "upper": 0.08369702439012758
              },
              {
                "event_time": 4,
                "estimate": -0.16864972717324833,
                "se": 0.10809638837117128,
                "pvalue": 0.12207813092732413,
                "lower": -0.38327764026532546,
                "upper": 0.045978185918828796
              },
              {
                "event_time": 5,
                "estimate": -0.2588323185634531,
                "se": 0.1328019661632353,
                "pvalue": 0.05427559445929882,
                "lower": -0.5225137355065324,
                "upper": 0.0048490983796261045
              },
              {
                "event_time": 6,
                "estimate": -0.21672339846036948,
                "se": 0.13611546951689288,
                "pvalue": 0.11469660715802409,
                "lower": -0.4869838539868394,
                "upper": 0.05353705706610046
              },
              {
                "event_time": 7,
                "estimate": -0.22877625333590706,
                "se": 0.14592479681145124,
                "pvalue": 0.12029556839874123,
                "lower": -0.5185133581546646,
                "upper": 0.06096085148285041
              },
              {
                "event_time": 8,
                "estimate": -0.3397440439299474,
                "se": 0.1464288843538073,
                "pvalue": 0.022493882669385554,
                "lower": -0.6304820263808057,
                "upper": -0.049006061479089036
              },
              {
                "event_time": 9,
                "estimate": -0.3588600171115726,
                "se": 0.1718650169335943,
                "pvalue": 0.039499019971980444,
                "lower": -0.7001020370700249,
                "upper": -0.01761799715312029
              },
              {
                "event_time": 10,
                "estimate": -0.20378966706074664,
                "se": 0.17391544836300218,
                "pvalue": 0.24424910456169358,
                "lower": -0.5491028666882283,
                "upper": 0.14152353256673506
              },
              {
                "event_time": 11,
                "estimate": -0.47235400241445225,
                "se": 0.18910544348442318,
                "pvalue": 0.014233337824969486,
                "lower": -0.8478272934373547,
                "upper": -0.0968807113915498
              },
              {
                "event_time": 12,
                "estimate": -0.41315171090848496,
                "se": 0.20561939161143994,
                "pvalue": 0.04737255467501525,
                "lower": -0.8214138330553482,
                "upper": -0.004889588761621655
              },
              {
                "event_time": 13,
                "estimate": -0.5188214721122528,
                "se": 0.23626455787009493,
                "pvalue": 0.030557103491373333,
                "lower": -0.9879302902455751,
                "upper": -0.04971265397893054
              },
              {
                "event_time": 14,
                "estimate": -0.8447993862875589,
                "se": 0.25456116701296383,
                "pvalue": 0.0012878534407521367,
                "lower": -1.3502365507807181,
                "upper": -0.33936222179439957
              },
              {
                "event_time": 15,
                "estimate": -0.7943527883691226,
                "se": 0.19178308353124143,
                "pvalue": 7.51960862885135e-05,
                "lower": -1.1751425964738635,
                "upper": -0.4135629802643817
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -18,
                "estimate": 0.4270693567978052,
                "se": 0.4016029145300735,
                "pvalue": 0.2903193859272867,
                "lower": -0.37032264432360595,
                "upper": 1.2244613579192163
              },
              {
                "event_time": -17,
                "estimate": 0.503783399044977,
                "se": 0.3235399264185089,
                "pvalue": 0.12280778052240925,
                "lower": -0.13861270923876856,
                "upper": 1.1461795073287226
              },
              {
                "event_time": -16,
                "estimate": -0.22680608938998975,
                "se": 0.2840559369505329,
                "pvalue": 0.42661877576852164,
                "lower": -0.7908058110066549,
                "upper": 0.33719363222667537
              },
              {
                "event_time": -15,
                "estimate": 0.22475562328587842,
                "se": 0.39348778619066754,
                "pvalue": 0.5692351456682262,
                "lower": -0.5565236002838861,
                "upper": 1.006034846855643
              },
              {
                "event_time": -14,
                "estimate": 0.5021469409236418,
                "se": 0.4081728868555072,
                "pvalue": 0.22168050209715076,
                "lower": -0.3082898942623328,
                "upper": 1.3125837761096162
              },
              {
                "event_time": -13,
                "estimate": -0.14916385377402452,
                "se": 0.10096211056425258,
                "pvalue": 0.142904705213776,
                "lower": -0.3496264910396759,
                "upper": 0.051298783491626865
              },
              {
                "event_time": -12,
                "estimate": -0.08968401402689263,
                "se": 0.1082116634073812,
                "pvalue": 0.4093265800911707,
                "lower": -0.3045408084056266,
                "upper": 0.12517278035184132
              },
              {
                "event_time": -11,
                "estimate": -0.29451724345374236,
                "se": 0.1393208037998083,
                "pvalue": 0.03716701211903886,
                "lower": -0.5711419653379596,
                "upper": -0.017892521569525144
              },
              {
                "event_time": -10,
                "estimate": -0.17562067755665403,
                "se": 0.13988449465658204,
                "pvalue": 0.21242042091917665,
                "lower": -0.4533646208509614,
                "upper": 0.10212326573765332
              },
              {
                "event_time": -9,
                "estimate": 0.3836008893524665,
                "se": 0.18345742334599904,
                "pvalue": 0.03923019209312184,
                "lower": 0.019341874714539853,
                "upper": 0.7478599039903931
              },
              {
                "event_time": -8,
                "estimate": 0.08674950649224981,
                "se": 0.11299211975109957,
                "pvalue": 0.44456104806515545,
                "lower": -0.1375989960197569,
                "upper": 0.3110980090042565
              },
              {
                "event_time": -7,
                "estimate": 0.08559898201487211,
                "se": 0.08451604234294924,
                "pvalue": 0.31374921114887433,
                "lower": -0.0822096012708441,
                "upper": 0.25340756530058833
              },
              {
                "event_time": -6,
                "estimate": -0.07917467260003251,
                "se": 0.07552732419922227,
                "pvalue": 0.29719208145020726,
                "lower": -0.22913594529904718,
                "upper": 0.07078660009898215
              },
              {
                "event_time": -5,
                "estimate": -0.017649708311008136,
                "se": 0.07170730230809369,
                "pvalue": 0.8061140562363824,
                "lower": -0.16002623799674337,
                "upper": 0.12472682137472711
              },
              {
                "event_time": -4,
                "estimate": -0.030497193506317254,
                "se": 0.06705278168969465,
                "pvalue": 0.6502847586278723,
                "lower": -0.16363206339356978,
                "upper": 0.10263767638093528
              },
              {
                "event_time": -3,
                "estimate": 0.03626699918902548,
                "se": 0.05336258283157854,
                "pvalue": 0.49840680059101644,
                "lower": -0.0696856599416221,
                "upper": 0.14221965831967304
              },
              {
                "event_time": -2,
                "estimate": -0.00941997409993435,
                "se": 0.07665371624358229,
                "pvalue": 0.9024565816726613,
                "lower": -0.16161772460775786,
                "upper": 0.14277777640788913
              },
              {
                "event_time": -1,
                "estimate": -0.038267874499199835,
                "se": 0.07186452207538958,
                "pvalue": 0.5956361049639736,
                "lower": -0.1809565677184259,
                "upper": 0.10442081872002623
              },
              {
                "event_time": 0,
                "estimate": -0.0651547724363314,
                "se": 0.09854677051552196,
                "pvalue": 0.510129656470936,
                "lower": -0.26082169541514894,
                "upper": 0.1305121505424861
              },
              {
                "event_time": 1,
                "estimate": -0.009263486107509563,
                "se": 0.09701839954571685,
                "pvalue": 0.9241354460623239,
                "lower": -0.20189579269791066,
                "upper": 0.18336882048289152
              },
              {
                "event_time": 2,
                "estimate": -0.09645620999610637,
                "se": 0.11060066408294053,
                "pvalue": 0.3853692276628833,
                "lower": -0.3160564212187985,
                "upper": 0.1231440012265858
              },
              {
                "event_time": 3,
                "estimate": -0.18328434836039187,
                "se": 0.11616635820788926,
                "pvalue": 0.11797688575071548,
                "lower": -0.413935375738429,
                "upper": 0.047366679017645213
              },
              {
                "event_time": 4,
                "estimate": -0.2669467516004464,
                "se": 0.12204760086898238,
                "pvalue": 0.03120615006992386,
                "lower": -0.5092751241493898,
                "upper": -0.024618379051502992
              },
              {
                "event_time": 5,
                "estimate": -0.35746174948494175,
                "se": 0.14449979033964616,
                "pvalue": 0.01516341059651949,
                "lower": -0.6443694705491186,
                "upper": -0.07055402842076486
              },
              {
                "event_time": 6,
                "estimate": -0.2566740514894069,
                "se": 0.14544597917986413,
                "pvalue": 0.08085587896585388,
                "lower": -0.5454604526762692,
                "upper": 0.0321123496974553
              },
              {
                "event_time": 7,
                "estimate": -0.2691741126190284,
                "se": 0.14187661715597583,
                "pvalue": 0.060865760053310354,
                "lower": -0.550873461834952,
                "upper": 0.012525236596895195
              },
              {
                "event_time": 8,
                "estimate": -0.4553757078561609,
                "se": 0.14162756239029872,
                "pvalue": 0.0017867763338504981,
                "lower": -0.7365805529965239,
                "upper": -0.1741708627157978
              },
              {
                "event_time": 9,
                "estimate": -0.45769725766085184,
                "se": 0.17016830111426584,
                "pvalue": 0.00846325314872071,
                "lower": -0.7955704085858416,
                "upper": -0.11982410673586208
              },
              {
                "event_time": 10,
                "estimate": -0.25327666343368305,
                "se": 0.16119023458958617,
                "pvalue": 0.11947532170275602,
                "lower": -0.5733236528112835,
                "upper": 0.06677032594391741
              },
              {
                "event_time": 11,
                "estimate": -0.5560310426835313,
                "se": 0.16206091053335164,
                "pvalue": 0.0008951906151398839,
                "lower": -0.8778067795577474,
                "upper": -0.2342553058093152
              },
              {
                "event_time": 12,
                "estimate": -0.43624780275224284,
                "se": 0.20276623857252857,
                "pvalue": 0.03400134368631044,
                "lower": -0.8388449226571146,
                "upper": -0.033650682847370994
              },
              {
                "event_time": 13,
                "estimate": -0.4292280924792159,
                "se": 0.19811836288684634,
                "pvalue": 0.03279989111513086,
                "lower": -0.8225967462552839,
                "upper": -0.035859438703147895
              },
              {
                "event_time": 14,
                "estimate": -0.8319408063616606,
                "se": 0.21762507380090024,
                "pvalue": 0.00023700881260656123,
                "lower": -1.2640404919312977,
                "upper": -0.39984112079202344
              },
              {
                "event_time": 15,
                "estimate": -0.3194321744954666,
                "se": 0.11666699621494722,
                "pvalue": 0.00739428208716801,
                "lower": -0.5510772303724067,
                "upper": -0.08778711861852656
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -18,
                "estimate": 0.235445756202801,
                "se": 0.28394136656158775,
                "pvalue": 0.4090888225399113,
                "lower": -0.3283264832208697,
                "upper": 0.7992179956264718
              },
              {
                "event_time": -17,
                "estimate": 0.24567620200837534,
                "se": 0.48447242184870126,
                "pvalue": 0.6132719057937259,
                "lower": -0.7162551485101072,
                "upper": 1.207607552526858
              },
              {
                "event_time": -16,
                "estimate": -0.5242362883330532,
                "se": 0.5473192407675235,
                "pvalue": 0.3406078548661441,
                "lower": -1.610951471061603,
                "upper": 0.5624788943954965
              },
              {
                "event_time": -15,
                "estimate": 0.07839481412726593,
                "se": 0.5894559921377958,
                "pvalue": 0.8944814762769017,
                "lower": -1.091983876211064,
                "upper": 1.2487735044655959
              },
              {
                "event_time": -14,
                "estimate": 0.8301944874432321,
                "se": 0.3231417206085566,
                "pvalue": 0.01176876693640825,
                "lower": 0.1885890261298343,
                "upper": 1.47179994875663
              },
              {
                "event_time": -13,
                "estimate": 0.07280917237998918,
                "se": 0.15920787248355064,
                "pvalue": 0.6484952419531166,
                "lower": -0.2433017905658097,
                "upper": 0.38892013532578806
              },
              {
                "event_time": -12,
                "estimate": 0.08294304753075832,
                "se": 0.18711697353951104,
                "pvalue": 0.6585901136384362,
                "lower": -0.28858208980307387,
                "upper": 0.4544681848645905
              },
              {
                "event_time": -11,
                "estimate": -0.16404766768195725,
                "se": 0.22136815463160042,
                "pvalue": 0.4605027571790482,
                "lower": -0.6035793279857511,
                "upper": 0.27548399262183665
              },
              {
                "event_time": -10,
                "estimate": -0.136318515972092,
                "se": 0.16240869209527622,
                "pvalue": 0.40339984696309955,
                "lower": -0.45878478129015837,
                "upper": 0.1861477493459744
              },
              {
                "event_time": -9,
                "estimate": 0.49715654819876703,
                "se": 0.1636493748412681,
                "pvalue": 0.0030836622337646093,
                "lower": 0.1722268782046144,
                "upper": 0.8220862181929196
              },
              {
                "event_time": -8,
                "estimate": 0.22760777704150628,
                "se": 0.14505514061463573,
                "pvalue": 0.11998206878573409,
                "lower": -0.06040260501210945,
                "upper": 0.515618159095122
              },
              {
                "event_time": -7,
                "estimate": 0.15933320270769807,
                "se": 0.1613867070487941,
                "pvalue": 0.32604189851803456,
                "lower": -0.1611038873433409,
                "upper": 0.47977029275873706
              },
              {
                "event_time": -6,
                "estimate": -0.04798340035186452,
                "se": 0.14026953305385406,
                "pvalue": 0.7330543370298437,
                "lower": -0.3264918464099742,
                "upper": 0.23052504570624519
              },
              {
                "event_time": -5,
                "estimate": -0.02386452700252476,
                "se": 0.126944624360182,
                "pvalue": 0.8512884399001893,
                "lower": -0.2759160544886165,
                "upper": 0.22818700048356697
              },
              {
                "event_time": -4,
                "estimate": 0.015963891479371495,
                "se": 0.11045366704235537,
                "pvalue": 0.8853912321793084,
                "lower": -0.20334445367335383,
                "upper": 0.23527223663209682
              },
              {
                "event_time": -3,
                "estimate": 0.06935234915252693,
                "se": 0.11528147935217554,
                "pvalue": 0.5488943084659847,
                "lower": -0.1595417305142785,
                "upper": 0.29824642881933233
              },
              {
                "event_time": -2,
                "estimate": 0.002973242422557476,
                "se": 0.12786191766435143,
                "pvalue": 0.9814973217057505,
                "lower": -0.2508995924220299,
                "upper": 0.25684607726714487
              },
              {
                "event_time": 0,
                "estimate": -0.0022107004712262346,
                "se": 0.07733761116773462,
                "pvalue": 0.9772561268004716,
                "lower": -0.15576634038272777,
                "upper": 0.1513449394402753
              },
              {
                "event_time": 1,
                "estimate": 0.02112916025844301,
                "se": 0.10791479193371929,
                "pvalue": 0.8451933777593909,
                "lower": -0.19313818885011375,
                "upper": 0.23539650936699974
              },
              {
                "event_time": 2,
                "estimate": -0.12521437748258962,
                "se": 0.12619928306379416,
                "pvalue": 0.3236493228492572,
                "lower": -0.375786012352512,
                "upper": 0.12535725738733278
              },
              {
                "event_time": 3,
                "estimate": -0.21442953741312182,
                "se": 0.11521321950229778,
                "pvalue": 0.06584780008725721,
                "lower": -0.4431880855478566,
                "upper": 0.014329010721612995
              },
              {
                "event_time": 4,
                "estimate": -0.2587251020129406,
                "se": 0.13320282737235387,
                "pvalue": 0.05508924008774788,
                "lower": -0.5232024382836598,
                "upper": 0.0057522342577785435
              },
              {
                "event_time": 5,
                "estimate": -0.34332165280267846,
                "se": 0.15082580925444314,
                "pvalue": 0.025098962642920577,
                "lower": -0.6427898327158763,
                "upper": -0.04385347288948066
              },
              {
                "event_time": 6,
                "estimate": -0.2610252307722876,
                "se": 0.16308552432583312,
                "pvalue": 0.11283407120247824,
                "lower": -0.5848353623503355,
                "upper": 0.06278490080576032
              },
              {
                "event_time": 7,
                "estimate": -0.31591639315573733,
                "se": 0.17150586565605086,
                "pvalue": 0.06862579990287403,
                "lower": -0.6564453098334508,
                "upper": 0.024612523521976126
              },
              {
                "event_time": 8,
                "estimate": -0.4824850667026028,
                "se": 0.17308052342965308,
                "pvalue": 0.006425162437213698,
                "lower": -0.8261405033027209,
                "upper": -0.13882963010248467
              },
              {
                "event_time": 9,
                "estimate": -0.4686906989618891,
                "se": 0.18742309940200097,
                "pvalue": 0.014125618080694777,
                "lower": -0.8408236563718567,
                "upper": -0.09655774155192148
              },
              {
                "event_time": 10,
                "estimate": -0.2426274707721184,
                "se": 0.17098188454392355,
                "pvalue": 0.15919930581207883,
                "lower": -0.5821160106686077,
                "upper": 0.09686106912437095
              },
              {
                "event_time": 11,
                "estimate": -0.5303644965435412,
                "se": 0.19924477394612689,
                "pvalue": 0.009140282825063909,
                "lower": -0.9259696658829886,
                "upper": -0.13475932720409395
              },
              {
                "event_time": 12,
                "estimate": -0.4475559329728123,
                "se": 0.2026514934975667,
                "pvalue": 0.029640402389484632,
                "lower": -0.8499252238415087,
                "upper": -0.04518664210411599
              },
              {
                "event_time": 13,
                "estimate": -0.4455818600193692,
                "se": 0.2131574588657895,
                "pvalue": 0.03928209222655941,
                "lower": -0.8688109914061106,
                "upper": -0.022352728632627827
              },
              {
                "event_time": 14,
                "estimate": -0.8041098182830487,
                "se": 0.22999905145664334,
                "pvalue": 0.0007223673894667768,
                "lower": -1.2607783265572974,
                "upper": -0.3474413100088001
              },
              {
                "event_time": 15,
                "estimate": -0.08016327055938682,
                "se": 0.1408765940899807,
                "pvalue": 0.5706916700247343,
                "lower": -0.3598770505353698,
                "upper": 0.19955050941659613
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0,
              6.0,
              7.0,
              8.0,
              9.0,
              10.0,
              11.0,
              12.0,
              13.0,
              14.0,
              15.0
            ],
            "weights": [
              0.07713454075032342,
              0.07594792558715814,
              0.07593426015341727,
              0.07341526520051747,
              0.07256573073629358,
              0.07417825191771586,
              0.0747840861468943,
              0.0673250368966711,
              0.065589526811581,
              0.06308875243700235,
              0.06194541114734982,
              0.06026911794180347,
              0.0623234881475138,
              0.06458511743162727,
              0.028911502651094146,
              0.002001986043037006
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 2.220446049250313e-16,
            "package_aggregate_vs_estimable_cell_weights": null,
            "saturated_vs_deviations_relative_rss_difference": 1.9630764190545936e-16
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "F": 1.0056498845314124,
            "df_num": 97,
            "df_den": 1640,
            "pvalue": 0.4673589737110796,
            "log10_pvalue": -0.33034941405099516,
            "inference": "Homoskedastic nested-model F",
            "observations": 1995,
            "design_columns": 240,
            "restricted_design_columns": 143,
            "fixed_effect_rank": 115,
            "covariance_rank": 97,
            "rss_unrestricted": 296512.45539131836,
            "rss_restricted": 314149.167893185,
            "test_horizon": null,
            "reference_cohort": 6,
            "pyfixest": "0.27.0",
            "formulaic": "1.0.2",
            "design_head": {
              "index": [
                0,
                1,
                2,
                3,
                4
              ],
              "columns": [
                "C(rel_time, contr.treatment(base=-1.0))[T.-18.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-17.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-16.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-15.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-14.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-13.0]"
              ],
              "data": [
                [
                  -0.5841190338384384,
                  0.02776533785994124,
                  0.028608070354746502,
                  -0.13300942359730378,
                  -1.1866828965780127,
                  -0.552889732298014
                ],
                [
                  0.026724113499319517,
                  -0.5550720120428483,
                  0.02717068207636626,
                  0.03271245389698069,
                  -0.0790617509835278,
                  -1.2692866856325156
                ],
                [
                  0.027779228336378692,
                  0.027482978012727498,
                  -0.5723498313125769,
                  0.03412507749545678,
                  0.09490829149290754,
                  -0.038820391855599615
                ],
                [
                  0.027149611843220962,
                  0.02687111293650873,
                  0.02777699557687745,
                  -0.5499602208990543,
                  0.08938806771133301,
                  0.13025301922363533
                ],
                [
                  0.025912614715982475,
                  0.025649963350656498,
                  0.026452387780329233,
                  0.032281877765658856,
                  -0.4683881777354519,
                  0.13164146726988665
                ]
              ]
            },
            "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_7,ref=-1.0)+i(rel_time,cohort_dummy_8,ref=-1.0)+i(rel_time,cohort_dummy_9,ref=-1.0)+i(rel_time,cohort_dummy_10,ref=-1.0)+i(rel_time,cohort_dummy_11,ref=-1.0)+i(rel_time,cohort_dummy_12,ref=-1.0)+i(rel_time,cohort_dummy_13,ref=-1.0)+i(rel_time,cohort_dummy_14,ref=-1.0)+i(rel_time,cohort_dummy_15,ref=-1.0)+i(rel_time,cohort_dummy_16,ref=-1.0)+i(rel_time,cohort_dummy_19,ref=-1.0)|unit_fe+time_fe",
            "restriction_names": [
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_12",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_13",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_14",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_15",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_16",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_19",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_19"
            ],
            "deviations": [
              {
                "event_time": -6.0,
                "cohort": 7,
                "estimate": -0.24348599426562537
              },
              {
                "event_time": -5.0,
                "cohort": 7,
                "estimate": -0.7319215594413764
              },
              {
                "event_time": -4.0,
                "cohort": 7,
                "estimate": -0.45761367893874677
              },
              {
                "event_time": -3.0,
                "cohort": 7,
                "estimate": -0.013169320799850143
              },
              {
                "event_time": -2.0,
                "cohort": 7,
                "estimate": 0.17062134484816643
              },
              {
                "event_time": 0.0,
                "cohort": 7,
                "estimate": 0.1345027635958709
              },
              {
                "event_time": 1.0,
                "cohort": 7,
                "estimate": -0.5861461399444943
              },
              {
                "event_time": 2.0,
                "cohort": 7,
                "estimate": -0.5773472363728658
              },
              {
                "event_time": 3.0,
                "cohort": 7,
                "estimate": -1.196570097372914
              },
              {
                "event_time": 4.0,
                "cohort": 7,
                "estimate": -0.04477307232838962
              },
              {
                "event_time": 5.0,
                "cohort": 7,
                "estimate": -0.7975799711953591
              },
              {
                "event_time": 6.0,
                "cohort": 7,
                "estimate": -1.2674067203543127
              },
              {
                "event_time": 7.0,
                "cohort": 7,
                "estimate": -1.4183316980879361
              },
              {
                "event_time": 8.0,
                "cohort": 7,
                "estimate": -0.8540941717457681
              },
              {
                "event_time": 9.0,
                "cohort": 7,
                "estimate": -1.1758981524457865
              },
              {
                "event_time": 10.0,
                "cohort": 7,
                "estimate": -0.7425694627957631
              },
              {
                "event_time": 11.0,
                "cohort": 7,
                "estimate": -0.909176942741367
              },
              {
                "event_time": 12.0,
                "cohort": 7,
                "estimate": -1.0202429173958512
              },
              {
                "event_time": 13.0,
                "cohort": 7,
                "estimate": -1.1278476315706472
              },
              {
                "event_time": 14.0,
                "cohort": 7,
                "estimate": -1.355145766913529
              },
              {
                "event_time": -7.0,
                "cohort": 8,
                "estimate": 0.42038066176919714
              },
              {
                "event_time": -6.0,
                "cohort": 8,
                "estimate": -0.07343086636451968
              },
              {
                "event_time": -5.0,
                "cohort": 8,
                "estimate": -0.8580750622350952
              },
              {
                "event_time": -4.0,
                "cohort": 8,
                "estimate": -0.04343200987958945
              },
              {
                "event_time": -3.0,
                "cohort": 8,
                "estimate": -0.40411211102352795
              },
              {
                "event_time": -2.0,
                "cohort": 8,
                "estimate": -0.07056223053597038
              },
              {
                "event_time": 0.0,
                "cohort": 8,
                "estimate": -0.24901402057453217
              },
              {
                "event_time": 1.0,
                "cohort": 8,
                "estimate": -0.7347930496292219
              },
              {
                "event_time": 2.0,
                "cohort": 8,
                "estimate": -0.6292674272767604
              },
              {
                "event_time": 3.0,
                "cohort": 8,
                "estimate": -1.1723397515137575
              },
              {
                "event_time": 4.0,
                "cohort": 8,
                "estimate": -0.2716380493361814
              },
              {
                "event_time": 5.0,
                "cohort": 8,
                "estimate": -0.6079772306955148
              },
              {
                "event_time": 6.0,
                "cohort": 8,
                "estimate": -0.7999517444801507
              },
              {
                "event_time": 7.0,
                "cohort": 8,
                "estimate": -1.2809455131997718
              },
              {
                "event_time": 8.0,
                "cohort": 8,
                "estimate": -0.5718477269247503
              },
              {
                "event_time": 9.0,
                "cohort": 8,
                "estimate": -0.6283826720363561
              },
              {
                "event_time": 10.0,
                "cohort": 8,
                "estimate": -0.02098248335890307
              },
              {
                "event_time": 11.0,
                "cohort": 8,
                "estimate": -0.4712020692221352
              },
              {
                "event_time": 12.0,
                "cohort": 8,
                "estimate": -0.14696167272768665
              },
              {
                "event_time": 13.0,
                "cohort": 8,
                "estimate": -0.3430601519554057
              },
              {
                "event_time": -8.0,
                "cohort": 9,
                "estimate": 0.7718098647067764
              },
              {
                "event_time": -7.0,
                "cohort": 9,
                "estimate": 0.34874639566887744
              },
              {
                "event_time": -6.0,
                "cohort": 9,
                "estimate": 0.41865070497719936
              },
              {
                "event_time": -5.0,
                "cohort": 9,
                "estimate": -0.7248361563988858
              },
              {
                "event_time": -4.0,
                "cohort": 9,
                "estimate": -0.45765510107828866
              },
              {
                "event_time": -3.0,
                "cohort": 9,
                "estimate": 0.09978450294671529
              },
              {
                "event_time": -2.0,
                "cohort": 9,
                "estimate": 0.617559114624941
              },
              {
                "event_time": 0.0,
                "cohort": 9,
                "estimate": -0.29369506789556743
              },
              {
                "event_time": 1.0,
                "cohort": 9,
                "estimate": -1.2693336342698875
              },
              {
                "event_time": 2.0,
                "cohort": 9,
                "estimate": -1.0764546701285858
              },
              {
                "event_time": 3.0,
                "cohort": 9,
                "estimate": -1.3796560237471653
              },
              {
                "event_time": 4.0,
                "cohort": 9,
                "estimate": -0.7500523183970542
              },
              {
                "event_time": 5.0,
                "cohort": 9,
                "estimate": 0.1341780681902314
              },
              {
                "event_time": 6.0,
                "cohort": 9,
                "estimate": -0.9362751425307645
              },
              {
                "event_time": 7.0,
                "cohort": 9,
                "estimate": -1.3861296983391849
              },
              {
                "event_time": 8.0,
                "cohort": 9,
                "estimate": -0.13100762081257178
              },
              {
                "event_time": 9.0,
                "cohort": 9,
                "estimate": -0.33027125373038135
              },
              {
                "event_time": 10.0,
                "cohort": 9,
                "estimate": -0.013424725029329121
              },
              {
                "event_time": 11.0,
                "cohort": 9,
                "estimate": -0.37531890098468496
              },
              {
                "event_time": 12.0,
                "cohort": 9,
                "estimate": -0.03735248542544989
              },
              {
                "event_time": -9.0,
                "cohort": 10,
                "estimate": 2.344869329638019
              },
              {
                "event_time": -8.0,
                "cohort": 10,
                "estimate": 1.4910103826203835
              },
              {
                "event_time": -7.0,
                "cohort": 10,
                "estimate": 1.5228789765753767
              },
              {
                "event_time": -6.0,
                "cohort": 10,
                "estimate": 0.5092061504186356
              },
              {
                "event_time": -5.0,
                "cohort": 10,
                "estimate": -0.1944808131269868
              },
              {
                "event_time": -4.0,
                "cohort": 10,
                "estimate": 0.4140480851410281
              },
              {
                "event_time": -3.0,
                "cohort": 10,
                "estimate": 0.8993546411580937
              },
              {
                "event_time": -2.0,
                "cohort": 10,
                "estimate": 0.557005719795208
              },
              {
                "event_time": 0.0,
                "cohort": 10,
                "estimate": -0.527597327616891
              },
              {
                "event_time": 1.0,
                "cohort": 10,
                "estimate": -1.036278229349412
              },
              {
                "event_time": 2.0,
                "cohort": 10,
                "estimate": -0.2698964192810756
              },
              {
                "event_time": 3.0,
                "cohort": 10,
                "estimate": -1.1407078091154759
              },
              {
                "event_time": 4.0,
                "cohort": 10,
                "estimate": 0.062327410685699886
              },
              {
                "event_time": 5.0,
                "cohort": 10,
                "estimate": 0.1961302501165062
              },
              {
                "event_time": 6.0,
                "cohort": 10,
                "estimate": -0.7882794983245556
              },
              {
                "event_time": 7.0,
                "cohort": 10,
                "estimate": -0.5963876920590382
              },
              {
                "event_time": 8.0,
                "cohort": 10,
                "estimate": -0.18946555374343182
              },
              {
                "event_time": 9.0,
                "cohort": 10,
                "estimate": -0.3722151797450113
              },
              {
                "event_time": 10.0,
                "cohort": 10,
                "estimate": -0.23026847331760106
              },
              {
                "event_time": 11.0,
                "cohort": 10,
                "estimate": -0.056543283280940826
              },
              {
                "event_time": -10.0,
                "cohort": 11,
                "estimate": 0.8422753804234869
              },
              {
                "event_time": -9.0,
                "cohort": 11,
                "estimate": 1.0691289224828862
              },
              {
                "event_time": -8.0,
                "cohort": 11,
                "estimate": 0.6238428643161473
              },
              {
                "event_time": -7.0,
                "cohort": 11,
                "estimate": -0.02048490111431145
              },
              {
                "event_time": -6.0,
                "cohort": 11,
                "estimate": -0.5956200268408456
              },
              {
                "event_time": -5.0,
                "cohort": 11,
                "estimate": -1.839969530634528
              },
              {
                "event_time": -4.0,
                "cohort": 11,
                "estimate": -1.2378583722345329
              },
              {
                "event_time": -3.0,
                "cohort": 11,
                "estimate": -0.6174169702931395
              },
              {
                "event_time": -2.0,
                "cohort": 11,
                "estimate": -0.22260218265666532
              },
              {
                "event_time": 0.0,
                "cohort": 11,
                "estimate": -0.17356959652654386
              },
              {
                "event_time": 1.0,
                "cohort": 11,
                "estimate": -0.5734037853955484
              },
              {
                "event_time": 2.0,
                "cohort": 11,
                "estimate": -0.795550428976106
              },
              {
                "event_time": 3.0,
                "cohort": 11,
                "estimate": -1.2106808921600363
              },
              {
                "event_time": 4.0,
                "cohort": 11,
                "estimate": 0.40495975032951664
              },
              {
                "event_time": 5.0,
                "cohort": 11,
                "estimate": -0.22088687747830396
              },
              {
                "event_time": 6.0,
                "cohort": 11,
                "estimate": -0.11188709964673674
              },
              {
                "event_time": 7.0,
                "cohort": 11,
                "estimate": -0.5733834814164617
              },
              {
                "event_time": 8.0,
                "cohort": 11,
                "estimate": -0.09098807279126031
              },
              {
                "event_time": 9.0,
                "cohort": 11,
                "estimate": -0.44285739801132185
              },
              {
                "event_time": 10.0,
                "cohort": 11,
                "estimate": 0.20337613015552053
              },
              {
                "event_time": -11.0,
                "cohort": 12,
                "estimate": 0.01976584679500837
              },
              {
                "event_time": -10.0,
                "cohort": 12,
                "estimate": 0.40983146712334834
              },
              {
                "event_time": -9.0,
                "cohort": 12,
                "estimate": 0.08076453998871685
              },
              {
                "event_time": -8.0,
                "cohort": 12,
                "estimate": 0.9741724744996838
              },
              {
                "event_time": -7.0,
                "cohort": 12,
                "estimate": -0.3278854282741134
              },
              {
                "event_time": -6.0,
                "cohort": 12,
                "estimate": -0.23019597510812273
              },
              {
                "event_time": -5.0,
                "cohort": 12,
                "estimate": -1.411090199691129
              },
              {
                "event_time": -4.0,
                "cohort": 12,
                "estimate": -0.6081843875924453
              },
              {
                "event_time": -3.0,
                "cohort": 12,
                "estimate": -0.3845362176683118
              },
              {
                "event_time": -2.0,
                "cohort": 12,
                "estimate": -0.3372768020377802
              },
              {
                "event_time": 0.0,
                "cohort": 12,
                "estimate": 0.2708618251805267
              },
              {
                "event_time": 1.0,
                "cohort": 12,
                "estimate": -0.4021758459845855
              },
              {
                "event_time": 2.0,
                "cohort": 12,
                "estimate": -0.24675395111675325
              },
              {
                "event_time": 3.0,
                "cohort": 12,
                "estimate": -0.5463924193185871
              },
              {
                "event_time": 4.0,
                "cohort": 12,
                "estimate": -0.5020212403439037
              },
              {
                "event_time": 5.0,
                "cohort": 12,
                "estimate": -0.42284394184243357
              },
              {
                "event_time": 6.0,
                "cohort": 12,
                "estimate": -0.6661031545479479
              },
              {
                "event_time": 7.0,
                "cohort": 12,
                "estimate": -1.3186247738733152
              },
              {
                "event_time": 8.0,
                "cohort": 12,
                "estimate": -0.27948643002020734
              },
              {
                "event_time": 9.0,
                "cohort": 12,
                "estimate": -0.08293177503140381
              },
              {
                "event_time": -12.0,
                "cohort": 13,
                "estimate": -0.11771920877944769
              },
              {
                "event_time": -11.0,
                "cohort": 13,
                "estimate": -0.31043192629408395
              },
              {
                "event_time": -10.0,
                "cohort": 13,
                "estimate": 0.37971085713971886
              },
              {
                "event_time": -9.0,
                "cohort": 13,
                "estimate": 1.3971704387700292
              },
              {
                "event_time": -8.0,
                "cohort": 13,
                "estimate": 0.5469132551104313
              },
              {
                "event_time": -7.0,
                "cohort": 13,
                "estimate": -0.08687370923173321
              },
              {
                "event_time": -6.0,
                "cohort": 13,
                "estimate": 0.2356297377217032
              },
              {
                "event_time": -5.0,
                "cohort": 13,
                "estimate": -0.7305844426752699
              },
              {
                "event_time": -4.0,
                "cohort": 13,
                "estimate": -0.2295107430018669
              },
              {
                "event_time": -3.0,
                "cohort": 13,
                "estimate": -0.5320164986591979
              },
              {
                "event_time": -2.0,
                "cohort": 13,
                "estimate": 0.006621536964710406
              },
              {
                "event_time": 0.0,
                "cohort": 13,
                "estimate": -0.36743092982457404
              },
              {
                "event_time": 1.0,
                "cohort": 13,
                "estimate": -0.6342458130745369
              },
              {
                "event_time": 2.0,
                "cohort": 13,
                "estimate": -0.9614852281570323
              },
              {
                "event_time": 3.0,
                "cohort": 13,
                "estimate": -1.1057866062599082
              },
              {
                "event_time": 4.0,
                "cohort": 13,
                "estimate": -0.2115582463992099
              },
              {
                "event_time": 5.0,
                "cohort": 13,
                "estimate": -0.8368393546701691
              },
              {
                "event_time": 6.0,
                "cohort": 13,
                "estimate": -0.8676484927245565
              },
              {
                "event_time": 7.0,
                "cohort": 13,
                "estimate": -0.9191048967377797
              },
              {
                "event_time": 8.0,
                "cohort": 13,
                "estimate": -0.34199670604721116
              },
              {
                "event_time": -13.0,
                "cohort": 14,
                "estimate": 0.2702087327598949
              },
              {
                "event_time": -12.0,
                "cohort": 14,
                "estimate": -0.2529097894095566
              },
              {
                "event_time": -11.0,
                "cohort": 14,
                "estimate": 0.26999312510725115
              },
              {
                "event_time": -10.0,
                "cohort": 14,
                "estimate": -0.23284575078453085
              },
              {
                "event_time": -9.0,
                "cohort": 14,
                "estimate": 0.768340363111069
              },
              {
                "event_time": -8.0,
                "cohort": 14,
                "estimate": 0.44125933136799356
              },
              {
                "event_time": -7.0,
                "cohort": 14,
                "estimate": 0.5432349948704835
              },
              {
                "event_time": -6.0,
                "cohort": 14,
                "estimate": 0.6924875978711256
              },
              {
                "event_time": -5.0,
                "cohort": 14,
                "estimate": -0.23217745407431778
              },
              {
                "event_time": -4.0,
                "cohort": 14,
                "estimate": -0.4182669327069576
              },
              {
                "event_time": -3.0,
                "cohort": 14,
                "estimate": -0.7435845165052847
              },
              {
                "event_time": -2.0,
                "cohort": 14,
                "estimate": 0.46163250827320024
              },
              {
                "event_time": 0.0,
                "cohort": 14,
                "estimate": 0.07019237857230372
              },
              {
                "event_time": 1.0,
                "cohort": 14,
                "estimate": -0.4061434406545019
              },
              {
                "event_time": 2.0,
                "cohort": 14,
                "estimate": -0.5771627061911313
              },
              {
                "event_time": 3.0,
                "cohort": 14,
                "estimate": -0.27491477951850884
              },
              {
                "event_time": 4.0,
                "cohort": 14,
                "estimate": 0.43951365282945554
              },
              {
                "event_time": 5.0,
                "cohort": 14,
                "estimate": -0.40875504370567073
              },
              {
                "event_time": 6.0,
                "cohort": 14,
                "estimate": -0.034699238563134616
              },
              {
                "event_time": 7.0,
                "cohort": 14,
                "estimate": -0.3974274066965504
              },
              {
                "event_time": -14.0,
                "cohort": 15,
                "estimate": 1.095362483289383
              },
              {
                "event_time": -13.0,
                "cohort": 15,
                "estimate": 1.0701080565754293
              },
              {
                "event_time": -12.0,
                "cohort": 15,
                "estimate": 0.31899952185956143
              },
              {
                "event_time": -11.0,
                "cohort": 15,
                "estimate": 0.920681353420651
              },
              {
                "event_time": -10.0,
                "cohort": 15,
                "estimate": 1.0618417947027088
              },
              {
                "event_time": -9.0,
                "cohort": 15,
                "estimate": 2.2331740099176067
              },
              {
                "event_time": -8.0,
                "cohort": 15,
                "estimate": 1.9637019366784925
              },
              {
                "event_time": -7.0,
                "cohort": 15,
                "estimate": 1.76939126902509
              },
              {
                "event_time": -6.0,
                "cohort": 15,
                "estimate": 0.691490114338903
              },
              {
                "event_time": -5.0,
                "cohort": 15,
                "estimate": -1.0133395828456677
              },
              {
                "event_time": -4.0,
                "cohort": 15,
                "estimate": 0.06626210250456796
              },
              {
                "event_time": -3.0,
                "cohort": 15,
                "estimate": 0.09878414990737347
              },
              {
                "event_time": -2.0,
                "cohort": 15,
                "estimate": 0.3041937381139125
              },
              {
                "event_time": 0.0,
                "cohort": 15,
                "estimate": 0.30198675921228146
              },
              {
                "event_time": 1.0,
                "cohort": 15,
                "estimate": -1.1464532007440305
              },
              {
                "event_time": 2.0,
                "cohort": 15,
                "estimate": -0.4559240482513208
              },
              {
                "event_time": 3.0,
                "cohort": 15,
                "estimate": -0.8597183606680694
              },
              {
                "event_time": 4.0,
                "cohort": 15,
                "estimate": -0.24708557009897048
              },
              {
                "event_time": 5.0,
                "cohort": 15,
                "estimate": 0.2168206004184863
              },
              {
                "event_time": 6.0,
                "cohort": 15,
                "estimate": -0.38286672780544784
              },
              {
                "event_time": -15.0,
                "cohort": 16,
                "estimate": -0.2596942505227122
              },
              {
                "event_time": -14.0,
                "cohort": 16,
                "estimate": -0.5895975413597327
              },
              {
                "event_time": -13.0,
                "cohort": 16,
                "estimate": 0.38348192292179795
              },
              {
                "event_time": -12.0,
                "cohort": 16,
                "estimate": -0.6726249084621425
              },
              {
                "event_time": -11.0,
                "cohort": 16,
                "estimate": 1.0497738426977887
              },
              {
                "event_time": -10.0,
                "cohort": 16,
                "estimate": 1.0716126474789638
              },
              {
                "event_time": -9.0,
                "cohort": 16,
                "estimate": 1.3463340440555123
              },
              {
                "event_time": -8.0,
                "cohort": 16,
                "estimate": 0.9100640521921219
              },
              {
                "event_time": -7.0,
                "cohort": 16,
                "estimate": -0.5983771646100812
              },
              {
                "event_time": -6.0,
                "cohort": 16,
                "estimate": -0.9109105176079727
              },
              {
                "event_time": -5.0,
                "cohort": 16,
                "estimate": -1.3821751110259337
              },
              {
                "event_time": -4.0,
                "cohort": 16,
                "estimate": -0.4808235526878684
              },
              {
                "event_time": -3.0,
                "cohort": 16,
                "estimate": -0.7356150321575898
              },
              {
                "event_time": -2.0,
                "cohort": 16,
                "estimate": -0.1195998590555172
              },
              {
                "event_time": 0.0,
                "cohort": 16,
                "estimate": -0.42525542568753966
              },
              {
                "event_time": 1.0,
                "cohort": 16,
                "estimate": 0.10245761965316327
              },
              {
                "event_time": 2.0,
                "cohort": 16,
                "estimate": -0.9852831316145713
              },
              {
                "event_time": 3.0,
                "cohort": 16,
                "estimate": -1.5734702816087327
              },
              {
                "event_time": 4.0,
                "cohort": 16,
                "estimate": 0.20787640528484613
              },
              {
                "event_time": 5.0,
                "cohort": 16,
                "estimate": -0.3840652700653093
              },
              {
                "event_time": -5.0,
                "cohort": 19,
                "estimate": -1.2264912428530854
              },
              {
                "event_time": -4.0,
                "cohort": 19,
                "estimate": -0.5492998194286417
              },
              {
                "event_time": -3.0,
                "cohort": 19,
                "estimate": -0.7981331344281115
              },
              {
                "event_time": -2.0,
                "cohort": 19,
                "estimate": 0.17512983800256315
              },
              {
                "event_time": 0.0,
                "cohort": 19,
                "estimate": 0.1455502157351598
              },
              {
                "event_time": 1.0,
                "cohort": 19,
                "estimate": -0.8628381219125179
              },
              {
                "event_time": 2.0,
                "cohort": 19,
                "estimate": 0.04730823971379117
              }
            ]
          }
        }
      },
      "alternative_models": {
        "y__d": [
          {
            "method": "CS-DID",
            "class": "csdid.att_gt.ATTgt",
            "package": {
              "csdid": "0.4.2",
              "drdid": "1.1.6"
            },
            "parameters": {
              "est_method": "dr",
              "covariate_basis": "intercept",
              "control_group": "notyettreated",
              "xformla": "y ~ 1",
              "panel": true,
              "effective_panel": false,
              "allow_unbalanced_panel": true,
              "weights_name": "weight",
              "fix_weights": "varying",
              "base_period": "universal",
              "clustervar": "cluster",
              "aggregate": "dynamic",
              "faster_mode": true
            },
            "data_structure": "unbalanced or varying-weight panel; native repeated-cross-section comparisons",
            "aggregations": {
              "summaries": [
                {
                  "typec": "dynamic",
                  "aggregation": "Native CS-DID dynamic",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.27678018076257316,
                  "se": 0.12368705114825658,
                  "lower": -0.5192023463671196,
                  "upper": -0.03435801515802672
                },
                {
                  "typec": "simple",
                  "aggregation": "Native CS-DID simple",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.25000557937434664,
                  "se": 0.12423302911464097,
                  "lower": -0.4934978421293589,
                  "upper": -0.0065133166193343806
                },
                {
                  "typec": "group",
                  "aggregation": "Native CS-DID group",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.2124863758390791,
                  "se": 0.11376133765269596,
                  "lower": -0.4354545004714635,
                  "upper": 0.010481748793305351
                },
                {
                  "typec": "treated_cells",
                  "aggregation": "Observed treated observations, configured weights",
                  "matches_treated_unit_year_target": true,
                  "weight_sum": 439064.0,
                  "post_cells": 124,
                  "estimate": -0.2548081311898243,
                  "se": 0.12579545666215863,
                  "lower": -0.5013626956664244,
                  "upper": -0.008253566713224192
                }
              ],
              "same_group_time_effects": true,
              "additional_covariates": []
            },
            "estimate": -0.27678018076257316,
            "se": 0.12368705114825658,
            "lower": -0.5192023463671196,
            "upper": -0.03435801515802672,
            "event_study": [
              {
                "event_time": -18,
                "estimate": 0.22826903149824884,
                "se": 0.25654964042089984,
                "lower": -0.27455902397341614,
                "upper": 0.7310970869699138,
                "relative_to_minus_one": 0.22826903149824884,
                "n": 0.0
              },
              {
                "event_time": -17,
                "estimate": 0.28866123850466785,
                "se": 0.4272134714206477,
                "lower": -0.5486617791901333,
                "upper": 1.125984256199469,
                "relative_to_minus_one": 0.28866123850466785,
                "n": 0.0
              },
              {
                "event_time": -16,
                "estimate": -0.48700923419757736,
                "se": 0.4898035992921038,
                "lower": -1.4470066483081891,
                "upper": 0.47298817991303443,
                "relative_to_minus_one": -0.48700923419757736,
                "n": 0.0
              },
              {
                "event_time": -15,
                "estimate": 0.09350646005282492,
                "se": 0.5313604497571989,
                "lower": -0.9479408842802898,
                "upper": 1.1349538043859395,
                "relative_to_minus_one": 0.09350646005282492,
                "n": 0.0
              },
              {
                "event_time": -14,
                "estimate": 0.8001360452326223,
                "se": 0.41642347250347334,
                "lower": -0.016038963191290945,
                "upper": 1.6163110536565355,
                "relative_to_minus_one": 0.8001360452326223,
                "n": 0.0
              },
              {
                "event_time": -13,
                "estimate": 0.017558931962233126,
                "se": 0.23090340313402916,
                "lower": -0.4350034220881971,
                "upper": 0.47012128601266334,
                "relative_to_minus_one": 0.017558931962233126,
                "n": 0.0
              },
              {
                "event_time": -12,
                "estimate": 0.05864901343218697,
                "se": 0.19382209153894717,
                "lower": -0.321235305392375,
                "upper": 0.43853333225674895,
                "relative_to_minus_one": 0.05864901343218697,
                "n": 0.0
              },
              {
                "event_time": -11,
                "estimate": -0.19105231246407373,
                "se": 0.23672966184248853,
                "lower": -0.6550339237476972,
                "upper": 0.2729292988195497,
                "relative_to_minus_one": -0.19105231246407373,
                "n": 0.0
              },
              {
                "event_time": -10,
                "estimate": -0.17064604577137202,
                "se": 0.1926221320982852,
                "lower": -0.5481784873093277,
                "upper": 0.20688639576658366,
                "relative_to_minus_one": -0.17064604577137202,
                "n": 0.0
              },
              {
                "event_time": -9,
                "estimate": 0.5309714685353903,
                "se": 0.29780194711144314,
                "lower": -0.052709622328940164,
                "upper": 1.1146525593997207,
                "relative_to_minus_one": 0.5309714685353903,
                "n": 0.0
              },
              {
                "event_time": -8,
                "estimate": 0.1916111409203739,
                "se": 0.20838945160057526,
                "lower": -0.21682467897480634,
                "upper": 0.6000469608155541,
                "relative_to_minus_one": 0.1916111409203739,
                "n": 0.0
              },
              {
                "event_time": -7,
                "estimate": 0.13904492990096587,
                "se": 0.19108410144854754,
                "lower": -0.2354730269563853,
                "upper": 0.5135628867583171,
                "relative_to_minus_one": 0.13904492990096587,
                "n": 0.0
              },
              {
                "event_time": -6,
                "estimate": -0.05014597820994775,
                "se": 0.16098676645425344,
                "lower": -0.36567424244784547,
                "upper": 0.26538228602794994,
                "relative_to_minus_one": -0.05014597820994775,
                "n": 0.0
              },
              {
                "event_time": -5,
                "estimate": 0.026676709543584178,
                "se": 0.1284323307035414,
                "lower": -0.22504603308589474,
                "upper": 0.2783994521730631,
                "relative_to_minus_one": 0.026676709543584178,
                "n": 0.0
              },
              {
                "event_time": -4,
                "estimate": 0.05815447567348608,
                "se": 0.12389852669787446,
                "lower": -0.18468217439192222,
                "upper": 0.30099112573889436,
                "relative_to_minus_one": 0.05815447567348608,
                "n": 0.0
              },
              {
                "event_time": -3,
                "estimate": 0.11053700740552233,
                "se": 0.11541922603619331,
                "lower": -0.11568051874890425,
                "upper": 0.3367545335599489,
                "relative_to_minus_one": 0.11053700740552233,
                "n": 0.0
              },
              {
                "event_time": -2,
                "estimate": 0.03288642300078169,
                "se": 0.12576863364200355,
                "lower": -0.21361556932235787,
                "upper": 0.2793884153239213,
                "relative_to_minus_one": 0.03288642300078169,
                "n": 0.0
              },
              {
                "event_time": -1,
                "estimate": 0.0,
                "se": null,
                "lower": null,
                "upper": null,
                "relative_to_minus_one": 0.0,
                "n": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.023346610267000106,
                "se": 0.07692141151218047,
                "lower": -0.17410980647085852,
                "upper": 0.1274165859368583,
                "relative_to_minus_one": -0.023346610267000106,
                "n": 33867.0
              },
              {
                "event_time": 1,
                "estimate": 0.04857040757901582,
                "se": 0.08520605720777794,
                "lower": -0.11843039581288842,
                "upper": 0.21557121097092005,
                "relative_to_minus_one": 0.04857040757901582,
                "n": 33346.0
              },
              {
                "event_time": 2,
                "estimate": -0.03777606974504726,
                "se": 0.11880240130351967,
                "lower": -0.27062449757682017,
                "upper": 0.19507235808672566,
                "relative_to_minus_one": -0.03777606974504726,
                "n": 33340.0
              },
              {
                "event_time": 3,
                "estimate": -0.10339152065504623,
                "se": 0.11785959302174184,
                "lower": -0.33439207821020855,
                "upper": 0.12760903690011607,
                "relative_to_minus_one": -0.10339152065504623,
                "n": 32234.0
              },
              {
                "event_time": 4,
                "estimate": -0.16761976877058707,
                "se": 0.122014911501715,
                "lower": -0.4067646008907905,
                "upper": 0.07152506334961634,
                "relative_to_minus_one": -0.16761976877058707,
                "n": 31861.0
              },
              {
                "event_time": 5,
                "estimate": -0.2711974711888537,
                "se": 0.17100023731208097,
                "lower": -0.6063517776683347,
                "upper": 0.06395683529062735,
                "relative_to_minus_one": -0.2711974711888537,
                "n": 32569.0
              },
              {
                "event_time": 6,
                "estimate": -0.1678709223623916,
                "se": 0.18068119423499895,
                "lower": -0.5219995557466757,
                "upper": 0.18625771102189242,
                "relative_to_minus_one": -0.1678709223623916,
                "n": 32835.0
              },
              {
                "event_time": 7,
                "estimate": -0.2648641788657462,
                "se": 0.1631394713080464,
                "lower": -0.5846116670864226,
                "upper": 0.05488330935493024,
                "relative_to_minus_one": -0.2648641788657462,
                "n": 29560.0
              },
              {
                "event_time": 8,
                "estimate": -0.483322790806667,
                "se": 0.16532060290088985,
                "lower": -0.8073452183948591,
                "upper": -0.1593003632184749,
                "relative_to_minus_one": -0.483322790806667,
                "n": 28798.0
              },
              {
                "event_time": 9,
                "estimate": -0.4858250913505699,
                "se": 0.19169199346583748,
                "lower": -0.8615344946682988,
                "upper": -0.11011568803284105,
                "relative_to_minus_one": -0.4858250913505699,
                "n": 27700.0
              },
              {
                "event_time": 10,
                "estimate": -0.25961657329951776,
                "se": 0.18368252856283052,
                "lower": -0.6196277138719153,
                "upper": 0.10039456727287982,
                "relative_to_minus_one": -0.25961657329951776,
                "n": 27198.0
              },
              {
                "event_time": 11,
                "estimate": -0.5409782018402602,
                "se": 0.1953055285470361,
                "lower": -0.9237700037740104,
                "upper": -0.15818639990651012,
                "relative_to_minus_one": -0.5409782018402602,
                "n": 26462.0
              },
              {
                "event_time": 12,
                "estimate": -0.43785129971707526,
                "se": 0.21689459504806752,
                "lower": -0.8629568944526871,
                "upper": -0.01274570498146338,
                "relative_to_minus_one": -0.43785129971707526,
                "n": 27364.0
              },
              {
                "event_time": 13,
                "estimate": -0.42601464111182324,
                "se": 0.22733380827386032,
                "lower": -0.8715807177969233,
                "upper": 0.019551435573276765,
                "relative_to_minus_one": -0.42601464111182324,
                "n": 28357.0
              },
              {
                "event_time": 14,
                "estimate": -0.7403869851876256,
                "se": 0.2501360081912504,
                "lower": -1.2306445524790923,
                "upper": -0.2501294178961588,
                "relative_to_minus_one": -0.7403869851876256,
                "n": 12694.0
              },
              {
                "event_time": 15,
                "estimate": -0.06699117461197536,
                "se": 0.12494923465133546,
                "lower": -0.31188717442443703,
                "upper": 0.17790482520048628,
                "relative_to_minus_one": -0.06699117461197536,
                "n": 879.0
              }
            ],
            "group_time_estimates": [
              {
                "group": 6,
                "year": 1,
                "att": 0.7451448044376516,
                "se": 0.09939047991251446,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 2,
                "att": 0.26191656940649405,
                "se": 0.0845105495446202,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 3,
                "att": 0.3388805506733879,
                "se": 0.08744119179291397,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 4,
                "att": -0.2115179961838636,
                "se": 0.08308907466335064,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 5,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 6,
                "year": 6,
                "att": 0.05366913688817675,
                "se": 0.09401641657629597,
                "event_time": 0,
                "mass": 790.0
              },
              {
                "group": 6,
                "year": 7,
                "att": 0.5973475358057896,
                "se": 0.09372595994768079,
                "event_time": 1,
                "mass": 751.0
              },
              {
                "group": 6,
                "year": 8,
                "att": 0.31648906047775527,
                "se": 0.11818205877699522,
                "event_time": 2,
                "mass": 737.0
              },
              {
                "group": 6,
                "year": 9,
                "att": 0.859440228898329,
                "se": 0.13407495501463151,
                "event_time": 3,
                "mass": 753.0
              },
              {
                "group": 6,
                "year": 10,
                "att": 0.007278352609476422,
                "se": 0.1480877571434859,
                "event_time": 4,
                "mass": 719.0
              },
              {
                "group": 6,
                "year": 11,
                "att": 0.21217309601197695,
                "se": 0.11472433445600573,
                "event_time": 5,
                "mass": 824.0
              },
              {
                "group": 6,
                "year": 12,
                "att": 0.577869212442392,
                "se": 0.1263885103129748,
                "event_time": 6,
                "mass": 717.0
              },
              {
                "group": 6,
                "year": 13,
                "att": 0.9178894688930607,
                "se": 0.13769287028088167,
                "event_time": 7,
                "mass": 826.0
              },
              {
                "group": 6,
                "year": 14,
                "att": 0.17520617757802023,
                "se": 0.14866362681306938,
                "event_time": 8,
                "mass": 856.0
              },
              {
                "group": 6,
                "year": 15,
                "att": 0.30598361366509136,
                "se": 0.1250090662433383,
                "event_time": 9,
                "mass": 801.0
              },
              {
                "group": 6,
                "year": 16,
                "att": 0.05846163912402944,
                "se": 0.13152874996478908,
                "event_time": 10,
                "mass": 818.0
              },
              {
                "group": 6,
                "year": 17,
                "att": 0.043542557097229345,
                "se": 0.14277126845601107,
                "event_time": 11,
                "mass": 804.0
              },
              {
                "group": 6,
                "year": 18,
                "att": 0.013307454896940444,
                "se": 0.12066693363817471,
                "event_time": 12,
                "mass": 892.0
              },
              {
                "group": 6,
                "year": 19,
                "att": 0.18799614860748357,
                "se": 0.14877782382706387,
                "event_time": 13,
                "mass": 804.0
              },
              {
                "group": 6,
                "year": 20,
                "att": 0.4688756217415996,
                "se": 0.13874024884879527,
                "event_time": 14,
                "mass": 887.0
              },
              {
                "group": 6,
                "year": 21,
                "att": -0.06699117461197536,
                "se": 0.12494923465133546,
                "event_time": 15,
                "mass": 879.0
              },
              {
                "group": 7,
                "year": 1,
                "att": -0.4188675340718851,
                "se": 0.3489808138617608,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 2,
                "att": 0.10457476306107696,
                "se": 0.18259937785973038,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 3,
                "att": -0.19610033195469517,
                "se": 0.13146610017160038,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 4,
                "att": 0.2170055778325708,
                "se": 0.1918741391044579,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 5,
                "att": 0.12606467289296502,
                "se": 0.3360143161675104,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 6,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 7,
                "year": 7,
                "att": 0.11396175220163238,
                "se": 0.14198877890574138,
                "event_time": 0,
                "mass": 9386.0
              },
              {
                "group": 7,
                "year": 8,
                "att": 0.09114713228444106,
                "se": 0.15666941819100969,
                "event_time": 1,
                "mass": 9065.0
              },
              {
                "group": 7,
                "year": 9,
                "att": -0.07183349606702215,
                "se": 0.18084293710226898,
                "event_time": 2,
                "mass": 9171.0
              },
              {
                "group": 7,
                "year": 10,
                "att": -0.1689167339251126,
                "se": 0.23071808935076657,
                "event_time": 3,
                "mass": 8858.0
              },
              {
                "group": 7,
                "year": 11,
                "att": -0.0220183440718531,
                "se": 0.18003002426847772,
                "event_time": 4,
                "mass": 9081.0
              },
              {
                "group": 7,
                "year": 12,
                "att": -0.5693347637980317,
                "se": 0.25175680951498514,
                "event_time": 5,
                "mass": 8500.0
              },
              {
                "group": 7,
                "year": 13,
                "att": -0.5991936729515639,
                "se": 0.2555320686036159,
                "event_time": 6,
                "mass": 8951.0
              },
              {
                "group": 7,
                "year": 14,
                "att": -0.3654428939834826,
                "se": 0.29748363021269747,
                "event_time": 7,
                "mass": 8909.0
              },
              {
                "group": 7,
                "year": 15,
                "att": -0.7714771876429939,
                "se": 0.20643705504248008,
                "event_time": 8,
                "mass": 8709.0
              },
              {
                "group": 7,
                "year": 16,
                "att": -0.9227532665814383,
                "se": 0.2527345780869912,
                "event_time": 9,
                "mass": 8942.0
              },
              {
                "group": 7,
                "year": 17,
                "att": -0.7691890596675438,
                "se": 0.22513571102336183,
                "event_time": 10,
                "mass": 9254.0
              },
              {
                "group": 7,
                "year": 18,
                "att": -0.8766660082410492,
                "se": 0.21602012334353465,
                "event_time": 11,
                "mass": 8817.0
              },
              {
                "group": 7,
                "year": 19,
                "att": -1.00163979981905,
                "se": 0.21709112252069734,
                "event_time": 12,
                "mass": 9937.0
              },
              {
                "group": 7,
                "year": 20,
                "att": -0.9072607042636125,
                "se": 0.2666624595529861,
                "event_time": 13,
                "mass": 10612.0
              },
              {
                "group": 7,
                "year": 21,
                "att": -0.8451569555063344,
                "se": 0.22438083894723465,
                "event_time": 14,
                "mass": 11807.0
              },
              {
                "group": 8,
                "year": 1,
                "att": 0.05288742800010602,
                "se": 0.23895565578664302,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 2,
                "att": 0.0018087577358283295,
                "se": 0.20201798737278578,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 3,
                "att": 0.062399510701571834,
                "se": 0.21057933650238844,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 4,
                "att": 0.31820684032944485,
                "se": 0.20152713920734852,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 5,
                "att": 0.055203520026629045,
                "se": 0.19226204080668205,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 6,
                "att": -0.08935621259790366,
                "se": 0.17399302320643073,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 7,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 8,
                "year": 8,
                "att": -0.1844720092167137,
                "se": 0.1357749120635189,
                "event_time": 0,
                "mass": 13004.0
              },
              {
                "group": 8,
                "year": 9,
                "att": 0.07255567648004024,
                "se": 0.18484521038124133,
                "event_time": 1,
                "mass": 13038.0
              },
              {
                "group": 8,
                "year": 10,
                "att": 0.015636548136375227,
                "se": 0.22584935999004063,
                "event_time": 2,
                "mass": 12587.0
              },
              {
                "group": 8,
                "year": 11,
                "att": -0.1444580869067854,
                "se": 0.19087592591390165,
                "event_time": 3,
                "mass": 13014.0
              },
              {
                "group": 8,
                "year": 12,
                "att": -0.25867434706830583,
                "se": 0.2503257672852343,
                "event_time": 4,
                "mass": 12351.0
              },
              {
                "group": 8,
                "year": 13,
                "att": -0.3208735557329807,
                "se": 0.2643253665709221,
                "event_time": 5,
                "mass": 13151.0
              },
              {
                "group": 8,
                "year": 14,
                "att": -0.07300529229653104,
                "se": 0.2842187042492234,
                "event_time": 6,
                "mass": 13232.0
              },
              {
                "group": 8,
                "year": 15,
                "att": -0.3862410829919187,
                "se": 0.22742935642480255,
                "event_time": 7,
                "mass": 12967.0
              },
              {
                "group": 8,
                "year": 16,
                "att": -0.4667265641914136,
                "se": 0.245497145161786,
                "event_time": 8,
                "mass": 13510.0
              },
              {
                "group": 8,
                "year": 17,
                "att": -0.38295857956226287,
                "se": 0.23816060558135946,
                "event_time": 9,
                "mass": 13585.0
              },
              {
                "group": 8,
                "year": 18,
                "att": -0.0045378569759457945,
                "se": 0.20771192437441163,
                "event_time": 10,
                "mass": 13626.0
              },
              {
                "group": 8,
                "year": 19,
                "att": -0.41821271991099535,
                "se": 0.2757441450549948,
                "event_time": 11,
                "mass": 14141.0
              },
              {
                "group": 8,
                "year": 20,
                "att": -0.12324049091290802,
                "se": 0.2509822770938292,
                "event_time": 12,
                "mass": 14889.0
              },
              {
                "group": 8,
                "year": 21,
                "att": -0.13580035313278752,
                "se": 0.25046509256563515,
                "event_time": 13,
                "mass": 16941.0
              },
              {
                "group": 9,
                "year": 1,
                "att": -0.01875592822833291,
                "se": 0.37192200859636854,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 2,
                "att": 0.12514602533965913,
                "se": 0.20797447347195025,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 3,
                "att": 0.49696191376863263,
                "se": 0.13405233652720755,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 4,
                "att": 0.18555627878976058,
                "se": 0.2148259893214742,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 5,
                "att": -0.04962468224907461,
                "se": 0.2785391198112201,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 6,
                "att": 0.4953659129086112,
                "se": 0.2789102960013538,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 7,
                "att": 0.550534826175086,
                "se": 0.20676922248963367,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 8,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 9,
                "year": 9,
                "att": -0.11836669548452329,
                "se": 0.2627277397876186,
                "event_time": 0,
                "mass": 1275.0
              },
              {
                "group": 9,
                "year": 10,
                "att": -0.3273548935852,
                "se": 0.3906337736081632,
                "event_time": 1,
                "mass": 1254.0
              },
              {
                "group": 9,
                "year": 11,
                "att": -0.4386646817548284,
                "se": 0.27629053396544295,
                "event_time": 2,
                "mass": 1337.0
              },
              {
                "group": 9,
                "year": 12,
                "att": -0.37415631257112675,
                "se": 0.3081491562929781,
                "event_time": 3,
                "mass": 1368.0
              },
              {
                "group": 9,
                "year": 13,
                "att": -0.6777201763158374,
                "se": 0.3270113039577542,
                "event_time": 4,
                "mass": 1325.0
              },
              {
                "group": 9,
                "year": 14,
                "att": 0.4633703970126889,
                "se": 0.32086528096635863,
                "event_time": 5,
                "mass": 1265.0
              },
              {
                "group": 9,
                "year": 15,
                "att": -0.36625347961163096,
                "se": 0.27088123375010936,
                "event_time": 6,
                "mass": 1208.0
              },
              {
                "group": 9,
                "year": 16,
                "att": -0.5010276213922568,
                "se": 0.2850803406894141,
                "event_time": 7,
                "mass": 1226.0
              },
              {
                "group": 9,
                "year": 17,
                "att": -0.07642731900204988,
                "se": 0.37927252557090374,
                "event_time": 8,
                "mass": 1276.0
              },
              {
                "group": 9,
                "year": 18,
                "att": -0.08657717935885952,
                "se": 0.5602135057229248,
                "event_time": 9,
                "mass": 1246.0
              },
              {
                "group": 9,
                "year": 19,
                "att": 0.02236188942091994,
                "se": 0.521261667821873,
                "event_time": 10,
                "mass": 1365.0
              },
              {
                "group": 9,
                "year": 20,
                "att": -0.32287352770548305,
                "se": 0.259218701571509,
                "event_time": 11,
                "mass": 1462.0
              },
              {
                "group": 9,
                "year": 21,
                "att": -0.019943064038631726,
                "se": 0.5504101400708559,
                "event_time": 12,
                "mass": 1646.0
              },
              {
                "group": 10,
                "year": 1,
                "att": 1.7615399781060663,
                "se": 0.8882417121199835,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 2,
                "att": 0.7831517413077638,
                "se": 0.30377188947993716,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 3,
                "att": 1.2892345122854492,
                "se": 0.11136789861123991,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 4,
                "att": 0.46631913686522114,
                "se": 0.3137883150417233,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 5,
                "att": 0.7166565412443805,
                "se": 0.15289218043234878,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 6,
                "att": 0.6624722221328933,
                "se": 0.16570090732668244,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 7,
                "att": 1.2119601394462591,
                "se": 0.6994366186136947,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 8,
                "att": 0.41553706311493516,
                "se": 0.24224689428092042,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 9,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 10,
                "year": 10,
                "att": -0.2997803523701933,
                "se": 0.2565918986063695,
                "event_time": 0,
                "mass": 1001.0
              },
              {
                "group": 10,
                "year": 11,
                "att": -0.20197969473759686,
                "se": 0.28506281971321207,
                "event_time": 1,
                "mass": 1045.0
              },
              {
                "group": 10,
                "year": 12,
                "att": 0.211352485804348,
                "se": 0.2270961177501151,
                "event_time": 2,
                "mass": 1102.0
              },
              {
                "group": 10,
                "year": 13,
                "att": -0.17908622749191394,
                "se": 0.5730826156289425,
                "event_time": 3,
                "mass": 1091.0
              },
              {
                "group": 10,
                "year": 14,
                "att": 0.10580640145044949,
                "se": 0.2295288314825599,
                "event_time": 4,
                "mass": 1114.0
              },
              {
                "group": 10,
                "year": 15,
                "att": 0.34197708547076194,
                "se": 0.1751571831792836,
                "event_time": 5,
                "mass": 1132.0
              },
              {
                "group": 10,
                "year": 16,
                "att": -0.21044111404524377,
                "se": 0.5755597290756336,
                "event_time": 6,
                "mass": 1128.0
              },
              {
                "group": 10,
                "year": 17,
                "att": 0.2625522126628285,
                "se": 0.13138737964959285,
                "event_time": 7,
                "mass": 1164.0
              },
              {
                "group": 10,
                "year": 18,
                "att": -0.15736810718199198,
                "se": 0.2845499548185776,
                "event_time": 8,
                "mass": 1193.0
              },
              {
                "group": 10,
                "year": 19,
                "att": -0.09924918342909228,
                "se": 0.7570235936899988,
                "event_time": 9,
                "mass": 1078.0
              },
              {
                "group": 10,
                "year": 20,
                "att": -0.179247894102801,
                "se": 0.44223826786363996,
                "event_time": 10,
                "mass": 1118.0
              },
              {
                "group": 10,
                "year": 21,
                "att": 0.055932736862818334,
                "se": 0.33671610150284625,
                "event_time": 11,
                "mass": 1238.0
              },
              {
                "group": 11,
                "year": 1,
                "att": -0.0685333936790224,
                "se": 0.19027888510417598,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 2,
                "att": 0.1579062432358751,
                "se": 0.13296787374258726,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 3,
                "att": -0.23045547805058494,
                "se": 0.12652636656408175,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 4,
                "att": -0.5268787272645068,
                "se": 0.13296998855878656,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 5,
                "att": -0.7785541987423815,
                "se": 0.15098980559089398,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 6,
                "att": -1.2458072620194784,
                "se": 0.1986374217461173,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 7,
                "att": -1.2351619267735268,
                "se": 0.18116427049526437,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 8,
                "att": -0.5861489410030963,
                "se": 0.15454996628817205,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 9,
                "att": -0.4683960252711562,
                "se": 0.1123806790889832,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 10,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 11,
                "year": 11,
                "att": -0.17909088396524217,
                "se": 0.11769702489651959,
                "event_time": 0,
                "mass": 1008.0
              },
              {
                "group": 11,
                "year": 12,
                "att": 0.011060192434554174,
                "se": 0.11112637986298408,
                "event_time": 1,
                "mass": 974.0
              },
              {
                "group": 11,
                "year": 13,
                "att": -0.4454904615922922,
                "se": 0.10792947212954,
                "event_time": 2,
                "mass": 1091.0
              },
              {
                "group": 11,
                "year": 14,
                "att": -0.39915540338413125,
                "se": 0.1384202657834485,
                "event_time": 3,
                "mass": 1022.0
              },
              {
                "group": 11,
                "year": 15,
                "att": 0.2544553230287595,
                "se": 0.14986866172374258,
                "event_time": 4,
                "mass": 970.0
              },
              {
                "group": 11,
                "year": 16,
                "att": -0.09698887900856486,
                "se": 0.15415296260818445,
                "event_time": 5,
                "mass": 979.0
              },
              {
                "group": 11,
                "year": 17,
                "att": 0.380448607740439,
                "se": 0.13354173914250397,
                "event_time": 6,
                "mass": 987.0
              },
              {
                "group": 11,
                "year": 18,
                "att": 0.23942892749645073,
                "se": 0.13687768396497416,
                "event_time": 7,
                "mass": 983.0
              },
              {
                "group": 11,
                "year": 19,
                "att": -0.004744543244747844,
                "se": 0.1761294693931851,
                "event_time": 8,
                "mass": 966.0
              },
              {
                "group": 11,
                "year": 20,
                "att": -0.16959096912894023,
                "se": 0.169187437250119,
                "event_time": 9,
                "mass": 945.0
              },
              {
                "group": 11,
                "year": 21,
                "att": 0.23351849651829487,
                "se": 0.16253891788890382,
                "event_time": 10,
                "mass": 1017.0
              },
              {
                "group": 12,
                "year": 1,
                "att": -0.6668580799025561,
                "se": 0.15505846710571786,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 2,
                "att": -0.3033078089182063,
                "se": 0.11991218863008961,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 3,
                "att": -0.7610337567811492,
                "se": 0.10159865222551005,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 4,
                "att": 0.1293357912003639,
                "se": 0.10344591464081898,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 5,
                "att": -0.7647983617424513,
                "se": 0.11558017566494222,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 6,
                "att": -0.43134735289557846,
                "se": 0.14754413968251287,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 7,
                "att": -0.8142354042146817,
                "se": 0.14470809486335937,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 8,
                "att": -0.5766199218987383,
                "se": 0.13121205166482133,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 9,
                "att": -0.17366292707456724,
                "se": 0.09635916353103277,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 10,
                "att": -0.3551332280797096,
                "se": 0.12229996075559543,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 11,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 12,
                "year": 12,
                "att": 0.2682412055504534,
                "se": 0.10546624789061375,
                "event_time": 0,
                "mass": 952.0
              },
              {
                "group": 12,
                "year": 13,
                "att": 0.27131277416821287,
                "se": 0.11349873309515865,
                "event_time": 1,
                "mass": 969.0
              },
              {
                "group": 12,
                "year": 14,
                "att": 0.21803820712179273,
                "se": 0.12311119339260808,
                "event_time": 2,
                "mass": 984.0
              },
              {
                "group": 12,
                "year": 15,
                "att": 0.28792734511128626,
                "se": 0.11333759301045271,
                "event_time": 3,
                "mass": 965.0
              },
              {
                "group": 12,
                "year": 16,
                "att": -0.6246363401375561,
                "se": 0.1105119907537714,
                "event_time": 4,
                "mass": 1017.0
              },
              {
                "group": 12,
                "year": 17,
                "att": -0.3319167923039443,
                "se": 0.11697913488762414,
                "event_time": 5,
                "mass": 973.0
              },
              {
                "group": 12,
                "year": 18,
                "att": -0.154765786710966,
                "se": 0.10631502694815952,
                "event_time": 6,
                "mass": 876.0
              },
              {
                "group": 12,
                "year": 19,
                "att": -0.44333456924516734,
                "se": 0.13790216051026005,
                "event_time": 7,
                "mass": 967.0
              },
              {
                "group": 12,
                "year": 20,
                "att": -0.18338862313139342,
                "se": 0.13951980517468646,
                "event_time": 8,
                "mass": 996.0
              },
              {
                "group": 12,
                "year": 21,
                "att": 0.19485327867898097,
                "se": 0.11270775942995678,
                "event_time": 9,
                "mass": 1103.0
              },
              {
                "group": 13,
                "year": 1,
                "att": -0.09592067572192446,
                "se": 0.3382209060729606,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 2,
                "att": -0.8051935597126425,
                "se": 0.6980440847599064,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 3,
                "att": -0.16097325364096288,
                "se": 0.44974468092730446,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 4,
                "att": 0.7459473611656117,
                "se": 0.47148104615605985,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 5,
                "att": -0.13862124566496364,
                "se": 0.4630330387597286,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 6,
                "att": -0.4339818344793096,
                "se": 0.41255435149595365,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 7,
                "att": 0.09973204153769932,
                "se": 0.29704401336060127,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 8,
                "att": -0.022984183203628866,
                "se": 0.12878265806420944,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 9,
                "att": 0.03407200158051075,
                "se": 0.6463319157737033,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 10,
                "att": -0.18306951317349893,
                "se": 0.14809620177125035,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 11,
                "att": -0.04504839949524283,
                "se": 0.26500027550431765,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 12,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 13,
                "year": 13,
                "att": -0.2483033863348161,
                "se": 0.1390863651666321,
                "event_time": 0,
                "mass": 1357.0
              },
              {
                "group": 13,
                "year": 14,
                "att": 0.24247044669885523,
                "se": 0.4902762282181131,
                "event_time": 1,
                "mass": 1285.0
              },
              {
                "group": 13,
                "year": 15,
                "att": -0.5013745772078865,
                "se": 0.1625225417928252,
                "event_time": 2,
                "mass": 1296.0
              },
              {
                "group": 13,
                "year": 16,
                "att": -0.2182795768626715,
                "se": 0.21002943672908542,
                "event_time": 3,
                "mass": 1326.0
              },
              {
                "group": 13,
                "year": 17,
                "att": -0.25638455281514033,
                "se": 0.4424920563882037,
                "event_time": 4,
                "mass": 1314.0
              },
              {
                "group": 13,
                "year": 18,
                "att": -0.6278923450825452,
                "se": 0.6155777976856152,
                "event_time": 5,
                "mass": 1373.0
              },
              {
                "group": 13,
                "year": 19,
                "att": -0.17528233014866604,
                "se": 0.3517729001731455,
                "event_time": 6,
                "mass": 1359.0
              },
              {
                "group": 13,
                "year": 20,
                "att": -0.22508345934953417,
                "se": 0.149201339990615,
                "event_time": 7,
                "mass": 1160.0
              },
              {
                "group": 13,
                "year": 21,
                "att": -0.34273941715444634,
                "se": 0.7187476280284205,
                "event_time": 8,
                "mass": 1292.0
              },
              {
                "group": 14,
                "year": 1,
                "att": -0.4421412014376621,
                "se": 0.3653706529618891,
                "event_time": -13,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 2,
                "att": -0.25647454142051507,
                "se": 0.37352909467661033,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 3,
                "att": -0.24583061150500302,
                "se": 0.2904977139227659,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 4,
                "att": -0.9373141107699481,
                "se": 0.2743130747566072,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 5,
                "att": -0.07160912661316038,
                "se": 0.6757400670175673,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 6,
                "att": -0.4638939269514762,
                "se": 0.36051249072800856,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 7,
                "att": 0.05436401564361223,
                "se": 0.21827512224279075,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 8,
                "att": 0.4942225400558763,
                "se": 0.17117006497417345,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 9,
                "att": 0.5493975601612502,
                "se": 0.28828263248876623,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 10,
                "att": -0.0609911330150519,
                "se": 0.30593541353645487,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 11,
                "att": -0.40617115560529526,
                "se": 0.6630092770535331,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 12,
                "att": 0.37846406720178566,
                "se": 0.282251758381891,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 13,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 14,
                "year": 14,
                "att": 0.19144171903897736,
                "se": 0.4661240270590536,
                "event_time": 0,
                "mass": 1274.0
              },
              {
                "group": 14,
                "year": 15,
                "att": 0.3235789031550197,
                "se": 0.2379328409705118,
                "event_time": 1,
                "mass": 1205.0
              },
              {
                "group": 14,
                "year": 16,
                "att": -0.1076953944494362,
                "se": 0.7609346921623436,
                "event_time": 2,
                "mass": 1186.0
              },
              {
                "group": 14,
                "year": 17,
                "att": 0.5825199619792277,
                "se": 0.12291566147177331,
                "event_time": 3,
                "mass": 1208.0
              },
              {
                "group": 14,
                "year": 18,
                "att": 0.34009074683657065,
                "se": 0.12280001851055003,
                "event_time": 4,
                "mass": 1185.0
              },
              {
                "group": 14,
                "year": 19,
                "att": -0.24115021437685658,
                "se": 0.17473760291601564,
                "event_time": 5,
                "mass": 1252.0
              },
              {
                "group": 14,
                "year": 20,
                "att": 0.5503784874244091,
                "se": 0.29499275386600565,
                "event_time": 6,
                "mass": 1282.0
              },
              {
                "group": 14,
                "year": 21,
                "att": 0.4994177460723411,
                "se": 0.6075323029226686,
                "event_time": 7,
                "mass": 1358.0
              },
              {
                "group": 15,
                "year": 1,
                "att": 1.2073807535373038,
                "se": 0.42694585564645887,
                "event_time": -14,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 2,
                "att": 0.49720166862019693,
                "se": 0.15992488331066032,
                "event_time": -13,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 3,
                "att": 0.37718252604008606,
                "se": 0.12292969156329245,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 4,
                "att": 0.3882235544564934,
                "se": 0.25722412866250566,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 5,
                "att": 0.34243984825662144,
                "se": 0.3362526350035857,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 6,
                "att": 1.4219505195914424,
                "se": 0.17549888549254974,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 7,
                "att": 1.1502681772830239,
                "se": 0.2779533216670792,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 8,
                "att": 1.4124092759197588,
                "se": 0.5987343817638403,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 9,
                "att": 0.6767816207450293,
                "se": 0.4736493910554019,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 10,
                "att": -0.16563385886943446,
                "se": 0.7110518446699013,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 11,
                "att": 0.34849223641386384,
                "se": 0.46955202242740746,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 12,
                "att": 0.40560644083272057,
                "se": 0.5534184427795824,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 13,
                "att": 0.21129148250057264,
                "se": 0.492952304828886,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 14,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 15,
                "year": 15,
                "att": 0.3657616442310565,
                "se": 0.2509287881451425,
                "event_time": 0,
                "mass": 2314.0
              },
              {
                "group": 15,
                "year": 16,
                "att": -0.4250899554385086,
                "se": 0.47648448768294405,
                "event_time": 1,
                "mass": 2227.0
              },
              {
                "group": 15,
                "year": 17,
                "att": -0.04427677520381334,
                "se": 0.2896742201586898,
                "event_time": 2,
                "mass": 2244.0
              },
              {
                "group": 15,
                "year": 18,
                "att": -0.016177295533172258,
                "se": 0.3417188131615293,
                "event_time": 3,
                "mass": 2302.0
              },
              {
                "group": 15,
                "year": 19,
                "att": -0.341066229785362,
                "se": 0.43758047316009097,
                "event_time": 4,
                "mass": 2481.0
              },
              {
                "group": 15,
                "year": 20,
                "att": 0.38034849964009576,
                "se": 0.21996257838072786,
                "event_time": 5,
                "mass": 2739.0
              },
              {
                "group": 15,
                "year": 21,
                "att": 0.18897848430955344,
                "se": 0.12598956094578653,
                "event_time": 6,
                "mass": 3095.0
              },
              {
                "group": 16,
                "year": 1,
                "att": -0.19586448765339767,
                "se": 0.14822983907502785,
                "event_time": -15,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 2,
                "att": -0.4333152060071932,
                "se": 0.15319206644569644,
                "event_time": -14,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 3,
                "att": -0.15149109146279266,
                "se": 0.11365610847174505,
                "event_time": -13,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 4,
                "att": -0.6446251216981387,
                "se": 0.12879896160800117,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 5,
                "att": 0.517636949242894,
                "se": 0.1264975572820004,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 6,
                "att": 0.4078570731418028,
                "se": 0.14372891920677847,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 7,
                "att": 0.5153729155184027,
                "se": 0.16671976840952565,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 8,
                "att": 0.14338568273426638,
                "se": 0.14370909672160148,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 9,
                "att": -0.9198369246535626,
                "se": 0.137667443374253,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 10,
                "att": -0.9227580183000381,
                "se": 0.1519006110503832,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 11,
                "att": -0.5476653277158343,
                "se": 0.1149243279247877,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 12,
                "att": -0.21995423262367683,
                "se": 0.13342244303495546,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 13,
                "att": -0.44042404635343474,
                "se": 0.13183695704646695,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 14,
                "att": -0.19496879446918058,
                "se": 0.12146339994956326,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 15,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 16,
                "year": 16,
                "att": -0.34796513945899493,
                "se": 0.10372259241096471,
                "event_time": 0,
                "mass": 375.0
              },
              {
                "group": 16,
                "year": 17,
                "att": 0.7904717337557734,
                "se": 0.09300410374753286,
                "event_time": 1,
                "mass": 339.0
              },
              {
                "group": 16,
                "year": 18,
                "att": -0.5536416808742205,
                "se": 0.07917684726306776,
                "event_time": 2,
                "mass": 333.0
              },
              {
                "group": 16,
                "year": 19,
                "att": -0.6955662900488506,
                "se": 0.11943090466469505,
                "event_time": 3,
                "mass": 327.0
              },
              {
                "group": 16,
                "year": 20,
                "att": 0.12067776689426561,
                "se": 0.09712557089833646,
                "event_time": 4,
                "mass": 304.0
              },
              {
                "group": 16,
                "year": 21,
                "att": -0.21748170122277943,
                "se": 0.0960622348600347,
                "event_time": 5,
                "mass": 381.0
              },
              {
                "group": 19,
                "year": 1,
                "att": 0.22826903149824884,
                "se": 0.25654964042089984,
                "event_time": -18,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 2,
                "att": 0.28866123850466785,
                "se": 0.4272134714206476,
                "event_time": -17,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 3,
                "att": -0.48700923419757736,
                "se": 0.4898035992921039,
                "event_time": -16,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 4,
                "att": 0.1794641782123385,
                "se": 0.6759146704507395,
                "event_time": -15,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 5,
                "att": 0.23853286453304615,
                "se": 0.321801433684936,
                "event_time": -14,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 6,
                "att": -0.5108786335967428,
                "se": 0.20429197410729638,
                "event_time": -13,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 7,
                "att": 0.08069308661366967,
                "se": 0.6849536783319443,
                "event_time": -12,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 8,
                "att": -0.48552308097056324,
                "se": 0.6199114722668585,
                "event_time": -11,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 9,
                "att": -0.6372314682983753,
                "se": 0.3036435956026518,
                "event_time": -10,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 10,
                "att": -0.773065426823415,
                "se": 0.3852532788706496,
                "event_time": -9,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 11,
                "att": -0.74093934492558,
                "se": 0.2794307223783023,
                "event_time": -8,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 12,
                "att": -0.3163861024817787,
                "se": 0.33780502529831835,
                "event_time": -7,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 13,
                "att": -0.009389601909291993,
                "se": 0.2931217803230464,
                "event_time": -6,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 14,
                "att": -0.3993278432309385,
                "se": 0.3399811761228133,
                "event_time": -5,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 15,
                "att": -0.26637352451556795,
                "se": 0.4549381547195917,
                "event_time": -4,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 16,
                "att": -0.47405338450620255,
                "se": 0.2074053852958984,
                "event_time": -3,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 17,
                "att": 0.10312593397090736,
                "se": 0.32084448277795,
                "event_time": -2,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 18,
                "att": 0.0,
                "se": null,
                "event_time": -1,
                "mass": 0.0
              },
              {
                "group": 19,
                "year": 19,
                "att": 0.23737847469107515,
                "se": 0.4569624935540058,
                "event_time": 0,
                "mass": 1131.0
              },
              {
                "group": 19,
                "year": 20,
                "att": -0.13265539597600778,
                "se": 0.3037787780487517,
                "event_time": 1,
                "mass": 1194.0
              },
              {
                "group": 19,
                "year": 21,
                "att": 0.5194050575015476,
                "se": 0.44354521673069097,
                "event_time": 2,
                "mass": 1272.0
              }
            ],
            "treated_cell_att": -0.2548081311898243,
            "treated_cell_se": 0.12579545666215863,
            "checks": {
              "input_rows": 1995,
              "retained_rows": 1995,
              "all_observed_post_cells_estimated": true,
              "dynamic_cluster_se_error": 0.0
            },
            "target": "Equal average of nonnegative native CS-DID event-time effects",
            "donor_rule": "notyettreated",
            "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty",
            "warnings": [
              "Be aware that there are some small groups in your dataset.\n  Check groups: 6,9,10,11,12,13,14,15,16,19.",
              "Not returning pre-test Wald statistic due to singular covariance matrix",
              "Time-varying weights detected. For balanced panel data, the default behavior uses the weight from the earlier of the two time periods in each 2x2 comparison (the base period for post-treatment cells). Use the 'fix_weights' argument to control this behavior."
            ],
            "seconds": 0.6481267078779638,
            "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."
            },
            "estimate": -0.17413394745661573,
            "event_study": [
              {
                "event_time": -18,
                "estimate": 0.217171529605172,
                "raw_gap": 0.3550100018898348,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1214.0,
                "relative_to_minus_one": 0.05535642110874006
              },
              {
                "event_time": -17,
                "estimate": 0.24719526337185707,
                "raw_gap": 0.38503373565651977,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1167.0,
                "relative_to_minus_one": 0.08538015487542513
              },
              {
                "event_time": -16,
                "estimate": -0.4088128190313767,
                "raw_gap": -0.27097434674671395,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1254.0,
                "relative_to_minus_one": -0.5706279275278086
              },
              {
                "event_time": -15,
                "estimate": 0.1298998785611623,
                "raw_gap": 0.24016547814361866,
                "n": 4,
                "n_cells": 4,
                "weight_sum": 1551.0,
                "relative_to_minus_one": -0.03191522993526963
              },
              {
                "event_time": -14,
                "estimate": 0.5682027158094697,
                "raw_gap": 0.4540171802089708,
                "n": 6,
                "n_cells": 6,
                "weight_sum": 3989.0,
                "relative_to_minus_one": 0.40638760731303775
              },
              {
                "event_time": -13,
                "estimate": 0.006007944275808027,
                "raw_gap": -0.0791407191897848,
                "n": 8,
                "n_cells": 8,
                "weight_sum": 5752.0,
                "relative_to_minus_one": -0.1558071642206239
              },
              {
                "event_time": -12,
                "estimate": -0.09303960484964441,
                "raw_gap": -0.13784502364464107,
                "n": 10,
                "n_cells": 10,
                "weight_sum": 7400.0,
                "relative_to_minus_one": -0.25485471334607634
              },
              {
                "event_time": -11,
                "estimate": -0.24974022570803198,
                "raw_gap": -0.2674437629682935,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 8208.0,
                "relative_to_minus_one": -0.4115553342044639
              },
              {
                "event_time": -10,
                "estimate": -0.1531000636864443,
                "raw_gap": -0.18150225301926884,
                "n": 12,
                "n_cells": 12,
                "weight_sum": 9342.0,
                "relative_to_minus_one": -0.31491517218287624
              },
              {
                "event_time": -9,
                "estimate": 0.28007159496603523,
                "raw_gap": 0.2460375961657698,
                "n": 14,
                "n_cells": 14,
                "weight_sum": 10500.0,
                "relative_to_minus_one": 0.1182564864696033
              },
              {
                "event_time": -8,
                "estimate": 0.029699465920380128,
                "raw_gap": 0.01574152852412161,
                "n": 17,
                "n_cells": 17,
                "weight_sum": 12079.0,
                "relative_to_minus_one": -0.1321156425760518
              },
              {
                "event_time": -7,
                "estimate": 0.13498984676116063,
                "raw_gap": 0.11567789417795628,
                "n": 35,
                "n_cells": 35,
                "weight_sum": 25414.0,
                "relative_to_minus_one": -0.026825261735271305
              },
              {
                "event_time": -6,
                "estimate": 0.03912219383169561,
                "raw_gap": 0.01962692000988532,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 34061.0,
                "relative_to_minus_one": -0.12269291466473634
              },
              {
                "event_time": -5,
                "estimate": 0.0683619136596662,
                "raw_gap": 0.04825063492244579,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 35589.0,
                "relative_to_minus_one": -0.09345319483676573
              },
              {
                "event_time": -4,
                "estimate": 0.1367601635050055,
                "raw_gap": 0.11617494764294359,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 36333.0,
                "relative_to_minus_one": -0.025054944991426437
              },
              {
                "event_time": -3,
                "estimate": 0.17877130507382785,
                "raw_gap": 0.15942917605897228,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 34902.0,
                "relative_to_minus_one": 0.016956196577395916
              },
              {
                "event_time": -2,
                "estimate": 0.1457428965627245,
                "raw_gap": 0.12493328077884576,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 35723.0,
                "relative_to_minus_one": -0.016072211933707448
              },
              {
                "event_time": -1,
                "estimate": 0.16181510849643194,
                "raw_gap": 0.14138367761650925,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 35047.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": 0.10112519636091202,
                "raw_gap": 0.08173320380559805,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 33867.0,
                "relative_to_minus_one": -0.06068991213551991
              },
              {
                "event_time": 1,
                "estimate": 0.08391964007505627,
                "raw_gap": 0.06495741247896704,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 33346.0,
                "relative_to_minus_one": -0.07789546842137567
              },
              {
                "event_time": 2,
                "estimate": -0.11730639294408378,
                "raw_gap": -0.1357805852364467,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 33340.0,
                "relative_to_minus_one": -0.27912150144051573
              },
              {
                "event_time": 3,
                "estimate": -0.1452716137864708,
                "raw_gap": -0.17001090132342142,
                "n": 43,
                "n_cells": 43,
                "weight_sum": 32234.0,
                "relative_to_minus_one": -0.30708672228290274
              },
              {
                "event_time": 4,
                "estimate": -0.15305220282544604,
                "raw_gap": -0.17899507307966336,
                "n": 43,
                "n_cells": 43,
                "weight_sum": 31861.0,
                "relative_to_minus_one": -0.31486731132187795
              },
              {
                "event_time": 5,
                "estimate": -0.20507613473768782,
                "raw_gap": -0.23288431680275753,
                "n": 43,
                "n_cells": 43,
                "weight_sum": 32569.0,
                "relative_to_minus_one": -0.36689124323411976
              },
              {
                "event_time": 6,
                "estimate": -0.119583975490417,
                "raw_gap": -0.15068910422083648,
                "n": 42,
                "n_cells": 42,
                "weight_sum": 32835.0,
                "relative_to_minus_one": -0.28139908398684893
              },
              {
                "event_time": 7,
                "estimate": -0.1942842981366665,
                "raw_gap": -0.20396139406125308,
                "n": 40,
                "n_cells": 40,
                "weight_sum": 29560.0,
                "relative_to_minus_one": -0.35609940663309847
              },
              {
                "event_time": 8,
                "estimate": -0.3569362027895091,
                "raw_gap": -0.36712665855848875,
                "n": 38,
                "n_cells": 38,
                "weight_sum": 28798.0,
                "relative_to_minus_one": -0.518751311285941
              },
              {
                "event_time": 9,
                "estimate": -0.32943493461271023,
                "raw_gap": -0.3464916145754317,
                "n": 36,
                "n_cells": 36,
                "weight_sum": 27700.0,
                "relative_to_minus_one": -0.49125004310914216
              },
              {
                "event_time": 10,
                "estimate": -0.03029148087538157,
                "raw_gap": -0.051993995120925576,
                "n": 35,
                "n_cells": 35,
                "weight_sum": 27198.0,
                "relative_to_minus_one": -0.19210658937181352
              },
              {
                "event_time": 11,
                "estimate": -0.408669328454146,
                "raw_gap": -0.42788215708638594,
                "n": 34,
                "n_cells": 34,
                "weight_sum": 26462.0,
                "relative_to_minus_one": -0.5704844369505779
              },
              {
                "event_time": 12,
                "estimate": -0.32550034723848215,
                "raw_gap": -0.34184509241808647,
                "n": 32,
                "n_cells": 32,
                "weight_sum": 27364.0,
                "relative_to_minus_one": -0.4873154557349141
              },
              {
                "event_time": 13,
                "estimate": -0.24588973624954039,
                "raw_gap": -0.2710693788558116,
                "n": 29,
                "n_cells": 29,
                "weight_sum": 28357.0,
                "relative_to_minus_one": -0.40770484474597235
              },
              {
                "event_time": 14,
                "estimate": -0.4557093914336624,
                "raw_gap": -0.479500137495701,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 12694.0,
                "relative_to_minus_one": -0.6175244999300944
              },
              {
                "event_time": 15,
                "estimate": -0.17453954991123505,
                "raw_gap": -0.2224669573591509,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 879.0,
                "relative_to_minus_one": -0.336354658407667
              }
            ],
            "package_event_study": {
              "event_time": [
                -18.0,
                -17.0,
                -16.0,
                -15.0,
                -14.0,
                -13.0,
                -12.0,
                -11.0,
                -10.0,
                -9.0,
                -8.0,
                -7.0,
                -6.0,
                -5.0,
                -4.0,
                -3.0,
                -2.0,
                -1.0,
                0.0,
                1.0,
                2.0,
                3.0,
                4.0,
                5.0,
                6.0,
                7.0,
                8.0,
                9.0,
                10.0,
                11.0,
                12.0,
                13.0,
                14.0,
                15.0
              ],
              "estimate": [
                0.333395709990648,
                0.11182295101289452,
                -0.20722342381781447,
                0.3688215104169104,
                0.11934379504020853,
                -0.10566825065582516,
                -0.017025128093065712,
                -0.19786427194575296,
                -0.18715795069187516,
                0.30623758375109766,
                -0.07952489618535231,
                0.07221946108096589,
                -0.017447577812077317,
                -0.027858708857292035,
                0.028519231338906773,
                0.0046401858123421135,
                -0.009504706771327821,
                -0.042432477853884015,
                -0.12312445664581137,
                -0.08087909220909376,
                -0.2397580079589458,
                -0.31120895517675146,
                -0.31250894980041777,
                -0.24872199550712665,
                -0.17945323490998394,
                -0.3024920679666076,
                -0.486668474802807,
                -0.393685854130849,
                -0.15009276232858604,
                -0.4961912235758355,
                -0.3303536932887016,
                -0.2232739226239564,
                -0.3819889415163605,
                -0.2224669573591509
              ],
              "n": [
                3.0,
                3.0,
                3.0,
                4.0,
                6.0,
                8.0,
                10.0,
                11.0,
                12.0,
                14.0,
                17.0,
                35.0,
                45.0,
                46.0,
                46.0,
                46.0,
                46.0,
                46.0,
                46.0,
                46.0,
                46.0,
                43.0,
                43.0,
                43.0,
                42.0,
                40.0,
                38.0,
                36.0,
                35.0,
                34.0,
                32.0,
                29.0,
                11.0,
                1.0
              ]
            },
            "sdid_pre_gap_correction": [
              {
                "cohort": 5,
                "pre_gap": -0.047927407447915835
              },
              {
                "cohort": 6,
                "pre_gap": -0.021977481164158166
              },
              {
                "cohort": 7,
                "pre_gap": -0.02610592407082586
              },
              {
                "cohort": 8,
                "pre_gap": 0.1230710657154401
              },
              {
                "cohort": 9,
                "pre_gap": -0.07016705173202581
              },
              {
                "cohort": 10,
                "pre_gap": -0.08014422019753135
              },
              {
                "cohort": 11,
                "pre_gap": 0.10437103847944043
              },
              {
                "cohort": 12,
                "pre_gap": 0.1484445885793696
              },
              {
                "cohort": 13,
                "pre_gap": 0.017889950869307118
              },
              {
                "cohort": 14,
                "pre_gap": -0.24275868814700763
              },
              {
                "cohort": 15,
                "pre_gap": 0.008637488716318191
              },
              {
                "cohort": 18,
                "pre_gap": 0.13783847228466273
              }
            ],
            "diagnostics": {
              "converged": true,
              "pre_rmse": 0.3061759891869325,
              "zeta_omega": [
                2.0163400116789174,
                3.6844294136497253,
                4.2028897991966465,
                2.62191510376109,
                2.328710831969646,
                2.082551563275941,
                2.2257011885354787,
                2.5479921462127337,
                2.4339706736478157,
                2.309929477437731,
                1.8420932051046164,
                1.9973244752090409
              ],
              "zeta_lambda": [
                1.0081700058394586e-06,
                1.0528037566934167e-06,
                1.0548673920021942e-06,
                1.0491859679315174e-06,
                1.0521138867978606e-06,
                1.143530077131173e-06,
                1.251603755838776e-06,
                1.2370292213611655e-06,
                1.2169853368239078e-06,
                1.1941715273696226e-06,
                1.1769927507805092e-06,
                1.1531558234209677e-06
              ]
            },
            "checks": {
              "scalar_vs_treated_cell_average": 2.7755575615628914e-17,
              "native_scalar_vs_unweighted_matrix_average": 5.551115123125783e-17
            },
            "native_matrix_att": -0.2607306873102121,
            "matrix_preparation": {
              "source_rows": 1995,
              "matrix_shape": [
                95,
                21
              ],
              "observed_cells": 1995,
              "missing_cells": 0,
              "repeated_cells": 0,
              "minimum_cell_count": 1,
              "maximum_cell_count": 1,
              "observation_mass": 1132442.0,
              "treated_observation_mass": 439064.0,
              "within_cell_aggregation": "Observation-weighted outcome mean",
              "fitting_weights": "Standard crabbymetrics objective on cell means; no cell-count precision weighting",
              "reporting_weights": "Sum of original observation weights per treated unit-period"
            },
            "seconds": 0.0016499171033501625,
            "crabbymetrics": "0.9.1",
            "normalization": "Original source outcome / source SD; no mean subtraction",
            "target": "All observed treated observations, using configured observation weights; cell mass equals sum of row weights",
            "status": "estimated"
          },
          {
            "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": -0.3366026924519237,
            "event_study": [
              {
                "event_time": -18,
                "estimate": 0.1262874917749602,
                "raw_gap": 0.1262874917749602,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1214.0,
                "relative_to_minus_one": 0.13758107858995022
              },
              {
                "event_time": -17,
                "estimate": 0.22239628789162427,
                "raw_gap": 0.22239628789162427,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1167.0,
                "relative_to_minus_one": 0.2336898747066143
              },
              {
                "event_time": -16,
                "estimate": -0.2224607994006976,
                "raw_gap": -0.2224607994006976,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1254.0,
                "relative_to_minus_one": -0.2111672125857076
              },
              {
                "event_time": -15,
                "estimate": 0.10704052849915481,
                "raw_gap": 0.10704052849915481,
                "n": 4,
                "n_cells": 4,
                "weight_sum": 1551.0,
                "relative_to_minus_one": 0.11833411531414481
              },
              {
                "event_time": -14,
                "estimate": 0.2408971885796662,
                "raw_gap": 0.2408971885796662,
                "n": 6,
                "n_cells": 6,
                "weight_sum": 3989.0,
                "relative_to_minus_one": 0.2521907753946562
              },
              {
                "event_time": -13,
                "estimate": -0.037087241569874155,
                "raw_gap": -0.037087241569874155,
                "n": 8,
                "n_cells": 8,
                "weight_sum": 5752.0,
                "relative_to_minus_one": -0.025793654754884154
              },
              {
                "event_time": -12,
                "estimate": -0.06764239368908243,
                "raw_gap": -0.06764239368908243,
                "n": 10,
                "n_cells": 10,
                "weight_sum": 7400.0,
                "relative_to_minus_one": -0.056348806874092425
              },
              {
                "event_time": -11,
                "estimate": -0.1396953073650193,
                "raw_gap": -0.1396953073650193,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 8208.0,
                "relative_to_minus_one": -0.1284017205500293
              },
              {
                "event_time": -10,
                "estimate": -0.09716807621118886,
                "raw_gap": -0.09716807621118886,
                "n": 12,
                "n_cells": 12,
                "weight_sum": 9342.0,
                "relative_to_minus_one": -0.08587448939619886
              },
              {
                "event_time": -9,
                "estimate": 0.21168432168858933,
                "raw_gap": 0.21168432168858933,
                "n": 14,
                "n_cells": 14,
                "weight_sum": 10500.0,
                "relative_to_minus_one": 0.22297790850357935
              },
              {
                "event_time": -8,
                "estimate": -0.014756340625897748,
                "raw_gap": -0.014756340625897748,
                "n": 17,
                "n_cells": 17,
                "weight_sum": 12079.0,
                "relative_to_minus_one": -0.003462753810907748
              },
              {
                "event_time": -7,
                "estimate": 0.03875033900972547,
                "raw_gap": 0.03875033900972547,
                "n": 35,
                "n_cells": 35,
                "weight_sum": 25414.0,
                "relative_to_minus_one": 0.05004392582471547
              },
              {
                "event_time": -6,
                "estimate": -0.04062214049884638,
                "raw_gap": -0.04062214049884638,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 34061.0,
                "relative_to_minus_one": -0.02932855368385638
              },
              {
                "event_time": -5,
                "estimate": -0.0009493296056300939,
                "raw_gap": -0.0009493296056300939,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 35589.0,
                "relative_to_minus_one": 0.010344257209359907
              },
              {
                "event_time": -4,
                "estimate": -0.04754300379214641,
                "raw_gap": -0.04754300379214641,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 36333.0,
                "relative_to_minus_one": -0.03624941697715641
              },
              {
                "event_time": -3,
                "estimate": 0.02537147465958196,
                "raw_gap": 0.02537147465958196,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 34902.0,
                "relative_to_minus_one": 0.036665061474571964
              },
              {
                "event_time": -2,
                "estimate": 0.02617325303102206,
                "raw_gap": 0.02617325303102206,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 35723.0,
                "relative_to_minus_one": 0.03746683984601206
              },
              {
                "event_time": -1,
                "estimate": -0.01129358681499,
                "raw_gap": -0.01129358681499,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 35047.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.06257973268026823,
                "raw_gap": -0.06257973268026823,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 33867.0,
                "relative_to_minus_one": -0.05128614586527823
              },
              {
                "event_time": 1,
                "estimate": -0.05611364888672639,
                "raw_gap": -0.05611364888672639,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 33346.0,
                "relative_to_minus_one": -0.04482006207173639
              },
              {
                "event_time": 2,
                "estimate": -0.23198535506220994,
                "raw_gap": -0.23198535506220994,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 33340.0,
                "relative_to_minus_one": -0.22069176824721992
              },
              {
                "event_time": 3,
                "estimate": -0.22439780474672266,
                "raw_gap": -0.22439780474672266,
                "n": 43,
                "n_cells": 43,
                "weight_sum": 32234.0,
                "relative_to_minus_one": -0.21310421793173268
              },
              {
                "event_time": 4,
                "estimate": -0.28523588514619236,
                "raw_gap": -0.28523588514619236,
                "n": 43,
                "n_cells": 43,
                "weight_sum": 31861.0,
                "relative_to_minus_one": -0.27394229833120237
              },
              {
                "event_time": 5,
                "estimate": -0.35106436935888824,
                "raw_gap": -0.35106436935888824,
                "n": 43,
                "n_cells": 43,
                "weight_sum": 32569.0,
                "relative_to_minus_one": -0.33977078254389825
              },
              {
                "event_time": 6,
                "estimate": -0.23498043532845014,
                "raw_gap": -0.23498043532845014,
                "n": 42,
                "n_cells": 42,
                "weight_sum": 32835.0,
                "relative_to_minus_one": -0.22368684851346016
              },
              {
                "event_time": 7,
                "estimate": -0.2937860028126337,
                "raw_gap": -0.2937860028126337,
                "n": 40,
                "n_cells": 40,
                "weight_sum": 29560.0,
                "relative_to_minus_one": -0.2824924159976437
              },
              {
                "event_time": 8,
                "estimate": -0.4865330686681994,
                "raw_gap": -0.4865330686681994,
                "n": 38,
                "n_cells": 38,
                "weight_sum": 28798.0,
                "relative_to_minus_one": -0.4752394818532094
              },
              {
                "event_time": 9,
                "estimate": -0.5164816513846702,
                "raw_gap": -0.5164816513846702,
                "n": 36,
                "n_cells": 36,
                "weight_sum": 27700.0,
                "relative_to_minus_one": -0.5051880645696801
              },
              {
                "event_time": 10,
                "estimate": -0.25099011389972986,
                "raw_gap": -0.25099011389972986,
                "n": 35,
                "n_cells": 35,
                "weight_sum": 27198.0,
                "relative_to_minus_one": -0.23969652708473987
              },
              {
                "event_time": 11,
                "estimate": -0.623430967285904,
                "raw_gap": -0.623430967285904,
                "n": 34,
                "n_cells": 34,
                "weight_sum": 26462.0,
                "relative_to_minus_one": -0.6121373804709139
              },
              {
                "event_time": 12,
                "estimate": -0.534163046360855,
                "raw_gap": -0.534163046360855,
                "n": 32,
                "n_cells": 32,
                "weight_sum": 27364.0,
                "relative_to_minus_one": -0.522869459545865
              },
              {
                "event_time": 13,
                "estimate": -0.4916684253288433,
                "raw_gap": -0.4916684253288433,
                "n": 29,
                "n_cells": 29,
                "weight_sum": 28357.0,
                "relative_to_minus_one": -0.4803748385138533
              },
              {
                "event_time": 14,
                "estimate": -0.9060706620814265,
                "raw_gap": -0.9060706620814265,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 12694.0,
                "relative_to_minus_one": -0.8947770752664365
              },
              {
                "event_time": 15,
                "estimate": -0.2368681111169717,
                "raw_gap": -0.2368681111169717,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 879.0,
                "relative_to_minus_one": -0.22557452430198172
              }
            ],
            "package_event_study": {
              "event_time": [
                -18.0,
                -17.0,
                -16.0,
                -15.0,
                -14.0,
                -13.0,
                -12.0,
                -11.0,
                -10.0,
                -9.0,
                -8.0,
                -7.0,
                -6.0,
                -5.0,
                -4.0,
                -3.0,
                -2.0,
                -1.0,
                0.0,
                1.0,
                2.0,
                3.0,
                4.0,
                5.0,
                6.0,
                7.0,
                8.0,
                9.0,
                10.0,
                11.0,
                12.0,
                13.0,
                14.0,
                15.0
              ],
              "estimate": [
                0.1330023001329368,
                0.10821930778581683,
                -0.1125911583482017,
                0.17472755523409106,
                0.09068570838713448,
                -0.026204622711524156,
                -0.03691211890513728,
                -0.14047968843530134,
                -0.13240347985701137,
                0.21827434597750253,
                -0.08935102997471736,
                0.030836133206110877,
                -0.0010797074969649916,
                0.008229283998833473,
                -0.01800651355967645,
                0.009965890289887201,
                0.03618126856893926,
                -0.046883126210087,
                -0.14026358276764608,
                -0.06645271240714674,
                -0.18795529388838314,
                -0.25081340733761287,
                -0.29103078639437635,
                -0.2405265403217317,
                -0.15549770164192417,
                -0.2588944497302878,
                -0.4660496103300215,
                -0.39156914994027775,
                -0.1627793551472996,
                -0.49525634816494846,
                -0.32598459315864453,
                -0.23192718195549464,
                -0.4299553305487933,
                -0.2368681111169717
              ],
              "n": [
                3.0,
                3.0,
                3.0,
                4.0,
                6.0,
                8.0,
                10.0,
                11.0,
                12.0,
                14.0,
                17.0,
                35.0,
                45.0,
                46.0,
                46.0,
                46.0,
                46.0,
                46.0,
                46.0,
                46.0,
                46.0,
                43.0,
                43.0,
                43.0,
                42.0,
                40.0,
                38.0,
                36.0,
                35.0,
                34.0,
                32.0,
                29.0,
                11.0,
                1.0
              ]
            },
            "sdid_pre_gap_correction": [],
            "diagnostics": {
              "converged": true,
              "iterations": 39,
              "termination_reason": "Relative objective tolerance reached",
              "objective": 0.3934344732193817,
              "lambda_l": 0.004806949097036077,
              "singular_values": [
                10.411042646331088,
                7.257726317287597,
                5.7517233806975305,
                5.490529482828965,
                4.32509471770075,
                3.6104054923110023,
                3.4244299270214067,
                2.9409725486723723,
                2.195159073181754,
                2.08635069733664,
                1.6555603546288125,
                1.1655722604806296,
                0.6587591842772373,
                0.24403259134561628,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0
              ],
              "history_objective": [
                0.3948166251141818,
                0.3938433707418896,
                0.3936024215800757,
                0.3935115015810562,
                0.3934723465909272,
                0.3934539604503858,
                0.3934448083463675,
                0.39344006933013514,
                0.3934375482535942,
                0.3934361814652388,
                0.39343543025024386,
                0.39343501308731743,
                0.39343477954362105,
                0.3934346479236316,
                0.3934345733220477,
                0.39343453082445,
                0.39343450650371004,
                0.39343449252561313,
                0.3934344844592652,
                0.39343447978638796,
                0.39343447706929613,
                0.3934344754837561,
                0.3934344745553322,
                0.3934344740098811,
                0.39343447368840534,
                0.3934344734983576,
                0.39343447338567916,
                0.3934344733186877,
                0.3934344732787546,
                0.393434473254892,
                0.3934344732405995,
                0.3934344732320203,
                0.39343447322686,
                0.3934344732237506,
                0.39343447322187364,
                0.39343447322073855,
                0.39343447322005165,
                0.39343447321963443,
                0.3934344732193817
              ],
              "history_rmse": [
                0.3858924343004204,
                0.3843700619144228,
                0.384003681926232,
                0.38384618307279894,
                0.38378117909080767,
                0.38375106819203725,
                0.3837358193780358,
                0.3837274638923513,
                0.38372254706377706,
                0.3837194694096579,
                0.38371744413668973,
                0.38371605967157485,
                0.3837150867685145,
                0.38371438969629895,
                0.3837138835218045,
                0.38371351256942327,
                0.38371323898183696,
                0.3837130363027435,
                0.38371288567405937,
                0.383712773464508,
                0.38371268972403966,
                0.3837126271397511,
                0.3837125803108436,
                0.3837125452347524,
                0.3837125189375301,
                0.3837124992051871,
                0.3837124843869522,
                0.3837124732504387,
                0.38371246487461885,
                0.3837124585704992,
                0.38371245382221997,
                0.38371245024323564,
                0.3837124475436744,
                0.3837124455059992,
                0.3837124439668379,
                0.38371244280340766,
                0.38371244192336784,
                0.38371244125722,
                0.3837124407526254
              ]
            },
            "checks": {
              "scalar_vs_treated_cell_average": 0.0,
              "native_scalar_vs_unweighted_matrix_average": 0.0
            },
            "native_matrix_att": -0.2569020459866949,
            "matrix_preparation": {
              "source_rows": 1995,
              "matrix_shape": [
                95,
                21
              ],
              "observed_cells": 1995,
              "missing_cells": 0,
              "repeated_cells": 0,
              "minimum_cell_count": 1,
              "maximum_cell_count": 1,
              "observation_mass": 1132442.0,
              "treated_observation_mass": 439064.0,
              "within_cell_aggregation": "Observation-weighted outcome mean",
              "fitting_weights": "Standard crabbymetrics objective on cell means; no cell-count precision weighting",
              "reporting_weights": "Sum of original observation weights per treated unit-period"
            },
            "seconds": 0.0032394579611718655,
            "crabbymetrics": "0.9.1",
            "normalization": "Original source outcome / source SD; no mean subtraction",
            "target": "All observed treated observations, using configured observation weights; cell mass equals sum of row weights",
            "status": "estimated"
          },
          {
            "method": "Horizontal ridge",
            "class": "HorizontalPanelRidge",
            "parameters": {
              "penalty": 1.0
            },
            "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."
            },
            "estimate": -0.5543978488968974,
            "event_study": [
              {
                "event_time": -18,
                "estimate": 0.027963299504887948,
                "raw_gap": 0.027963299504887948,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1214.0,
                "relative_to_minus_one": -0.1667426332698022
              },
              {
                "event_time": -17,
                "estimate": 0.28693533158833096,
                "raw_gap": 0.28693533158833096,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1167.0,
                "relative_to_minus_one": 0.09222939881364078
              },
              {
                "event_time": -16,
                "estimate": -0.08188899538664675,
                "raw_gap": -0.08188899538664675,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 1254.0,
                "relative_to_minus_one": -0.2765949281613369
              },
              {
                "event_time": -15,
                "estimate": -0.11324090496164184,
                "raw_gap": -0.11324090496164184,
                "n": 4,
                "n_cells": 4,
                "weight_sum": 1551.0,
                "relative_to_minus_one": -0.307946837736332
              },
              {
                "event_time": -14,
                "estimate": 0.28239820310824,
                "raw_gap": 0.28239820310824,
                "n": 6,
                "n_cells": 6,
                "weight_sum": 3989.0,
                "relative_to_minus_one": 0.08769227033354982
              },
              {
                "event_time": -13,
                "estimate": 0.05754613025968098,
                "raw_gap": 0.05754613025968098,
                "n": 8,
                "n_cells": 8,
                "weight_sum": 5752.0,
                "relative_to_minus_one": -0.1371598025150092
              },
              {
                "event_time": -12,
                "estimate": -0.044623617552078866,
                "raw_gap": -0.044623617552078866,
                "n": 10,
                "n_cells": 10,
                "weight_sum": 7400.0,
                "relative_to_minus_one": -0.23932955032676903
              },
              {
                "event_time": -11,
                "estimate": -0.046789419732402714,
                "raw_gap": -0.046789419732402714,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 8208.0,
                "relative_to_minus_one": -0.2414953525070929
              },
              {
                "event_time": -10,
                "estimate": -0.041973012179857466,
                "raw_gap": -0.041973012179857466,
                "n": 12,
                "n_cells": 12,
                "weight_sum": 9342.0,
                "relative_to_minus_one": -0.23667894495454764
              },
              {
                "event_time": -9,
                "estimate": -0.07802758399937107,
                "raw_gap": -0.07802758399937107,
                "n": 14,
                "n_cells": 14,
                "weight_sum": 10500.0,
                "relative_to_minus_one": -0.2727335167740612
              },
              {
                "event_time": -8,
                "estimate": -0.004292404858060627,
                "raw_gap": -0.004292404858060627,
                "n": 17,
                "n_cells": 17,
                "weight_sum": 12079.0,
                "relative_to_minus_one": -0.1989983376327508
              },
              {
                "event_time": -7,
                "estimate": 0.01315764186868522,
                "raw_gap": 0.01315764186868522,
                "n": 35,
                "n_cells": 35,
                "weight_sum": 25414.0,
                "relative_to_minus_one": -0.18154829090600494
              },
              {
                "event_time": -6,
                "estimate": 0.04090282347676343,
                "raw_gap": 0.04090282347676343,
                "n": 45,
                "n_cells": 45,
                "weight_sum": 34061.0,
                "relative_to_minus_one": -0.15380310929792673
              },
              {
                "event_time": -5,
                "estimate": 0.08479977583136955,
                "raw_gap": 0.08479977583136955,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 35589.0,
                "relative_to_minus_one": -0.10990615694332062
              },
              {
                "event_time": -4,
                "estimate": 0.08373528223904904,
                "raw_gap": 0.08373528223904904,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 36333.0,
                "relative_to_minus_one": -0.11097065053564113
              },
              {
                "event_time": -3,
                "estimate": 0.13666952638389668,
                "raw_gap": 0.13666952638389668,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 34902.0,
                "relative_to_minus_one": -0.058036406390793494
              },
              {
                "event_time": -2,
                "estimate": 0.16731876706339063,
                "raw_gap": 0.16731876706339063,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 35723.0,
                "relative_to_minus_one": -0.027387165711299538
              },
              {
                "event_time": -1,
                "estimate": 0.19470593277469017,
                "raw_gap": 0.19470593277469017,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 35047.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": 0.11673405992220907,
                "raw_gap": 0.11673405992220907,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 33867.0,
                "relative_to_minus_one": -0.0779718728524811
              },
              {
                "event_time": 1,
                "estimate": 0.09435351614438557,
                "raw_gap": 0.09435351614438557,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 33346.0,
                "relative_to_minus_one": -0.1003524166303046
              },
              {
                "event_time": 2,
                "estimate": 0.04208033356280959,
                "raw_gap": 0.04208033356280959,
                "n": 46,
                "n_cells": 46,
                "weight_sum": 33340.0,
                "relative_to_minus_one": -0.15262559921188057
              },
              {
                "event_time": 3,
                "estimate": -0.08433886786331102,
                "raw_gap": -0.08433886786331102,
                "n": 43,
                "n_cells": 43,
                "weight_sum": 32234.0,
                "relative_to_minus_one": -0.2790448006380012
              },
              {
                "event_time": 4,
                "estimate": -0.38175747006954314,
                "raw_gap": -0.38175747006954314,
                "n": 43,
                "n_cells": 43,
                "weight_sum": 31861.0,
                "relative_to_minus_one": -0.5764634028442333
              },
              {
                "event_time": 5,
                "estimate": -0.5710457344743552,
                "raw_gap": -0.5710457344743552,
                "n": 43,
                "n_cells": 43,
                "weight_sum": 32569.0,
                "relative_to_minus_one": -0.7657516672490454
              },
              {
                "event_time": 6,
                "estimate": -0.5898289170624588,
                "raw_gap": -0.5898289170624588,
                "n": 42,
                "n_cells": 42,
                "weight_sum": 32835.0,
                "relative_to_minus_one": -0.7845348498371489
              },
              {
                "event_time": 7,
                "estimate": -0.6727936780931573,
                "raw_gap": -0.6727936780931573,
                "n": 40,
                "n_cells": 40,
                "weight_sum": 29560.0,
                "relative_to_minus_one": -0.8674996108678474
              },
              {
                "event_time": 8,
                "estimate": -0.8308565469348752,
                "raw_gap": -0.8308565469348752,
                "n": 38,
                "n_cells": 38,
                "weight_sum": 28798.0,
                "relative_to_minus_one": -1.0255624797095653
              },
              {
                "event_time": 9,
                "estimate": -0.8509956506115375,
                "raw_gap": -0.8509956506115375,
                "n": 36,
                "n_cells": 36,
                "weight_sum": 27700.0,
                "relative_to_minus_one": -1.0457015833862275
              },
              {
                "event_time": 10,
                "estimate": -0.7108485263914077,
                "raw_gap": -0.7108485263914077,
                "n": 35,
                "n_cells": 35,
                "weight_sum": 27198.0,
                "relative_to_minus_one": -0.9055544591660979
              },
              {
                "event_time": 11,
                "estimate": -1.1096735924056336,
                "raw_gap": -1.1096735924056336,
                "n": 34,
                "n_cells": 34,
                "weight_sum": 26462.0,
                "relative_to_minus_one": -1.3043795251803236
              },
              {
                "event_time": 12,
                "estimate": -0.9695679635722184,
                "raw_gap": -0.9695679635722184,
                "n": 32,
                "n_cells": 32,
                "weight_sum": 27364.0,
                "relative_to_minus_one": -1.1642738963469086
              },
              {
                "event_time": 13,
                "estimate": -1.2244914590249756,
                "raw_gap": -1.2244914590249756,
                "n": 29,
                "n_cells": 29,
                "weight_sum": 28357.0,
                "relative_to_minus_one": -1.4191973917996656
              },
              {
                "event_time": 14,
                "estimate": -1.636976226796254,
                "raw_gap": -1.636976226796254,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 12694.0,
                "relative_to_minus_one": -1.8316821595709443
              },
              {
                "event_time": 15,
                "estimate": -1.0836391099049656,
                "raw_gap": -1.0836391099049656,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 879.0,
                "relative_to_minus_one": -1.2783450426796557
              }
            ],
            "package_event_study": {
              "event_time": [
                -18.0,
                -17.0,
                -16.0,
                -15.0,
                -14.0,
                -13.0,
                -12.0,
                -11.0,
                -10.0,
                -9.0,
                -8.0,
                -7.0,
                -6.0,
                -5.0,
                -4.0,
                -3.0,
                -2.0,
                -1.0,
                0.0,
                1.0,
                2.0,
                3.0,
                4.0,
                5.0,
                6.0,
                7.0,
                8.0,
                9.0,
                10.0,
                11.0,
                12.0,
                13.0,
                14.0,
                15.0
              ],
              "estimate": [
                0.006349007605701192,
                0.013724546944705596,
                -0.018138072457747272,
                0.028471183768183972,
                0.0031912949910148924,
                0.010205281219225232,
                -0.009480834152808338,
                -0.005790214674529609,
                -0.014197401369053416,
                0.02042185810637647,
                -0.012080649191818824,
                0.0006895068085838079,
                -0.002143402864023821,
                -0.0024826322843588882,
                -0.0023508294513583552,
                0.004779275528114379,
                0.006900874215782965,
                -0.004668998179918335,
                -0.1076927433694999,
                -0.06370538741635048,
                -0.07731152351619612,
                -0.2683266250871263,
                -0.5556811466702573,
                -0.6268790446084166,
                -0.6464336210351707,
                -0.7695692576212056,
                -0.9660323061775357,
                -0.8943661539175287,
                -0.8290730722597653,
                -1.1734643786584822,
                -0.986284179737342,
                -1.182499486392248,
                -1.5258105505308137,
                -1.0836391099049656
              ],
              "n": [
                3.0,
                3.0,
                3.0,
                4.0,
                6.0,
                8.0,
                10.0,
                11.0,
                12.0,
                14.0,
                17.0,
                35.0,
                45.0,
                46.0,
                46.0,
                46.0,
                46.0,
                46.0,
                46.0,
                46.0,
                46.0,
                43.0,
                43.0,
                43.0,
                42.0,
                40.0,
                38.0,
                36.0,
                35.0,
                34.0,
                32.0,
                29.0,
                11.0,
                1.0
              ]
            },
            "sdid_pre_gap_correction": [],
            "diagnostics": {
              "pre_rmse": 0.02287483382357324,
              "penalty": 1.0
            },
            "checks": {
              "scalar_vs_treated_cell_average": 0.0,
              "native_scalar_vs_unweighted_matrix_average": 3.3306690738754696e-16
            },
            "native_matrix_att": -0.6253179631715404,
            "matrix_preparation": {
              "source_rows": 1995,
              "matrix_shape": [
                95,
                21
              ],
              "observed_cells": 1995,
              "missing_cells": 0,
              "repeated_cells": 0,
              "minimum_cell_count": 1,
              "maximum_cell_count": 1,
              "observation_mass": 1132442.0,
              "treated_observation_mass": 439064.0,
              "within_cell_aggregation": "Observation-weighted outcome mean",
              "fitting_weights": "Standard crabbymetrics objective on cell means; no cell-count precision weighting",
              "reporting_weights": "Sum of original observation weights per treated unit-period"
            },
            "seconds": 0.002691874746233225,
            "crabbymetrics": "0.9.1",
            "normalization": "Original source outcome / source SD; no mean subtraction",
            "target": "All observed treated observations, using configured observation weights; cell mass equals sum of row weights",
            "status": "estimated"
          },
          {
            "method": "Multisynth (cohort-averaged)",
            "status": "unsupported",
            "reason": "multisynth-cohort: this adapter does not implement the configured observation weights."
          },
          {
            "method": "Multisynth (individual)",
            "status": "unsupported",
            "reason": "multisynth-individual: this adapter does not implement the configured observation weights."
          }
        ]
      },
      "combined_table": [
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Static TWFE",
          "Estimate (SDs)": -0.17379445267896745,
          "SE": 0.09001695609942455,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.24102768042845324,
          "SE": 0.11228570480511811,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.29726043405845504,
          "SE": 0.10576999343403795,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": -0.29713651030571087,
          "SE": 0.12766796010412482,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID",
          "Estimate (SDs)": -0.27678018076257316,
          "SE": 0.12368705114825658,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (treated cells)",
          "Estimate (SDs)": -0.2548081311898243,
          "SE": 0.12579545666215863,
          "Aggregation": "Treated cells",
          "Event study": "Same CS-DID path",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "SDID",
          "Estimate (SDs)": -0.17413394745661573,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Matrix completion",
          "Estimate (SDs)": -0.3366026924519237,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Horizontal ridge",
          "Estimate (SDs)": -0.5543978488968974,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (cohort-averaged)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-cohort: this adapter does not implement the configured observation weights."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (individual)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-individual: this adapter does not implement the configured observation weights."
        }
      ],
      "adapter_sha256": {
        "validate_template.py": "02026cc47fa098566d7e410f741b107390345e4c75a9748217a20ebc4481570a",
        "mtgpax_worker.py": "7279b1b2aaa3f5909cd39ac1964d2e9c75907219011fe661a015511131affa85",
        "csdid_general.py": "07619c3b3dfee796ae9e4842afdbc6e367a74cece254ede73f7c403dfc924f6d",
        "runner.py": "cbb7d135d08e454e57f87bee2bba8365431617b1f8295727611cadb00414f0f4",
        "matrix_inputs.py": "3f675276f9022147996dd5b62762721be2dd436d5db171491a286b05628176ae",
        "csdid_model.py": "b9fd5536d4886e99a707d2b162db5b11da3ff463930eca5b7590d27500096a3f",
        "multisynth_model.R": "3ae0740c5b75b14f563dacc9961688e8286655866a6b435045a3ef6f453c1604",
        "csdid_streaming.py": "378198e98c44bd46862601bdcb514b19d9ea4038cddc38dad7fdba9b0aa0216b",
        "multisynth_sparse.R": "f9ab3d8d7f7b52a79ccd694c7173f626276a0830f23bb79e527c88c0f0292540",
        "matrix_models.py": "98784341a7fbdc8ef51833554c0439ef6755c5f702e9128d5fa2b1292c5f093c",
        "csdid_aggregations.py": "cbed0fb13450d9398f9a59d53dbfdf8e275a74daa01158c38c0f3396a3e8c6ee",
        "bootstrap_matrix.py": "c6a1f4bb0085e0a21f9a41677fb4def7990be5f6199077a53e951de489ab9550",
        "eligibility.py": "d99ad4158a150bf0ba9f3ffcde47c14ddecc2b877c09c5682d1806c8c26c7b8a"
      },
      "scalar_ranges": [
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Static TWFE",
          "Estimate (SDs)": -0.17379445267896745,
          "SE": 0.09001695609942455,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": "",
          "lower": -0.35252522917985185,
          "upper": 0.004936323821916944,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.24102768042845324,
          "SE": 0.11228570480511811,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.4639735795055288,
          "upper": -0.018081781351377668,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.29726043405845504,
          "SE": 0.10576999343403795,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.5072692354678141,
          "upper": -0.08725163264909591,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": -0.29713651030571087,
          "SE": 0.12766796010412482,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.5506242378677411,
          "upper": -0.04364878274368067,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (equal event-time)",
          "Estimate (SDs)": -0.27678018076257316,
          "SE": 0.12368705114825658,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.5192023463671196,
          "upper": -0.03435801515802672,
          "ci_level": 0.95,
          "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (treated cells)",
          "Estimate (SDs)": -0.2548081311898243,
          "SE": 0.12579545666215863,
          "Aggregation": "Treated cells",
          "Event study": "Same CS-DID path",
          "Status": "estimated",
          "Note": "",
          "lower": -0.5013626956664244,
          "upper": -0.008253566713224192,
          "ci_level": 0.95,
          "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "SDID",
          "Estimate (SDs)": -0.17413394745661573,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Matrix completion",
          "Estimate (SDs)": -0.3366026924519237,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Horizontal ridge",
          "Estimate (SDs)": -0.5543978488968974,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (cohort-averaged)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-cohort: this adapter does not implement the configured observation weights.",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (individual)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-individual: this adapter does not implement the configured observation weights.",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        }
      ],
      "reporting_source": {
        "path": "templates/reporting/comparison_report.py",
        "sha256": "94e9c5116a13335ead2db81834cac48593160291aea51c30c12fe3e11e5da1ce"
      }
    },
    "finished": 1791588802.055739,
    "scalar_ranges": [
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Static TWFE",
        "Estimate (SDs)": -0.17379445267896745,
        "SE": 0.09001695609942455,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": "",
        "lower": -0.35252522917985185,
        "upper": 0.004936323821916944,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": -0.24102768042845324,
        "SE": 0.11228570480511811,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.4639735795055288,
        "upper": -0.018081781351377668,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": -0.29726043405845504,
        "SE": 0.10576999343403795,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.5072692354678141,
        "upper": -0.08725163264909591,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": -0.29713651030571087,
        "SE": 0.12766796010412482,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.5506242378677411,
        "upper": -0.04364878274368067,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (equal event-time)",
        "Estimate (SDs)": -0.27678018076257316,
        "SE": 0.12368705114825658,
        "Aggregation": "Equal post-event times",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.5192023463671196,
        "upper": -0.03435801515802672,
        "ci_level": 0.95,
        "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (treated cells)",
        "Estimate (SDs)": -0.2548081311898243,
        "SE": 0.12579545666215863,
        "Aggregation": "Treated cells",
        "Event study": "Same CS-DID path",
        "Status": "estimated",
        "Note": "",
        "lower": -0.5013626956664244,
        "upper": -0.008253566713224192,
        "ci_level": 0.95,
        "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "SDID",
        "Estimate (SDs)": -0.17413394745661573,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Matrix completion",
        "Estimate (SDs)": -0.3366026924519237,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Horizontal ridge",
        "Estimate (SDs)": -0.5543978488968974,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Multisynth (cohort-averaged)",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "multisynth-cohort: this adapter does not implement the configured observation weights.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Multisynth (individual)",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "multisynth-individual: this adapter does not implement the configured observation weights.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      }
    ]
  }
]
