{
  "study_id": 3,
  "specification_id": "S03-P001",
  "source_specification_id": "PP-REPLY-T1-PA-ALL-CHGEMP",
  "role": "active_comparison",
  "published_source_location": "",
  "outcome_label": "",
  "outcome_variable": "",
  "treatment_label": "",
  "unit_fixed_effects": "",
  "time_fixed_effects": "",
  "allowed_adjustments": "",
  "published_weights": "",
  "published_clustering": "",
  "panel_structure": "",
  "design": "",
  "descriptive_metadata_status": "not_recorded_in_exported_source_metadata",
  "title": "Reply: Do Powerful Politicians Really Cause Corporate Downsizing?",
  "status": "ready",
  "reason": "",
  "config": "analyses/full-archive/configs/S03-P001.json",
  "input_bytes": 1315505,
  "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": null,
      "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": "s03-p001",
      "specification_id": "S03-P001",
      "source_specification_id": "PP-REPLY-T1-PA-ALL-CHGEMP",
      "study_id": 3,
      "study": "Reply: Do Powerful Politicians Really Cause Corporate Downsizing?",
      "citation": "Cohen et al. (2017), JPE. https://doi.org/10.1086/694203",
      "description": "PP-REPLY-T1-PA-ALL-CHGEMP",
      "data": "analyses/full-archive/prepared/S03-P001.parquet",
      "output_dir": "analyses/full-archive/results/S03-P001"
    },
    "source": {
      "file": "S03-P001.parquet",
      "bytes": 1315505,
      "sha256": "a5963a9f5d939f904dd37556fe39efa5844ff660971f8dcf03ade027b8263198"
    },
    "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": 166729,
          "source_sd": 0.312741728978771,
          "rows": 158820,
          "units": 14838,
          "clusters": 58,
          "treated_units": 783,
          "never_treated_units": 14055,
          "treated_cohorts": 7,
          "latest_cohort_control_index": null,
          "unique_unit_period_cells": 158716,
          "unsupported_prediction_rows_removed": 0,
          "rows_without_never_control_time_fe_removed": 0,
          "initially_treated_units_removed": 199,
          "post_adoption_untreated_rows_removed": 5112,
          "units_without_minus_one_removed": 27,
          "additional_rows_removed": 2021
        },
        "estimates": [
          {
            "method": "Static TWFE",
            "estimate": -0.04554503237764617,
            "se": 0.02214473217513982,
            "pvalue": 0.044302697286042254,
            "lower": -0.08988909366361386,
            "upper": -0.0012009710916784724
          },
          {
            "method": "Dynamic TWFE",
            "estimate": 0.02423836125002131,
            "se": 0.11007633808788625,
            "pvalue": 0.8265053262660002,
            "lower": -0.19618570365620996,
            "upper": 0.2446624261562526
          },
          {
            "method": "BJS / did2s",
            "estimate": -0.0627428660212227,
            "se": 0.025020830210489543,
            "pvalue": 0.01502729612661687,
            "lower": -0.11284621428051295,
            "upper": -0.01263951776193245
          },
          {
            "method": "Sun\u2013Abraham",
            "estimate": 0.029550752772808053,
            "se": 0.01805694197448713,
            "pvalue": 0.10723867045347846,
            "lower": -0.006607649831524377,
            "upper": 0.06570915537714048
          }
        ],
        "event_studies": {
          "Dynamic TWFE": [
            {
              "event_time": -29,
              "estimate": -0.28945260915819104,
              "se": 0.1421220794263784,
              "pvalue": 0.04633998921638505,
              "lower": -0.5740471642121268,
              "upper": -0.004858054104255272
            },
            {
              "event_time": -28,
              "estimate": -0.2454036147350215,
              "se": 0.15228656371602248,
              "pvalue": 0.11260379168763814,
              "lower": -0.5503521984904757,
              "upper": 0.05954496902043263
            },
            {
              "event_time": -27,
              "estimate": -0.14646972412783332,
              "se": 0.1543060567607845,
              "pvalue": 0.3465182824615248,
              "lower": -0.4554622729507018,
              "upper": 0.16252282469503515
            },
            {
              "event_time": -26,
              "estimate": -0.01353623744114207,
              "se": 0.1304737810633311,
              "pvalue": 0.9177344607296549,
              "lower": -0.27480547736355965,
              "upper": 0.2477330024812755
            },
            {
              "event_time": -25,
              "estimate": 0.028034355934997836,
              "se": 0.13428197204819284,
              "pvalue": 0.8353702796605407,
              "lower": -0.2408606548969888,
              "upper": 0.29692936676698445
            },
            {
              "event_time": -24,
              "estimate": 0.006044089007844364,
              "se": 0.13867140756428314,
              "pvalue": 0.9653869884269878,
              "lower": -0.2716406148308983,
              "upper": 0.28372879284658703
            },
            {
              "event_time": -23,
              "estimate": 0.046457781528785456,
              "se": 0.125967318242573,
              "pvalue": 0.7136370668437418,
              "lower": -0.2057874222514849,
              "upper": 0.2987029853090558
            },
            {
              "event_time": -22,
              "estimate": -0.04938279272773557,
              "se": 0.13250732556144218,
              "pvalue": 0.7107690561877191,
              "lower": -0.31472413526755183,
              "upper": 0.2159585498120807
            },
            {
              "event_time": -21,
              "estimate": -0.0809753313597108,
              "se": 0.13922457019893142,
              "pvalue": 0.5631180970019387,
              "lower": -0.35976772426770703,
              "upper": 0.19781706154828543
            },
            {
              "event_time": -20,
              "estimate": -0.03248935507957,
              "se": 0.2198194041396203,
              "pvalue": 0.8830220347459702,
              "lower": -0.47267011915109025,
              "upper": 0.4076914089919502
            },
            {
              "event_time": -19,
              "estimate": 0.12833315453321517,
              "se": 0.16804792978221578,
              "pvalue": 0.448213492634589,
              "lower": -0.20817702036103244,
              "upper": 0.46484332942746276
            },
            {
              "event_time": -18,
              "estimate": 0.01728953126308609,
              "se": 0.1303687982461402,
              "pvalue": 0.8949608555284426,
              "lower": -0.24376948419408767,
              "upper": 0.2783485467202598
            },
            {
              "event_time": -17,
              "estimate": 0.009444842926116791,
              "se": 0.10166193346681486,
              "pvalue": 0.9263052712824738,
              "lower": -0.1941296673659204,
              "upper": 0.21301935321815402
            },
            {
              "event_time": -16,
              "estimate": 0.03333571610438187,
              "se": 0.16001650405844692,
              "pvalue": 0.8357164874386985,
              "lower": -0.2870918061891573,
              "upper": 0.353763238397921
            },
            {
              "event_time": -15,
              "estimate": 0.11709258289649353,
              "se": 0.1581353328506703,
              "pvalue": 0.462061410016507,
              "lower": -0.1995679590304602,
              "upper": 0.4337531248234473
            },
            {
              "event_time": -14,
              "estimate": 0.08825025336194706,
              "se": 0.15212817247954116,
              "pvalue": 0.5641303194431213,
              "lower": -0.21638115741339883,
              "upper": 0.392881664137293
            },
            {
              "event_time": -13,
              "estimate": 0.1294923680360921,
              "se": 0.14159164221467577,
              "pvalue": 0.3642815764452448,
              "lower": -0.15404000482308655,
              "upper": 0.41302474089527075
            },
            {
              "event_time": -12,
              "estimate": 0.026951068538099546,
              "se": 0.17274419023493484,
              "pvalue": 0.876570694273658,
              "lower": -0.31896320570055237,
              "upper": 0.37286534277675143
            },
            {
              "event_time": -11,
              "estimate": 0.1383849432504,
              "se": 0.1019208215209448,
              "pvalue": 0.17988797748201152,
              "lower": -0.06570798142785547,
              "upper": 0.3424778679286554
            },
            {
              "event_time": -10,
              "estimate": 0.05046791758000462,
              "se": 0.15481837192587591,
              "pvalue": 0.7456321750920135,
              "lower": -0.25955052466523043,
              "upper": 0.3604863598252397
            },
            {
              "event_time": -9,
              "estimate": 0.10698866270406149,
              "se": 0.17479886176916154,
              "pvalue": 0.5429271739394225,
              "lower": -0.24304002031206778,
              "upper": 0.45701734572019076
            },
            {
              "event_time": -8,
              "estimate": 0.19824561016045203,
              "se": 0.12394466497708029,
              "pvalue": 0.11524538684480715,
              "lower": -0.04994930031954703,
              "upper": 0.4464405206404511
            },
            {
              "event_time": -7,
              "estimate": 0.19334254825197095,
              "se": 0.16901880659977384,
              "pvalue": 0.2574416499106649,
              "lower": -0.14511177393466307,
              "upper": 0.5317968704386049
            },
            {
              "event_time": -6,
              "estimate": 0.15512617217847535,
              "se": 0.18245924631902363,
              "pvalue": 0.3987731835705901,
              "lower": -0.2102421663036393,
              "upper": 0.52049451066059
            },
            {
              "event_time": -5,
              "estimate": 0.0468570316230122,
              "se": 0.12762176661950445,
              "pvalue": 0.7148626767180254,
              "lower": -0.2087011478862435,
              "upper": 0.3024152111322679
            },
            {
              "event_time": -4,
              "estimate": 0.054344850166672426,
              "se": 0.11674291369013956,
              "pvalue": 0.6433409322873672,
              "lower": -0.17942880211482326,
              "upper": 0.2881185024481681
            },
            {
              "event_time": -3,
              "estimate": 0.10162034111340075,
              "se": 0.12991796419293128,
              "pvalue": 0.4373411384676315,
              "lower": -0.15853589472434998,
              "upper": 0.36177657695115145
            },
            {
              "event_time": -2,
              "estimate": 0.02220624748826295,
              "se": 0.06504275727651894,
              "pvalue": 0.7340503692023439,
              "lower": -0.10803962733501504,
              "upper": 0.15245212231154093
            },
            {
              "event_time": 0,
              "estimate": 0.08272041140074801,
              "se": 0.10611780148976231,
              "pvalue": 0.4389011280700228,
              "lower": -0.12977682069840077,
              "upper": 0.29521764349989676
            },
            {
              "event_time": 1,
              "estimate": -0.03800422584740355,
              "se": 0.10634838014953937,
              "pvalue": 0.7221451161703712,
              "lower": -0.25096318374840554,
              "upper": 0.1749547320535984
            },
            {
              "event_time": 2,
              "estimate": 0.019760671445100922,
              "se": 0.1175626888526766,
              "pvalue": 0.8671104163168143,
              "lower": -0.21565455228375985,
              "upper": 0.2551758951739617
            },
            {
              "event_time": 3,
              "estimate": 0.0010774818833747884,
              "se": 0.1356876392130361,
              "pvalue": 0.9936918733409345,
              "lower": -0.27063232889346994,
              "upper": 0.27278729266021956
            },
            {
              "event_time": 4,
              "estimate": 0.03473530979967569,
              "se": 0.11670402562355293,
              "pvalue": 0.7670631821810555,
              "lower": -0.19896047047170168,
              "upper": 0.26843109007105304
            },
            {
              "event_time": 5,
              "estimate": 0.044996993137611144,
              "se": 0.12770805697650014,
              "pvalue": 0.7258807804360915,
              "lower": -0.21073397983099834,
              "upper": 0.3007279661062206
            },
            {
              "event_time": 9,
              "estimate": -0.11374723605620708,
              "se": 0.7657713398456168,
              "pvalue": 0.8824413309567194,
              "lower": -1.64717789381205,
              "upper": 1.419683421699636
            },
            {
              "event_time": 10,
              "estimate": -0.7825369654152865,
              "se": 0.7653124212199853,
              "pvalue": 0.3108613894947555,
              "lower": -2.315048654474677,
              "upper": 0.7499747236441039
            },
            {
              "event_time": 11,
              "estimate": -1.5094841741966487,
              "se": 0.7775081263873189,
              "pvalue": 0.0571543049421181,
              "lower": -3.0664173416053213,
              "upper": 0.047448993212024115
            },
            {
              "event_time": 12,
              "estimate": 1.3878526179300494,
              "se": 0.7805383801137674,
              "pvalue": 0.08072616320788116,
              "lower": -0.17514852789872437,
              "upper": 2.9508537637588232
            },
            {
              "event_time": 13,
              "estimate": -0.17629767304308894,
              "se": 0.7836732727128044,
              "pvalue": 0.8228124375448784,
              "lower": -1.7455763330200214,
              "upper": 1.3929809869338434
            },
            {
              "event_time": 14,
              "estimate": -0.305896723642405,
              "se": 0.77865423396548,
              "pvalue": 0.6958933805669072,
              "lower": -1.865124931888977,
              "upper": 1.253331484604167
            }
          ],
          "BJS / did2s": [
            {
              "event_time": -29,
              "estimate": -0.27478440574624174,
              "se": 0.027104723478197146,
              "pvalue": 2.2710261088859658e-14,
              "lower": -0.32906067829496555,
              "upper": -0.22050813319751794
            },
            {
              "event_time": -28,
              "estimate": -0.22472275179855308,
              "se": 0.022127616035068798,
              "pvalue": 2.1275753439105984e-14,
              "lower": -0.2690325386052322,
              "upper": -0.18041296499187398
            },
            {
              "event_time": -27,
              "estimate": -0.12086754172657146,
              "se": 0.02361107610206801,
              "pvalue": 3.7699230561630855e-06,
              "lower": -0.168147906077654,
              "upper": -0.07358717737548894
            },
            {
              "event_time": -26,
              "estimate": -0.06324768268347516,
              "se": 0.024852369596100182,
              "pvalue": 0.013661700957662115,
              "lower": -0.11301369438119976,
              "upper": -0.013481670985750559
            },
            {
              "event_time": -25,
              "estimate": -0.028838695604534434,
              "se": 0.0193073620806154,
              "pvalue": 0.14077899919779754,
              "lower": -0.06750102128099172,
              "upper": 0.009823630071922856
            },
            {
              "event_time": -24,
              "estimate": -0.0453763866701128,
              "se": 0.02222509636497261,
              "pvalue": 0.045821886685376165,
              "lower": -0.08988137447038458,
              "upper": -0.0008713988698410349
            },
            {
              "event_time": -23,
              "estimate": -0.00638801536570456,
              "se": 0.014586932368160844,
              "pvalue": 0.6630941036586573,
              "lower": -0.03559784358996062,
              "upper": 0.0228218128585515
            },
            {
              "event_time": -22,
              "estimate": -0.09841727226297814,
              "se": 0.021237915933420375,
              "pvalue": 2.1302738275925766e-05,
              "lower": -0.14094546534697855,
              "upper": -0.055889079178977716
            },
            {
              "event_time": -21,
              "estimate": -0.13113433838725855,
              "se": 0.019988308121217893,
              "pvalue": 1.7114133238187216e-08,
              "lower": -0.1711602349896633,
              "upper": -0.0911084417848538
            },
            {
              "event_time": -20,
              "estimate": -0.08654094597393303,
              "se": 0.07835344820924146,
              "pvalue": 0.2740194240801911,
              "lower": -0.24344101962928585,
              "upper": 0.0703591276814198
            },
            {
              "event_time": -19,
              "estimate": 0.0673664437474426,
              "se": 0.03679726641420835,
              "pvalue": 0.07236757644104069,
              "lower": -0.006318811243338662,
              "upper": 0.14105169873822387
            },
            {
              "event_time": -18,
              "estimate": -0.04033663138603363,
              "se": 0.011001957027531482,
              "pvalue": 0.0005419633108349798,
              "lower": -0.06236767031826938,
              "upper": -0.018305592453797884
            },
            {
              "event_time": -17,
              "estimate": -0.05116984727223141,
              "se": 0.03322669294034035,
              "pvalue": 0.12908849571930772,
              "lower": -0.1177051522117313,
              "upper": 0.01536545766726849
            },
            {
              "event_time": -16,
              "estimate": -0.023705458447395942,
              "se": 0.026906087959631553,
              "pvalue": 0.38199377923777933,
              "lower": -0.07758397023120377,
              "upper": 0.030173053336411886
            },
            {
              "event_time": -15,
              "estimate": 0.055479133869658866,
              "se": 0.026892362238718454,
              "pvalue": 0.04367792704781648,
              "lower": 0.0016281073678833871,
              "upper": 0.10933016037143434
            },
            {
              "event_time": -14,
              "estimate": 0.02398892929015919,
              "se": 0.01888523127611605,
              "pvalue": 0.20915699278690844,
              "lower": -0.013828094030985425,
              "upper": 0.06180595261130381
            },
            {
              "event_time": -13,
              "estimate": 0.05942131314187622,
              "se": 0.01539197938939029,
              "pvalue": 0.0002911608036343445,
              "lower": 0.028599406064503084,
              "upper": 0.09024322021924935
            },
            {
              "event_time": -12,
              "estimate": -0.03616937711898036,
              "se": 0.04089042320405134,
              "pvalue": 0.38011871020569626,
              "lower": -0.11805103720088467,
              "upper": 0.04571228296292395
            },
            {
              "event_time": -11,
              "estimate": 0.0694661734343568,
              "se": 0.028508026256097812,
              "pvalue": 0.017966910848794006,
              "lower": 0.012379835543959813,
              "upper": 0.1265525113247538
            },
            {
              "event_time": -10,
              "estimate": -0.011508679407456956,
              "se": 0.028219827964461455,
              "pvalue": 0.6849318298176076,
              "lower": -0.06801791017342547,
              "upper": 0.045000551358511554
            },
            {
              "event_time": -9,
              "estimate": 0.03630098506580069,
              "se": 0.045337251817445745,
              "pvalue": 0.42663725441432415,
              "lower": -0.05448529571781284,
              "upper": 0.1270872658494142
            },
            {
              "event_time": -8,
              "estimate": 0.12343532005153074,
              "se": 0.012015923581631538,
              "pvalue": 1.390031120302806e-14,
              "lower": 0.0993738481178333,
              "upper": 0.1474967919852282
            },
            {
              "event_time": -7,
              "estimate": 0.11847323216447597,
              "se": 0.049649336687212546,
              "pvalue": 0.02036700465690892,
              "lower": 0.019052150371623056,
              "upper": 0.2178943139573289
            },
            {
              "event_time": -6,
              "estimate": 0.06962336656004876,
              "se": 0.05840741767497917,
              "pvalue": 0.23818896437715556,
              "lower": -0.047335469900480084,
              "upper": 0.1865822030205776
            },
            {
              "event_time": -5,
              "estimate": -0.029500827121495037,
              "se": 0.01402430357932551,
              "pvalue": 0.03984230955797864,
              "lower": -0.057584010629705605,
              "upper": -0.001417643613284468
            },
            {
              "event_time": -4,
              "estimate": -0.021745411339609628,
              "se": 0.018949121307514475,
              "pvalue": 0.2559406514233114,
              "lower": -0.05969037224182261,
              "upper": 0.01619954956260335
            },
            {
              "event_time": -3,
              "estimate": 0.008985475723360213,
              "se": 0.01413898740495993,
              "pvalue": 0.5276387459886283,
              "lower": -0.01932735818442264,
              "upper": 0.03729830963114306
            },
            {
              "event_time": -2,
              "estimate": -0.06252310631649709,
              "se": 0.05933974136210585,
              "pvalue": 0.29649084587044766,
              "lower": -0.18134888875737593,
              "upper": 0.056302676124381765
            },
            {
              "event_time": -1,
              "estimate": -0.09550550216384016,
              "se": 0.1043483923239729,
              "pvalue": 0.3639130599057432,
              "lower": -0.30445955352514276,
              "upper": 0.11344854919746242
            },
            {
              "event_time": 0,
              "estimate": -0.01928071111373973,
              "se": 0.0440062653249049,
              "pvalue": 0.6629439757605365,
              "lower": -0.10740173741925733,
              "upper": 0.06884031519177787
            },
            {
              "event_time": 1,
              "estimate": -0.13587670382567593,
              "se": 0.023970938473672987,
              "pvalue": 4.989810674064898e-07,
              "lower": -0.18387768014599598,
              "upper": -0.08787572750535588
            },
            {
              "event_time": 2,
              "estimate": -0.07887563099511287,
              "se": 0.04742796289817974,
              "pvalue": 0.10178974894111938,
              "lower": -0.17384848850325318,
              "upper": 0.01609722651302746
            },
            {
              "event_time": 3,
              "estimate": -0.08972948700441077,
              "se": 0.0900255408936774,
              "pvalue": 0.3231171384430986,
              "lower": -0.2700025230979898,
              "upper": 0.09054354908916826
            },
            {
              "event_time": 4,
              "estimate": -0.04719005895369112,
              "se": 0.027426528197788916,
              "pvalue": 0.0907485112330581,
              "lower": -0.10211073433803425,
              "upper": 0.007730616430652017
            },
            {
              "event_time": 5,
              "estimate": -0.012177029595465424,
              "se": 0.040205913680593314,
              "pvalue": 0.7630940822520836,
              "lower": -0.09268798300008929,
              "upper": 0.06833392380915845
            },
            {
              "event_time": 9,
              "estimate": 1.8121586042641917,
              "se": 0.04499642256790258,
              "pvalue": 1.43954463337419e-43,
              "lower": 1.7220548222803045,
              "upper": 1.902262386248079
            },
            {
              "event_time": 10,
              "estimate": 1.1538802298061324,
              "se": 0.050521642480591704,
              "pvalue": 2.278873629829956e-30,
              "lower": 1.0527123857920984,
              "upper": 1.2550480738201664
            },
            {
              "event_time": 11,
              "estimate": 0.4260943518445127,
              "se": 0.054280595171784456,
              "pvalue": 1.2208698991668898e-10,
              "lower": 0.3173993349032561,
              "upper": 0.5347893687857693
            },
            {
              "event_time": 12,
              "estimate": 3.322769008764013,
              "se": 0.0321697355685192,
              "pvalue": 1.5801323509801322e-66,
              "lower": 3.2583502244535283,
              "upper": 3.387187793074498
            },
            {
              "event_time": 13,
              "estimate": 1.756794783665264,
              "se": 0.039726120501268426,
              "pvalue": 8.188387782818995e-46,
              "lower": 1.6772445995298417,
              "upper": 1.8363449678006862
            },
            {
              "event_time": 14,
              "estimate": 1.6288057944418608,
              "se": 0.04709056047685144,
              "pvalue": 6.010101919880763e-40,
              "lower": 1.5345085736283115,
              "upper": 1.72310301525541
            }
          ],
          "Sun\u2013Abraham": [
            {
              "event_time": -29,
              "estimate": -0.6234216047839609,
              "se": 0.05552878091770319,
              "pvalue": 4.563973105505062e-16,
              "lower": -0.7346160705681991,
              "upper": -0.5122271389997227
            },
            {
              "event_time": -28,
              "estimate": -0.5746536493217164,
              "se": 0.05604851593093282,
              "pvalue": 1.4941028724597158e-14,
              "lower": -0.6868888665179311,
              "upper": -0.46241843212550165
            },
            {
              "event_time": -27,
              "estimate": -0.48213198056742884,
              "se": 0.05877827163378499,
              "pvalue": 3.1704967732612926e-11,
              "lower": -0.5998334392709077,
              "upper": -0.36443052186395003
            },
            {
              "event_time": -26,
              "estimate": -0.14982180218048635,
              "se": 0.050129372514600194,
              "pvalue": 0.004128637704348582,
              "lower": -0.2502041391369052,
              "upper": -0.04943946522406749
            },
            {
              "event_time": -25,
              "estimate": -0.11485554251315928,
              "se": 0.04332205135794072,
              "pvalue": 0.010366508407756348,
              "lower": -0.20160645398306665,
              "upper": -0.028104631043251935
            },
            {
              "event_time": -24,
              "estimate": -0.14527930757967697,
              "se": 0.0484267187179059,
              "pvalue": 0.003999095473017271,
              "lower": -0.24225213911908483,
              "upper": -0.04830647604026912
            },
            {
              "event_time": -23,
              "estimate": -0.1109708306464802,
              "se": 0.036845240095497375,
              "pvalue": 0.0038673442133281936,
              "lower": -0.1847521512769978,
              "upper": -0.037189510015962615
            },
            {
              "event_time": -22,
              "estimate": -0.1966675582615464,
              "se": 0.03708623236670609,
              "pvalue": 1.9277404091552956e-06,
              "lower": -0.27093145759111553,
              "upper": -0.12240365893197726
            },
            {
              "event_time": -21,
              "estimate": -0.22641186314122747,
              "se": 0.04826450461475049,
              "pvalue": 1.7433746614596655e-05,
              "lower": -0.32305986654205676,
              "upper": -0.1297638597403982
            },
            {
              "event_time": -20,
              "estimate": -0.09618626715186787,
              "se": 0.03830872794468355,
              "pvalue": 0.014905760785818201,
              "lower": -0.17289817165047283,
              "upper": -0.019474362653262897
            },
            {
              "event_time": -19,
              "estimate": 0.06043335245381028,
              "se": 0.031824754783759054,
              "pvalue": 0.06263762588761304,
              "lower": -0.003294619751073466,
              "upper": 0.12416132465869402
            },
            {
              "event_time": -18,
              "estimate": -0.04769554866383294,
              "se": 0.033049893567545764,
              "pvalue": 0.15445509601925705,
              "lower": -0.11387681896608737,
              "upper": 0.018485721638421493
            },
            {
              "event_time": -17,
              "estimate": -0.048712682642423774,
              "se": 0.03724759999767673,
              "pvalue": 0.19618883422925187,
              "lower": -0.12329971507925921,
              "upper": 0.025874349794411666
            },
            {
              "event_time": -16,
              "estimate": -0.009059068386389396,
              "se": 0.038105466987293536,
              "pvalue": 0.8129378036485386,
              "lower": -0.08536394983859845,
              "upper": 0.06724581306581966
            },
            {
              "event_time": -15,
              "estimate": 0.08139853501604218,
              "se": 0.04288380690175914,
              "pvalue": 0.06274813883549188,
              "lower": -0.004474807067635797,
              "upper": 0.16727187709972013
            },
            {
              "event_time": -14,
              "estimate": 0.07287668182985944,
              "se": 0.043107101870927526,
              "pvalue": 0.09637610804922166,
              "lower": -0.013443800716811671,
              "upper": 0.15919716437653056
            },
            {
              "event_time": -13,
              "estimate": 0.12662515484647682,
              "se": 0.03814088033113384,
              "pvalue": 0.0015741666697732136,
              "lower": 0.05024935939642956,
              "upper": 0.2030009502965241
            },
            {
              "event_time": -12,
              "estimate": 0.02605464857229199,
              "se": 0.037498921705893196,
              "pvalue": 0.4899966752930902,
              "lower": -0.04903564690441693,
              "upper": 0.10114494404900091
            },
            {
              "event_time": -11,
              "estimate": 0.13770879577558567,
              "se": 0.047340564696326956,
              "pvalue": 0.005162905944152312,
              "lower": 0.042910950147859686,
              "upper": 0.23250664140331168
            },
            {
              "event_time": -10,
              "estimate": 0.04519775262594969,
              "se": 0.045694116710900505,
              "pvalue": 0.3267764022130037,
              "lower": -0.04630313778044057,
              "upper": 0.13669864303233994
            },
            {
              "event_time": -9,
              "estimate": 0.1055006664939708,
              "se": 0.04122654266973145,
              "pvalue": 0.013175242389265188,
              "lower": 0.022945938791846726,
              "upper": 0.18805539419609488
            },
            {
              "event_time": -8,
              "estimate": 0.19341789431442474,
              "se": 0.04215922293287451,
              "pvalue": 2.5044931292734816e-05,
              "lower": 0.10899550660079424,
              "upper": 0.2778402820280552
            },
            {
              "event_time": -7,
              "estimate": 0.18045813733090757,
              "se": 0.03725051018582185,
              "pvalue": 1.0124157812148832e-05,
              "lower": 0.10586527734283148,
              "upper": 0.2550509973189837
            },
            {
              "event_time": -6,
              "estimate": 0.13462321691417153,
              "se": 0.0462994770377782,
              "pvalue": 0.005180648149215299,
              "lower": 0.04191011336278358,
              "upper": 0.2273363204655595
            },
            {
              "event_time": -5,
              "estimate": 0.037725273163369086,
              "se": 0.03193703485766738,
              "pvalue": 0.2424130017852612,
              "lower": -0.02622753601128272,
              "upper": 0.10167808233802089
            },
            {
              "event_time": -4,
              "estimate": 0.04724687033944952,
              "se": 0.032328856815310045,
              "pvalue": 0.14938440546994589,
              "lower": -0.017490548771573508,
              "upper": 0.11198428945047255
            },
            {
              "event_time": -3,
              "estimate": 0.10198036794670974,
              "se": 0.02561338605170356,
              "pvalue": 0.00019617458715941546,
              "lower": 0.0506904470826873,
              "upper": 0.15327028881073218
            },
            {
              "event_time": -2,
              "estimate": 0.02535775773660206,
              "se": 0.024856241364246603,
              "pvalue": 0.31195525260345447,
              "lower": -0.024416007043102136,
              "upper": 0.07513152251630625
            },
            {
              "event_time": 0,
              "estimate": 0.08313832164183202,
              "se": 0.02479428147488001,
              "pvalue": 0.001424773746527838,
              "lower": 0.03348862940044591,
              "upper": 0.13278801388321812
            },
            {
              "event_time": 1,
              "estimate": -0.03636740873806447,
              "se": 0.02043838594774126,
              "pvalue": 0.08051107704546391,
              "lower": -0.07729457064207504,
              "upper": 0.004559753165946097
            },
            {
              "event_time": 2,
              "estimate": 0.01722675188521776,
              "se": 0.020827746057438624,
              "pvalue": 0.4116262794639069,
              "lower": -0.024480090189687533,
              "upper": 0.05893359396012305
            },
            {
              "event_time": 3,
              "estimate": 0.004189484842998442,
              "se": 0.02119906008957796,
              "pvalue": 0.8440407961873393,
              "lower": -0.03826090075581594,
              "upper": 0.04663987044181282
            },
            {
              "event_time": 4,
              "estimate": 0.04861769341468239,
              "se": 0.022704105997342187,
              "pvalue": 0.03653296094806245,
              "lower": 0.0031535053709228628,
              "upper": 0.09408188145844192
            },
            {
              "event_time": 5,
              "estimate": 0.0650441139584205,
              "se": 0.034743455184550506,
              "pvalue": 0.0663225786626947,
              "lower": -0.004528454985066946,
              "upper": 0.13461668290190792
            },
            {
              "event_time": 9,
              "estimate": 0.07182121660845642,
              "se": 0.6976683112326807,
              "pvalue": 0.9183682351364421,
              "lower": -1.3252354786768747,
              "upper": 1.4688779118937876
            },
            {
              "event_time": 10,
              "estimate": -0.5879314047984923,
              "se": 0.6940275005385481,
              "pvalue": 0.4004656778095261,
              "lower": -1.9776975024250056,
              "upper": 0.8018346928280211
            },
            {
              "event_time": 11,
              "estimate": -1.315589017580631,
              "se": 0.7053433903496193,
              "pvalue": 0.06730706586395457,
              "lower": -2.7280147936949577,
              "upper": 0.09683675853369533
            },
            {
              "event_time": 12,
              "estimate": 1.5810700399758844,
              "se": 0.7091934557512927,
              "pvalue": 0.02974451088186576,
              "lower": 0.16093464087869558,
              "upper": 3.001205439073073
            },
            {
              "event_time": 13,
              "estimate": 0.01562572348172821,
              "se": 0.7127764090335216,
              "pvalue": 0.9825864715056499,
              "lower": -1.4116844158053772,
              "upper": 1.4429358627688338
            },
            {
              "event_time": 14,
              "estimate": -0.11268733294099151,
              "se": 0.7080104774930851,
              "pvalue": 0.8741050064102059,
              "lower": -1.5304538589370271,
              "upper": 1.3050791930550443
            }
          ]
        },
        "target": {
          "event_times": [
            0.0,
            1.0,
            2.0,
            3.0,
            4.0,
            5.0,
            9.0,
            10.0,
            11.0,
            12.0,
            13.0,
            14.0
          ],
          "weights": [
            0.21143473570658036,
            0.18743257820927725,
            0.17125134843581447,
            0.1574973031283711,
            0.1423948220064725,
            0.12837108953613807,
            0.00026968716289104636,
            0.00026968716289104636,
            0.00026968716289104636,
            0.00026968716289104636,
            0.00026968716289104636,
            0.00026968716289104636
          ],
          "weighting": "observations"
        },
        "checks": {
          "did2s_vs_direct_imputation_max_post_difference": 2.7755575615628914e-17,
          "package_aggregate_vs_estimable_cell_weights": 2.7755575615628914e-17,
          "saturated_vs_deviations_relative_rss_difference": 5.378113041522615e-11
        },
        "inference": {
          "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
          "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
        },
        "f_test": {
          "F": 3.688208885942443,
          "df_num": 22,
          "df_den": 143792,
          "pvalue": 1.057662324201833e-08,
          "log10_pvalue": -7.975652965706915,
          "inference": "Homoskedastic nested-model F",
          "observations": 158820,
          "design_columns": 149,
          "restricted_design_columns": 127,
          "fixed_effect_rank": 14879,
          "covariance_rank": 22,
          "rss_unrestricted": 123555.2853291665,
          "rss_restricted": 123625.00651968917,
          "test_horizon": null,
          "reference_cohort": 5,
          "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.-29.0]",
              "C(rel_time, contr.treatment(base=-1.0))[T.-28.0]",
              "C(rel_time, contr.treatment(base=-1.0))[T.-27.0]",
              "C(rel_time, contr.treatment(base=-1.0))[T.-26.0]",
              "C(rel_time, contr.treatment(base=-1.0))[T.-25.0]",
              "C(rel_time, contr.treatment(base=-1.0))[T.-24.0]"
            ],
            "data": [
              [
                -1.313146964007598e-05,
                -1.3728055306009966e-05,
                -1.414701109002704e-05,
                2.4785845223914273e-05,
                1.665250297927642e-05,
                9.171904054241041e-07
              ],
              [
                -8.373546198981468e-06,
                -9.95360498571133e-06,
                -1.0375448908192277e-05,
                7.812752872277644e-05,
                7.763512303745006e-05,
                6.581621374044636e-05
              ],
              [
                -3.484332336528214e-06,
                -6.062464808210452e-06,
                -6.46747708010763e-06,
                0.0001329773412113609,
                0.00014055295505713115,
                0.0001330467983951374
              ],
              [
                1.559471359765762e-07,
                -3.205069706463528e-06,
                -3.5058667687824186e-06,
                0.00016738035374068102,
                0.00018076583675845598,
                0.00017829798605241187
              ],
              [
                2.5056374960960017e-06,
                -1.4205787682267243e-06,
                -1.6918782182100456e-06,
                0.00019246602551426837,
                0.00020766440545120132,
                0.0002076592587541901
              ]
            ]
          },
          "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_19,ref=-1.0)+i(rel_time,cohort_dummy_21,ref=-1.0)+i(rel_time,cohort_dummy_27,ref=-1.0)+i(rel_time,cohort_dummy_30,ref=-1.0)+i(rel_time,cohort_dummy_31,ref=-1.0)+i(rel_time,cohort_dummy_35,ref=-1.0)|unit_fe+time_fe",
          "restriction_names": [
            "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",
            "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_19",
            "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_19",
            "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_19",
            "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_21",
            "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_21",
            "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_21",
            "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_21",
            "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_21",
            "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_27",
            "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_27",
            "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_27",
            "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_27",
            "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_27",
            "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_30",
            "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_30",
            "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_30",
            "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_30",
            "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_30",
            "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_31",
            "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_31"
          ],
          "deviations": [
            {
              "event_time": -18.0,
              "cohort": 19,
              "estimate": 0.16817032784773384
            },
            {
              "event_time": -17.0,
              "cohort": 19,
              "estimate": -0.11771037149525616
            },
            {
              "event_time": -16.0,
              "cohort": 19,
              "estimate": 0.22998779923046833
            },
            {
              "event_time": -15.0,
              "cohort": 19,
              "estimate": 0.4009347934843457
            },
            {
              "event_time": -14.0,
              "cohort": 19,
              "estimate": 0.9151701155635047
            },
            {
              "event_time": -13.0,
              "cohort": 19,
              "estimate": -0.42790177841554233
            },
            {
              "event_time": -12.0,
              "cohort": 19,
              "estimate": 0.1685719129821638
            },
            {
              "event_time": -11.0,
              "cohort": 19,
              "estimate": 0.15408954515358664
            },
            {
              "event_time": -10.0,
              "cohort": 19,
              "estimate": -0.5870318721858641
            },
            {
              "event_time": -9.0,
              "cohort": 19,
              "estimate": 0.3735830859244689
            },
            {
              "event_time": -8.0,
              "cohort": 19,
              "estimate": -0.014349120077784591
            },
            {
              "event_time": -7.0,
              "cohort": 19,
              "estimate": 0.38308133726922877
            },
            {
              "event_time": -6.0,
              "cohort": 19,
              "estimate": 0.4612146198365798
            },
            {
              "event_time": -5.0,
              "cohort": 19,
              "estimate": 0.3654535372478877
            },
            {
              "event_time": -4.0,
              "cohort": 19,
              "estimate": 0.7099514266939542
            },
            {
              "event_time": -3.0,
              "cohort": 19,
              "estimate": 0.6474334358388982
            },
            {
              "event_time": -2.0,
              "cohort": 19,
              "estimate": 0.10810017340947414
            },
            {
              "event_time": 0.0,
              "cohort": 19,
              "estimate": 0.32488499198521914
            },
            {
              "event_time": 1.0,
              "cohort": 19,
              "estimate": 0.08920032850165294
            },
            {
              "event_time": 2.0,
              "cohort": 19,
              "estimate": 0.7452950257825652
            },
            {
              "event_time": 3.0,
              "cohort": 19,
              "estimate": 0.18893558834797725
            },
            {
              "event_time": 4.0,
              "cohort": 19,
              "estimate": 0.797807210938682
            },
            {
              "event_time": 5.0,
              "cohort": 19,
              "estimate": 0.1577455593664886
            },
            {
              "event_time": -20.0,
              "cohort": 21,
              "estimate": 0.9375973981996045
            },
            {
              "event_time": -19.0,
              "cohort": 21,
              "estimate": 0.9447813672111298
            },
            {
              "event_time": -18.0,
              "cohort": 21,
              "estimate": 0.6999695689356534
            },
            {
              "event_time": -17.0,
              "cohort": 21,
              "estimate": 0.25785157803407377
            },
            {
              "event_time": -16.0,
              "cohort": 21,
              "estimate": 0.7338498019355626
            },
            {
              "event_time": -15.0,
              "cohort": 21,
              "estimate": 0.9025504676269551
            },
            {
              "event_time": -14.0,
              "cohort": 21,
              "estimate": 1.3815057155764745
            },
            {
              "event_time": -13.0,
              "cohort": 21,
              "estimate": -0.21902238161449725
            },
            {
              "event_time": -12.0,
              "cohort": 21,
              "estimate": 0.42271951620974096
            },
            {
              "event_time": -11.0,
              "cohort": 21,
              "estimate": 0.2733554419009835
            },
            {
              "event_time": -10.0,
              "cohort": 21,
              "estimate": -0.2498988889752894
            },
            {
              "event_time": -9.0,
              "cohort": 21,
              "estimate": 0.5437671294093689
            },
            {
              "event_time": -8.0,
              "cohort": 21,
              "estimate": 0.06458916799621964
            },
            {
              "event_time": -7.0,
              "cohort": 21,
              "estimate": 0.602014364772702
            },
            {
              "event_time": -6.0,
              "cohort": 21,
              "estimate": 0.7879066973759367
            },
            {
              "event_time": -5.0,
              "cohort": 21,
              "estimate": 0.3733330020568944
            },
            {
              "event_time": -4.0,
              "cohort": 21,
              "estimate": 0.9222084653688885
            },
            {
              "event_time": -3.0,
              "cohort": 21,
              "estimate": 0.7763114119224825
            },
            {
              "event_time": -2.0,
              "cohort": 21,
              "estimate": 0.4409579309314198
            },
            {
              "event_time": 0.0,
              "cohort": 21,
              "estimate": 0.3071952189831364
            },
            {
              "event_time": 1.0,
              "cohort": 21,
              "estimate": 0.38076804401505004
            },
            {
              "event_time": 2.0,
              "cohort": 21,
              "estimate": 0.7487488811387121
            },
            {
              "event_time": 3.0,
              "cohort": 21,
              "estimate": 0.5384925331687579
            },
            {
              "event_time": 4.0,
              "cohort": 21,
              "estimate": 0.7346739449338994
            },
            {
              "event_time": 5.0,
              "cohort": 21,
              "estimate": 0.12081303897804874
            },
            {
              "event_time": -26.0,
              "cohort": 27,
              "estimate": 0.3582444198427946
            },
            {
              "event_time": -25.0,
              "cohort": 27,
              "estimate": 0.32669781152439226
            },
            {
              "event_time": -24.0,
              "cohort": 27,
              "estimate": 0.2633256853614335
            },
            {
              "event_time": -23.0,
              "cohort": 27,
              "estimate": 0.33928207009316896
            },
            {
              "event_time": -22.0,
              "cohort": 27,
              "estimate": 0.02041235167453287
            },
            {
              "event_time": -21.0,
              "cohort": 27,
              "estimate": 0.22164968830569154
            },
            {
              "event_time": -20.0,
              "cohort": 27,
              "estimate": 0.1328076613856502
            },
            {
              "event_time": -19.0,
              "cohort": 27,
              "estimate": 0.31102708988166006
            },
            {
              "event_time": -18.0,
              "cohort": 27,
              "estimate": 0.2743701154668736
            },
            {
              "event_time": -17.0,
              "cohort": 27,
              "estimate": 0.02044514092230948
            },
            {
              "event_time": -16.0,
              "cohort": 27,
              "estimate": 0.19494966101575617
            },
            {
              "event_time": -15.0,
              "cohort": 27,
              "estimate": 0.40597272398875567
            },
            {
              "event_time": -14.0,
              "cohort": 27,
              "estimate": 0.9356514866365737
            },
            {
              "event_time": -13.0,
              "cohort": 27,
              "estimate": -0.6555407124165541
            },
            {
              "event_time": -12.0,
              "cohort": 27,
              "estimate": -0.10887492671541851
            },
            {
              "event_time": -11.0,
              "cohort": 27,
              "estimate": 0.030691235255502256
            },
            {
              "event_time": -10.0,
              "cohort": 27,
              "estimate": -0.7052082809068394
            },
            {
              "event_time": -9.0,
              "cohort": 27,
              "estimate": 0.01360248105564446
            },
            {
              "event_time": -8.0,
              "cohort": 27,
              "estimate": -0.2711814591470471
            },
            {
              "event_time": -7.0,
              "cohort": 27,
              "estimate": 0.10768907564035271
            },
            {
              "event_time": -6.0,
              "cohort": 27,
              "estimate": 0.2684651891609966
            },
            {
              "event_time": -5.0,
              "cohort": 27,
              "estimate": -0.01564763818075721
            },
            {
              "event_time": -4.0,
              "cohort": 27,
              "estimate": 0.5700732502361303
            },
            {
              "event_time": -3.0,
              "cohort": 27,
              "estimate": 0.35848554403244276
            },
            {
              "event_time": -2.0,
              "cohort": 27,
              "estimate": 0.26669178121340276
            },
            {
              "event_time": 0.0,
              "cohort": 27,
              "estimate": 0.07027523865637714
            },
            {
              "event_time": 1.0,
              "cohort": 27,
              "estimate": 0.06920790840835855
            },
            {
              "event_time": 2.0,
              "cohort": 27,
              "estimate": 0.284678550813719
            },
            {
              "event_time": 3.0,
              "cohort": 27,
              "estimate": -0.044256136335410194
            },
            {
              "event_time": 4.0,
              "cohort": 27,
              "estimate": 0.41980640401384717
            },
            {
              "event_time": 5.0,
              "cohort": 27,
              "estimate": -0.17923841609882207
            },
            {
              "event_time": -15.0,
              "cohort": 30,
              "estimate": 0.33670400768596115
            },
            {
              "event_time": -14.0,
              "cohort": 30,
              "estimate": 0.5401238752497641
            },
            {
              "event_time": -13.0,
              "cohort": 30,
              "estimate": -1.2184588307123858
            },
            {
              "event_time": -12.0,
              "cohort": 30,
              "estimate": -0.3736481163961235
            },
            {
              "event_time": -11.0,
              "cohort": 30,
              "estimate": -0.27828597769453056
            },
            {
              "event_time": -10.0,
              "cohort": 30,
              "estimate": -0.6562246575463017
            },
            {
              "event_time": -9.0,
              "cohort": 30,
              "estimate": -0.3400090392912128
            },
            {
              "event_time": -8.0,
              "cohort": 30,
              "estimate": -0.46401992176072243
            },
            {
              "event_time": -7.0,
              "cohort": 30,
              "estimate": -0.255504955877511
            },
            {
              "event_time": -6.0,
              "cohort": 30,
              "estimate": -0.03511034841554336
            },
            {
              "event_time": -5.0,
              "cohort": 30,
              "estimate": -0.1689238889379747
            },
            {
              "event_time": -4.0,
              "cohort": 30,
              "estimate": 0.2830693858596989
            },
            {
              "event_time": -3.0,
              "cohort": 30,
              "estimate": 0.036228885732427885
            },
            {
              "event_time": -2.0,
              "cohort": 30,
              "estimate": -0.2410528636742078
            },
            {
              "event_time": 0.0,
              "cohort": 30,
              "estimate": -0.4506772492940987
            },
            {
              "event_time": 1.0,
              "cohort": 30,
              "estimate": 0.23740298868834858
            },
            {
              "event_time": 2.0,
              "cohort": 30,
              "estimate": 0.6928917752271004
            },
            {
              "event_time": 3.0,
              "cohort": 30,
              "estimate": 0.34582577905175116
            },
            {
              "event_time": 4.0,
              "cohort": 30,
              "estimate": -0.0029890429036663058
            },
            {
              "event_time": 5.0,
              "cohort": 30,
              "estimate": -0.08732690735013982
            },
            {
              "event_time": -6.0,
              "cohort": 31,
              "estimate": -5.561313028242353
            },
            {
              "event_time": -5.0,
              "cohort": 31,
              "estimate": -8.07481889332703
            },
            {
              "event_time": -4.0,
              "cohort": 31,
              "estimate": -6.6608471149474875
            },
            {
              "event_time": -3.0,
              "cohort": 31,
              "estimate": -5.0176217746328895
            },
            {
              "event_time": -2.0,
              "cohort": 31,
              "estimate": -5.393975139744314
            },
            {
              "event_time": 0.0,
              "cohort": 31,
              "estimate": -2.9001070102679214
            },
            {
              "event_time": 1.0,
              "cohort": 31,
              "estimate": -7.675284060570315
            },
            {
              "event_time": 2.0,
              "cohort": 31,
              "estimate": -5.731968606590425
            },
            {
              "event_time": -2.0,
              "cohort": 35,
              "estimate": -0.17289391899821285
            },
            {
              "event_time": 0.0,
              "cohort": 35,
              "estimate": 0.3794154421428464
            }
          ]
        }
      }
    },
    "code_sha256": {
      "replication_engine.py": "8eee8d949c190fc20313074dd150ebb1656f810c950f0d9a9be8040549c27945",
      "reference_f_test.py": "3a7f065c4f089053f4685e7c1a255e83643baf5a171c8a252ac6ccb79b899653",
      "sparse_did2s.py": "16f2083b77e2a6a0fd9a4dda23961f99f24def371aa785b956cc08b5c86929f3",
      "frequency.py": "f8b8062ee5e78fff474749beed9c4a3c20ced533b2e327a18f101ff35bca26b2",
      "sparse_models.py": "1134e0c58f953739e0ba2b9de67820d0434145a3b29d0579ff9bde19c7cb69d9"
    }
  },
  "comparison": {
    "schema": "expensive-replication-v1",
    "config": {
      "outcomes": [
        "y"
      ],
      "treatments": [
        "d"
      ],
      "unit": "unit",
      "time": "time",
      "cluster": "cluster",
      "covariates": [],
      "baseline_by_time": [],
      "weight": null,
      "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": "s03-p001",
      "specification_id": "S03-P001",
      "source_specification_id": "PP-REPLY-T1-PA-ALL-CHGEMP",
      "study_id": 3,
      "study": "Reply: Do Powerful Politicians Really Cause Corporate Downsizing?",
      "citation": "Cohen et al. (2017), JPE. https://doi.org/10.1086/694203",
      "description": "PP-REPLY-T1-PA-ALL-CHGEMP",
      "data": "analyses/full-archive/prepared/S03-P001.parquet",
      "output_dir": "analyses/archive-expanded/fits/S03-P001"
    },
    "options": {
      "output_dir": "analyses/archive-expanded/fits/S03-P001",
      "regression_results": "analyses/archive-expanded/baselines/S03-P001.json",
      "display_window": [
        -10,
        10
      ],
      "timeout_seconds": 3600
    },
    "source": {
      "file": "S03-P001.parquet",
      "bytes": 1315505,
      "sha256": "a5963a9f5d939f904dd37556fe39efa5844ff660971f8dcf03ade027b8263198"
    },
    "regressions": {
      "y__d": {
        "sample": {
          "outcome": "y",
          "treatment": "d",
          "source_rows": 166729,
          "source_sd": 0.312741728978771,
          "rows": 158820,
          "units": 14838,
          "clusters": 58,
          "treated_units": 783,
          "never_treated_units": 14055,
          "treated_cohorts": 7,
          "latest_cohort_control_index": null,
          "unique_unit_period_cells": 158716,
          "unsupported_prediction_rows_removed": 0,
          "rows_without_never_control_time_fe_removed": 0,
          "initially_treated_units_removed": 199,
          "post_adoption_untreated_rows_removed": 5112,
          "units_without_minus_one_removed": 27,
          "additional_rows_removed": 2021
        },
        "estimates": [
          {
            "method": "Static TWFE",
            "estimate": -0.04554503237764617,
            "se": 0.02214473217513982,
            "pvalue": 0.044302697286042254,
            "lower": -0.08988909366361386,
            "upper": -0.0012009710916784724
          },
          {
            "method": "Dynamic TWFE",
            "estimate": 0.02423836125002131,
            "se": 0.11007633808788625,
            "pvalue": 0.8265053262660002,
            "lower": -0.19618570365620996,
            "upper": 0.2446624261562526
          },
          {
            "method": "BJS / did2s",
            "estimate": -0.0627428660212227,
            "se": 0.025020830210489543,
            "pvalue": 0.01502729612661687,
            "lower": -0.11284621428051295,
            "upper": -0.01263951776193245
          },
          {
            "method": "Sun\u2013Abraham",
            "estimate": 0.029550752772808053,
            "se": 0.01805694197448713,
            "pvalue": 0.10723867045347846,
            "lower": -0.006607649831524377,
            "upper": 0.06570915537714048
          }
        ],
        "event_studies": {
          "Dynamic TWFE": [
            {
              "event_time": -29,
              "estimate": -0.28945260915819104,
              "se": 0.1421220794263784,
              "pvalue": 0.04633998921638505,
              "lower": -0.5740471642121268,
              "upper": -0.004858054104255272
            },
            {
              "event_time": -28,
              "estimate": -0.2454036147350215,
              "se": 0.15228656371602248,
              "pvalue": 0.11260379168763814,
              "lower": -0.5503521984904757,
              "upper": 0.05954496902043263
            },
            {
              "event_time": -27,
              "estimate": -0.14646972412783332,
              "se": 0.1543060567607845,
              "pvalue": 0.3465182824615248,
              "lower": -0.4554622729507018,
              "upper": 0.16252282469503515
            },
            {
              "event_time": -26,
              "estimate": -0.01353623744114207,
              "se": 0.1304737810633311,
              "pvalue": 0.9177344607296549,
              "lower": -0.27480547736355965,
              "upper": 0.2477330024812755
            },
            {
              "event_time": -25,
              "estimate": 0.028034355934997836,
              "se": 0.13428197204819284,
              "pvalue": 0.8353702796605407,
              "lower": -0.2408606548969888,
              "upper": 0.29692936676698445
            },
            {
              "event_time": -24,
              "estimate": 0.006044089007844364,
              "se": 0.13867140756428314,
              "pvalue": 0.9653869884269878,
              "lower": -0.2716406148308983,
              "upper": 0.28372879284658703
            },
            {
              "event_time": -23,
              "estimate": 0.046457781528785456,
              "se": 0.125967318242573,
              "pvalue": 0.7136370668437418,
              "lower": -0.2057874222514849,
              "upper": 0.2987029853090558
            },
            {
              "event_time": -22,
              "estimate": -0.04938279272773557,
              "se": 0.13250732556144218,
              "pvalue": 0.7107690561877191,
              "lower": -0.31472413526755183,
              "upper": 0.2159585498120807
            },
            {
              "event_time": -21,
              "estimate": -0.0809753313597108,
              "se": 0.13922457019893142,
              "pvalue": 0.5631180970019387,
              "lower": -0.35976772426770703,
              "upper": 0.19781706154828543
            },
            {
              "event_time": -20,
              "estimate": -0.03248935507957,
              "se": 0.2198194041396203,
              "pvalue": 0.8830220347459702,
              "lower": -0.47267011915109025,
              "upper": 0.4076914089919502
            },
            {
              "event_time": -19,
              "estimate": 0.12833315453321517,
              "se": 0.16804792978221578,
              "pvalue": 0.448213492634589,
              "lower": -0.20817702036103244,
              "upper": 0.46484332942746276
            },
            {
              "event_time": -18,
              "estimate": 0.01728953126308609,
              "se": 0.1303687982461402,
              "pvalue": 0.8949608555284426,
              "lower": -0.24376948419408767,
              "upper": 0.2783485467202598
            },
            {
              "event_time": -17,
              "estimate": 0.009444842926116791,
              "se": 0.10166193346681486,
              "pvalue": 0.9263052712824738,
              "lower": -0.1941296673659204,
              "upper": 0.21301935321815402
            },
            {
              "event_time": -16,
              "estimate": 0.03333571610438187,
              "se": 0.16001650405844692,
              "pvalue": 0.8357164874386985,
              "lower": -0.2870918061891573,
              "upper": 0.353763238397921
            },
            {
              "event_time": -15,
              "estimate": 0.11709258289649353,
              "se": 0.1581353328506703,
              "pvalue": 0.462061410016507,
              "lower": -0.1995679590304602,
              "upper": 0.4337531248234473
            },
            {
              "event_time": -14,
              "estimate": 0.08825025336194706,
              "se": 0.15212817247954116,
              "pvalue": 0.5641303194431213,
              "lower": -0.21638115741339883,
              "upper": 0.392881664137293
            },
            {
              "event_time": -13,
              "estimate": 0.1294923680360921,
              "se": 0.14159164221467577,
              "pvalue": 0.3642815764452448,
              "lower": -0.15404000482308655,
              "upper": 0.41302474089527075
            },
            {
              "event_time": -12,
              "estimate": 0.026951068538099546,
              "se": 0.17274419023493484,
              "pvalue": 0.876570694273658,
              "lower": -0.31896320570055237,
              "upper": 0.37286534277675143
            },
            {
              "event_time": -11,
              "estimate": 0.1383849432504,
              "se": 0.1019208215209448,
              "pvalue": 0.17988797748201152,
              "lower": -0.06570798142785547,
              "upper": 0.3424778679286554
            },
            {
              "event_time": -10,
              "estimate": 0.05046791758000462,
              "se": 0.15481837192587591,
              "pvalue": 0.7456321750920135,
              "lower": -0.25955052466523043,
              "upper": 0.3604863598252397
            },
            {
              "event_time": -9,
              "estimate": 0.10698866270406149,
              "se": 0.17479886176916154,
              "pvalue": 0.5429271739394225,
              "lower": -0.24304002031206778,
              "upper": 0.45701734572019076
            },
            {
              "event_time": -8,
              "estimate": 0.19824561016045203,
              "se": 0.12394466497708029,
              "pvalue": 0.11524538684480715,
              "lower": -0.04994930031954703,
              "upper": 0.4464405206404511
            },
            {
              "event_time": -7,
              "estimate": 0.19334254825197095,
              "se": 0.16901880659977384,
              "pvalue": 0.2574416499106649,
              "lower": -0.14511177393466307,
              "upper": 0.5317968704386049
            },
            {
              "event_time": -6,
              "estimate": 0.15512617217847535,
              "se": 0.18245924631902363,
              "pvalue": 0.3987731835705901,
              "lower": -0.2102421663036393,
              "upper": 0.52049451066059
            },
            {
              "event_time": -5,
              "estimate": 0.0468570316230122,
              "se": 0.12762176661950445,
              "pvalue": 0.7148626767180254,
              "lower": -0.2087011478862435,
              "upper": 0.3024152111322679
            },
            {
              "event_time": -4,
              "estimate": 0.054344850166672426,
              "se": 0.11674291369013956,
              "pvalue": 0.6433409322873672,
              "lower": -0.17942880211482326,
              "upper": 0.2881185024481681
            },
            {
              "event_time": -3,
              "estimate": 0.10162034111340075,
              "se": 0.12991796419293128,
              "pvalue": 0.4373411384676315,
              "lower": -0.15853589472434998,
              "upper": 0.36177657695115145
            },
            {
              "event_time": -2,
              "estimate": 0.02220624748826295,
              "se": 0.06504275727651894,
              "pvalue": 0.7340503692023439,
              "lower": -0.10803962733501504,
              "upper": 0.15245212231154093
            },
            {
              "event_time": 0,
              "estimate": 0.08272041140074801,
              "se": 0.10611780148976231,
              "pvalue": 0.4389011280700228,
              "lower": -0.12977682069840077,
              "upper": 0.29521764349989676
            },
            {
              "event_time": 1,
              "estimate": -0.03800422584740355,
              "se": 0.10634838014953937,
              "pvalue": 0.7221451161703712,
              "lower": -0.25096318374840554,
              "upper": 0.1749547320535984
            },
            {
              "event_time": 2,
              "estimate": 0.019760671445100922,
              "se": 0.1175626888526766,
              "pvalue": 0.8671104163168143,
              "lower": -0.21565455228375985,
              "upper": 0.2551758951739617
            },
            {
              "event_time": 3,
              "estimate": 0.0010774818833747884,
              "se": 0.1356876392130361,
              "pvalue": 0.9936918733409345,
              "lower": -0.27063232889346994,
              "upper": 0.27278729266021956
            },
            {
              "event_time": 4,
              "estimate": 0.03473530979967569,
              "se": 0.11670402562355293,
              "pvalue": 0.7670631821810555,
              "lower": -0.19896047047170168,
              "upper": 0.26843109007105304
            },
            {
              "event_time": 5,
              "estimate": 0.044996993137611144,
              "se": 0.12770805697650014,
              "pvalue": 0.7258807804360915,
              "lower": -0.21073397983099834,
              "upper": 0.3007279661062206
            },
            {
              "event_time": 9,
              "estimate": -0.11374723605620708,
              "se": 0.7657713398456168,
              "pvalue": 0.8824413309567194,
              "lower": -1.64717789381205,
              "upper": 1.419683421699636
            },
            {
              "event_time": 10,
              "estimate": -0.7825369654152865,
              "se": 0.7653124212199853,
              "pvalue": 0.3108613894947555,
              "lower": -2.315048654474677,
              "upper": 0.7499747236441039
            },
            {
              "event_time": 11,
              "estimate": -1.5094841741966487,
              "se": 0.7775081263873189,
              "pvalue": 0.0571543049421181,
              "lower": -3.0664173416053213,
              "upper": 0.047448993212024115
            },
            {
              "event_time": 12,
              "estimate": 1.3878526179300494,
              "se": 0.7805383801137674,
              "pvalue": 0.08072616320788116,
              "lower": -0.17514852789872437,
              "upper": 2.9508537637588232
            },
            {
              "event_time": 13,
              "estimate": -0.17629767304308894,
              "se": 0.7836732727128044,
              "pvalue": 0.8228124375448784,
              "lower": -1.7455763330200214,
              "upper": 1.3929809869338434
            },
            {
              "event_time": 14,
              "estimate": -0.305896723642405,
              "se": 0.77865423396548,
              "pvalue": 0.6958933805669072,
              "lower": -1.865124931888977,
              "upper": 1.253331484604167
            }
          ],
          "BJS / did2s": [
            {
              "event_time": -29,
              "estimate": -0.27478440574624174,
              "se": 0.027104723478197146,
              "pvalue": 2.2710261088859658e-14,
              "lower": -0.32906067829496555,
              "upper": -0.22050813319751794
            },
            {
              "event_time": -28,
              "estimate": -0.22472275179855308,
              "se": 0.022127616035068798,
              "pvalue": 2.1275753439105984e-14,
              "lower": -0.2690325386052322,
              "upper": -0.18041296499187398
            },
            {
              "event_time": -27,
              "estimate": -0.12086754172657146,
              "se": 0.02361107610206801,
              "pvalue": 3.7699230561630855e-06,
              "lower": -0.168147906077654,
              "upper": -0.07358717737548894
            },
            {
              "event_time": -26,
              "estimate": -0.06324768268347516,
              "se": 0.024852369596100182,
              "pvalue": 0.013661700957662115,
              "lower": -0.11301369438119976,
              "upper": -0.013481670985750559
            },
            {
              "event_time": -25,
              "estimate": -0.028838695604534434,
              "se": 0.0193073620806154,
              "pvalue": 0.14077899919779754,
              "lower": -0.06750102128099172,
              "upper": 0.009823630071922856
            },
            {
              "event_time": -24,
              "estimate": -0.0453763866701128,
              "se": 0.02222509636497261,
              "pvalue": 0.045821886685376165,
              "lower": -0.08988137447038458,
              "upper": -0.0008713988698410349
            },
            {
              "event_time": -23,
              "estimate": -0.00638801536570456,
              "se": 0.014586932368160844,
              "pvalue": 0.6630941036586573,
              "lower": -0.03559784358996062,
              "upper": 0.0228218128585515
            },
            {
              "event_time": -22,
              "estimate": -0.09841727226297814,
              "se": 0.021237915933420375,
              "pvalue": 2.1302738275925766e-05,
              "lower": -0.14094546534697855,
              "upper": -0.055889079178977716
            },
            {
              "event_time": -21,
              "estimate": -0.13113433838725855,
              "se": 0.019988308121217893,
              "pvalue": 1.7114133238187216e-08,
              "lower": -0.1711602349896633,
              "upper": -0.0911084417848538
            },
            {
              "event_time": -20,
              "estimate": -0.08654094597393303,
              "se": 0.07835344820924146,
              "pvalue": 0.2740194240801911,
              "lower": -0.24344101962928585,
              "upper": 0.0703591276814198
            },
            {
              "event_time": -19,
              "estimate": 0.0673664437474426,
              "se": 0.03679726641420835,
              "pvalue": 0.07236757644104069,
              "lower": -0.006318811243338662,
              "upper": 0.14105169873822387
            },
            {
              "event_time": -18,
              "estimate": -0.04033663138603363,
              "se": 0.011001957027531482,
              "pvalue": 0.0005419633108349798,
              "lower": -0.06236767031826938,
              "upper": -0.018305592453797884
            },
            {
              "event_time": -17,
              "estimate": -0.05116984727223141,
              "se": 0.03322669294034035,
              "pvalue": 0.12908849571930772,
              "lower": -0.1177051522117313,
              "upper": 0.01536545766726849
            },
            {
              "event_time": -16,
              "estimate": -0.023705458447395942,
              "se": 0.026906087959631553,
              "pvalue": 0.38199377923777933,
              "lower": -0.07758397023120377,
              "upper": 0.030173053336411886
            },
            {
              "event_time": -15,
              "estimate": 0.055479133869658866,
              "se": 0.026892362238718454,
              "pvalue": 0.04367792704781648,
              "lower": 0.0016281073678833871,
              "upper": 0.10933016037143434
            },
            {
              "event_time": -14,
              "estimate": 0.02398892929015919,
              "se": 0.01888523127611605,
              "pvalue": 0.20915699278690844,
              "lower": -0.013828094030985425,
              "upper": 0.06180595261130381
            },
            {
              "event_time": -13,
              "estimate": 0.05942131314187622,
              "se": 0.01539197938939029,
              "pvalue": 0.0002911608036343445,
              "lower": 0.028599406064503084,
              "upper": 0.09024322021924935
            },
            {
              "event_time": -12,
              "estimate": -0.03616937711898036,
              "se": 0.04089042320405134,
              "pvalue": 0.38011871020569626,
              "lower": -0.11805103720088467,
              "upper": 0.04571228296292395
            },
            {
              "event_time": -11,
              "estimate": 0.0694661734343568,
              "se": 0.028508026256097812,
              "pvalue": 0.017966910848794006,
              "lower": 0.012379835543959813,
              "upper": 0.1265525113247538
            },
            {
              "event_time": -10,
              "estimate": -0.011508679407456956,
              "se": 0.028219827964461455,
              "pvalue": 0.6849318298176076,
              "lower": -0.06801791017342547,
              "upper": 0.045000551358511554
            },
            {
              "event_time": -9,
              "estimate": 0.03630098506580069,
              "se": 0.045337251817445745,
              "pvalue": 0.42663725441432415,
              "lower": -0.05448529571781284,
              "upper": 0.1270872658494142
            },
            {
              "event_time": -8,
              "estimate": 0.12343532005153074,
              "se": 0.012015923581631538,
              "pvalue": 1.390031120302806e-14,
              "lower": 0.0993738481178333,
              "upper": 0.1474967919852282
            },
            {
              "event_time": -7,
              "estimate": 0.11847323216447597,
              "se": 0.049649336687212546,
              "pvalue": 0.02036700465690892,
              "lower": 0.019052150371623056,
              "upper": 0.2178943139573289
            },
            {
              "event_time": -6,
              "estimate": 0.06962336656004876,
              "se": 0.05840741767497917,
              "pvalue": 0.23818896437715556,
              "lower": -0.047335469900480084,
              "upper": 0.1865822030205776
            },
            {
              "event_time": -5,
              "estimate": -0.029500827121495037,
              "se": 0.01402430357932551,
              "pvalue": 0.03984230955797864,
              "lower": -0.057584010629705605,
              "upper": -0.001417643613284468
            },
            {
              "event_time": -4,
              "estimate": -0.021745411339609628,
              "se": 0.018949121307514475,
              "pvalue": 0.2559406514233114,
              "lower": -0.05969037224182261,
              "upper": 0.01619954956260335
            },
            {
              "event_time": -3,
              "estimate": 0.008985475723360213,
              "se": 0.01413898740495993,
              "pvalue": 0.5276387459886283,
              "lower": -0.01932735818442264,
              "upper": 0.03729830963114306
            },
            {
              "event_time": -2,
              "estimate": -0.06252310631649709,
              "se": 0.05933974136210585,
              "pvalue": 0.29649084587044766,
              "lower": -0.18134888875737593,
              "upper": 0.056302676124381765
            },
            {
              "event_time": -1,
              "estimate": -0.09550550216384016,
              "se": 0.1043483923239729,
              "pvalue": 0.3639130599057432,
              "lower": -0.30445955352514276,
              "upper": 0.11344854919746242
            },
            {
              "event_time": 0,
              "estimate": -0.01928071111373973,
              "se": 0.0440062653249049,
              "pvalue": 0.6629439757605365,
              "lower": -0.10740173741925733,
              "upper": 0.06884031519177787
            },
            {
              "event_time": 1,
              "estimate": -0.13587670382567593,
              "se": 0.023970938473672987,
              "pvalue": 4.989810674064898e-07,
              "lower": -0.18387768014599598,
              "upper": -0.08787572750535588
            },
            {
              "event_time": 2,
              "estimate": -0.07887563099511287,
              "se": 0.04742796289817974,
              "pvalue": 0.10178974894111938,
              "lower": -0.17384848850325318,
              "upper": 0.01609722651302746
            },
            {
              "event_time": 3,
              "estimate": -0.08972948700441077,
              "se": 0.0900255408936774,
              "pvalue": 0.3231171384430986,
              "lower": -0.2700025230979898,
              "upper": 0.09054354908916826
            },
            {
              "event_time": 4,
              "estimate": -0.04719005895369112,
              "se": 0.027426528197788916,
              "pvalue": 0.0907485112330581,
              "lower": -0.10211073433803425,
              "upper": 0.007730616430652017
            },
            {
              "event_time": 5,
              "estimate": -0.012177029595465424,
              "se": 0.040205913680593314,
              "pvalue": 0.7630940822520836,
              "lower": -0.09268798300008929,
              "upper": 0.06833392380915845
            },
            {
              "event_time": 9,
              "estimate": 1.8121586042641917,
              "se": 0.04499642256790258,
              "pvalue": 1.43954463337419e-43,
              "lower": 1.7220548222803045,
              "upper": 1.902262386248079
            },
            {
              "event_time": 10,
              "estimate": 1.1538802298061324,
              "se": 0.050521642480591704,
              "pvalue": 2.278873629829956e-30,
              "lower": 1.0527123857920984,
              "upper": 1.2550480738201664
            },
            {
              "event_time": 11,
              "estimate": 0.4260943518445127,
              "se": 0.054280595171784456,
              "pvalue": 1.2208698991668898e-10,
              "lower": 0.3173993349032561,
              "upper": 0.5347893687857693
            },
            {
              "event_time": 12,
              "estimate": 3.322769008764013,
              "se": 0.0321697355685192,
              "pvalue": 1.5801323509801322e-66,
              "lower": 3.2583502244535283,
              "upper": 3.387187793074498
            },
            {
              "event_time": 13,
              "estimate": 1.756794783665264,
              "se": 0.039726120501268426,
              "pvalue": 8.188387782818995e-46,
              "lower": 1.6772445995298417,
              "upper": 1.8363449678006862
            },
            {
              "event_time": 14,
              "estimate": 1.6288057944418608,
              "se": 0.04709056047685144,
              "pvalue": 6.010101919880763e-40,
              "lower": 1.5345085736283115,
              "upper": 1.72310301525541
            }
          ],
          "Sun\u2013Abraham": [
            {
              "event_time": -29,
              "estimate": -0.6234216047839609,
              "se": 0.05552878091770319,
              "pvalue": 4.563973105505062e-16,
              "lower": -0.7346160705681991,
              "upper": -0.5122271389997227
            },
            {
              "event_time": -28,
              "estimate": -0.5746536493217164,
              "se": 0.05604851593093282,
              "pvalue": 1.4941028724597158e-14,
              "lower": -0.6868888665179311,
              "upper": -0.46241843212550165
            },
            {
              "event_time": -27,
              "estimate": -0.48213198056742884,
              "se": 0.05877827163378499,
              "pvalue": 3.1704967732612926e-11,
              "lower": -0.5998334392709077,
              "upper": -0.36443052186395003
            },
            {
              "event_time": -26,
              "estimate": -0.14982180218048635,
              "se": 0.050129372514600194,
              "pvalue": 0.004128637704348582,
              "lower": -0.2502041391369052,
              "upper": -0.04943946522406749
            },
            {
              "event_time": -25,
              "estimate": -0.11485554251315928,
              "se": 0.04332205135794072,
              "pvalue": 0.010366508407756348,
              "lower": -0.20160645398306665,
              "upper": -0.028104631043251935
            },
            {
              "event_time": -24,
              "estimate": -0.14527930757967697,
              "se": 0.0484267187179059,
              "pvalue": 0.003999095473017271,
              "lower": -0.24225213911908483,
              "upper": -0.04830647604026912
            },
            {
              "event_time": -23,
              "estimate": -0.1109708306464802,
              "se": 0.036845240095497375,
              "pvalue": 0.0038673442133281936,
              "lower": -0.1847521512769978,
              "upper": -0.037189510015962615
            },
            {
              "event_time": -22,
              "estimate": -0.1966675582615464,
              "se": 0.03708623236670609,
              "pvalue": 1.9277404091552956e-06,
              "lower": -0.27093145759111553,
              "upper": -0.12240365893197726
            },
            {
              "event_time": -21,
              "estimate": -0.22641186314122747,
              "se": 0.04826450461475049,
              "pvalue": 1.7433746614596655e-05,
              "lower": -0.32305986654205676,
              "upper": -0.1297638597403982
            },
            {
              "event_time": -20,
              "estimate": -0.09618626715186787,
              "se": 0.03830872794468355,
              "pvalue": 0.014905760785818201,
              "lower": -0.17289817165047283,
              "upper": -0.019474362653262897
            },
            {
              "event_time": -19,
              "estimate": 0.06043335245381028,
              "se": 0.031824754783759054,
              "pvalue": 0.06263762588761304,
              "lower": -0.003294619751073466,
              "upper": 0.12416132465869402
            },
            {
              "event_time": -18,
              "estimate": -0.04769554866383294,
              "se": 0.033049893567545764,
              "pvalue": 0.15445509601925705,
              "lower": -0.11387681896608737,
              "upper": 0.018485721638421493
            },
            {
              "event_time": -17,
              "estimate": -0.048712682642423774,
              "se": 0.03724759999767673,
              "pvalue": 0.19618883422925187,
              "lower": -0.12329971507925921,
              "upper": 0.025874349794411666
            },
            {
              "event_time": -16,
              "estimate": -0.009059068386389396,
              "se": 0.038105466987293536,
              "pvalue": 0.8129378036485386,
              "lower": -0.08536394983859845,
              "upper": 0.06724581306581966
            },
            {
              "event_time": -15,
              "estimate": 0.08139853501604218,
              "se": 0.04288380690175914,
              "pvalue": 0.06274813883549188,
              "lower": -0.004474807067635797,
              "upper": 0.16727187709972013
            },
            {
              "event_time": -14,
              "estimate": 0.07287668182985944,
              "se": 0.043107101870927526,
              "pvalue": 0.09637610804922166,
              "lower": -0.013443800716811671,
              "upper": 0.15919716437653056
            },
            {
              "event_time": -13,
              "estimate": 0.12662515484647682,
              "se": 0.03814088033113384,
              "pvalue": 0.0015741666697732136,
              "lower": 0.05024935939642956,
              "upper": 0.2030009502965241
            },
            {
              "event_time": -12,
              "estimate": 0.02605464857229199,
              "se": 0.037498921705893196,
              "pvalue": 0.4899966752930902,
              "lower": -0.04903564690441693,
              "upper": 0.10114494404900091
            },
            {
              "event_time": -11,
              "estimate": 0.13770879577558567,
              "se": 0.047340564696326956,
              "pvalue": 0.005162905944152312,
              "lower": 0.042910950147859686,
              "upper": 0.23250664140331168
            },
            {
              "event_time": -10,
              "estimate": 0.04519775262594969,
              "se": 0.045694116710900505,
              "pvalue": 0.3267764022130037,
              "lower": -0.04630313778044057,
              "upper": 0.13669864303233994
            },
            {
              "event_time": -9,
              "estimate": 0.1055006664939708,
              "se": 0.04122654266973145,
              "pvalue": 0.013175242389265188,
              "lower": 0.022945938791846726,
              "upper": 0.18805539419609488
            },
            {
              "event_time": -8,
              "estimate": 0.19341789431442474,
              "se": 0.04215922293287451,
              "pvalue": 2.5044931292734816e-05,
              "lower": 0.10899550660079424,
              "upper": 0.2778402820280552
            },
            {
              "event_time": -7,
              "estimate": 0.18045813733090757,
              "se": 0.03725051018582185,
              "pvalue": 1.0124157812148832e-05,
              "lower": 0.10586527734283148,
              "upper": 0.2550509973189837
            },
            {
              "event_time": -6,
              "estimate": 0.13462321691417153,
              "se": 0.0462994770377782,
              "pvalue": 0.005180648149215299,
              "lower": 0.04191011336278358,
              "upper": 0.2273363204655595
            },
            {
              "event_time": -5,
              "estimate": 0.037725273163369086,
              "se": 0.03193703485766738,
              "pvalue": 0.2424130017852612,
              "lower": -0.02622753601128272,
              "upper": 0.10167808233802089
            },
            {
              "event_time": -4,
              "estimate": 0.04724687033944952,
              "se": 0.032328856815310045,
              "pvalue": 0.14938440546994589,
              "lower": -0.017490548771573508,
              "upper": 0.11198428945047255
            },
            {
              "event_time": -3,
              "estimate": 0.10198036794670974,
              "se": 0.02561338605170356,
              "pvalue": 0.00019617458715941546,
              "lower": 0.0506904470826873,
              "upper": 0.15327028881073218
            },
            {
              "event_time": -2,
              "estimate": 0.02535775773660206,
              "se": 0.024856241364246603,
              "pvalue": 0.31195525260345447,
              "lower": -0.024416007043102136,
              "upper": 0.07513152251630625
            },
            {
              "event_time": 0,
              "estimate": 0.08313832164183202,
              "se": 0.02479428147488001,
              "pvalue": 0.001424773746527838,
              "lower": 0.03348862940044591,
              "upper": 0.13278801388321812
            },
            {
              "event_time": 1,
              "estimate": -0.03636740873806447,
              "se": 0.02043838594774126,
              "pvalue": 0.08051107704546391,
              "lower": -0.07729457064207504,
              "upper": 0.004559753165946097
            },
            {
              "event_time": 2,
              "estimate": 0.01722675188521776,
              "se": 0.020827746057438624,
              "pvalue": 0.4116262794639069,
              "lower": -0.024480090189687533,
              "upper": 0.05893359396012305
            },
            {
              "event_time": 3,
              "estimate": 0.004189484842998442,
              "se": 0.02119906008957796,
              "pvalue": 0.8440407961873393,
              "lower": -0.03826090075581594,
              "upper": 0.04663987044181282
            },
            {
              "event_time": 4,
              "estimate": 0.04861769341468239,
              "se": 0.022704105997342187,
              "pvalue": 0.03653296094806245,
              "lower": 0.0031535053709228628,
              "upper": 0.09408188145844192
            },
            {
              "event_time": 5,
              "estimate": 0.0650441139584205,
              "se": 0.034743455184550506,
              "pvalue": 0.0663225786626947,
              "lower": -0.004528454985066946,
              "upper": 0.13461668290190792
            },
            {
              "event_time": 9,
              "estimate": 0.07182121660845642,
              "se": 0.6976683112326807,
              "pvalue": 0.9183682351364421,
              "lower": -1.3252354786768747,
              "upper": 1.4688779118937876
            },
            {
              "event_time": 10,
              "estimate": -0.5879314047984923,
              "se": 0.6940275005385481,
              "pvalue": 0.4004656778095261,
              "lower": -1.9776975024250056,
              "upper": 0.8018346928280211
            },
            {
              "event_time": 11,
              "estimate": -1.315589017580631,
              "se": 0.7053433903496193,
              "pvalue": 0.06730706586395457,
              "lower": -2.7280147936949577,
              "upper": 0.09683675853369533
            },
            {
              "event_time": 12,
              "estimate": 1.5810700399758844,
              "se": 0.7091934557512927,
              "pvalue": 0.02974451088186576,
              "lower": 0.16093464087869558,
              "upper": 3.001205439073073
            },
            {
              "event_time": 13,
              "estimate": 0.01562572348172821,
              "se": 0.7127764090335216,
              "pvalue": 0.9825864715056499,
              "lower": -1.4116844158053772,
              "upper": 1.4429358627688338
            },
            {
              "event_time": 14,
              "estimate": -0.11268733294099151,
              "se": 0.7080104774930851,
              "pvalue": 0.8741050064102059,
              "lower": -1.5304538589370271,
              "upper": 1.3050791930550443
            }
          ]
        },
        "target": {
          "event_times": [
            0.0,
            1.0,
            2.0,
            3.0,
            4.0,
            5.0,
            9.0,
            10.0,
            11.0,
            12.0,
            13.0,
            14.0
          ],
          "weights": [
            0.21143473570658036,
            0.18743257820927725,
            0.17125134843581447,
            0.1574973031283711,
            0.1423948220064725,
            0.12837108953613807,
            0.00026968716289104636,
            0.00026968716289104636,
            0.00026968716289104636,
            0.00026968716289104636,
            0.00026968716289104636,
            0.00026968716289104636
          ],
          "weighting": "observations"
        },
        "checks": {
          "did2s_vs_direct_imputation_max_post_difference": 2.7755575615628914e-17,
          "package_aggregate_vs_estimable_cell_weights": 2.7755575615628914e-17,
          "saturated_vs_deviations_relative_rss_difference": 5.378113041522615e-11
        },
        "inference": {
          "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
          "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
        },
        "f_test": {
          "F": 3.688208885942443,
          "df_num": 22,
          "df_den": 143792,
          "pvalue": 1.057662324201833e-08,
          "log10_pvalue": -7.975652965706915,
          "inference": "Homoskedastic nested-model F",
          "observations": 158820,
          "design_columns": 149,
          "restricted_design_columns": 127,
          "fixed_effect_rank": 14879,
          "covariance_rank": 22,
          "rss_unrestricted": 123555.2853291665,
          "rss_restricted": 123625.00651968917,
          "test_horizon": null,
          "reference_cohort": 5,
          "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.-29.0]",
              "C(rel_time, contr.treatment(base=-1.0))[T.-28.0]",
              "C(rel_time, contr.treatment(base=-1.0))[T.-27.0]",
              "C(rel_time, contr.treatment(base=-1.0))[T.-26.0]",
              "C(rel_time, contr.treatment(base=-1.0))[T.-25.0]",
              "C(rel_time, contr.treatment(base=-1.0))[T.-24.0]"
            ],
            "data": [
              [
                -1.313146964007598e-05,
                -1.3728055306009966e-05,
                -1.414701109002704e-05,
                2.4785845223914273e-05,
                1.665250297927642e-05,
                9.171904054241041e-07
              ],
              [
                -8.373546198981468e-06,
                -9.95360498571133e-06,
                -1.0375448908192277e-05,
                7.812752872277644e-05,
                7.763512303745006e-05,
                6.581621374044636e-05
              ],
              [
                -3.484332336528214e-06,
                -6.062464808210452e-06,
                -6.46747708010763e-06,
                0.0001329773412113609,
                0.00014055295505713115,
                0.0001330467983951374
              ],
              [
                1.559471359765762e-07,
                -3.205069706463528e-06,
                -3.5058667687824186e-06,
                0.00016738035374068102,
                0.00018076583675845598,
                0.00017829798605241187
              ],
              [
                2.5056374960960017e-06,
                -1.4205787682267243e-06,
                -1.6918782182100456e-06,
                0.00019246602551426837,
                0.00020766440545120132,
                0.0002076592587541901
              ]
            ]
          },
          "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_19,ref=-1.0)+i(rel_time,cohort_dummy_21,ref=-1.0)+i(rel_time,cohort_dummy_27,ref=-1.0)+i(rel_time,cohort_dummy_30,ref=-1.0)+i(rel_time,cohort_dummy_31,ref=-1.0)+i(rel_time,cohort_dummy_35,ref=-1.0)|unit_fe+time_fe",
          "restriction_names": [
            "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",
            "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_19",
            "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_19",
            "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_19",
            "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_21",
            "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_21",
            "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_21",
            "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_21",
            "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_21",
            "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_27",
            "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_27",
            "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_27",
            "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_27",
            "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_27",
            "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_30",
            "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_30",
            "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_30",
            "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_30",
            "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_30",
            "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_31",
            "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_31"
          ],
          "deviations": [
            {
              "event_time": -18.0,
              "cohort": 19,
              "estimate": 0.16817032784773384
            },
            {
              "event_time": -17.0,
              "cohort": 19,
              "estimate": -0.11771037149525616
            },
            {
              "event_time": -16.0,
              "cohort": 19,
              "estimate": 0.22998779923046833
            },
            {
              "event_time": -15.0,
              "cohort": 19,
              "estimate": 0.4009347934843457
            },
            {
              "event_time": -14.0,
              "cohort": 19,
              "estimate": 0.9151701155635047
            },
            {
              "event_time": -13.0,
              "cohort": 19,
              "estimate": -0.42790177841554233
            },
            {
              "event_time": -12.0,
              "cohort": 19,
              "estimate": 0.1685719129821638
            },
            {
              "event_time": -11.0,
              "cohort": 19,
              "estimate": 0.15408954515358664
            },
            {
              "event_time": -10.0,
              "cohort": 19,
              "estimate": -0.5870318721858641
            },
            {
              "event_time": -9.0,
              "cohort": 19,
              "estimate": 0.3735830859244689
            },
            {
              "event_time": -8.0,
              "cohort": 19,
              "estimate": -0.014349120077784591
            },
            {
              "event_time": -7.0,
              "cohort": 19,
              "estimate": 0.38308133726922877
            },
            {
              "event_time": -6.0,
              "cohort": 19,
              "estimate": 0.4612146198365798
            },
            {
              "event_time": -5.0,
              "cohort": 19,
              "estimate": 0.3654535372478877
            },
            {
              "event_time": -4.0,
              "cohort": 19,
              "estimate": 0.7099514266939542
            },
            {
              "event_time": -3.0,
              "cohort": 19,
              "estimate": 0.6474334358388982
            },
            {
              "event_time": -2.0,
              "cohort": 19,
              "estimate": 0.10810017340947414
            },
            {
              "event_time": 0.0,
              "cohort": 19,
              "estimate": 0.32488499198521914
            },
            {
              "event_time": 1.0,
              "cohort": 19,
              "estimate": 0.08920032850165294
            },
            {
              "event_time": 2.0,
              "cohort": 19,
              "estimate": 0.7452950257825652
            },
            {
              "event_time": 3.0,
              "cohort": 19,
              "estimate": 0.18893558834797725
            },
            {
              "event_time": 4.0,
              "cohort": 19,
              "estimate": 0.797807210938682
            },
            {
              "event_time": 5.0,
              "cohort": 19,
              "estimate": 0.1577455593664886
            },
            {
              "event_time": -20.0,
              "cohort": 21,
              "estimate": 0.9375973981996045
            },
            {
              "event_time": -19.0,
              "cohort": 21,
              "estimate": 0.9447813672111298
            },
            {
              "event_time": -18.0,
              "cohort": 21,
              "estimate": 0.6999695689356534
            },
            {
              "event_time": -17.0,
              "cohort": 21,
              "estimate": 0.25785157803407377
            },
            {
              "event_time": -16.0,
              "cohort": 21,
              "estimate": 0.7338498019355626
            },
            {
              "event_time": -15.0,
              "cohort": 21,
              "estimate": 0.9025504676269551
            },
            {
              "event_time": -14.0,
              "cohort": 21,
              "estimate": 1.3815057155764745
            },
            {
              "event_time": -13.0,
              "cohort": 21,
              "estimate": -0.21902238161449725
            },
            {
              "event_time": -12.0,
              "cohort": 21,
              "estimate": 0.42271951620974096
            },
            {
              "event_time": -11.0,
              "cohort": 21,
              "estimate": 0.2733554419009835
            },
            {
              "event_time": -10.0,
              "cohort": 21,
              "estimate": -0.2498988889752894
            },
            {
              "event_time": -9.0,
              "cohort": 21,
              "estimate": 0.5437671294093689
            },
            {
              "event_time": -8.0,
              "cohort": 21,
              "estimate": 0.06458916799621964
            },
            {
              "event_time": -7.0,
              "cohort": 21,
              "estimate": 0.602014364772702
            },
            {
              "event_time": -6.0,
              "cohort": 21,
              "estimate": 0.7879066973759367
            },
            {
              "event_time": -5.0,
              "cohort": 21,
              "estimate": 0.3733330020568944
            },
            {
              "event_time": -4.0,
              "cohort": 21,
              "estimate": 0.9222084653688885
            },
            {
              "event_time": -3.0,
              "cohort": 21,
              "estimate": 0.7763114119224825
            },
            {
              "event_time": -2.0,
              "cohort": 21,
              "estimate": 0.4409579309314198
            },
            {
              "event_time": 0.0,
              "cohort": 21,
              "estimate": 0.3071952189831364
            },
            {
              "event_time": 1.0,
              "cohort": 21,
              "estimate": 0.38076804401505004
            },
            {
              "event_time": 2.0,
              "cohort": 21,
              "estimate": 0.7487488811387121
            },
            {
              "event_time": 3.0,
              "cohort": 21,
              "estimate": 0.5384925331687579
            },
            {
              "event_time": 4.0,
              "cohort": 21,
              "estimate": 0.7346739449338994
            },
            {
              "event_time": 5.0,
              "cohort": 21,
              "estimate": 0.12081303897804874
            },
            {
              "event_time": -26.0,
              "cohort": 27,
              "estimate": 0.3582444198427946
            },
            {
              "event_time": -25.0,
              "cohort": 27,
              "estimate": 0.32669781152439226
            },
            {
              "event_time": -24.0,
              "cohort": 27,
              "estimate": 0.2633256853614335
            },
            {
              "event_time": -23.0,
              "cohort": 27,
              "estimate": 0.33928207009316896
            },
            {
              "event_time": -22.0,
              "cohort": 27,
              "estimate": 0.02041235167453287
            },
            {
              "event_time": -21.0,
              "cohort": 27,
              "estimate": 0.22164968830569154
            },
            {
              "event_time": -20.0,
              "cohort": 27,
              "estimate": 0.1328076613856502
            },
            {
              "event_time": -19.0,
              "cohort": 27,
              "estimate": 0.31102708988166006
            },
            {
              "event_time": -18.0,
              "cohort": 27,
              "estimate": 0.2743701154668736
            },
            {
              "event_time": -17.0,
              "cohort": 27,
              "estimate": 0.02044514092230948
            },
            {
              "event_time": -16.0,
              "cohort": 27,
              "estimate": 0.19494966101575617
            },
            {
              "event_time": -15.0,
              "cohort": 27,
              "estimate": 0.40597272398875567
            },
            {
              "event_time": -14.0,
              "cohort": 27,
              "estimate": 0.9356514866365737
            },
            {
              "event_time": -13.0,
              "cohort": 27,
              "estimate": -0.6555407124165541
            },
            {
              "event_time": -12.0,
              "cohort": 27,
              "estimate": -0.10887492671541851
            },
            {
              "event_time": -11.0,
              "cohort": 27,
              "estimate": 0.030691235255502256
            },
            {
              "event_time": -10.0,
              "cohort": 27,
              "estimate": -0.7052082809068394
            },
            {
              "event_time": -9.0,
              "cohort": 27,
              "estimate": 0.01360248105564446
            },
            {
              "event_time": -8.0,
              "cohort": 27,
              "estimate": -0.2711814591470471
            },
            {
              "event_time": -7.0,
              "cohort": 27,
              "estimate": 0.10768907564035271
            },
            {
              "event_time": -6.0,
              "cohort": 27,
              "estimate": 0.2684651891609966
            },
            {
              "event_time": -5.0,
              "cohort": 27,
              "estimate": -0.01564763818075721
            },
            {
              "event_time": -4.0,
              "cohort": 27,
              "estimate": 0.5700732502361303
            },
            {
              "event_time": -3.0,
              "cohort": 27,
              "estimate": 0.35848554403244276
            },
            {
              "event_time": -2.0,
              "cohort": 27,
              "estimate": 0.26669178121340276
            },
            {
              "event_time": 0.0,
              "cohort": 27,
              "estimate": 0.07027523865637714
            },
            {
              "event_time": 1.0,
              "cohort": 27,
              "estimate": 0.06920790840835855
            },
            {
              "event_time": 2.0,
              "cohort": 27,
              "estimate": 0.284678550813719
            },
            {
              "event_time": 3.0,
              "cohort": 27,
              "estimate": -0.044256136335410194
            },
            {
              "event_time": 4.0,
              "cohort": 27,
              "estimate": 0.41980640401384717
            },
            {
              "event_time": 5.0,
              "cohort": 27,
              "estimate": -0.17923841609882207
            },
            {
              "event_time": -15.0,
              "cohort": 30,
              "estimate": 0.33670400768596115
            },
            {
              "event_time": -14.0,
              "cohort": 30,
              "estimate": 0.5401238752497641
            },
            {
              "event_time": -13.0,
              "cohort": 30,
              "estimate": -1.2184588307123858
            },
            {
              "event_time": -12.0,
              "cohort": 30,
              "estimate": -0.3736481163961235
            },
            {
              "event_time": -11.0,
              "cohort": 30,
              "estimate": -0.27828597769453056
            },
            {
              "event_time": -10.0,
              "cohort": 30,
              "estimate": -0.6562246575463017
            },
            {
              "event_time": -9.0,
              "cohort": 30,
              "estimate": -0.3400090392912128
            },
            {
              "event_time": -8.0,
              "cohort": 30,
              "estimate": -0.46401992176072243
            },
            {
              "event_time": -7.0,
              "cohort": 30,
              "estimate": -0.255504955877511
            },
            {
              "event_time": -6.0,
              "cohort": 30,
              "estimate": -0.03511034841554336
            },
            {
              "event_time": -5.0,
              "cohort": 30,
              "estimate": -0.1689238889379747
            },
            {
              "event_time": -4.0,
              "cohort": 30,
              "estimate": 0.2830693858596989
            },
            {
              "event_time": -3.0,
              "cohort": 30,
              "estimate": 0.036228885732427885
            },
            {
              "event_time": -2.0,
              "cohort": 30,
              "estimate": -0.2410528636742078
            },
            {
              "event_time": 0.0,
              "cohort": 30,
              "estimate": -0.4506772492940987
            },
            {
              "event_time": 1.0,
              "cohort": 30,
              "estimate": 0.23740298868834858
            },
            {
              "event_time": 2.0,
              "cohort": 30,
              "estimate": 0.6928917752271004
            },
            {
              "event_time": 3.0,
              "cohort": 30,
              "estimate": 0.34582577905175116
            },
            {
              "event_time": 4.0,
              "cohort": 30,
              "estimate": -0.0029890429036663058
            },
            {
              "event_time": 5.0,
              "cohort": 30,
              "estimate": -0.08732690735013982
            },
            {
              "event_time": -6.0,
              "cohort": 31,
              "estimate": -5.561313028242353
            },
            {
              "event_time": -5.0,
              "cohort": 31,
              "estimate": -8.07481889332703
            },
            {
              "event_time": -4.0,
              "cohort": 31,
              "estimate": -6.6608471149474875
            },
            {
              "event_time": -3.0,
              "cohort": 31,
              "estimate": -5.0176217746328895
            },
            {
              "event_time": -2.0,
              "cohort": 31,
              "estimate": -5.393975139744314
            },
            {
              "event_time": 0.0,
              "cohort": 31,
              "estimate": -2.9001070102679214
            },
            {
              "event_time": 1.0,
              "cohort": 31,
              "estimate": -7.675284060570315
            },
            {
              "event_time": 2.0,
              "cohort": 31,
              "estimate": -5.731968606590425
            },
            {
              "event_time": -2.0,
              "cohort": 35,
              "estimate": -0.17289391899821285
            },
            {
              "event_time": 0.0,
              "cohort": 35,
              "estimate": 0.3794154421428464
            }
          ]
        }
      }
    },
    "alternative_models": {
      "y__d": [
        {
          "method": "CS-DID",
          "estimate": 0.013448120687134116,
          "se": 0.049316475998338515,
          "lower": -0.08321039611404338,
          "upper": 0.11010663748831162,
          "event_study": [
            {
              "event_time": -29,
              "estimate": -0.49659444615547566,
              "se": 0.026416747330118697,
              "lower": -0.548370319511203,
              "upper": -0.4448185727997484,
              "n": 0.0,
              "relative_to_minus_one": -0.49659444615547566
            },
            {
              "event_time": -28,
              "estimate": -0.45960308089561375,
              "se": 0.03158448966242872,
              "lower": -0.5215075431040517,
              "upper": -0.3976986186871758,
              "n": 0.0,
              "relative_to_minus_one": -0.45960308089561375
            },
            {
              "event_time": -27,
              "estimate": -0.37323723823390353,
              "se": 0.03163570538834808,
              "lower": -0.4352420814205855,
              "upper": -0.31123239504722156,
              "n": 0.0,
              "relative_to_minus_one": -0.37323723823390353
            },
            {
              "event_time": -26,
              "estimate": -0.030257984858201564,
              "se": 0.04233261547975671,
              "lower": -0.1132283865699075,
              "upper": 0.05271241685350436,
              "n": 0.0,
              "relative_to_minus_one": -0.030257984858201564
            },
            {
              "event_time": -25,
              "estimate": -0.005873312200720079,
              "se": 0.03467902937213325,
              "lower": -0.07384296078890794,
              "upper": 0.062096336387467775,
              "n": 0.0,
              "relative_to_minus_one": -0.005873312200720079
            },
            {
              "event_time": -24,
              "estimate": -0.05017225499391304,
              "se": 0.039060555709295286,
              "lower": -0.1267295374002522,
              "upper": 0.026385027412426106,
              "n": 0.0,
              "relative_to_minus_one": -0.05017225499391304
            },
            {
              "event_time": -23,
              "estimate": -0.012722677864647518,
              "se": 0.04579118478148954,
              "lower": -0.10247175084578564,
              "upper": 0.07702639511649059,
              "n": 0.0,
              "relative_to_minus_one": -0.012722677864647518
            },
            {
              "event_time": -22,
              "estimate": -0.10173396487497616,
              "se": 0.040092847773999955,
              "lower": -0.18031450254966294,
              "upper": -0.023153427200289373,
              "n": 0.0,
              "relative_to_minus_one": -0.10173396487497616
            },
            {
              "event_time": -21,
              "estimate": -0.12741389152642843,
              "se": 0.045321254361796674,
              "lower": -0.21624191780972873,
              "upper": -0.03858586524312811,
              "n": 0.0,
              "relative_to_minus_one": -0.12741389152642843
            },
            {
              "event_time": -20,
              "estimate": 0.06447663519010238,
              "se": 0.16572691735926365,
              "lower": -0.26034215410290024,
              "upper": 0.389295424483105,
              "n": 0.0,
              "relative_to_minus_one": 0.06447663519010238
            },
            {
              "event_time": -19,
              "estimate": 0.20010691320834786,
              "se": 0.11534988716484172,
              "lower": -0.025974711255500965,
              "upper": 0.42618853767219667,
              "n": 0.0,
              "relative_to_minus_one": 0.20010691320834786
            },
            {
              "event_time": -18,
              "estimate": 0.06488390446181412,
              "se": 0.067634015677127,
              "lower": -0.0676763303951722,
              "upper": 0.19744413931880045,
              "n": 0.0,
              "relative_to_minus_one": 0.06488390446181412
            },
            {
              "event_time": -17,
              "estimate": 0.034032685567616135,
              "se": 0.038750300376965925,
              "lower": -0.041916507561345955,
              "upper": 0.10998187869657822,
              "n": 0.0,
              "relative_to_minus_one": 0.034032685567616135
            },
            {
              "event_time": -16,
              "estimate": 0.09378171716219658,
              "se": 0.09247763495204424,
              "lower": -0.08747111671925262,
              "upper": 0.27503455104364577,
              "n": 0.0,
              "relative_to_minus_one": 0.09378171716219658
            },
            {
              "event_time": -15,
              "estimate": 0.16435225623466893,
              "se": 0.0866657568154911,
              "lower": -0.0055095058166003685,
              "upper": 0.3342140182859382,
              "n": 0.0,
              "relative_to_minus_one": 0.16435225623466893
            },
            {
              "event_time": -14,
              "estimate": 0.12269159623692774,
              "se": 0.08124403093115955,
              "lower": -0.03654377834700312,
              "upper": 0.2819269708208586,
              "n": 0.0,
              "relative_to_minus_one": 0.12269159623692774
            },
            {
              "event_time": -13,
              "estimate": 0.17522777516627627,
              "se": 0.06974243445954925,
              "lower": 0.03853511543141455,
              "upper": 0.31192043490113797,
              "n": 0.0,
              "relative_to_minus_one": 0.17522777516627627
            },
            {
              "event_time": -12,
              "estimate": 0.06716952780918617,
              "se": 0.09172590604404969,
              "lower": -0.11260994448645609,
              "upper": 0.24694900010482843,
              "n": 0.0,
              "relative_to_minus_one": 0.06716952780918617
            },
            {
              "event_time": -11,
              "estimate": 0.17933858722020882,
              "se": 0.04123439785832306,
              "lower": 0.09852065249370008,
              "upper": 0.26015652194671757,
              "n": 0.0,
              "relative_to_minus_one": 0.17933858722020882
            },
            {
              "event_time": -10,
              "estimate": 0.08335638926272776,
              "se": 0.08188021172399534,
              "lower": -0.0771258767628174,
              "upper": 0.24383865528827292,
              "n": 0.0,
              "relative_to_minus_one": 0.08335638926272776
            },
            {
              "event_time": -9,
              "estimate": 0.12201124467501197,
              "se": 0.09832232854306336,
              "lower": -0.07069697814550678,
              "upper": 0.3147194674955307,
              "n": 0.0,
              "relative_to_minus_one": 0.12201124467501197
            },
            {
              "event_time": -8,
              "estimate": 0.19422359917165963,
              "se": 0.06617906647903718,
              "lower": 0.06451501234226478,
              "upper": 0.32393218600105445,
              "n": 0.0,
              "relative_to_minus_one": 0.19422359917165963
            },
            {
              "event_time": -7,
              "estimate": 0.17400413021509298,
              "se": 0.10450529202839899,
              "lower": -0.03082247835440985,
              "upper": 0.37883073878459583,
              "n": 0.0,
              "relative_to_minus_one": 0.17400413021509298
            },
            {
              "event_time": -6,
              "estimate": 0.16214213661718013,
              "se": 0.12213624533131293,
              "lower": -0.07724050543914152,
              "upper": 0.4015247786735018,
              "n": 0.0,
              "relative_to_minus_one": 0.16214213661718013
            },
            {
              "event_time": -5,
              "estimate": 0.04568809564613665,
              "se": 0.0866480965817459,
              "lower": -0.12413905298303346,
              "upper": 0.21551524427530677,
              "n": 0.0,
              "relative_to_minus_one": 0.04568809564613665
            },
            {
              "event_time": -4,
              "estimate": 0.054681491871717385,
              "se": 0.07501972416270901,
              "lower": -0.09235446561732152,
              "upper": 0.2017174493607563,
              "n": 0.0,
              "relative_to_minus_one": 0.054681491871717385
            },
            {
              "event_time": -3,
              "estimate": 0.09443815544210661,
              "se": 0.08783767437304245,
              "lower": -0.07772052281481347,
              "upper": 0.2665968336990267,
              "n": 0.0,
              "relative_to_minus_one": 0.09443815544210661
            },
            {
              "event_time": -2,
              "estimate": 0.014535626720639615,
              "se": 0.04496540465264771,
              "lower": -0.07359494694881967,
              "upper": 0.1026662003900989,
              "n": 0.0,
              "relative_to_minus_one": 0.014535626720639615
            },
            {
              "event_time": -1,
              "estimate": 0.0,
              "se": 2.764776064655306e-19,
              "lower": -5.418861512042784e-19,
              "upper": 5.418861512042784e-19,
              "n": 0.0,
              "relative_to_minus_one": 0.0
            },
            {
              "event_time": 0,
              "estimate": 0.044394366119496854,
              "se": 0.05375344517473887,
              "lower": -0.06096045046793969,
              "upper": 0.1497491827069334,
              "n": 784.0,
              "relative_to_minus_one": 0.044394366119496854
            },
            {
              "event_time": 1,
              "estimate": -0.08827699055302862,
              "se": 0.07331226633538408,
              "lower": -0.23196639219538967,
              "upper": 0.055412411089332425,
              "n": 695.0,
              "relative_to_minus_one": -0.08827699055302862
            },
            {
              "event_time": 2,
              "estimate": -0.0580205284134137,
              "se": 0.11618830968605198,
              "lower": -0.2857454308226619,
              "upper": 0.1697043739958345,
              "n": 635.0,
              "relative_to_minus_one": -0.0580205284134137
            },
            {
              "event_time": 3,
              "estimate": -0.10977698255859192,
              "se": 0.1446927252560926,
              "lower": -0.3933695128854825,
              "upper": 0.17381554776829866,
              "n": 584.0,
              "relative_to_minus_one": -0.10977698255859192
            },
            {
              "event_time": 4,
              "estimate": -0.10909427995420666,
              "se": 0.09269564842309917,
              "lower": -0.2907744123870681,
              "upper": 0.07258585247865477,
              "n": 528.0,
              "relative_to_minus_one": -0.10909427995420666
            },
            {
              "event_time": 5,
              "estimate": -0.11366488358809303,
              "se": 0.09408743776245988,
              "lower": -0.29807287300016827,
              "upper": 0.0707431058239822,
              "n": 476.0,
              "relative_to_minus_one": -0.11366488358809303
            },
            {
              "event_time": 9,
              "estimate": 0.2717026186646987,
              "se": 0.04264306646511531,
              "lower": 0.18812374420272493,
              "upper": 0.35528149312667245,
              "n": 1.0,
              "relative_to_minus_one": 0.2717026186646987
            },
            {
              "event_time": 10,
              "estimate": -0.43140075007021883,
              "se": 0.047909096328057545,
              "lower": -0.5253008534050718,
              "upper": -0.3375006467353659,
              "n": 1.0,
              "relative_to_minus_one": -0.43140075007021883
            },
            {
              "event_time": 11,
              "estimate": -1.167979445120957,
              "se": 0.043433778126010895,
              "lower": -1.253108085960442,
              "upper": -1.0828508042814722,
              "n": 1.0,
              "relative_to_minus_one": -1.167979445120957
            },
            {
              "event_time": 12,
              "estimate": 1.7268487409690938,
              "se": 0.026546828301731232,
              "lower": 1.674817913593932,
              "upper": 1.7788795683442555,
              "n": 1.0,
              "relative_to_minus_one": 1.7268487409690938
            },
            {
              "event_time": 13,
              "estimate": 0.16149277357109548,
              "se": 0.05069592446118365,
              "lower": 0.06213058746421238,
              "upper": 0.26085495967797856,
              "n": 1.0,
              "relative_to_minus_one": 0.16149277357109548
            },
            {
              "event_time": 14,
              "estimate": 0.03515280917973429,
              "se": 0.031833787979731125,
              "lower": -0.027240268752022803,
              "upper": 0.09754588711149138,
              "n": 1.0,
              "relative_to_minus_one": 0.03515280917973429
            }
          ],
          "group_time_estimates": [
            {
              "group": 5,
              "year": 3,
              "event_time": -2,
              "att": -0.27084030662277303,
              "mass": 0.0,
              "base": 4
            },
            {
              "group": 5,
              "year": 4,
              "event_time": -1,
              "att": 0.0,
              "mass": 0.0,
              "base": 4
            },
            {
              "group": 5,
              "year": 5,
              "event_time": 0,
              "att": -0.08377649597918273,
              "mass": 1.0,
              "base": 4
            },
            {
              "group": 19,
              "year": 1,
              "event_time": -18,
              "att": -0.0816194971225887,
              "mass": 0.0,
              "base": 18
            },
            {
              "group": 19,
              "year": 2,
              "event_time": -17,
              "att": -0.10001156733477257,
              "mass": 0.0,
              "base": 18
            },
            {
              "group": 19,
              "year": 3,
              "event_time": -16,
              "att": 0.030059008226352935,
              "mass": 0.0,
              "base": 18
            },
            {
              "group": 19,
              "year": 4,
              "event_time": -15,
              "att": 0.07417096209709778,
              "mass": 0.0,
              "base": 18
            },
            {
              "group": 19,
              "year": 5,
              "event_time": -14,
              "att": 0.03216863119694663,
              "mass": 0.0,
              "base": 18
            },
            {
              "group": 19,
              "year": 6,
              "event_time": -13,
              "att": 0.31484145622866094,
              "mass": 0.0,
              "base": 18
            },
            {
              "group": 19,
              "year": 7,
              "event_time": -12,
              "att": 0.14338022327643934,
              "mass": 0.0,
              "base": 18
            },
            {
              "group": 19,
              "year": 8,
              "event_time": -11,
              "att": 0.23601414962622483,
              "mass": 0.0,
              "base": 18
            },
            {
              "group": 19,
              "year": 9,
              "event_time": -10,
              "att": 0.0781392585867804,
              "mass": 0.0,
              "base": 18
            },
            {
              "group": 19,
              "year": 10,
              "event_time": -9,
              "att": 0.37322416537002717,
              "mass": 0.0,
              "base": 18
            },
            {
              "group": 19,
              "year": 11,
              "event_time": -8,
              "att": 0.4200705769638459,
              "mass": 0.0,
              "base": 18
            },
            {
              "group": 19,
              "year": 12,
              "event_time": -7,
              "att": 0.3636664847327326,
              "mass": 0.0,
              "base": 18
            },
            {
              "group": 19,
              "year": 13,
              "event_time": -6,
              "att": 0.20886448341191494,
              "mass": 0.0,
              "base": 18
            },
            {
              "group": 19,
              "year": 14,
              "event_time": -5,
              "att": 0.31782610797041716,
              "mass": 0.0,
              "base": 18
            },
            {
              "group": 19,
              "year": 15,
              "event_time": -4,
              "att": 0.0894542802129979,
              "mass": 0.0,
              "base": 18
            },
            {
              "group": 19,
              "year": 16,
              "event_time": -3,
              "att": 0.27843584272883465,
              "mass": 0.0,
              "base": 18
            },
            {
              "group": 19,
              "year": 17,
              "event_time": -2,
              "att": -0.14693198428245663,
              "mass": 0.0,
              "base": 18
            },
            {
              "group": 19,
              "year": 18,
              "event_time": -1,
              "att": 0.0,
              "mass": 0.0,
              "base": 18
            },
            {
              "group": 19,
              "year": 19,
              "event_time": 0,
              "att": 0.23675176015112692,
              "mass": 26.0,
              "base": 18
            },
            {
              "group": 19,
              "year": 20,
              "event_time": 1,
              "att": -0.14340073772711698,
              "mass": 24.0,
              "base": 18
            },
            {
              "group": 19,
              "year": 21,
              "event_time": 2,
              "att": 0.21838058959586765,
              "mass": 22.0,
              "base": 18
            },
            {
              "group": 19,
              "year": 22,
              "event_time": 3,
              "att": -0.06298129628290239,
              "mass": 20.0,
              "base": 18
            },
            {
              "group": 19,
              "year": 23,
              "event_time": 4,
              "att": 0.18117333767374866,
              "mass": 19.0,
              "base": 18
            },
            {
              "group": 19,
              "year": 24,
              "event_time": 5,
              "att": 0.12462599256091524,
              "mass": 17.0,
              "base": 18
            },
            {
              "group": 21,
              "year": 1,
              "event_time": -20,
              "att": 0.5469213543053466,
              "mass": 0.0,
              "base": 20
            },
            {
              "group": 21,
              "year": 2,
              "event_time": -19,
              "att": 0.5570006774053726,
              "mass": 0.0,
              "base": 20
            },
            {
              "group": 21,
              "year": 3,
              "event_time": -18,
              "att": 0.285380733741133,
              "mass": 0.0,
              "base": 20
            },
            {
              "group": 21,
              "year": 4,
              "event_time": -17,
              "att": 0.1389535830605886,
              "mass": 0.0,
              "base": 20
            },
            {
              "group": 21,
              "year": 5,
              "event_time": -16,
              "att": 0.40051769967923234,
              "mass": 0.0,
              "base": 20
            },
            {
              "group": 21,
              "year": 6,
              "event_time": -15,
              "att": 0.4397267709350315,
              "mass": 0.0,
              "base": 20
            },
            {
              "group": 21,
              "year": 7,
              "event_time": -14,
              "att": 0.3921312390925187,
              "mass": 0.0,
              "base": 20
            },
            {
              "group": 21,
              "year": 8,
              "event_time": -13,
              "att": 0.40742214572356045,
              "mass": 0.0,
              "base": 20
            },
            {
              "group": 21,
              "year": 9,
              "event_time": -12,
              "att": 0.3642545185696079,
              "mass": 0.0,
              "base": 20
            },
            {
              "group": 21,
              "year": 10,
              "event_time": -11,
              "att": 0.29044276027227955,
              "mass": 0.0,
              "base": 20
            },
            {
              "group": 21,
              "year": 11,
              "event_time": -10,
              "att": 0.3303503402583492,
              "mass": 0.0,
              "base": 20
            },
            {
              "group": 21,
              "year": 12,
              "event_time": -9,
              "att": 0.4339997287350888,
              "mass": 0.0,
              "base": 20
            },
            {
              "group": 21,
              "year": 13,
              "event_time": -8,
              "att": 0.3793230102242172,
              "mass": 0.0,
              "base": 20
            },
            {
              "group": 21,
              "year": 14,
              "event_time": -7,
              "att": 0.4765462576060855,
              "mass": 0.0,
              "base": 20
            },
            {
              "group": 21,
              "year": 15,
              "event_time": -6,
              "att": 0.5010086937810994,
              "mass": 0.0,
              "base": 20
            },
            {
              "group": 21,
              "year": 16,
              "event_time": -5,
              "att": 0.2888853418793543,
              "mass": 0.0,
              "base": 20
            },
            {
              "group": 21,
              "year": 17,
              "event_time": -4,
              "att": 0.28821521934165173,
              "mass": 0.0,
              "base": 20
            },
            {
              "group": 21,
              "year": 18,
              "event_time": -3,
              "att": 0.36909636912371596,
              "mass": 0.0,
              "base": 20
            },
            {
              "group": 21,
              "year": 19,
              "event_time": -2,
              "att": 0.13700458164704438,
              "mass": 0.0,
              "base": 20
            },
            {
              "group": 21,
              "year": 20,
              "event_time": -1,
              "att": 0.0,
              "mass": 0.0,
              "base": 20
            },
            {
              "group": 21,
              "year": 21,
              "event_time": 0,
              "att": 0.20384050405625104,
              "mass": 296.0,
              "base": 20
            },
            {
              "group": 21,
              "year": 22,
              "event_time": 1,
              "att": 0.13386427312846422,
              "mass": 267.0,
              "base": 20
            },
            {
              "group": 21,
              "year": 23,
              "event_time": 2,
              "att": 0.26925045835562755,
              "mass": 235.0,
              "base": 20
            },
            {
              "group": 21,
              "year": 24,
              "event_time": 3,
              "att": 0.3116777821875504,
              "mass": 213.0,
              "base": 20
            },
            {
              "group": 21,
              "year": 25,
              "event_time": 4,
              "att": 0.17307889714857186,
              "mass": 198.0,
              "base": 20
            },
            {
              "group": 21,
              "year": 26,
              "event_time": 5,
              "att": 0.14171374955072003,
              "mass": 185.0,
              "base": 20
            },
            {
              "group": 21,
              "year": 30,
              "event_time": 9,
              "att": 0.2717026186646987,
              "mass": 1.0,
              "base": 20
            },
            {
              "group": 21,
              "year": 31,
              "event_time": 10,
              "att": -0.43140075007021883,
              "mass": 1.0,
              "base": 20
            },
            {
              "group": 21,
              "year": 32,
              "event_time": 11,
              "att": -1.167979445120957,
              "mass": 1.0,
              "base": 20
            },
            {
              "group": 21,
              "year": 33,
              "event_time": 12,
              "att": 1.7268487409690938,
              "mass": 1.0,
              "base": 20
            },
            {
              "group": 21,
              "year": 34,
              "event_time": 13,
              "att": 0.16149277357109548,
              "mass": 1.0,
              "base": 20
            },
            {
              "group": 21,
              "year": 35,
              "event_time": 14,
              "att": 0.03515280917973429,
              "mass": 1.0,
              "base": 20
            },
            {
              "group": 27,
              "year": 1,
              "event_time": -26,
              "att": -0.0147224475294922,
              "mass": 0.0,
              "base": 26
            },
            {
              "group": 27,
              "year": 2,
              "event_time": -25,
              "att": 0.007704654225142882,
              "mass": 0.0,
              "base": 26
            },
            {
              "group": 27,
              "year": 3,
              "event_time": -24,
              "att": -0.03954695294921082,
              "mass": 0.0,
              "base": 26
            },
            {
              "group": 27,
              "year": 4,
              "event_time": -23,
              "att": 0.005004572663944745,
              "mass": 0.0,
              "base": 26
            },
            {
              "group": 27,
              "year": 5,
              "event_time": -22,
              "att": -0.09629666206241069,
              "mass": 0.0,
              "base": 26
            },
            {
              "group": 27,
              "year": 6,
              "event_time": -21,
              "att": -0.11363526342455829,
              "mass": 0.0,
              "base": 26
            },
            {
              "group": 27,
              "year": 7,
              "event_time": -20,
              "att": -0.17803803232148466,
              "mass": 0.0,
              "base": 26
            },
            {
              "group": 27,
              "year": 8,
              "event_time": -19,
              "att": 0.030749208675339246,
              "mass": 0.0,
              "base": 26
            },
            {
              "group": 27,
              "year": 9,
              "event_time": -18,
              "att": -0.029617678329194062,
              "mass": 0.0,
              "base": 26
            },
            {
              "group": 27,
              "year": 10,
              "event_time": -17,
              "att": -0.01090629660643408,
              "mass": 0.0,
              "base": 26
            },
            {
              "group": 27,
              "year": 11,
              "event_time": -16,
              "att": -0.05249338450516097,
              "mass": 0.0,
              "base": 26
            },
            {
              "group": 27,
              "year": 12,
              "event_time": -15,
              "att": 0.03603056731940807,
              "mass": 0.0,
              "base": 26
            },
            {
              "group": 27,
              "year": 13,
              "event_time": -14,
              "att": 0.015383197324991715,
              "mass": 0.0,
              "base": 26
            },
            {
              "group": 27,
              "year": 14,
              "event_time": -13,
              "att": 0.06803864368570021,
              "mass": 0.0,
              "base": 26
            },
            {
              "group": 27,
              "year": 15,
              "event_time": -12,
              "att": -0.07749947986760349,
              "mass": 0.0,
              "base": 26
            },
            {
              "group": 27,
              "year": 16,
              "event_time": -11,
              "att": 0.1355669328010959,
              "mass": 0.0,
              "base": 26
            },
            {
              "group": 27,
              "year": 17,
              "event_time": -10,
              "att": -0.0495953421195508,
              "mass": 0.0,
              "base": 26
            },
            {
              "group": 27,
              "year": 18,
              "event_time": -9,
              "att": -0.03391319647604141,
              "mass": 0.0,
              "base": 26
            },
            {
              "group": 27,
              "year": 19,
              "event_time": -8,
              "att": 0.09603023476760605,
              "mass": 0.0,
              "base": 26
            },
            {
              "group": 27,
              "year": 20,
              "event_time": -7,
              "att": 0.02694305124046037,
              "mass": 0.0,
              "base": 26
            },
            {
              "group": 27,
              "year": 21,
              "event_time": -6,
              "att": 0.008368725280336886,
              "mass": 0.0,
              "base": 26
            },
            {
              "group": 27,
              "year": 22,
              "event_time": -5,
              "att": -0.07498653020395929,
              "mass": 0.0,
              "base": 26
            },
            {
              "group": 27,
              "year": 23,
              "event_time": -4,
              "att": -0.04144913785073204,
              "mass": 0.0,
              "base": 26
            },
            {
              "group": 27,
              "year": 24,
              "event_time": -3,
              "att": -0.031238163196774554,
              "mass": 0.0,
              "base": 26
            },
            {
              "group": 27,
              "year": 25,
              "event_time": -2,
              "att": -0.007704756209115149,
              "mass": 0.0,
              "base": 26
            },
            {
              "group": 27,
              "year": 26,
              "event_time": -1,
              "att": 0.0,
              "mass": 0.0,
              "base": 26
            },
            {
              "group": 27,
              "year": 27,
              "event_time": 0,
              "att": -0.024371524070870565,
              "mass": 437.0,
              "base": 26
            },
            {
              "group": 27,
              "year": 28,
              "event_time": 1,
              "att": -0.19701616123564314,
              "mass": 382.0,
              "base": 26
            },
            {
              "group": 27,
              "year": 29,
              "event_time": 2,
              "att": -0.24840237716616853,
              "mass": 357.0,
              "base": 26
            },
            {
              "group": 27,
              "year": 30,
              "event_time": 3,
              "att": -0.34208207990444434,
              "mass": 333.0,
              "base": 26
            },
            {
              "group": 27,
              "year": 31,
              "event_time": 4,
              "att": -0.24885757283194104,
              "mass": 295.0,
              "base": 26
            },
            {
              "group": 27,
              "year": 32,
              "event_time": 5,
              "att": -0.2625469207915029,
              "mass": 261.0,
              "base": 26
            },
            {
              "group": 30,
              "year": 1,
              "event_time": -29,
              "att": -0.4965944461554757,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 2,
              "event_time": -28,
              "att": -0.4596030808956138,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 3,
              "event_time": -27,
              "att": -0.37323723823390353,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 4,
              "event_time": -26,
              "att": -0.39188270423551114,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 5,
              "event_time": -25,
              "att": -0.321931147509281,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 6,
              "event_time": -24,
              "att": -0.2975001580406889,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 7,
              "event_time": -23,
              "att": -0.42536447210029044,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 8,
              "event_time": -22,
              "att": -0.2282994683500203,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 9,
              "event_time": -21,
              "att": -0.4481425805518915,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 10,
              "event_time": -20,
              "att": -0.39840729888396087,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 11,
              "event_time": -19,
              "att": -0.3761407174024568,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 12,
              "event_time": -18,
              "att": -0.3612922724902123,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 13,
              "event_time": -17,
              "att": -0.0966725755020719,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 14,
              "event_time": -16,
              "att": -0.31268597737682646,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 15,
              "event_time": -15,
              "att": -0.10689514163162848,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 16,
              "event_time": -14,
              "att": -0.46353091272085745,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 17,
              "event_time": -13,
              "att": -0.49091063519022093,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 18,
              "event_time": -12,
              "att": -0.3668408883044527,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 19,
              "event_time": -11,
              "att": -0.2172340611879453,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 20,
              "event_time": -10,
              "att": -0.0054297648895709205,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 21,
              "event_time": -9,
              "att": -0.40576381212654217,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 22,
              "event_time": -8,
              "att": -0.10521486856042689,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 23,
              "event_time": -7,
              "att": -0.35163852491091063,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 24,
              "event_time": -6,
              "att": -0.351263782320552,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 25,
              "event_time": -5,
              "att": -0.28067005337783896,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 26,
              "event_time": -4,
              "att": -0.3641273095360089,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 27,
              "event_time": -3,
              "att": -0.4091020247403703,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 28,
              "event_time": -2,
              "att": -0.5760959824990277,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 29,
              "event_time": -1,
              "att": 0.0,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 30,
              "event_time": 0,
              "att": -0.5526909964101561,
              "mass": 17.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 31,
              "event_time": 1,
              "att": -0.075315912759511,
              "mass": 16.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 32,
              "event_time": 2,
              "att": 0.1545283377706982,
              "mass": 15.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 33,
              "event_time": 3,
              "att": -0.08474937260791815,
              "mass": 13.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 34,
              "event_time": 4,
              "att": -0.6897976787190793,
              "mass": 11.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 35,
              "event_time": 5,
              "att": -0.19516277202140975,
              "mass": 9.0,
              "base": 29
            },
            {
              "group": 31,
              "year": 25,
              "event_time": -6,
              "att": -5.70532834591624,
              "mass": 0.0,
              "base": 30
            },
            {
              "group": 31,
              "year": 26,
              "event_time": -5,
              "att": -8.03827596907342,
              "mass": 0.0,
              "base": 30
            },
            {
              "group": 31,
              "year": 27,
              "event_time": -4,
              "att": -7.199614094003239,
              "mass": 0.0,
              "base": 30
            },
            {
              "group": 31,
              "year": 28,
              "event_time": -3,
              "att": -5.357921911585178,
              "mass": 0.0,
              "base": 30
            },
            {
              "group": 31,
              "year": 29,
              "event_time": -2,
              "att": -5.6445005985209455,
              "mass": 0.0,
              "base": 30
            },
            {
              "group": 31,
              "year": 30,
              "event_time": -1,
              "att": 0.0,
              "mass": 0.0,
              "base": 30
            },
            {
              "group": 31,
              "year": 31,
              "event_time": 0,
              "att": -3.0171018992823364,
              "mass": 1.0,
              "base": 30
            },
            {
              "group": 31,
              "year": 32,
              "event_time": 1,
              "att": -7.947168315392702,
              "mass": 1.0,
              "base": 30
            },
            {
              "group": 31,
              "year": 33,
              "event_time": 2,
              "att": -6.240573163365641,
              "mass": 1.0,
              "base": 30
            },
            {
              "group": 35,
              "year": 20,
              "event_time": -15,
              "att": -0.5220230603826954,
              "mass": 0.0,
              "base": 34
            },
            {
              "group": 35,
              "year": 21,
              "event_time": -14,
              "att": -1.1003099327490613,
              "mass": 0.0,
              "base": 34
            },
            {
              "group": 35,
              "year": 22,
              "event_time": -13,
              "att": 0.5214978086722297,
              "mass": 0.0,
              "base": 34
            },
            {
              "group": 35,
              "year": 23,
              "event_time": -12,
              "att": -0.18255447170803954,
              "mass": 0.0,
              "base": 34
            },
            {
              "group": 35,
              "year": 24,
              "event_time": -11,
              "att": -0.12132186156572641,
              "mass": 0.0,
              "base": 34
            },
            {
              "group": 35,
              "year": 25,
              "event_time": -10,
              "att": 0.42278171062605974,
              "mass": 0.0,
              "base": 34
            },
            {
              "group": 35,
              "year": 26,
              "event_time": -9,
              "att": -0.2954170929262253,
              "mass": 0.0,
              "base": 34
            },
            {
              "group": 35,
              "year": 27,
              "event_time": -8,
              "att": 0.11954745532302286,
              "mass": 0.0,
              "base": 34
            },
            {
              "group": 35,
              "year": 28,
              "event_time": -7,
              "att": -0.3481478361068543,
              "mass": 0.0,
              "base": 34
            },
            {
              "group": 35,
              "year": 29,
              "event_time": -6,
              "att": -0.3041025476192779,
              "mass": 0.0,
              "base": 34
            },
            {
              "group": 35,
              "year": 30,
              "event_time": -5,
              "att": -0.08892648731015462,
              "mass": 0.0,
              "base": 34
            },
            {
              "group": 35,
              "year": 31,
              "event_time": -4,
              "att": -0.6858140978706746,
              "mass": 0.0,
              "base": 34
            },
            {
              "group": 35,
              "year": 32,
              "event_time": -3,
              "att": -0.468969464483349,
              "mass": 0.0,
              "base": 34
            },
            {
              "group": 35,
              "year": 33,
              "event_time": -2,
              "att": -0.5200533290241016,
              "mass": 0.0,
              "base": 34
            },
            {
              "group": 35,
              "year": 34,
              "event_time": -1,
              "att": 0.0,
              "mass": 0.0,
              "base": 34
            },
            {
              "group": 35,
              "year": 35,
              "event_time": 0,
              "att": 0.3089074718975629,
              "mass": 6.0,
              "base": 34
            },
            {
              "group": 35,
              "year": 36,
              "event_time": 1,
              "att": -0.15104946657098228,
              "mass": 5.0,
              "base": 34
            },
            {
              "group": 35,
              "year": 37,
              "event_time": 2,
              "att": -0.4040363676794887,
              "mass": 5.0,
              "base": 34
            },
            {
              "group": 35,
              "year": 38,
              "event_time": 3,
              "att": -0.14416975327646775,
              "mass": 5.0,
              "base": 34
            },
            {
              "group": 35,
              "year": 39,
              "event_time": 4,
              "att": -0.4718370182369912,
              "mass": 5.0,
              "base": 34
            },
            {
              "group": 35,
              "year": 40,
              "event_time": 5,
              "att": 0.12784445628897112,
              "mass": 4.0,
              "base": 34
            }
          ],
          "parameters": {
            "est_method": "dr",
            "xformla": "y ~ 1",
            "control_group": "notyettreated",
            "base_period": "universal",
            "clustervar": "cluster",
            "weights_name": "weight",
            "backend": "cluster-sufficient-statistics",
            "panel": false,
            "effective_panel": false
          },
          "data_structure": "repeated cross-section",
          "aggregations": {
            "summaries": [
              {
                "typec": "dynamic",
                "aggregation": "Equal post-event times",
                "matches_treated_unit_year_target": false,
                "estimate": 0.013448120687134116,
                "se": 0.049316475998338515,
                "lower": -0.08321039611404338,
                "upper": 0.11010663748831162
              },
              {
                "typec": "simple",
                "aggregation": "Native-equivalent CS-DID simple",
                "matches_treated_unit_year_target": false,
                "estimate": -0.029706639308208854,
                "se": 0.09171270531224271,
                "lower": -0.20946023864493984,
                "upper": 0.15004696002852214
              },
              {
                "typec": "group",
                "aggregation": "Native-equivalent CS-DID group",
                "matches_treated_unit_year_target": false,
                "estimate": -0.092031915693309,
                "se": 0.08362321523482427,
                "lower": -0.25593040582500576,
                "upper": 0.07186657443838775
              },
              {
                "typec": "treated_cells",
                "aggregation": "Observed treated observations, configured weights",
                "matches_treated_unit_year_target": true,
                "estimate": -0.04619943130316344,
                "se": 0.14290814123669146,
                "lower": -0.32629424122464207,
                "upper": 0.23389537861831516
              }
            ],
            "same_group_time_effects": true,
            "additional_covariates": []
          },
          "treated_cell_att": -0.04619943130316344,
          "treated_cell_se": 0.14290814123669146,
          "checks": {
            "input_rows": 158820,
            "retained_rows": 158820,
            "all_observed_post_cells_estimated": true,
            "post_weight_sum": 3708.0,
            "avoided_dense_if_bytes": 373544640
          },
          "target": "Equal average of nonnegative native CS-DID event-time effects",
          "donor_rule": "notyettreated",
          "inference": "Configured-cluster analytical influence functions, including aggregation-share uncertainty; sufficient-statistic calculation of intercept-only CS-DID",
          "seconds": 0.31273641623556614,
          "status": "estimated"
        },
        {
          "method": "SDID",
          "status": "failed",
          "reason": "ValueError: masked SDID weight optimizer did not converge; increase max_iterations or check overlap",
          "crabbymetrics_build": {
            "source_commit": "cb3fcc0e8664cdbb6848d3998ddc4365d65740dc",
            "extension_sha256": "3e1dd2e2bd6d38612b9200b15094fc37138cd002749f8b31148d6265fc533cbd"
          },
          "parameters": {}
        },
        {
          "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": -0.10528431698279975,
          "event_study": [
            {
              "event_time": -29,
              "estimate": -0.2550483931980137,
              "raw_gap": -0.2550483931980137,
              "n": 4,
              "n_cells": 4,
              "weight_sum": 4.0,
              "relative_to_minus_one": -0.22330057655176644
            },
            {
              "event_time": -28,
              "estimate": -0.1905117978516475,
              "raw_gap": -0.1905117978516475,
              "n": 3,
              "n_cells": 3,
              "weight_sum": 3.0,
              "relative_to_minus_one": -0.15876398120540025
            },
            {
              "event_time": -27,
              "estimate": -0.11993590111756203,
              "raw_gap": -0.11993590111756203,
              "n": 3,
              "n_cells": 3,
              "weight_sum": 3.0,
              "relative_to_minus_one": -0.08818808447131476
            },
            {
              "event_time": -26,
              "estimate": -0.05060711980002233,
              "raw_gap": -0.05060711980002233,
              "n": 58,
              "n_cells": 58,
              "weight_sum": 58.0,
              "relative_to_minus_one": -0.01885930315377507
            },
            {
              "event_time": -25,
              "estimate": -0.02158493696515573,
              "raw_gap": -0.02158493696515573,
              "n": 64,
              "n_cells": 64,
              "weight_sum": 64.0,
              "relative_to_minus_one": 0.010162879681091534
            },
            {
              "event_time": -24,
              "estimate": -0.03774382620035759,
              "raw_gap": -0.03774382620035759,
              "n": 67,
              "n_cells": 67,
              "weight_sum": 67.0,
              "relative_to_minus_one": -0.005996009554110331
            },
            {
              "event_time": -23,
              "estimate": -0.0072302208124682315,
              "raw_gap": -0.0072302208124682315,
              "n": 81,
              "n_cells": 81,
              "weight_sum": 81.0,
              "relative_to_minus_one": 0.02451759583377903
            },
            {
              "event_time": -22,
              "estimate": -0.09616436126380912,
              "raw_gap": -0.09616436126380912,
              "n": 96,
              "n_cells": 96,
              "weight_sum": 96.0,
              "relative_to_minus_one": -0.06441654461756186
            },
            {
              "event_time": -21,
              "estimate": -0.11503784909861688,
              "raw_gap": -0.11503784909861688,
              "n": 111,
              "n_cells": 111,
              "weight_sum": 111.0,
              "relative_to_minus_one": -0.08329003245236961
            },
            {
              "event_time": -20,
              "estimate": -0.0633341353021112,
              "raw_gap": -0.0633341353021112,
              "n": 172,
              "n_cells": 172,
              "weight_sum": 172.0,
              "relative_to_minus_one": -0.031586318655863935
            },
            {
              "event_time": -19,
              "estimate": 0.06075709962385816,
              "raw_gap": 0.06075709962385816,
              "n": 191,
              "n_cells": 191,
              "weight_sum": 191.0,
              "relative_to_minus_one": 0.09250491627010543
            },
            {
              "event_time": -18,
              "estimate": -0.03286982231127401,
              "raw_gap": -0.03286982231127401,
              "n": 206,
              "n_cells": 206,
              "weight_sum": 206.0,
              "relative_to_minus_one": -0.0011220056650267513
            },
            {
              "event_time": -17,
              "estimate": -0.04011960429008759,
              "raw_gap": -0.04011960429008759,
              "n": 220,
              "n_cells": 220,
              "weight_sum": 220.0,
              "relative_to_minus_one": -0.008371787643840327
            },
            {
              "event_time": -16,
              "estimate": -0.010503535112033972,
              "raw_gap": -0.010503535112033972,
              "n": 234,
              "n_cells": 234,
              "weight_sum": 234.0,
              "relative_to_minus_one": 0.02124428153421329
            },
            {
              "event_time": -15,
              "estimate": 0.05545411762535306,
              "raw_gap": 0.05545411762535306,
              "n": 253,
              "n_cells": 253,
              "weight_sum": 253.0,
              "relative_to_minus_one": 0.08720193427160032
            },
            {
              "event_time": -14,
              "estimate": 0.025453996570203443,
              "raw_gap": 0.025453996570203443,
              "n": 289,
              "n_cells": 289,
              "weight_sum": 289.0,
              "relative_to_minus_one": 0.05720181321645071
            },
            {
              "event_time": -13,
              "estimate": 0.04263915959536792,
              "raw_gap": 0.04263915959536792,
              "n": 316,
              "n_cells": 316,
              "weight_sum": 316.0,
              "relative_to_minus_one": 0.07438697624161518
            },
            {
              "event_time": -12,
              "estimate": -0.010081344345694897,
              "raw_gap": -0.010081344345694897,
              "n": 344,
              "n_cells": 343,
              "weight_sum": 344.0,
              "relative_to_minus_one": 0.021666472300552367
            },
            {
              "event_time": -11,
              "estimate": 0.03751237142150437,
              "raw_gap": 0.03751237142150437,
              "n": 366,
              "n_cells": 365,
              "weight_sum": 366.0,
              "relative_to_minus_one": 0.06926018806775164
            },
            {
              "event_time": -10,
              "estimate": -0.006775095744991129,
              "raw_gap": -0.006775095744991129,
              "n": 386,
              "n_cells": 386,
              "weight_sum": 386.0,
              "relative_to_minus_one": 0.024972720901256133
            },
            {
              "event_time": -9,
              "estimate": 0.02946545707705832,
              "raw_gap": 0.02946545707705832,
              "n": 409,
              "n_cells": 408,
              "weight_sum": 409.0,
              "relative_to_minus_one": 0.06121327372330558
            },
            {
              "event_time": -8,
              "estimate": 0.05452209719587713,
              "raw_gap": 0.05452209719587713,
              "n": 421,
              "n_cells": 421,
              "weight_sum": 421.0,
              "relative_to_minus_one": 0.0862699138421244
            },
            {
              "event_time": -7,
              "estimate": 0.04919000623804723,
              "raw_gap": 0.04919000623804723,
              "n": 450,
              "n_cells": 450,
              "weight_sum": 450.0,
              "relative_to_minus_one": 0.08093782288429449
            },
            {
              "event_time": -6,
              "estimate": 0.02652918610062025,
              "raw_gap": 0.02652918610062025,
              "n": 528,
              "n_cells": 525,
              "weight_sum": 528.0,
              "relative_to_minus_one": 0.058277002746867514
            },
            {
              "event_time": -5,
              "estimate": -0.017240743199856197,
              "raw_gap": -0.017240743199856197,
              "n": 578,
              "n_cells": 578,
              "weight_sum": 578.0,
              "relative_to_minus_one": 0.014507073446391065
            },
            {
              "event_time": -4,
              "estimate": -0.011898003392536074,
              "raw_gap": -0.011898003392536074,
              "n": 607,
              "n_cells": 606,
              "weight_sum": 607.0,
              "relative_to_minus_one": 0.01984981325371119
            },
            {
              "event_time": -3,
              "estimate": -0.0021452714277932538,
              "raw_gap": -0.0021452714277932538,
              "n": 645,
              "n_cells": 645,
              "weight_sum": 645.0,
              "relative_to_minus_one": 0.02960254521845401
            },
            {
              "event_time": -2,
              "estimate": -0.030424836111840943,
              "raw_gap": -0.030424836111840943,
              "n": 696,
              "n_cells": 695,
              "weight_sum": 696.0,
              "relative_to_minus_one": 0.0013229805344063192
            },
            {
              "event_time": -1,
              "estimate": -0.03174781664624726,
              "raw_gap": -0.03174781664624726,
              "n": 785,
              "n_cells": 783,
              "weight_sum": 785.0,
              "relative_to_minus_one": 0.0
            },
            {
              "event_time": 0,
              "estimate": -0.05124573517312395,
              "raw_gap": -0.05124573517312395,
              "n": 784,
              "n_cells": 783,
              "weight_sum": 784.0,
              "relative_to_minus_one": -0.01949791852687669
            },
            {
              "event_time": 1,
              "estimate": -0.1665790700400328,
              "raw_gap": -0.1665790700400328,
              "n": 695,
              "n_cells": 695,
              "weight_sum": 695.0,
              "relative_to_minus_one": -0.13483125339378554
            },
            {
              "event_time": 2,
              "estimate": -0.11930914576321726,
              "raw_gap": -0.11930914576321726,
              "n": 635,
              "n_cells": 634,
              "weight_sum": 635.0,
              "relative_to_minus_one": -0.08756132911697
            },
            {
              "event_time": 3,
              "estimate": -0.13496118134569887,
              "raw_gap": -0.13496118134569887,
              "n": 584,
              "n_cells": 584,
              "weight_sum": 584.0,
              "relative_to_minus_one": -0.10321336469945161
            },
            {
              "event_time": 4,
              "estimate": -0.10229952235809567,
              "raw_gap": -0.10229952235809567,
              "n": 528,
              "n_cells": 528,
              "weight_sum": 528.0,
              "relative_to_minus_one": -0.0705517057118484
            },
            {
              "event_time": 5,
              "estimate": -0.07546044495974787,
              "raw_gap": -0.07546044495974787,
              "n": 476,
              "n_cells": 476,
              "weight_sum": 476.0,
              "relative_to_minus_one": -0.043712628313500604
            },
            {
              "event_time": 9,
              "estimate": 1.8227984353301898,
              "raw_gap": 1.8227984353301898,
              "n": 1,
              "n_cells": 1,
              "weight_sum": 1.0,
              "relative_to_minus_one": 1.854546251976437
            },
            {
              "event_time": 10,
              "estimate": 1.176772917807433,
              "raw_gap": 1.176772917807433,
              "n": 1,
              "n_cells": 1,
              "weight_sum": 1.0,
              "relative_to_minus_one": 1.2085207344536804
            },
            {
              "event_time": 11,
              "estimate": 0.4240293802135199,
              "raw_gap": 0.4240293802135199,
              "n": 1,
              "n_cells": 1,
              "weight_sum": 1.0,
              "relative_to_minus_one": 0.45577719685976714
            },
            {
              "event_time": 12,
              "estimate": 3.3297860830008807,
              "raw_gap": 3.3297860830008807,
              "n": 1,
              "n_cells": 1,
              "weight_sum": 1.0,
              "relative_to_minus_one": 3.361533899647128
            },
            {
              "event_time": 13,
              "estimate": 1.7276381002362755,
              "raw_gap": 1.7276381002362755,
              "n": 1,
              "n_cells": 1,
              "weight_sum": 1.0,
              "relative_to_minus_one": 1.7593859168825228
            },
            {
              "event_time": 14,
              "estimate": 1.5857948361878635,
              "raw_gap": 1.5857948361878635,
              "n": 1,
              "n_cells": 1,
              "weight_sum": 1.0,
              "relative_to_minus_one": 1.6175426528341108
            }
          ],
          "package_event_study": {
            "event_time": [
              -29.0,
              -28.0,
              -27.0,
              -26.0,
              -25.0,
              -24.0,
              -23.0,
              -22.0,
              -21.0,
              -20.0,
              -19.0,
              -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,
              9.0,
              10.0,
              11.0,
              12.0,
              13.0,
              14.0
            ],
            "estimate": [
              -0.2550483931980137,
              -0.1905117978516475,
              -0.11993590111756203,
              -0.050607119800022346,
              -0.02158493696515578,
              -0.03774382620035762,
              -0.007230220812468224,
              -0.09616436126380912,
              -0.11503784909861686,
              -0.0633341353021112,
              0.06075709962385816,
              -0.032869822311274006,
              -0.04011960429008758,
              -0.010503535112033977,
              0.05545411762535306,
              0.025453996570203443,
              0.042639159595367945,
              -0.01031148713403657,
              0.038402932699537304,
              -0.006775095744991127,
              0.028995258508086312,
              0.05452209719587713,
              0.04919000623804722,
              0.02586315903787117,
              -0.017240743199856204,
              -0.011032984195946748,
              -0.0021452714277932663,
              -0.030362636479375288,
              -0.03238561061434729,
              -0.05510252790114321,
              -0.1665790700400328,
              -0.12128105771791714,
              -0.13496118134569882,
              -0.10229952235809571,
              -0.07546044495974792,
              1.8227984353301898,
              1.176772917807433,
              0.4240293802135199,
              3.3297860830008807,
              1.7276381002362755,
              1.5857948361878635
            ],
            "n": [
              4.0,
              3.0,
              3.0,
              58.0,
              64.0,
              67.0,
              81.0,
              96.0,
              111.0,
              172.0,
              191.0,
              206.0,
              220.0,
              234.0,
              253.0,
              289.0,
              316.0,
              343.0,
              365.0,
              386.0,
              408.0,
              421.0,
              450.0,
              525.0,
              578.0,
              606.0,
              645.0,
              695.0,
              783.0,
              783.0,
              695.0,
              634.0,
              584.0,
              528.0,
              476.0,
              1.0,
              1.0,
              1.0,
              1.0,
              1.0,
              1.0
            ]
          },
          "sdid_pre_gap_correction": [],
          "diagnostics": {
            "converged": true,
            "iterations": 187,
            "termination_reason": "Relative objective tolerance reached",
            "objective": 0.4788578587168376,
            "lambda_l": 0.00030965834713404805,
            "singular_values": [
              74.82462150656322,
              73.75263595559835,
              65.89301793569037,
              58.72052700204155,
              58.5357717493043,
              53.091988416677324,
              50.67938919279155,
              47.7269512909257,
              46.416243577618644,
              41.61566215234278,
              37.70518569687093,
              36.12554309350955,
              35.193418469923,
              34.76395698604183,
              34.12502209322324,
              32.33457805943502,
              31.167564905458246,
              26.44428841143392,
              25.324483009567746,
              24.19714284186571,
              23.159743027909226,
              21.23605923940256,
              19.61163914406924,
              18.536124437580792,
              17.747337613630766,
              16.49390119398002,
              12.968659859492096,
              12.332247640116275,
              8.667018474937503,
              7.6709806489817645,
              7.036029209814725,
              6.802507654293109,
              5.633184814730246,
              4.285900501366047,
              1.7837187444847693,
              0.0,
              0.0,
              0.0,
              0.0,
              0.0,
              0.0,
              0.0
            ],
            "history_objective": [
              0.481532120593939,
              0.47992021191043127,
              0.4794219540478506,
              0.47920989018802207,
              0.47910195318930004,
              0.47903936111345097,
              0.4789992819969557,
              0.47897159022963653,
              0.47895133266651035,
              0.4789358760856196,
              0.4789237132544156,
              0.47891392251692944,
              0.47890590649921544,
              0.47889925814792567,
              0.4788936882323391,
              0.4788889840578002,
              0.4788849847962203,
              0.47888156607195664,
              0.47887862993010705,
              0.47887609806591747,
              0.4788739071072362,
              0.4788720052354829,
              0.4788703497074871,
              0.4788689050008002,
              0.4788676414013562,
              0.4788665339117879,
              0.47886556139661013,
              0.47886470590528807,
              0.47886395213088806,
              0.47886328697325437,
              0.47886269918387037,
              0.478862179075049,
              0.47886171828034774,
              0.4788613095559847,
              0.47886094661552725,
              0.47886062399144613,
              0.47886033691883667,
              0.4788600812373073,
              0.4788598533078249,
              0.4788596499421358,
              0.47885946834256476,
              0.4788593060505577,
              0.47885916090259567,
              0.47885903099226323,
              0.47885891463763886,
              0.47885881035307826,
              0.4788587168248434,
              0.4788586328899845,
              0.47885855751794615,
              0.4788584897946448,
              0.47885842890851704,
              0.47885837413836785,
              0.4788583248428028,
              0.4788582804508758,
              0.47885824045397624,
              0.4788582043986723,
              0.4788581718804061,
              0.47885814253800635,
              0.47885811604876827,
              0.4788580921242004,
              0.478858070506203,
              0.47885805096374323,
              0.47885803328987586,
              0.4788580172991288,
              0.478858002825177,
              0.4788579897187725,
              0.4788579778459468,
              0.4788579670863389,
              0.4788579573317992,
              0.47885794848506913,
              0.4788579404586617,
              0.4788579331738376,
              0.4788579265596775,
              0.4788579205523038,
              0.47885791509414066,
              0.4788579101332642,
              0.47885790562284236,
              0.4788579015205901,
              0.4788578977883568,
              0.47885789439166343,
              0.4788578912993544,
              0.47885788848326494,
              0.47885788591793654,
              0.4788578835803201,
              0.4788578814495648,
              0.47885787950678227,
              0.4788578777348793,
              0.4788578761183545,
              0.478857874643172,
              0.47885787329658686,
              0.4788578720670523,
              0.47885787094409515,
              0.47885786991819435,
              0.47885786898070914,
              0.4788578681238085,
              0.4788578673403513,
              0.47885786662386554,
              0.4788578659684623,
              0.4788578653687885,
              0.4788578648199625,
              0.47885786431756383,
              0.47885786385754936,
              0.47885786343623904,
              0.4788578630503011,
              0.47885786269667474,
              0.47885786237258343,
              0.47885786207549896,
              0.4788578618031042,
              0.4788578615533016,
              0.47885786132415853,
              0.47885786111393186,
              0.47885786092101434,
              0.47885786074394737,
              0.4788578605813928,
              0.4788578604321295,
              0.47885786029505323,
              0.47885786016913734,
              0.4788578600534507,
              0.47885785994714514,
              0.4788578598494412,
              0.47885785975962014,
              0.4788578596770392,
              0.4788578596011016,
              0.47885785953125604,
              0.4788578594670043,
              0.47885785940788805,
              0.4788578593534855,
              0.47885785930341684,
              0.4788578592573224,
              0.4788578592148847,
              0.47885785917581103,
              0.4788578591398236,
              0.4788578591066731,
              0.47885785907613204,
              0.47885785904799405,
              0.47885785902206224,
              0.4788578589981623,
              0.47885785897613187,
              0.4788578589558165,
              0.4788578589370862,
              0.47885785891981125,
              0.47885785890388255,
              0.4788578588891884,
              0.47885785887562654,
              0.47885785886311794,
              0.4788578588515707,
              0.47885785884091625,
              0.47885785883107834,
              0.4788578588220003,
              0.4788578588136192,
              0.47885785880587584,
              0.4788578587987298,
              0.4788578587921227,
              0.47885785878602377,
              0.47885785878038767,
              0.47885785877518117,
              0.4788578587703688,
              0.4788578587659218,
              0.4788578587618128,
              0.4788578587580129,
              0.4788578587545008,
              0.47885785875125647,
              0.4788578587482492,
              0.47885785874547354,
              0.4788578587429106,
              0.47885785874053677,
              0.4788578587383376,
              0.47885785873630515,
              0.47885785873442566,
              0.4788578587326837,
              0.478857858731074,
              0.47885785872958686,
              0.4788578587282065,
              0.4788578587269279,
              0.4788578587257475,
              0.4788578587246555,
              0.4788578587236382,
              0.47885785872270237,
              0.47885785872183695,
              0.47885785872103126,
              0.47885785872028286,
              0.47885785871959796,
              0.47885785871895636,
              0.4788578587183639,
              0.47885785871781406,
              0.47885785871730874,
              0.4788578587168376
            ],
            "history_rmse": [
              0.3841711434589636,
              0.38338206427937604,
              0.3832075408789052,
              0.38312330419433077,
              0.38312855256217343,
              0.38313834901588584,
              0.3831414758217318,
              0.3831394895572556,
              0.3831347560030704,
              0.38312880150301976,
              0.3831224592731491,
              0.38311615600707744,
              0.38311010103369053,
              0.3831043905386448,
              0.3830990619291659,
              0.3830941218964323,
              0.3830895610572447,
              0.38308536176299424,
              0.38308150237667765,
              0.38307795967568337,
              0.38307471022672773,
              0.38307173117635,
              0.38306900069761973,
              0.3830664982284874,
              0.3830642045812408,
              0.3830621019713676,
              0.3830601739961483,
              0.3830584055825343,
              0.38305678291715567,
              0.3830552933667842,
              0.38305392539498456,
              0.38305266847851593,
              0.3830515130259272,
              0.3830504502996676,
              0.3830494723427913,
              0.3830485719103863,
              0.38304774240614736,
              0.38304697782393865,
              0.3830462726940893,
              0.38304562203439135,
              0.3830450213053532,
              0.38304446636947626,
              0.3830439534542729,
              0.38304347911863007,
              0.38304304022238445,
              0.38304263389866067,
              0.383042257528858,
              0.3830419087200026,
              0.38304158528416277,
              0.3830412852199173,
              0.3830410066954605,
              0.3830407480333425,
              0.38304050769670683,
              0.38304028427669184,
              0.383040076481115,
              0.38303988312417475,
              0.38303970311707614,
              0.38303953545961444,
              0.3830393792324129,
              0.3830392335899894,
              0.383039097754364,
              0.3830389710093235,
              0.3830388526951459,
              0.38303874220383705,
              0.38303863897477836,
              0.3830385424907562,
              0.38303845227439337,
              0.3830383678847956,
              0.3830382889146179,
              0.38303821498727697,
              0.38303814575448114,
              0.38303808089394514,
              0.38303802010727195,
              0.3830379631180885,
              0.38303790967027623,
              0.3830378595263698,
              0.38303781246611385,
              0.38303776828508346,
              0.3830377267935229,
              0.38303768781514724,
              0.3830376511861447,
              0.38303761675421816,
              0.38303758437773405,
              0.38303755392488276,
              0.3830375252729718,
              0.3830374983077286,
              0.3830374729227059,
              0.38303744901867054,
              0.383037426503112,
              0.3830374052897102,
              0.38303738529793013,
              0.38303736645259595,
              0.38303734868347694,
              0.38303733192496764,
              0.38303731611577385,
              0.38303730119855367,
              0.3830372871197002,
              0.3830372738290527,
              0.3830372612796634,
              0.3830372494275632,
              0.38303723823159896,
              0.3830372276531888,
              0.383037217656173,
              0.38303720820668163,
              0.38303719927291413,
              0.3830371908250567,
              0.38303718283513544,
              0.3830371752768767,
              0.38303716812563066,
              0.38303716135822086,
              0.3830371549528997,
              0.38303714888920903,
              0.3830371431479287,
              0.38303713771097736,
              0.3830371325613527,
              0.3830371276830721,
              0.3830371230610741,
              0.38303711868119095,
              0.38303711453008726,
              0.38303711059520157,
              0.38303710686469183,
              0.383037103327422,
              0.38303709997288443,
              0.3830370967911685,
              0.38303709377294076,
              0.3830370909093926,
              0.3830370881922175,
              0.3830370856135832,
              0.3830370831660863,
              0.3830370808427537,
              0.3830370786370013,
              0.38303707654259955,
              0.38303707455367203,
              0.3830370726646693,
              0.383037070870353,
              0.38303706916576175,
              0.38303706754621575,
              0.3830370660072875,
              0.3830370645447844,
              0.38303706315475716,
              0.3830370618334574,
              0.3830370605773523,
              0.38303705938308436,
              0.3830370582474767,
              0.38303705716754305,
              0.3830370561404309,
              0.3830370551634613,
              0.3830370542340796,
              0.3830370533498843,
              0.38303705250858733,
              0.38303705170801944,
              0.3830370509461423,
              0.383037050220999,
              0.3830370495307636,
              0.38303704887368367,
              0.3830370482481097,
              0.38303704765247004,
              0.38303704708528125,
              0.3830370465451329,
              0.3830370460306858,
              0.3830370455406739,
              0.3830370450738972,
              0.38303704462919924,
              0.3830370442055151,
              0.3830370438018137,
              0.3830370434171091,
              0.383037043050476,
              0.3830370427010408,
              0.3830370423679683,
              0.38303704205045835,
              0.38303704174776626,
              0.3830370414591767,
              0.38303704118400056,
              0.38303704092159774,
              0.38303704067135946,
              0.3830370404326994,
              0.38303704020505464,
              0.38303703998791516,
              0.38303703978077425,
              0.38303703958314816,
              0.3830370393945877,
              0.3830370392146774,
              0.38303703904298625,
              0.3830370388791398,
              0.3830370387227622,
              0.38303703857350924,
              0.3830370384310363
            ],
            "n_observed": 158716,
            "n_missing": 464480,
            "n_treated_observed": 3706,
            "n_untreated_observed": 155010
          },
          "checks": {
            "scalar_vs_treated_cell_average": 2.7755575615628914e-17,
            "native_scalar_vs_unweighted_matrix_average": 4.163336342344337e-17
          },
          "native_matrix_att": -0.10644731607571607,
          "matrix_preparation": {
            "source_rows": 158820,
            "matrix_shape": [
              14838,
              42
            ],
            "observed_cells": 158716,
            "missing_cells": 464480,
            "repeated_cells": 104,
            "minimum_cell_count": 1,
            "maximum_cell_count": 2,
            "observation_mass": 158820.0,
            "treated_observation_mass": 3708.0,
            "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": 5.736206917092204,
          "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 4, period 4: no donor/pre-period overlap for observed treated outcomes",
          "crabbymetrics_build": {
            "source_commit": "cb3fcc0e8664cdbb6848d3998ddc4365d65740dc",
            "extension_sha256": "3e1dd2e2bd6d38612b9200b15094fc37138cd002749f8b31148d6265fc533cbd"
          },
          "parameters": {
            "penalty": 1.0
          }
        },
        {
          "method": "Multisynth (cohort-averaged)",
          "status": "unsupported",
          "reason": "multisynth-cohort: requires one observation per unit-period; no observations collapsed."
        },
        {
          "method": "Multisynth (individual)",
          "status": "unsupported",
          "reason": "multisynth-individual: requires one observation per unit-period; no observations collapsed."
        }
      ]
    },
    "combined_table": [
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Static TWFE",
        "Estimate (SDs)": -0.04554503237764617,
        "SE": 0.02214473217513982,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": 0.02423836125002131,
        "SE": 0.11007633808788625,
        "Aggregation": "observations",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": -0.0627428660212227,
        "SE": 0.025020830210489543,
        "Aggregation": "observations",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": 0.029550752772808053,
        "SE": 0.01805694197448713,
        "Aggregation": "observations",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID",
        "Estimate (SDs)": 0.013448120687134116,
        "SE": 0.049316475998338515,
        "Aggregation": "Equal post-event times",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (treated cells)",
        "Estimate (SDs)": -0.04619943130316344,
        "SE": 0.14290814123669146,
        "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)": -0.10528431698279975,
        "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": "failed",
        "Note": "ValueError: ridge cohort 4, period 4: 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: requires one observation per unit-period; no observations collapsed."
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Multisynth (individual)",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "multisynth-individual: requires one observation per unit-period; no observations collapsed."
      }
    ],
    "adapter_sha256": {
      "validate_template.py": "9c8cc9bb42c9d4eb4f48bfa0a6ee09498fe83516d08aa9f26a49c21c4686618a",
      "mtgpax_worker.py": "7279b1b2aaa3f5909cd39ac1964d2e9c75907219011fe661a015511131affa85",
      "csdid_general.py": "07619c3b3dfee796ae9e4842afdbc6e367a74cece254ede73f7c403dfc924f6d",
      "runner.py": "d36b4f422cd786230207f4a08bf843040db9a7f5888f15c00147001143c9832f",
      "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": "ec30f3992f92d8b6343208e08fb7dfd0702f76702b7e30155029d48f97b7a458"
    },
    "scalar_ranges": [
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Static TWFE",
        "Estimate (SDs)": -0.04554503237764617,
        "SE": 0.02214473217513982,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": "",
        "lower": -0.08988909366361386,
        "upper": -0.0012009710916784724,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": 0.02423836125002131,
        "SE": 0.11007633808788625,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.19618570365620996,
        "upper": 0.2446624261562526,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": -0.0627428660212227,
        "SE": 0.025020830210489543,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.11284621428051295,
        "upper": -0.01263951776193245,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": 0.029550752772808053,
        "SE": 0.01805694197448713,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.006607649831524377,
        "upper": 0.06570915537714048,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (equal event-time)",
        "Estimate (SDs)": 0.013448120687134116,
        "SE": 0.049316475998338515,
        "Aggregation": "Equal post-event times",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.08321039611404338,
        "upper": 0.11010663748831162,
        "ci_level": 0.95,
        "inference": "Configured-cluster analytical influence functions, including aggregation-share uncertainty; sufficient-statistic calculation of intercept-only CS-DID"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (treated cells)",
        "Estimate (SDs)": -0.04619943130316344,
        "SE": 0.14290814123669146,
        "Aggregation": "Treated cells",
        "Event study": "Same CS-DID path",
        "Status": "estimated",
        "Note": "",
        "lower": -0.32629424122464207,
        "upper": 0.23389537861831516,
        "ci_level": 0.95,
        "inference": "Configured-cluster analytical influence functions, including aggregation-share uncertainty; sufficient-statistic calculation of intercept-only CS-DID"
      },
      {
        "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)": -0.10528431698279975,
        "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": "failed",
        "Note": "ValueError: ridge cohort 4, period 4: 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: requires one observation per unit-period; no observations collapsed.",
        "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: requires one observation per unit-period; no observations collapsed.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      }
    ],
    "reporting_source": {
      "path": "templates/reporting/comparison_report.py",
      "sha256": "94e9c5116a13335ead2db81834cac48593160291aea51c30c12fe3e11e5da1ce"
    }
  },
  "finished": 1791602196.342463,
  "scalar_ranges": [
    {
      "Outcome / treatment": "y__d",
      "Estimator": "Static TWFE",
      "Estimate (SDs)": -0.04554503237764617,
      "SE": 0.02214473217513982,
      "Aggregation": "Coefficient",
      "Event study": "No",
      "Status": "estimated",
      "Note": "",
      "lower": -0.08988909366361386,
      "upper": -0.0012009710916784724,
      "ci_level": 0.95,
      "inference": "Configured-cluster regression interval"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "Dynamic TWFE",
      "Estimate (SDs)": 0.02423836125002131,
      "SE": 0.11007633808788625,
      "Aggregation": "Treated cells",
      "Event study": "Yes",
      "Status": "estimated",
      "Note": "",
      "lower": -0.19618570365620996,
      "upper": 0.2446624261562526,
      "ci_level": 0.95,
      "inference": "Configured-cluster regression interval"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "BJS / did2s",
      "Estimate (SDs)": -0.0627428660212227,
      "SE": 0.025020830210489543,
      "Aggregation": "Treated cells",
      "Event study": "Yes",
      "Status": "estimated",
      "Note": "",
      "lower": -0.11284621428051295,
      "upper": -0.01263951776193245,
      "ci_level": 0.95,
      "inference": "Configured-cluster regression interval"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "Sun\u2013Abraham",
      "Estimate (SDs)": 0.029550752772808053,
      "SE": 0.01805694197448713,
      "Aggregation": "Treated cells",
      "Event study": "Yes",
      "Status": "estimated",
      "Note": "",
      "lower": -0.006607649831524377,
      "upper": 0.06570915537714048,
      "ci_level": 0.95,
      "inference": "Configured-cluster regression interval"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "CS-DID (equal event-time)",
      "Estimate (SDs)": 0.013448120687134116,
      "SE": 0.049316475998338515,
      "Aggregation": "Equal post-event times",
      "Event study": "Yes",
      "Status": "estimated",
      "Note": "",
      "lower": -0.08321039611404338,
      "upper": 0.11010663748831162,
      "ci_level": 0.95,
      "inference": "Configured-cluster analytical influence functions, including aggregation-share uncertainty; sufficient-statistic calculation of intercept-only CS-DID"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "CS-DID (treated cells)",
      "Estimate (SDs)": -0.04619943130316344,
      "SE": 0.14290814123669146,
      "Aggregation": "Treated cells",
      "Event study": "Same CS-DID path",
      "Status": "estimated",
      "Note": "",
      "lower": -0.32629424122464207,
      "upper": 0.23389537861831516,
      "ci_level": 0.95,
      "inference": "Configured-cluster analytical influence functions, including aggregation-share uncertainty; sufficient-statistic calculation of intercept-only CS-DID"
    },
    {
      "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)": -0.10528431698279975,
      "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 4, period 4: 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: requires one observation per unit-period; no observations collapsed.",
      "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: requires one observation per unit-period; no observations collapsed.",
      "lower": null,
      "upper": null,
      "ci_level": null,
      "inference": "Not computed"
    }
  ]
}
