[
  {
    "study_id": 2,
    "specification_id": "S02-P001",
    "source_specification_id": "AM005-P2587-T2-CAPEX-ACTUAL",
    "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": "Do Powerful Politicians Really Cause Corporate Downsizing?",
    "status": "ready",
    "reason": "",
    "config": "analyses/full-archive/configs/S02-P001.json",
    "input_bytes": 1978714,
    "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": "s02-p001",
        "specification_id": "S02-P001",
        "source_specification_id": "AM005-P2587-T2-CAPEX-ACTUAL",
        "study_id": 2,
        "study": "Do Powerful Politicians Really Cause Corporate Downsizing?",
        "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204",
        "description": "AM005-P2587-T2-CAPEX-ACTUAL",
        "data": "analyses/full-archive/prepared/S02-P001.parquet",
        "output_dir": "analyses/full-archive/results/S02-P001"
      },
      "source": {
        "file": "S02-P001.parquet",
        "bytes": 1978714,
        "sha256": "5e355152e2248d61f80f2a4abec7923753771043c64cf59574de329c63ad23b9"
      },
      "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": 168975,
            "source_sd": 0.1005795987197113,
            "rows": 160503,
            "units": 14831,
            "clusters": 2018,
            "treated_units": 843,
            "never_treated_units": 13988,
            "treated_cohorts": 6,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 160269,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 214,
            "post_adoption_untreated_rows_removed": 5711,
            "units_without_minus_one_removed": 13,
            "additional_rows_removed": 1871
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.10113341599942652,
              "se": 0.04422121045668668,
              "pvalue": 0.022299630037125904,
              "lower": -0.18785743680629105,
              "upper": -0.014409395192561986
            },
            {
              "method": "Dynamic TWFE",
              "estimate": 0.018958429192873064,
              "se": 0.09568001181191131,
              "pvalue": 0.8429522948133154,
              "lower": -0.16868354734923535,
              "upper": 0.20660040573498145
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.11737509411677384,
              "se": 0.05378324935175247,
              "pvalue": 0.0291970473436706,
              "lower": -0.22285161969516576,
              "upper": -0.01189856853838192
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": 0.027090612439988726,
              "se": 0.013218544208622916,
              "pvalue": 0.04054820614885373,
              "lower": 0.0011671858502100008,
              "upper": 0.05301403902976745
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -27,
                "estimate": -0.29137392310215104,
                "se": 0.11005207316384985,
                "pvalue": 0.008169653874289388,
                "lower": -0.5072015357869848,
                "upper": -0.0755463104173173
              },
              {
                "event_time": -26,
                "estimate": 0.752805406269722,
                "se": 0.1085716285468193,
                "pvalue": 5.498389539611788e-12,
                "lower": 0.5398811539507589,
                "upper": 0.9657296585886852
              },
              {
                "event_time": -25,
                "estimate": -0.1968936648729558,
                "se": 0.12682564683743844,
                "pvalue": 0.12070545771541238,
                "lower": -0.44561661753720005,
                "upper": 0.05182928779128845
              },
              {
                "event_time": -24,
                "estimate": -0.003103779105729931,
                "se": 0.10488926241384029,
                "pvalue": 0.9763961634721976,
                "lower": -0.20880639289791056,
                "upper": 0.2025988346864507
              },
              {
                "event_time": -23,
                "estimate": 0.014147157102916143,
                "se": 0.10580282819150194,
                "pvalue": 0.8936432862664181,
                "lower": -0.19334708782491533,
                "upper": 0.22164140203074761
              },
              {
                "event_time": -22,
                "estimate": 0.11161890477430161,
                "se": 0.1047566371536479,
                "pvalue": 0.28677419743306437,
                "lower": -0.09382361220674112,
                "upper": 0.31706142175534435
              },
              {
                "event_time": -21,
                "estimate": 0.017050213117775416,
                "se": 0.10430617506647233,
                "pvalue": 0.8701701825391057,
                "lower": -0.18750888427756465,
                "upper": 0.22160931051311547
              },
              {
                "event_time": -20,
                "estimate": -0.04362089916581731,
                "se": 0.1040143538950942,
                "pvalue": 0.6749875980458961,
                "lower": -0.24760769415068246,
                "upper": 0.1603658958190478
              },
              {
                "event_time": -19,
                "estimate": 0.024679774732785268,
                "se": 0.1049339684720543,
                "pvalue": 0.8140825187435976,
                "lower": -0.18111051393492916,
                "upper": 0.2304700634004997
              },
              {
                "event_time": -18,
                "estimate": 0.04962162472414071,
                "se": 0.10149724759009478,
                "pvalue": 0.6249682975247949,
                "lower": -0.14942877034508506,
                "upper": 0.24867201979336645
              },
              {
                "event_time": -17,
                "estimate": 0.02736853995128254,
                "se": 0.09947116500277502,
                "pvalue": 0.7832365254686875,
                "lower": -0.167708421857195,
                "upper": 0.2224455017597601
              },
              {
                "event_time": -16,
                "estimate": 0.1008427269483705,
                "se": 0.1054565690944817,
                "pvalue": 0.339061101082027,
                "lower": -0.10597245513101265,
                "upper": 0.30765790902775364
              },
              {
                "event_time": -15,
                "estimate": 0.03172761267494793,
                "se": 0.0994760381363986,
                "pvalue": 0.7497995095252611,
                "lower": -0.16335890603478587,
                "upper": 0.22681413138468176
              },
              {
                "event_time": -14,
                "estimate": 0.040348085980367175,
                "se": 0.116897904403728,
                "pvalue": 0.7300126158535841,
                "lower": -0.18890516577576663,
                "upper": 0.26960133773650097
              },
              {
                "event_time": -13,
                "estimate": 0.1348066911302823,
                "se": 0.1675474279249425,
                "pvalue": 0.42115215129995975,
                "lower": -0.1937774085684679,
                "upper": 0.46339079082903245
              },
              {
                "event_time": -12,
                "estimate": 0.09538336665294612,
                "se": 0.14143875085730595,
                "pvalue": 0.5001474784513892,
                "lower": -0.18199794076875453,
                "upper": 0.37276467407464675
              },
              {
                "event_time": -11,
                "estimate": 0.09910725947377133,
                "se": 0.10274191673012172,
                "pvalue": 0.33484909892281883,
                "lower": -0.10238410704970904,
                "upper": 0.30059862599725173
              },
              {
                "event_time": -10,
                "estimate": 0.2014301166275066,
                "se": 0.10381466820085458,
                "pvalue": 0.05248418229724182,
                "lower": -0.002165066591800213,
                "upper": 0.4050252998468134
              },
              {
                "event_time": -9,
                "estimate": 0.16958061553004025,
                "se": 0.11281159951769394,
                "pvalue": 0.13293895423574678,
                "lower": -0.051658816923098316,
                "upper": 0.3908200479831788
              },
              {
                "event_time": -8,
                "estimate": 0.18642411263964626,
                "se": 0.11237015709385628,
                "pvalue": 0.09726763652319757,
                "lower": -0.03394958905771783,
                "upper": 0.40679781433701034
              },
              {
                "event_time": -7,
                "estimate": 0.25784726490880927,
                "se": 0.11910280344761434,
                "pvalue": 0.030511248711232005,
                "lower": 0.024269895640190664,
                "upper": 0.4914246341774279
              },
              {
                "event_time": -6,
                "estimate": 0.3992289946532315,
                "se": 0.200420504019569,
                "pvalue": 0.046510412497999434,
                "lower": 0.006176163642651111,
                "upper": 0.7922818256638118
              },
              {
                "event_time": -5,
                "estimate": 0.23048019715016055,
                "se": 0.12329640896244866,
                "pvalue": 0.0617233884179586,
                "lower": -0.011321423064290764,
                "upper": 0.47228181736461183
              },
              {
                "event_time": -4,
                "estimate": 0.09744302443516693,
                "se": 0.10467932440021124,
                "pvalue": 0.3520313159081555,
                "lower": -0.1078478713494311,
                "upper": 0.302733920219765
              },
              {
                "event_time": -3,
                "estimate": 0.09698801247904328,
                "se": 0.10008448239099295,
                "pvalue": 0.3326307209879926,
                "lower": -0.09929175109328743,
                "upper": 0.293267776051374
              },
              {
                "event_time": -2,
                "estimate": 0.050611392334597737,
                "se": 0.10783069934602943,
                "pvalue": 0.6388632298572724,
                "lower": -0.16085979348613708,
                "upper": 0.26208257815533254
              },
              {
                "event_time": 0,
                "estimate": -0.030440644109451007,
                "se": 0.13035541065710438,
                "pvalue": 0.8153810482698041,
                "lower": -0.28608596067506015,
                "upper": 0.2252046724561581
              },
              {
                "event_time": 1,
                "estimate": -0.040174773005254086,
                "se": 0.12767208429258142,
                "pvalue": 0.7530435920377445,
                "lower": -0.29055770871187636,
                "upper": 0.21020816270136822
              },
              {
                "event_time": 2,
                "estimate": 0.027198659340836363,
                "se": 0.10113586879908695,
                "pvalue": 0.7880096084849023,
                "lower": -0.1711430210309204,
                "upper": 0.22554033971259316
              },
              {
                "event_time": 3,
                "estimate": 0.043335250463465744,
                "se": 0.0972201717810324,
                "pvalue": 0.6558304465119676,
                "lower": -0.14732719665890376,
                "upper": 0.23399769758583527
              },
              {
                "event_time": 4,
                "estimate": 0.060201650395975394,
                "se": 0.09431106852936447,
                "pvalue": 0.5233308985162362,
                "lower": -0.12475563559847619,
                "upper": 0.24515893639042696
              },
              {
                "event_time": 5,
                "estimate": 0.08952498388779398,
                "se": 0.10934379344109768,
                "pvalue": 0.4130270732612967,
                "lower": -0.12491359252284723,
                "upper": 0.3039635602984352
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -27,
                "estimate": -0.42283734963357533,
                "se": 0.05536279658310175,
                "pvalue": 3.395801885269394e-14,
                "lower": -0.5314115897598567,
                "upper": -0.31426310950729397
              },
              {
                "event_time": -26,
                "estimate": 0.6816818255131417,
                "se": 0.06327973896522684,
                "pvalue": 2.382408729427581e-26,
                "lower": 0.557581346534881,
                "upper": 0.8057823044914024
              },
              {
                "event_time": -25,
                "estimate": -0.2469879196591334,
                "se": 0.08475772712964644,
                "pvalue": 0.0036070630919112917,
                "lower": -0.4132097578951903,
                "upper": -0.08076608142307642
              },
              {
                "event_time": -24,
                "estimate": -0.05887120623666555,
                "se": 0.027464174618162078,
                "pvalue": 0.03218713487320989,
                "lower": -0.11273232008748953,
                "upper": -0.005010092385841575
              },
              {
                "event_time": -23,
                "estimate": -0.039049032457970714,
                "se": 0.028294477011058635,
                "pvalue": 0.16771070858465578,
                "lower": -0.09453848622201527,
                "upper": 0.016440421306073844
              },
              {
                "event_time": -22,
                "estimate": 0.04726386761909818,
                "se": 0.027734686601828366,
                "pvalue": 0.08850842439386636,
                "lower": -0.007127758324400407,
                "upper": 0.10165549356259676
              },
              {
                "event_time": -21,
                "estimate": -0.038022288462241996,
                "se": 0.025040368352317353,
                "pvalue": 0.12906031844476884,
                "lower": -0.08712997691244712,
                "upper": 0.011085399987963124
              },
              {
                "event_time": -20,
                "estimate": -0.09824723702890178,
                "se": 0.027559933004719463,
                "pvalue": 0.0003725237889852839,
                "lower": -0.15229614656018026,
                "upper": -0.04419832749762333
              },
              {
                "event_time": -19,
                "estimate": -0.04384781138010505,
                "se": 0.028687772996237204,
                "pvalue": 0.1265577792794783,
                "lower": -0.10010857395387318,
                "upper": 0.012412951193663077
              },
              {
                "event_time": -18,
                "estimate": -0.03129037786243823,
                "se": 0.035079494666956715,
                "pvalue": 0.3725074489404898,
                "lower": -0.10008620669600721,
                "upper": 0.03750545097113075
              },
              {
                "event_time": -17,
                "estimate": -0.05586915908862935,
                "se": 0.024556201037701883,
                "pvalue": 0.023001159414000636,
                "lower": -0.10402732725585075,
                "upper": -0.007710990921407951
              },
              {
                "event_time": -16,
                "estimate": 0.007590541051117693,
                "se": 0.024431268159202157,
                "pvalue": 0.7560687024529559,
                "lower": -0.04032261614868381,
                "upper": 0.05550369825091919
              },
              {
                "event_time": -15,
                "estimate": -0.054969422316565895,
                "se": 0.020646481315075134,
                "pvalue": 0.007819940116704855,
                "lower": -0.09546007955243918,
                "upper": -0.014478765080692617
              },
              {
                "event_time": -14,
                "estimate": -0.05937330036445226,
                "se": 0.04203215357313505,
                "pvalue": 0.15793688175496978,
                "lower": -0.14180427236609497,
                "upper": 0.023057671637190448
              },
              {
                "event_time": -13,
                "estimate": 0.025981805058714873,
                "se": 0.10067202617555925,
                "pvalue": 0.7963686710869361,
                "lower": -0.17145021461134477,
                "upper": 0.2234138247287745
              },
              {
                "event_time": -12,
                "estimate": -0.020635682872910902,
                "se": 0.0803167838658211,
                "pvalue": 0.79726005820677,
                "lower": -0.17814820600798656,
                "upper": 0.13687684026216476
              },
              {
                "event_time": -11,
                "estimate": -0.015142359827203612,
                "se": 0.01974168501202895,
                "pvalue": 0.4431566049154735,
                "lower": -0.053858584102038705,
                "upper": 0.02357386444763148
              },
              {
                "event_time": -10,
                "estimate": 0.0859735596247375,
                "se": 0.02695697306995037,
                "pvalue": 0.001448121257975418,
                "lower": 0.03310713943259276,
                "upper": 0.13883997981688223
              },
              {
                "event_time": -9,
                "estimate": 0.05169044302089261,
                "se": 0.03645186103361591,
                "pvalue": 0.15633158957852825,
                "lower": -0.019796789510306195,
                "upper": 0.12317767555209141
              },
              {
                "event_time": -8,
                "estimate": 0.0659162833477209,
                "se": 0.03753306487439194,
                "pvalue": 0.07920276417520287,
                "lower": -0.0076913421671969545,
                "upper": 0.13952390886263877
              },
              {
                "event_time": -7,
                "estimate": 0.1400472224718532,
                "se": 0.05024474013273514,
                "pvalue": 0.005364707890185974,
                "lower": 0.04151021175445574,
                "upper": 0.23858423318925065
              },
              {
                "event_time": -6,
                "estimate": 0.23929841075562358,
                "se": 0.13537910706242137,
                "pvalue": 0.07727612609094342,
                "lower": -0.026199081883022057,
                "upper": 0.5047959033942693
              },
              {
                "event_time": -5,
                "estimate": 0.08328612362818327,
                "se": 0.053986041144763706,
                "pvalue": 0.1230520949917486,
                "lower": -0.022588105212849846,
                "upper": 0.1891603524692164
              },
              {
                "event_time": -4,
                "estimate": -0.04501014486388695,
                "se": 0.06022767529991602,
                "pvalue": 0.454949532763849,
                "lower": -0.1631250972118094,
                "upper": 0.07310480748403551
              },
              {
                "event_time": -3,
                "estimate": -0.0519107064095181,
                "se": 0.05951835992344801,
                "pvalue": 0.383214150469476,
                "lower": -0.16863459142047357,
                "upper": 0.06481317860143737
              },
              {
                "event_time": -2,
                "estimate": -0.08906546615357086,
                "se": 0.07178626435144005,
                "pvalue": 0.21485960954500669,
                "lower": -0.22984843927817908,
                "upper": 0.05171750697103736
              },
              {
                "event_time": -1,
                "estimate": -0.13384419269441447,
                "se": 0.1055526490792227,
                "pvalue": 0.20493268180271398,
                "lower": -0.3408478011535767,
                "upper": 0.07315941576474774
              },
              {
                "event_time": 0,
                "estimate": -0.17826414158932605,
                "se": 0.15469529170627025,
                "pvalue": 0.24931112219359408,
                "lower": -0.4816433923630904,
                "upper": 0.12511510918443833
              },
              {
                "event_time": 1,
                "estimate": -0.18596664207240599,
                "se": 0.1428957165559357,
                "pvalue": 0.19326503889405208,
                "lower": -0.46620526439476073,
                "upper": 0.09427198024994876
              },
              {
                "event_time": 2,
                "estimate": -0.11394194645205835,
                "se": 0.09577870986251814,
                "pvalue": 0.23432890939599105,
                "lower": -0.3017774837697771,
                "upper": 0.07389359086566039
              },
              {
                "event_time": 3,
                "estimate": -0.09237517868371518,
                "se": 0.03203123848746525,
                "pvalue": 0.003969368376065026,
                "lower": -0.15519294790279667,
                "upper": -0.0295574094646337
              },
              {
                "event_time": 4,
                "estimate": -0.06963152512855365,
                "se": 0.06342698071109422,
                "pvalue": 0.27241332578620914,
                "lower": -0.1940207659046116,
                "upper": 0.054757715647504285
              },
              {
                "event_time": 5,
                "estimate": -0.018440464772845125,
                "se": 0.08319113189017768,
                "pvalue": 0.824598029436437,
                "lower": -0.18158998914095187,
                "upper": 0.14470905959526165
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -27,
                "estimate": -0.6459302117024316,
                "se": 0.09481196182267164,
                "pvalue": 1.2596381731065904e-11,
                "lower": -0.8318698199793846,
                "upper": -0.45999060342547854
              },
              {
                "event_time": -26,
                "estimate": 0.40108085761605844,
                "se": 0.09115451651309299,
                "pvalue": 1.1389222352714932e-05,
                "lower": 0.22231401462192243,
                "upper": 0.5798477006101944
              },
              {
                "event_time": -25,
                "estimate": -0.3871378767157043,
                "se": 0.07123534307453595,
                "pvalue": 6.155542768169782e-08,
                "lower": -0.5268404156371834,
                "upper": -0.24743533779422522
              },
              {
                "event_time": -24,
                "estimate": -0.17008829214559115,
                "se": 0.03215767271224891,
                "pvalue": 1.3617008175207471e-07,
                "lower": -0.2331540166835705,
                "upper": -0.1070225676076118
              },
              {
                "event_time": -23,
                "estimate": -0.15310479478993574,
                "se": 0.02748172008939959,
                "pvalue": 2.8696676230060208e-08,
                "lower": -0.20700031778055833,
                "upper": -0.09920927179931316
              },
              {
                "event_time": -22,
                "estimate": -0.05515475137873001,
                "se": 0.02736879694978851,
                "pvalue": 0.04401172010480019,
                "lower": -0.10882881619106957,
                "upper": -0.0014806865663904364
              },
              {
                "event_time": -21,
                "estimate": -0.14838083856554077,
                "se": 0.029041544498337072,
                "pvalue": 3.539057927617182e-07,
                "lower": -0.20533539687199323,
                "upper": -0.0914262802590883
              },
              {
                "event_time": -20,
                "estimate": -0.20390410770728115,
                "se": 0.027931694588754212,
                "pvalue": 4.116945782754826e-13,
                "lower": -0.25868209405522885,
                "upper": -0.14912612135933345
              },
              {
                "event_time": -19,
                "estimate": -0.08284062192320929,
                "se": 0.025947265961587928,
                "pvalue": 0.0014314384505461307,
                "lower": -0.13372686429185843,
                "upper": -0.03195437955456017
              },
              {
                "event_time": -18,
                "estimate": 0.023132055731291762,
                "se": 0.02652714259509544,
                "pvalue": 0.383304197682656,
                "lower": -0.028891406372194256,
                "upper": 0.07515551783477778
              },
              {
                "event_time": -17,
                "estimate": 0.0031597663352855715,
                "se": 0.024751513906536158,
                "pvalue": 0.8984311535475855,
                "lower": -0.04538143787110582,
                "upper": 0.051700970541676966
              },
              {
                "event_time": -16,
                "estimate": 0.08298172672603854,
                "se": 0.024753236192190088,
                "pvalue": 0.000816062739615674,
                "lower": 0.03443714487495257,
                "upper": 0.1315263085771245
              },
              {
                "event_time": -15,
                "estimate": 0.02190981414922695,
                "se": 0.02737261978141758,
                "pvalue": 0.4235570691384231,
                "lower": -0.03177174777425718,
                "upper": 0.07559137607271108
              },
              {
                "event_time": -14,
                "estimate": 0.048846740700774924,
                "se": 0.027591876485116112,
                "pvalue": 0.07682312846026401,
                "lower": -0.005264814493748687,
                "upper": 0.10295829589529853
              },
              {
                "event_time": -13,
                "estimate": 0.1478131285726672,
                "se": 0.03138816179096708,
                "pvalue": 2.6562936013662705e-06,
                "lower": 0.08625652331159503,
                "upper": 0.20936973383373939
              },
              {
                "event_time": -12,
                "estimate": 0.11932102099971038,
                "se": 0.03306026763655036,
                "pvalue": 0.0003146336661918784,
                "lower": 0.054485180714402975,
                "upper": 0.1841568612850178
              },
              {
                "event_time": -11,
                "estimate": 0.11603768242952309,
                "se": 0.02823955355695909,
                "pvalue": 4.131862541526135e-05,
                "lower": 0.06065594129312763,
                "upper": 0.17141942356591855
              },
              {
                "event_time": -10,
                "estimate": 0.21058604695320887,
                "se": 0.033606504940182136,
                "pvalue": 4.509770107252117e-10,
                "lower": 0.14467895839594275,
                "upper": 0.276493135510475
              },
              {
                "event_time": -9,
                "estimate": 0.17410986535256595,
                "se": 0.02889041662621815,
                "pvalue": 1.9859670501712506e-09,
                "lower": 0.11745169008472289,
                "upper": 0.230768040620409
              },
              {
                "event_time": -8,
                "estimate": 0.18260934789934333,
                "se": 0.02578709146993508,
                "pvalue": 1.9624998393891833e-12,
                "lower": 0.13203723026412809,
                "upper": 0.23318146553455857
              },
              {
                "event_time": -7,
                "estimate": 0.24792067093719655,
                "se": 0.02424938311663144,
                "pvalue": 5.891558483017087e-24,
                "lower": 0.20036421591839504,
                "upper": 0.29547712595599807
              },
              {
                "event_time": -6,
                "estimate": 0.38578900306612834,
                "se": 0.030909993140154923,
                "pvalue": 1.7189690113329163e-34,
                "lower": 0.3251701538636073,
                "upper": 0.4464078522686494
              },
              {
                "event_time": -5,
                "estimate": 0.22654979806131678,
                "se": 0.02145950404317019,
                "pvalue": 2.1364853129255025e-25,
                "lower": 0.18446468876817043,
                "upper": 0.26863490735446316
              },
              {
                "event_time": -4,
                "estimate": 0.09981339713671188,
                "se": 0.0242994457515357,
                "pvalue": 4.156897664116257e-05,
                "lower": 0.052158762241189545,
                "upper": 0.14746803203223421
              },
              {
                "event_time": -3,
                "estimate": 0.10253746541279198,
                "se": 0.019823348985310657,
                "pvalue": 2.5377898934928507e-07,
                "lower": 0.06366108658667,
                "upper": 0.14141384423891395
              },
              {
                "event_time": -2,
                "estimate": 0.051613363086234494,
                "se": 0.018433936466899593,
                "pvalue": 0.0051603718752786625,
                "lower": 0.015461817861716895,
                "upper": 0.0877649083107521
              },
              {
                "event_time": 0,
                "estimate": -0.031998848178483016,
                "se": 0.016087452448814734,
                "pvalue": 0.04682987921940932,
                "lower": -0.06354860781853125,
                "upper": -0.0004490885384347762
              },
              {
                "event_time": 1,
                "estimate": -0.037230363864019414,
                "se": 0.015450513447570051,
                "pvalue": 0.016056780835575147,
                "lower": -0.06753099643074272,
                "upper": -0.006929731297296113
              },
              {
                "event_time": 2,
                "estimate": 0.03558215396231419,
                "se": 0.017009427849036276,
                "pvalue": 0.036571530778560096,
                "lower": 0.002224270732556752,
                "upper": 0.06894003719207163
              },
              {
                "event_time": 3,
                "estimate": 0.051790277476904845,
                "se": 0.017825501284182043,
                "pvalue": 0.003707753715517885,
                "lower": 0.01683195932375626,
                "upper": 0.08674859563005344
              },
              {
                "event_time": 4,
                "estimate": 0.07563724217155773,
                "se": 0.018523911320850673,
                "pvalue": 4.6149621431694895e-05,
                "lower": 0.03930924358844673,
                "upper": 0.11196524075466874
              },
              {
                "event_time": 5,
                "estimate": 0.11058766482495228,
                "se": 0.016955432862655256,
                "pvalue": 8.7301021879682e-11,
                "lower": 0.0773356733669038,
                "upper": 0.14383965628300074
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0
            ],
            "weights": [
              0.2032715900890065,
              0.18402694250661536,
              0.17079624729372142,
              0.15852778445994709,
              0.14818378638441185,
              0.13519364926629782
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 5.551115123125783e-17,
            "package_aggregate_vs_estimable_cell_weights": 5.551115123125783e-17,
            "saturated_vs_deviations_relative_rss_difference": 2.2932718352948446e-12
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "F": 2.1589601913433873,
            "df_num": 20,
            "df_den": 145502,
            "pvalue": 0.0019379119886445725,
            "log10_pvalue": -2.7126659505638653,
            "inference": "Homoskedastic nested-model F",
            "observations": 160503,
            "design_columns": 130,
            "restricted_design_columns": 110,
            "fixed_effect_rank": 14871,
            "covariance_rank": 20,
            "rss_unrestricted": 80885.85947845913,
            "rss_restricted": 80909.86318296581,
            "test_horizon": null,
            "reference_cohort": 4,
            "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.-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]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-23.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-22.0]"
              ],
              "data": [
                [
                  -1.1080175726458735e-05,
                  -1.553566656882451e-05,
                  -2.1720472263047125e-05,
                  -8.457238770999824e-05,
                  -9.648157218336602e-05,
                  -0.00011919863524083439
                ],
                [
                  -8.23248019839155e-06,
                  -1.1275825465993773e-05,
                  -5.572555102149148e-06,
                  2.0157701412135567e-05,
                  2.1688240313093548e-05,
                  9.76591843330275e-06
                ],
                [
                  -5.375182921073584e-06,
                  -7.045873588588184e-06,
                  1.181183905138541e-05,
                  0.0001262167134478472,
                  0.00013999819999677504,
                  0.00014654169604114955
                ],
                [
                  -3.2250543099411273e-06,
                  -3.7954905504750255e-06,
                  2.261510438016608e-05,
                  0.0002001743686164852,
                  0.0002172471270284819,
                  0.00023186223867993814
                ],
                [
                  -1.8402012035770666e-06,
                  -1.7574778767444089e-06,
                  2.9520693870889333e-05,
                  0.0002430050693420765,
                  0.00027360846640101547,
                  0.000290514514576937
                ]
              ]
            },
            "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_18,ref=-1.0)+i(rel_time,cohort_dummy_20,ref=-1.0)+i(rel_time,cohort_dummy_26,ref=-1.0)+i(rel_time,cohort_dummy_29,ref=-1.0)+i(rel_time,cohort_dummy_34,ref=-1.0)|unit_fe+time_fe",
            "restriction_names": [
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_29",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_29",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_29",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_29",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_29"
            ],
            "deviations": [
              {
                "event_time": -17.0,
                "cohort": 18,
                "estimate": 0.4673142653015938
              },
              {
                "event_time": -16.0,
                "cohort": 18,
                "estimate": 0.9964858578003888
              },
              {
                "event_time": -15.0,
                "cohort": 18,
                "estimate": 1.4180661561211856
              },
              {
                "event_time": -14.0,
                "cohort": 18,
                "estimate": 1.5101323359587013
              },
              {
                "event_time": -13.0,
                "cohort": 18,
                "estimate": 1.6342787204060982
              },
              {
                "event_time": -12.0,
                "cohort": 18,
                "estimate": 1.132114876571833
              },
              {
                "event_time": -11.0,
                "cohort": 18,
                "estimate": 0.8504624079278038
              },
              {
                "event_time": -10.0,
                "cohort": 18,
                "estimate": 0.8158516734443477
              },
              {
                "event_time": -9.0,
                "cohort": 18,
                "estimate": 0.21011473485320067
              },
              {
                "event_time": -8.0,
                "cohort": 18,
                "estimate": 0.6831010703867799
              },
              {
                "event_time": -7.0,
                "cohort": 18,
                "estimate": 0.17606771342572503
              },
              {
                "event_time": -6.0,
                "cohort": 18,
                "estimate": 0.05901519885837171
              },
              {
                "event_time": -5.0,
                "cohort": 18,
                "estimate": 0.07570804561192986
              },
              {
                "event_time": -4.0,
                "cohort": 18,
                "estimate": 1.2389019372826298
              },
              {
                "event_time": -3.0,
                "cohort": 18,
                "estimate": 0.5241680507748574
              },
              {
                "event_time": -2.0,
                "cohort": 18,
                "estimate": -0.11533743912772723
              },
              {
                "event_time": 0.0,
                "cohort": 18,
                "estimate": 0.54227625075892
              },
              {
                "event_time": 1.0,
                "cohort": 18,
                "estimate": 0.9314137998096511
              },
              {
                "event_time": 2.0,
                "cohort": 18,
                "estimate": 1.0498351328302291
              },
              {
                "event_time": 3.0,
                "cohort": 18,
                "estimate": 0.9506669667456707
              },
              {
                "event_time": 4.0,
                "cohort": 18,
                "estimate": 1.0934602345496145
              },
              {
                "event_time": 5.0,
                "cohort": 18,
                "estimate": 0.9665049832246834
              },
              {
                "event_time": -19.0,
                "cohort": 20,
                "estimate": 0.7641820502165118
              },
              {
                "event_time": -18.0,
                "cohort": 20,
                "estimate": 0.5991489507224914
              },
              {
                "event_time": -17.0,
                "cohort": 20,
                "estimate": 0.6867311049589093
              },
              {
                "event_time": -16.0,
                "cohort": 20,
                "estimate": 1.1079476205315524
              },
              {
                "event_time": -15.0,
                "cohort": 20,
                "estimate": 1.3850142346776464
              },
              {
                "event_time": -14.0,
                "cohort": 20,
                "estimate": 1.6472250350842013
              },
              {
                "event_time": -13.0,
                "cohort": 20,
                "estimate": 1.5802561728520748
              },
              {
                "event_time": -12.0,
                "cohort": 20,
                "estimate": 1.2236764162820761
              },
              {
                "event_time": -11.0,
                "cohort": 20,
                "estimate": 1.0597844597556125
              },
              {
                "event_time": -10.0,
                "cohort": 20,
                "estimate": 1.101377407391632
              },
              {
                "event_time": -9.0,
                "cohort": 20,
                "estimate": 0.6967066662959822
              },
              {
                "event_time": -8.0,
                "cohort": 20,
                "estimate": 0.8931613329775598
              },
              {
                "event_time": -7.0,
                "cohort": 20,
                "estimate": 0.2952787417916546
              },
              {
                "event_time": -6.0,
                "cohort": 20,
                "estimate": 0.9015362934747547
              },
              {
                "event_time": -5.0,
                "cohort": 20,
                "estimate": 0.5351657791854456
              },
              {
                "event_time": -4.0,
                "cohort": 20,
                "estimate": 1.4329596091154149
              },
              {
                "event_time": -3.0,
                "cohort": 20,
                "estimate": 0.3436546205716743
              },
              {
                "event_time": -2.0,
                "cohort": 20,
                "estimate": 0.11568620915367889
              },
              {
                "event_time": 0.0,
                "cohort": 20,
                "estimate": 0.49390639351753274
              },
              {
                "event_time": 1.0,
                "cohort": 20,
                "estimate": 0.8330077276547461
              },
              {
                "event_time": 2.0,
                "cohort": 20,
                "estimate": 1.2236037501476187
              },
              {
                "event_time": 3.0,
                "cohort": 20,
                "estimate": 1.0315836532313056
              },
              {
                "event_time": 4.0,
                "cohort": 20,
                "estimate": 1.0600045490613188
              },
              {
                "event_time": 5.0,
                "cohort": 20,
                "estimate": 0.8696599112235591
              },
              {
                "event_time": -25.0,
                "cohort": 26,
                "estimate": 0.3652027361578526
              },
              {
                "event_time": -24.0,
                "cohort": 26,
                "estimate": 0.4198108109925245
              },
              {
                "event_time": -23.0,
                "cohort": 26,
                "estimate": -0.1326950793068014
              },
              {
                "event_time": -22.0,
                "cohort": 26,
                "estimate": 0.0017999668072149477
              },
              {
                "event_time": -21.0,
                "cohort": 26,
                "estimate": 0.36938313718719773
              },
              {
                "event_time": -20.0,
                "cohort": 26,
                "estimate": 0.3101269710068168
              },
              {
                "event_time": -19.0,
                "cohort": 26,
                "estimate": 0.1333187904055564
              },
              {
                "event_time": -18.0,
                "cohort": 26,
                "estimate": 0.2514833693619166
              },
              {
                "event_time": -17.0,
                "cohort": 26,
                "estimate": 0.28798230786742496
              },
              {
                "event_time": -16.0,
                "cohort": 26,
                "estimate": 0.5898448937719567
              },
              {
                "event_time": -15.0,
                "cohort": 26,
                "estimate": 0.9684130487174388
              },
              {
                "event_time": -14.0,
                "cohort": 26,
                "estimate": 1.0668810600877225
              },
              {
                "event_time": -13.0,
                "cohort": 26,
                "estimate": 0.7890584605409001
              },
              {
                "event_time": -12.0,
                "cohort": 26,
                "estimate": 0.5361081932937222
              },
              {
                "event_time": -11.0,
                "cohort": 26,
                "estimate": 0.5852660869517949
              },
              {
                "event_time": -10.0,
                "cohort": 26,
                "estimate": 0.6280209433230866
              },
              {
                "event_time": -9.0,
                "cohort": 26,
                "estimate": 0.12907599952565335
              },
              {
                "event_time": -8.0,
                "cohort": 26,
                "estimate": 0.339361606436571
              },
              {
                "event_time": -7.0,
                "cohort": 26,
                "estimate": -0.3066403881543066
              },
              {
                "event_time": -6.0,
                "cohort": 26,
                "estimate": -0.07852021800083551
              },
              {
                "event_time": -5.0,
                "cohort": 26,
                "estimate": -0.05836675808059155
              },
              {
                "event_time": -4.0,
                "cohort": 26,
                "estimate": 1.178135706011973
              },
              {
                "event_time": -3.0,
                "cohort": 26,
                "estimate": 0.0700418635690428
              },
              {
                "event_time": -2.0,
                "cohort": 26,
                "estimate": -0.029922020815145826
              },
              {
                "event_time": 0.0,
                "cohort": 26,
                "estimate": 0.5243962951749177
              },
              {
                "event_time": 1.0,
                "cohort": 26,
                "estimate": 0.8259385388081617
              },
              {
                "event_time": 2.0,
                "cohort": 26,
                "estimate": 1.0597553953636363
              },
              {
                "event_time": 3.0,
                "cohort": 26,
                "estimate": 0.638338356150428
              },
              {
                "event_time": 4.0,
                "cohort": 26,
                "estimate": 0.8062022556380719
              },
              {
                "event_time": 5.0,
                "cohort": 26,
                "estimate": 0.72092674807617
              },
              {
                "event_time": -15.0,
                "cohort": 29,
                "estimate": 0.6335870387805462
              },
              {
                "event_time": -14.0,
                "cohort": 29,
                "estimate": 1.6197043858401134
              },
              {
                "event_time": -13.0,
                "cohort": 29,
                "estimate": 1.164779059778141
              },
              {
                "event_time": -12.0,
                "cohort": 29,
                "estimate": 1.083469210133921
              },
              {
                "event_time": -11.0,
                "cohort": 29,
                "estimate": 0.405395572236267
              },
              {
                "event_time": -10.0,
                "cohort": 29,
                "estimate": 0.11099505991641967
              },
              {
                "event_time": -9.0,
                "cohort": 29,
                "estimate": -0.464053928962993
              },
              {
                "event_time": -8.0,
                "cohort": 29,
                "estimate": 0.2569493734696039
              },
              {
                "event_time": -7.0,
                "cohort": 29,
                "estimate": -0.5307091754766378
              },
              {
                "event_time": -6.0,
                "cohort": 29,
                "estimate": -0.3693984005006942
              },
              {
                "event_time": -5.0,
                "cohort": 29,
                "estimate": -0.40395796547128493
              },
              {
                "event_time": -4.0,
                "cohort": 29,
                "estimate": 0.9055564023893878
              },
              {
                "event_time": -3.0,
                "cohort": 29,
                "estimate": -0.1652072780210299
              },
              {
                "event_time": -2.0,
                "cohort": 29,
                "estimate": -0.24438031185849463
              },
              {
                "event_time": 0.0,
                "cohort": 29,
                "estimate": 0.21127638828853812
              },
              {
                "event_time": 1.0,
                "cohort": 29,
                "estimate": 0.7563620981233409
              },
              {
                "event_time": 2.0,
                "cohort": 29,
                "estimate": 0.7254486816886948
              },
              {
                "event_time": 3.0,
                "cohort": 29,
                "estimate": 0.2797032877335267
              },
              {
                "event_time": 4.0,
                "cohort": 29,
                "estimate": 0.6601440872486989
              },
              {
                "event_time": 5.0,
                "cohort": 29,
                "estimate": 0.22003277202161908
              },
              {
                "event_time": -2.0,
                "cohort": 34,
                "estimate": 0.39323511904519803
              },
              {
                "event_time": 0.0,
                "cohort": 34,
                "estimate": 0.347700515460995
              }
            ]
          }
        }
      },
      "code_sha256": {
        "replication_engine.py": "cd3acc93d19b09e121e2366dbaaccd6cc5c4f902ca3ac3d3c1c27b3cc1d436f0",
        "reference_f_test.py": "5f044e72270f04daf518d8b9667920b0bdce87bdaa9b134f2625697b9eff1909",
        "sparse_did2s.py": "16f2083b77e2a6a0fd9a4dda23961f99f24def371aa785b956cc08b5c86929f3",
        "frequency.py": "f8b8062ee5e78fff474749beed9c4a3c20ced533b2e327a18f101ff35bca26b2",
        "sparse_models.py": "fd6fc12f18694fa56b8e0a68bec3d72bf57339ae0aecab45d7f13a834468feec"
      }
    },
    "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": "s02-p001",
        "specification_id": "S02-P001",
        "source_specification_id": "AM005-P2587-T2-CAPEX-ACTUAL",
        "study_id": 2,
        "study": "Do Powerful Politicians Really Cause Corporate Downsizing?",
        "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204",
        "description": "AM005-P2587-T2-CAPEX-ACTUAL",
        "data": "analyses/full-archive/prepared/S02-P001.parquet",
        "output_dir": "analyses/archive-expanded/fits/S02-P001"
      },
      "options": {
        "output_dir": "analyses/archive-expanded/fits/S02-P001",
        "regression_results": "analyses/archive-expanded/baselines/S02-P001.json",
        "display_window": [
          -10,
          10
        ],
        "timeout_seconds": 3600,
        "estimators": {
          "sdid": {
            "max_iterations": 20000
          }
        }
      },
      "source": {
        "file": "S02-P001.parquet",
        "bytes": 1978714,
        "sha256": "5e355152e2248d61f80f2a4abec7923753771043c64cf59574de329c63ad23b9"
      },
      "regressions": {
        "y__d": {
          "sample": {
            "outcome": "y",
            "treatment": "d",
            "source_rows": 168975,
            "source_sd": 0.1005795987197113,
            "rows": 160503,
            "units": 14831,
            "clusters": 2018,
            "treated_units": 843,
            "never_treated_units": 13988,
            "treated_cohorts": 6,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 160269,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 214,
            "post_adoption_untreated_rows_removed": 5711,
            "units_without_minus_one_removed": 13,
            "additional_rows_removed": 1871
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.10113341599942652,
              "se": 0.04422121045668668,
              "pvalue": 0.022299630037125904,
              "lower": -0.18785743680629105,
              "upper": -0.014409395192561986
            },
            {
              "method": "Dynamic TWFE",
              "estimate": 0.018958429192873064,
              "se": 0.09568001181191131,
              "pvalue": 0.8429522948133154,
              "lower": -0.16868354734923535,
              "upper": 0.20660040573498145
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.11737509411677384,
              "se": 0.05378324935175247,
              "pvalue": 0.0291970473436706,
              "lower": -0.22285161969516576,
              "upper": -0.01189856853838192
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": 0.027090612439988726,
              "se": 0.013218544208622916,
              "pvalue": 0.04054820614885373,
              "lower": 0.0011671858502100008,
              "upper": 0.05301403902976745
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -27,
                "estimate": -0.29137392310215104,
                "se": 0.11005207316384985,
                "pvalue": 0.008169653874289388,
                "lower": -0.5072015357869848,
                "upper": -0.0755463104173173
              },
              {
                "event_time": -26,
                "estimate": 0.752805406269722,
                "se": 0.1085716285468193,
                "pvalue": 5.498389539611788e-12,
                "lower": 0.5398811539507589,
                "upper": 0.9657296585886852
              },
              {
                "event_time": -25,
                "estimate": -0.1968936648729558,
                "se": 0.12682564683743844,
                "pvalue": 0.12070545771541238,
                "lower": -0.44561661753720005,
                "upper": 0.05182928779128845
              },
              {
                "event_time": -24,
                "estimate": -0.003103779105729931,
                "se": 0.10488926241384029,
                "pvalue": 0.9763961634721976,
                "lower": -0.20880639289791056,
                "upper": 0.2025988346864507
              },
              {
                "event_time": -23,
                "estimate": 0.014147157102916143,
                "se": 0.10580282819150194,
                "pvalue": 0.8936432862664181,
                "lower": -0.19334708782491533,
                "upper": 0.22164140203074761
              },
              {
                "event_time": -22,
                "estimate": 0.11161890477430161,
                "se": 0.1047566371536479,
                "pvalue": 0.28677419743306437,
                "lower": -0.09382361220674112,
                "upper": 0.31706142175534435
              },
              {
                "event_time": -21,
                "estimate": 0.017050213117775416,
                "se": 0.10430617506647233,
                "pvalue": 0.8701701825391057,
                "lower": -0.18750888427756465,
                "upper": 0.22160931051311547
              },
              {
                "event_time": -20,
                "estimate": -0.04362089916581731,
                "se": 0.1040143538950942,
                "pvalue": 0.6749875980458961,
                "lower": -0.24760769415068246,
                "upper": 0.1603658958190478
              },
              {
                "event_time": -19,
                "estimate": 0.024679774732785268,
                "se": 0.1049339684720543,
                "pvalue": 0.8140825187435976,
                "lower": -0.18111051393492916,
                "upper": 0.2304700634004997
              },
              {
                "event_time": -18,
                "estimate": 0.04962162472414071,
                "se": 0.10149724759009478,
                "pvalue": 0.6249682975247949,
                "lower": -0.14942877034508506,
                "upper": 0.24867201979336645
              },
              {
                "event_time": -17,
                "estimate": 0.02736853995128254,
                "se": 0.09947116500277502,
                "pvalue": 0.7832365254686875,
                "lower": -0.167708421857195,
                "upper": 0.2224455017597601
              },
              {
                "event_time": -16,
                "estimate": 0.1008427269483705,
                "se": 0.1054565690944817,
                "pvalue": 0.339061101082027,
                "lower": -0.10597245513101265,
                "upper": 0.30765790902775364
              },
              {
                "event_time": -15,
                "estimate": 0.03172761267494793,
                "se": 0.0994760381363986,
                "pvalue": 0.7497995095252611,
                "lower": -0.16335890603478587,
                "upper": 0.22681413138468176
              },
              {
                "event_time": -14,
                "estimate": 0.040348085980367175,
                "se": 0.116897904403728,
                "pvalue": 0.7300126158535841,
                "lower": -0.18890516577576663,
                "upper": 0.26960133773650097
              },
              {
                "event_time": -13,
                "estimate": 0.1348066911302823,
                "se": 0.1675474279249425,
                "pvalue": 0.42115215129995975,
                "lower": -0.1937774085684679,
                "upper": 0.46339079082903245
              },
              {
                "event_time": -12,
                "estimate": 0.09538336665294612,
                "se": 0.14143875085730595,
                "pvalue": 0.5001474784513892,
                "lower": -0.18199794076875453,
                "upper": 0.37276467407464675
              },
              {
                "event_time": -11,
                "estimate": 0.09910725947377133,
                "se": 0.10274191673012172,
                "pvalue": 0.33484909892281883,
                "lower": -0.10238410704970904,
                "upper": 0.30059862599725173
              },
              {
                "event_time": -10,
                "estimate": 0.2014301166275066,
                "se": 0.10381466820085458,
                "pvalue": 0.05248418229724182,
                "lower": -0.002165066591800213,
                "upper": 0.4050252998468134
              },
              {
                "event_time": -9,
                "estimate": 0.16958061553004025,
                "se": 0.11281159951769394,
                "pvalue": 0.13293895423574678,
                "lower": -0.051658816923098316,
                "upper": 0.3908200479831788
              },
              {
                "event_time": -8,
                "estimate": 0.18642411263964626,
                "se": 0.11237015709385628,
                "pvalue": 0.09726763652319757,
                "lower": -0.03394958905771783,
                "upper": 0.40679781433701034
              },
              {
                "event_time": -7,
                "estimate": 0.25784726490880927,
                "se": 0.11910280344761434,
                "pvalue": 0.030511248711232005,
                "lower": 0.024269895640190664,
                "upper": 0.4914246341774279
              },
              {
                "event_time": -6,
                "estimate": 0.3992289946532315,
                "se": 0.200420504019569,
                "pvalue": 0.046510412497999434,
                "lower": 0.006176163642651111,
                "upper": 0.7922818256638118
              },
              {
                "event_time": -5,
                "estimate": 0.23048019715016055,
                "se": 0.12329640896244866,
                "pvalue": 0.0617233884179586,
                "lower": -0.011321423064290764,
                "upper": 0.47228181736461183
              },
              {
                "event_time": -4,
                "estimate": 0.09744302443516693,
                "se": 0.10467932440021124,
                "pvalue": 0.3520313159081555,
                "lower": -0.1078478713494311,
                "upper": 0.302733920219765
              },
              {
                "event_time": -3,
                "estimate": 0.09698801247904328,
                "se": 0.10008448239099295,
                "pvalue": 0.3326307209879926,
                "lower": -0.09929175109328743,
                "upper": 0.293267776051374
              },
              {
                "event_time": -2,
                "estimate": 0.050611392334597737,
                "se": 0.10783069934602943,
                "pvalue": 0.6388632298572724,
                "lower": -0.16085979348613708,
                "upper": 0.26208257815533254
              },
              {
                "event_time": 0,
                "estimate": -0.030440644109451007,
                "se": 0.13035541065710438,
                "pvalue": 0.8153810482698041,
                "lower": -0.28608596067506015,
                "upper": 0.2252046724561581
              },
              {
                "event_time": 1,
                "estimate": -0.040174773005254086,
                "se": 0.12767208429258142,
                "pvalue": 0.7530435920377445,
                "lower": -0.29055770871187636,
                "upper": 0.21020816270136822
              },
              {
                "event_time": 2,
                "estimate": 0.027198659340836363,
                "se": 0.10113586879908695,
                "pvalue": 0.7880096084849023,
                "lower": -0.1711430210309204,
                "upper": 0.22554033971259316
              },
              {
                "event_time": 3,
                "estimate": 0.043335250463465744,
                "se": 0.0972201717810324,
                "pvalue": 0.6558304465119676,
                "lower": -0.14732719665890376,
                "upper": 0.23399769758583527
              },
              {
                "event_time": 4,
                "estimate": 0.060201650395975394,
                "se": 0.09431106852936447,
                "pvalue": 0.5233308985162362,
                "lower": -0.12475563559847619,
                "upper": 0.24515893639042696
              },
              {
                "event_time": 5,
                "estimate": 0.08952498388779398,
                "se": 0.10934379344109768,
                "pvalue": 0.4130270732612967,
                "lower": -0.12491359252284723,
                "upper": 0.3039635602984352
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -27,
                "estimate": -0.42283734963357533,
                "se": 0.05536279658310175,
                "pvalue": 3.395801885269394e-14,
                "lower": -0.5314115897598567,
                "upper": -0.31426310950729397
              },
              {
                "event_time": -26,
                "estimate": 0.6816818255131417,
                "se": 0.06327973896522684,
                "pvalue": 2.382408729427581e-26,
                "lower": 0.557581346534881,
                "upper": 0.8057823044914024
              },
              {
                "event_time": -25,
                "estimate": -0.2469879196591334,
                "se": 0.08475772712964644,
                "pvalue": 0.0036070630919112917,
                "lower": -0.4132097578951903,
                "upper": -0.08076608142307642
              },
              {
                "event_time": -24,
                "estimate": -0.05887120623666555,
                "se": 0.027464174618162078,
                "pvalue": 0.03218713487320989,
                "lower": -0.11273232008748953,
                "upper": -0.005010092385841575
              },
              {
                "event_time": -23,
                "estimate": -0.039049032457970714,
                "se": 0.028294477011058635,
                "pvalue": 0.16771070858465578,
                "lower": -0.09453848622201527,
                "upper": 0.016440421306073844
              },
              {
                "event_time": -22,
                "estimate": 0.04726386761909818,
                "se": 0.027734686601828366,
                "pvalue": 0.08850842439386636,
                "lower": -0.007127758324400407,
                "upper": 0.10165549356259676
              },
              {
                "event_time": -21,
                "estimate": -0.038022288462241996,
                "se": 0.025040368352317353,
                "pvalue": 0.12906031844476884,
                "lower": -0.08712997691244712,
                "upper": 0.011085399987963124
              },
              {
                "event_time": -20,
                "estimate": -0.09824723702890178,
                "se": 0.027559933004719463,
                "pvalue": 0.0003725237889852839,
                "lower": -0.15229614656018026,
                "upper": -0.04419832749762333
              },
              {
                "event_time": -19,
                "estimate": -0.04384781138010505,
                "se": 0.028687772996237204,
                "pvalue": 0.1265577792794783,
                "lower": -0.10010857395387318,
                "upper": 0.012412951193663077
              },
              {
                "event_time": -18,
                "estimate": -0.03129037786243823,
                "se": 0.035079494666956715,
                "pvalue": 0.3725074489404898,
                "lower": -0.10008620669600721,
                "upper": 0.03750545097113075
              },
              {
                "event_time": -17,
                "estimate": -0.05586915908862935,
                "se": 0.024556201037701883,
                "pvalue": 0.023001159414000636,
                "lower": -0.10402732725585075,
                "upper": -0.007710990921407951
              },
              {
                "event_time": -16,
                "estimate": 0.007590541051117693,
                "se": 0.024431268159202157,
                "pvalue": 0.7560687024529559,
                "lower": -0.04032261614868381,
                "upper": 0.05550369825091919
              },
              {
                "event_time": -15,
                "estimate": -0.054969422316565895,
                "se": 0.020646481315075134,
                "pvalue": 0.007819940116704855,
                "lower": -0.09546007955243918,
                "upper": -0.014478765080692617
              },
              {
                "event_time": -14,
                "estimate": -0.05937330036445226,
                "se": 0.04203215357313505,
                "pvalue": 0.15793688175496978,
                "lower": -0.14180427236609497,
                "upper": 0.023057671637190448
              },
              {
                "event_time": -13,
                "estimate": 0.025981805058714873,
                "se": 0.10067202617555925,
                "pvalue": 0.7963686710869361,
                "lower": -0.17145021461134477,
                "upper": 0.2234138247287745
              },
              {
                "event_time": -12,
                "estimate": -0.020635682872910902,
                "se": 0.0803167838658211,
                "pvalue": 0.79726005820677,
                "lower": -0.17814820600798656,
                "upper": 0.13687684026216476
              },
              {
                "event_time": -11,
                "estimate": -0.015142359827203612,
                "se": 0.01974168501202895,
                "pvalue": 0.4431566049154735,
                "lower": -0.053858584102038705,
                "upper": 0.02357386444763148
              },
              {
                "event_time": -10,
                "estimate": 0.0859735596247375,
                "se": 0.02695697306995037,
                "pvalue": 0.001448121257975418,
                "lower": 0.03310713943259276,
                "upper": 0.13883997981688223
              },
              {
                "event_time": -9,
                "estimate": 0.05169044302089261,
                "se": 0.03645186103361591,
                "pvalue": 0.15633158957852825,
                "lower": -0.019796789510306195,
                "upper": 0.12317767555209141
              },
              {
                "event_time": -8,
                "estimate": 0.0659162833477209,
                "se": 0.03753306487439194,
                "pvalue": 0.07920276417520287,
                "lower": -0.0076913421671969545,
                "upper": 0.13952390886263877
              },
              {
                "event_time": -7,
                "estimate": 0.1400472224718532,
                "se": 0.05024474013273514,
                "pvalue": 0.005364707890185974,
                "lower": 0.04151021175445574,
                "upper": 0.23858423318925065
              },
              {
                "event_time": -6,
                "estimate": 0.23929841075562358,
                "se": 0.13537910706242137,
                "pvalue": 0.07727612609094342,
                "lower": -0.026199081883022057,
                "upper": 0.5047959033942693
              },
              {
                "event_time": -5,
                "estimate": 0.08328612362818327,
                "se": 0.053986041144763706,
                "pvalue": 0.1230520949917486,
                "lower": -0.022588105212849846,
                "upper": 0.1891603524692164
              },
              {
                "event_time": -4,
                "estimate": -0.04501014486388695,
                "se": 0.06022767529991602,
                "pvalue": 0.454949532763849,
                "lower": -0.1631250972118094,
                "upper": 0.07310480748403551
              },
              {
                "event_time": -3,
                "estimate": -0.0519107064095181,
                "se": 0.05951835992344801,
                "pvalue": 0.383214150469476,
                "lower": -0.16863459142047357,
                "upper": 0.06481317860143737
              },
              {
                "event_time": -2,
                "estimate": -0.08906546615357086,
                "se": 0.07178626435144005,
                "pvalue": 0.21485960954500669,
                "lower": -0.22984843927817908,
                "upper": 0.05171750697103736
              },
              {
                "event_time": -1,
                "estimate": -0.13384419269441447,
                "se": 0.1055526490792227,
                "pvalue": 0.20493268180271398,
                "lower": -0.3408478011535767,
                "upper": 0.07315941576474774
              },
              {
                "event_time": 0,
                "estimate": -0.17826414158932605,
                "se": 0.15469529170627025,
                "pvalue": 0.24931112219359408,
                "lower": -0.4816433923630904,
                "upper": 0.12511510918443833
              },
              {
                "event_time": 1,
                "estimate": -0.18596664207240599,
                "se": 0.1428957165559357,
                "pvalue": 0.19326503889405208,
                "lower": -0.46620526439476073,
                "upper": 0.09427198024994876
              },
              {
                "event_time": 2,
                "estimate": -0.11394194645205835,
                "se": 0.09577870986251814,
                "pvalue": 0.23432890939599105,
                "lower": -0.3017774837697771,
                "upper": 0.07389359086566039
              },
              {
                "event_time": 3,
                "estimate": -0.09237517868371518,
                "se": 0.03203123848746525,
                "pvalue": 0.003969368376065026,
                "lower": -0.15519294790279667,
                "upper": -0.0295574094646337
              },
              {
                "event_time": 4,
                "estimate": -0.06963152512855365,
                "se": 0.06342698071109422,
                "pvalue": 0.27241332578620914,
                "lower": -0.1940207659046116,
                "upper": 0.054757715647504285
              },
              {
                "event_time": 5,
                "estimate": -0.018440464772845125,
                "se": 0.08319113189017768,
                "pvalue": 0.824598029436437,
                "lower": -0.18158998914095187,
                "upper": 0.14470905959526165
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -27,
                "estimate": -0.6459302117024316,
                "se": 0.09481196182267164,
                "pvalue": 1.2596381731065904e-11,
                "lower": -0.8318698199793846,
                "upper": -0.45999060342547854
              },
              {
                "event_time": -26,
                "estimate": 0.40108085761605844,
                "se": 0.09115451651309299,
                "pvalue": 1.1389222352714932e-05,
                "lower": 0.22231401462192243,
                "upper": 0.5798477006101944
              },
              {
                "event_time": -25,
                "estimate": -0.3871378767157043,
                "se": 0.07123534307453595,
                "pvalue": 6.155542768169782e-08,
                "lower": -0.5268404156371834,
                "upper": -0.24743533779422522
              },
              {
                "event_time": -24,
                "estimate": -0.17008829214559115,
                "se": 0.03215767271224891,
                "pvalue": 1.3617008175207471e-07,
                "lower": -0.2331540166835705,
                "upper": -0.1070225676076118
              },
              {
                "event_time": -23,
                "estimate": -0.15310479478993574,
                "se": 0.02748172008939959,
                "pvalue": 2.8696676230060208e-08,
                "lower": -0.20700031778055833,
                "upper": -0.09920927179931316
              },
              {
                "event_time": -22,
                "estimate": -0.05515475137873001,
                "se": 0.02736879694978851,
                "pvalue": 0.04401172010480019,
                "lower": -0.10882881619106957,
                "upper": -0.0014806865663904364
              },
              {
                "event_time": -21,
                "estimate": -0.14838083856554077,
                "se": 0.029041544498337072,
                "pvalue": 3.539057927617182e-07,
                "lower": -0.20533539687199323,
                "upper": -0.0914262802590883
              },
              {
                "event_time": -20,
                "estimate": -0.20390410770728115,
                "se": 0.027931694588754212,
                "pvalue": 4.116945782754826e-13,
                "lower": -0.25868209405522885,
                "upper": -0.14912612135933345
              },
              {
                "event_time": -19,
                "estimate": -0.08284062192320929,
                "se": 0.025947265961587928,
                "pvalue": 0.0014314384505461307,
                "lower": -0.13372686429185843,
                "upper": -0.03195437955456017
              },
              {
                "event_time": -18,
                "estimate": 0.023132055731291762,
                "se": 0.02652714259509544,
                "pvalue": 0.383304197682656,
                "lower": -0.028891406372194256,
                "upper": 0.07515551783477778
              },
              {
                "event_time": -17,
                "estimate": 0.0031597663352855715,
                "se": 0.024751513906536158,
                "pvalue": 0.8984311535475855,
                "lower": -0.04538143787110582,
                "upper": 0.051700970541676966
              },
              {
                "event_time": -16,
                "estimate": 0.08298172672603854,
                "se": 0.024753236192190088,
                "pvalue": 0.000816062739615674,
                "lower": 0.03443714487495257,
                "upper": 0.1315263085771245
              },
              {
                "event_time": -15,
                "estimate": 0.02190981414922695,
                "se": 0.02737261978141758,
                "pvalue": 0.4235570691384231,
                "lower": -0.03177174777425718,
                "upper": 0.07559137607271108
              },
              {
                "event_time": -14,
                "estimate": 0.048846740700774924,
                "se": 0.027591876485116112,
                "pvalue": 0.07682312846026401,
                "lower": -0.005264814493748687,
                "upper": 0.10295829589529853
              },
              {
                "event_time": -13,
                "estimate": 0.1478131285726672,
                "se": 0.03138816179096708,
                "pvalue": 2.6562936013662705e-06,
                "lower": 0.08625652331159503,
                "upper": 0.20936973383373939
              },
              {
                "event_time": -12,
                "estimate": 0.11932102099971038,
                "se": 0.03306026763655036,
                "pvalue": 0.0003146336661918784,
                "lower": 0.054485180714402975,
                "upper": 0.1841568612850178
              },
              {
                "event_time": -11,
                "estimate": 0.11603768242952309,
                "se": 0.02823955355695909,
                "pvalue": 4.131862541526135e-05,
                "lower": 0.06065594129312763,
                "upper": 0.17141942356591855
              },
              {
                "event_time": -10,
                "estimate": 0.21058604695320887,
                "se": 0.033606504940182136,
                "pvalue": 4.509770107252117e-10,
                "lower": 0.14467895839594275,
                "upper": 0.276493135510475
              },
              {
                "event_time": -9,
                "estimate": 0.17410986535256595,
                "se": 0.02889041662621815,
                "pvalue": 1.9859670501712506e-09,
                "lower": 0.11745169008472289,
                "upper": 0.230768040620409
              },
              {
                "event_time": -8,
                "estimate": 0.18260934789934333,
                "se": 0.02578709146993508,
                "pvalue": 1.9624998393891833e-12,
                "lower": 0.13203723026412809,
                "upper": 0.23318146553455857
              },
              {
                "event_time": -7,
                "estimate": 0.24792067093719655,
                "se": 0.02424938311663144,
                "pvalue": 5.891558483017087e-24,
                "lower": 0.20036421591839504,
                "upper": 0.29547712595599807
              },
              {
                "event_time": -6,
                "estimate": 0.38578900306612834,
                "se": 0.030909993140154923,
                "pvalue": 1.7189690113329163e-34,
                "lower": 0.3251701538636073,
                "upper": 0.4464078522686494
              },
              {
                "event_time": -5,
                "estimate": 0.22654979806131678,
                "se": 0.02145950404317019,
                "pvalue": 2.1364853129255025e-25,
                "lower": 0.18446468876817043,
                "upper": 0.26863490735446316
              },
              {
                "event_time": -4,
                "estimate": 0.09981339713671188,
                "se": 0.0242994457515357,
                "pvalue": 4.156897664116257e-05,
                "lower": 0.052158762241189545,
                "upper": 0.14746803203223421
              },
              {
                "event_time": -3,
                "estimate": 0.10253746541279198,
                "se": 0.019823348985310657,
                "pvalue": 2.5377898934928507e-07,
                "lower": 0.06366108658667,
                "upper": 0.14141384423891395
              },
              {
                "event_time": -2,
                "estimate": 0.051613363086234494,
                "se": 0.018433936466899593,
                "pvalue": 0.0051603718752786625,
                "lower": 0.015461817861716895,
                "upper": 0.0877649083107521
              },
              {
                "event_time": 0,
                "estimate": -0.031998848178483016,
                "se": 0.016087452448814734,
                "pvalue": 0.04682987921940932,
                "lower": -0.06354860781853125,
                "upper": -0.0004490885384347762
              },
              {
                "event_time": 1,
                "estimate": -0.037230363864019414,
                "se": 0.015450513447570051,
                "pvalue": 0.016056780835575147,
                "lower": -0.06753099643074272,
                "upper": -0.006929731297296113
              },
              {
                "event_time": 2,
                "estimate": 0.03558215396231419,
                "se": 0.017009427849036276,
                "pvalue": 0.036571530778560096,
                "lower": 0.002224270732556752,
                "upper": 0.06894003719207163
              },
              {
                "event_time": 3,
                "estimate": 0.051790277476904845,
                "se": 0.017825501284182043,
                "pvalue": 0.003707753715517885,
                "lower": 0.01683195932375626,
                "upper": 0.08674859563005344
              },
              {
                "event_time": 4,
                "estimate": 0.07563724217155773,
                "se": 0.018523911320850673,
                "pvalue": 4.6149621431694895e-05,
                "lower": 0.03930924358844673,
                "upper": 0.11196524075466874
              },
              {
                "event_time": 5,
                "estimate": 0.11058766482495228,
                "se": 0.016955432862655256,
                "pvalue": 8.7301021879682e-11,
                "lower": 0.0773356733669038,
                "upper": 0.14383965628300074
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0
            ],
            "weights": [
              0.2032715900890065,
              0.18402694250661536,
              0.17079624729372142,
              0.15852778445994709,
              0.14818378638441185,
              0.13519364926629782
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 5.551115123125783e-17,
            "package_aggregate_vs_estimable_cell_weights": 5.551115123125783e-17,
            "saturated_vs_deviations_relative_rss_difference": 2.2932718352948446e-12
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "F": 2.1589601913433873,
            "df_num": 20,
            "df_den": 145502,
            "pvalue": 0.0019379119886445725,
            "log10_pvalue": -2.7126659505638653,
            "inference": "Homoskedastic nested-model F",
            "observations": 160503,
            "design_columns": 130,
            "restricted_design_columns": 110,
            "fixed_effect_rank": 14871,
            "covariance_rank": 20,
            "rss_unrestricted": 80885.85947845913,
            "rss_restricted": 80909.86318296581,
            "test_horizon": null,
            "reference_cohort": 4,
            "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.-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]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-23.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-22.0]"
              ],
              "data": [
                [
                  -1.1080175726458735e-05,
                  -1.553566656882451e-05,
                  -2.1720472263047125e-05,
                  -8.457238770999824e-05,
                  -9.648157218336602e-05,
                  -0.00011919863524083439
                ],
                [
                  -8.23248019839155e-06,
                  -1.1275825465993773e-05,
                  -5.572555102149148e-06,
                  2.0157701412135567e-05,
                  2.1688240313093548e-05,
                  9.76591843330275e-06
                ],
                [
                  -5.375182921073584e-06,
                  -7.045873588588184e-06,
                  1.181183905138541e-05,
                  0.0001262167134478472,
                  0.00013999819999677504,
                  0.00014654169604114955
                ],
                [
                  -3.2250543099411273e-06,
                  -3.7954905504750255e-06,
                  2.261510438016608e-05,
                  0.0002001743686164852,
                  0.0002172471270284819,
                  0.00023186223867993814
                ],
                [
                  -1.8402012035770666e-06,
                  -1.7574778767444089e-06,
                  2.9520693870889333e-05,
                  0.0002430050693420765,
                  0.00027360846640101547,
                  0.000290514514576937
                ]
              ]
            },
            "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_18,ref=-1.0)+i(rel_time,cohort_dummy_20,ref=-1.0)+i(rel_time,cohort_dummy_26,ref=-1.0)+i(rel_time,cohort_dummy_29,ref=-1.0)+i(rel_time,cohort_dummy_34,ref=-1.0)|unit_fe+time_fe",
            "restriction_names": [
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_29",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_29",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_29",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_29",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_29"
            ],
            "deviations": [
              {
                "event_time": -17.0,
                "cohort": 18,
                "estimate": 0.4673142653015938
              },
              {
                "event_time": -16.0,
                "cohort": 18,
                "estimate": 0.9964858578003888
              },
              {
                "event_time": -15.0,
                "cohort": 18,
                "estimate": 1.4180661561211856
              },
              {
                "event_time": -14.0,
                "cohort": 18,
                "estimate": 1.5101323359587013
              },
              {
                "event_time": -13.0,
                "cohort": 18,
                "estimate": 1.6342787204060982
              },
              {
                "event_time": -12.0,
                "cohort": 18,
                "estimate": 1.132114876571833
              },
              {
                "event_time": -11.0,
                "cohort": 18,
                "estimate": 0.8504624079278038
              },
              {
                "event_time": -10.0,
                "cohort": 18,
                "estimate": 0.8158516734443477
              },
              {
                "event_time": -9.0,
                "cohort": 18,
                "estimate": 0.21011473485320067
              },
              {
                "event_time": -8.0,
                "cohort": 18,
                "estimate": 0.6831010703867799
              },
              {
                "event_time": -7.0,
                "cohort": 18,
                "estimate": 0.17606771342572503
              },
              {
                "event_time": -6.0,
                "cohort": 18,
                "estimate": 0.05901519885837171
              },
              {
                "event_time": -5.0,
                "cohort": 18,
                "estimate": 0.07570804561192986
              },
              {
                "event_time": -4.0,
                "cohort": 18,
                "estimate": 1.2389019372826298
              },
              {
                "event_time": -3.0,
                "cohort": 18,
                "estimate": 0.5241680507748574
              },
              {
                "event_time": -2.0,
                "cohort": 18,
                "estimate": -0.11533743912772723
              },
              {
                "event_time": 0.0,
                "cohort": 18,
                "estimate": 0.54227625075892
              },
              {
                "event_time": 1.0,
                "cohort": 18,
                "estimate": 0.9314137998096511
              },
              {
                "event_time": 2.0,
                "cohort": 18,
                "estimate": 1.0498351328302291
              },
              {
                "event_time": 3.0,
                "cohort": 18,
                "estimate": 0.9506669667456707
              },
              {
                "event_time": 4.0,
                "cohort": 18,
                "estimate": 1.0934602345496145
              },
              {
                "event_time": 5.0,
                "cohort": 18,
                "estimate": 0.9665049832246834
              },
              {
                "event_time": -19.0,
                "cohort": 20,
                "estimate": 0.7641820502165118
              },
              {
                "event_time": -18.0,
                "cohort": 20,
                "estimate": 0.5991489507224914
              },
              {
                "event_time": -17.0,
                "cohort": 20,
                "estimate": 0.6867311049589093
              },
              {
                "event_time": -16.0,
                "cohort": 20,
                "estimate": 1.1079476205315524
              },
              {
                "event_time": -15.0,
                "cohort": 20,
                "estimate": 1.3850142346776464
              },
              {
                "event_time": -14.0,
                "cohort": 20,
                "estimate": 1.6472250350842013
              },
              {
                "event_time": -13.0,
                "cohort": 20,
                "estimate": 1.5802561728520748
              },
              {
                "event_time": -12.0,
                "cohort": 20,
                "estimate": 1.2236764162820761
              },
              {
                "event_time": -11.0,
                "cohort": 20,
                "estimate": 1.0597844597556125
              },
              {
                "event_time": -10.0,
                "cohort": 20,
                "estimate": 1.101377407391632
              },
              {
                "event_time": -9.0,
                "cohort": 20,
                "estimate": 0.6967066662959822
              },
              {
                "event_time": -8.0,
                "cohort": 20,
                "estimate": 0.8931613329775598
              },
              {
                "event_time": -7.0,
                "cohort": 20,
                "estimate": 0.2952787417916546
              },
              {
                "event_time": -6.0,
                "cohort": 20,
                "estimate": 0.9015362934747547
              },
              {
                "event_time": -5.0,
                "cohort": 20,
                "estimate": 0.5351657791854456
              },
              {
                "event_time": -4.0,
                "cohort": 20,
                "estimate": 1.4329596091154149
              },
              {
                "event_time": -3.0,
                "cohort": 20,
                "estimate": 0.3436546205716743
              },
              {
                "event_time": -2.0,
                "cohort": 20,
                "estimate": 0.11568620915367889
              },
              {
                "event_time": 0.0,
                "cohort": 20,
                "estimate": 0.49390639351753274
              },
              {
                "event_time": 1.0,
                "cohort": 20,
                "estimate": 0.8330077276547461
              },
              {
                "event_time": 2.0,
                "cohort": 20,
                "estimate": 1.2236037501476187
              },
              {
                "event_time": 3.0,
                "cohort": 20,
                "estimate": 1.0315836532313056
              },
              {
                "event_time": 4.0,
                "cohort": 20,
                "estimate": 1.0600045490613188
              },
              {
                "event_time": 5.0,
                "cohort": 20,
                "estimate": 0.8696599112235591
              },
              {
                "event_time": -25.0,
                "cohort": 26,
                "estimate": 0.3652027361578526
              },
              {
                "event_time": -24.0,
                "cohort": 26,
                "estimate": 0.4198108109925245
              },
              {
                "event_time": -23.0,
                "cohort": 26,
                "estimate": -0.1326950793068014
              },
              {
                "event_time": -22.0,
                "cohort": 26,
                "estimate": 0.0017999668072149477
              },
              {
                "event_time": -21.0,
                "cohort": 26,
                "estimate": 0.36938313718719773
              },
              {
                "event_time": -20.0,
                "cohort": 26,
                "estimate": 0.3101269710068168
              },
              {
                "event_time": -19.0,
                "cohort": 26,
                "estimate": 0.1333187904055564
              },
              {
                "event_time": -18.0,
                "cohort": 26,
                "estimate": 0.2514833693619166
              },
              {
                "event_time": -17.0,
                "cohort": 26,
                "estimate": 0.28798230786742496
              },
              {
                "event_time": -16.0,
                "cohort": 26,
                "estimate": 0.5898448937719567
              },
              {
                "event_time": -15.0,
                "cohort": 26,
                "estimate": 0.9684130487174388
              },
              {
                "event_time": -14.0,
                "cohort": 26,
                "estimate": 1.0668810600877225
              },
              {
                "event_time": -13.0,
                "cohort": 26,
                "estimate": 0.7890584605409001
              },
              {
                "event_time": -12.0,
                "cohort": 26,
                "estimate": 0.5361081932937222
              },
              {
                "event_time": -11.0,
                "cohort": 26,
                "estimate": 0.5852660869517949
              },
              {
                "event_time": -10.0,
                "cohort": 26,
                "estimate": 0.6280209433230866
              },
              {
                "event_time": -9.0,
                "cohort": 26,
                "estimate": 0.12907599952565335
              },
              {
                "event_time": -8.0,
                "cohort": 26,
                "estimate": 0.339361606436571
              },
              {
                "event_time": -7.0,
                "cohort": 26,
                "estimate": -0.3066403881543066
              },
              {
                "event_time": -6.0,
                "cohort": 26,
                "estimate": -0.07852021800083551
              },
              {
                "event_time": -5.0,
                "cohort": 26,
                "estimate": -0.05836675808059155
              },
              {
                "event_time": -4.0,
                "cohort": 26,
                "estimate": 1.178135706011973
              },
              {
                "event_time": -3.0,
                "cohort": 26,
                "estimate": 0.0700418635690428
              },
              {
                "event_time": -2.0,
                "cohort": 26,
                "estimate": -0.029922020815145826
              },
              {
                "event_time": 0.0,
                "cohort": 26,
                "estimate": 0.5243962951749177
              },
              {
                "event_time": 1.0,
                "cohort": 26,
                "estimate": 0.8259385388081617
              },
              {
                "event_time": 2.0,
                "cohort": 26,
                "estimate": 1.0597553953636363
              },
              {
                "event_time": 3.0,
                "cohort": 26,
                "estimate": 0.638338356150428
              },
              {
                "event_time": 4.0,
                "cohort": 26,
                "estimate": 0.8062022556380719
              },
              {
                "event_time": 5.0,
                "cohort": 26,
                "estimate": 0.72092674807617
              },
              {
                "event_time": -15.0,
                "cohort": 29,
                "estimate": 0.6335870387805462
              },
              {
                "event_time": -14.0,
                "cohort": 29,
                "estimate": 1.6197043858401134
              },
              {
                "event_time": -13.0,
                "cohort": 29,
                "estimate": 1.164779059778141
              },
              {
                "event_time": -12.0,
                "cohort": 29,
                "estimate": 1.083469210133921
              },
              {
                "event_time": -11.0,
                "cohort": 29,
                "estimate": 0.405395572236267
              },
              {
                "event_time": -10.0,
                "cohort": 29,
                "estimate": 0.11099505991641967
              },
              {
                "event_time": -9.0,
                "cohort": 29,
                "estimate": -0.464053928962993
              },
              {
                "event_time": -8.0,
                "cohort": 29,
                "estimate": 0.2569493734696039
              },
              {
                "event_time": -7.0,
                "cohort": 29,
                "estimate": -0.5307091754766378
              },
              {
                "event_time": -6.0,
                "cohort": 29,
                "estimate": -0.3693984005006942
              },
              {
                "event_time": -5.0,
                "cohort": 29,
                "estimate": -0.40395796547128493
              },
              {
                "event_time": -4.0,
                "cohort": 29,
                "estimate": 0.9055564023893878
              },
              {
                "event_time": -3.0,
                "cohort": 29,
                "estimate": -0.1652072780210299
              },
              {
                "event_time": -2.0,
                "cohort": 29,
                "estimate": -0.24438031185849463
              },
              {
                "event_time": 0.0,
                "cohort": 29,
                "estimate": 0.21127638828853812
              },
              {
                "event_time": 1.0,
                "cohort": 29,
                "estimate": 0.7563620981233409
              },
              {
                "event_time": 2.0,
                "cohort": 29,
                "estimate": 0.7254486816886948
              },
              {
                "event_time": 3.0,
                "cohort": 29,
                "estimate": 0.2797032877335267
              },
              {
                "event_time": 4.0,
                "cohort": 29,
                "estimate": 0.6601440872486989
              },
              {
                "event_time": 5.0,
                "cohort": 29,
                "estimate": 0.22003277202161908
              },
              {
                "event_time": -2.0,
                "cohort": 34,
                "estimate": 0.39323511904519803
              },
              {
                "event_time": 0.0,
                "cohort": 34,
                "estimate": 0.347700515460995
              }
            ]
          }
        }
      },
      "alternative_models": {
        "y__d": [
          {
            "method": "CS-DID",
            "estimate": -0.0045681198961519814,
            "se": 0.025536450653075922,
            "lower": -0.05461864346916513,
            "upper": 0.04548240367686117,
            "event_study": [
              {
                "event_time": -27,
                "estimate": -0.3597266606991041,
                "se": 0.04636650311991218,
                "lower": -0.450603336903196,
                "upper": -0.2688499844950122,
                "n": 0.0,
                "relative_to_minus_one": -0.3597266606991041
              },
              {
                "event_time": -26,
                "estimate": 1.2226031944373257,
                "se": 0.04195978037061406,
                "lower": 1.1403635361117115,
                "upper": 1.3048428527629399,
                "n": 0.0,
                "relative_to_minus_one": 1.2226031944373257
              },
              {
                "event_time": -25,
                "estimate": -0.19842766989386348,
                "se": 0.10434919357140254,
                "lower": -0.40294833110961104,
                "upper": 0.006092991321884039,
                "n": 0.0,
                "relative_to_minus_one": -0.19842766989386348
              },
              {
                "event_time": -24,
                "estimate": -0.025196860761461777,
                "se": 0.042807778459628625,
                "lower": -0.1090985648005034,
                "upper": 0.058704843277579834,
                "n": 0.0,
                "relative_to_minus_one": -0.025196860761461777
              },
              {
                "event_time": -23,
                "estimate": -0.0338188914611758,
                "se": 0.038943108483172444,
                "lower": -0.11014598153423005,
                "upper": 0.04250819861187844,
                "n": 0.0,
                "relative_to_minus_one": -0.0338188914611758
              },
              {
                "event_time": -22,
                "estimate": 0.08348152192217081,
                "se": 0.036893428664414106,
                "lower": 0.011171730473721497,
                "upper": 0.15579131337062013,
                "n": 0.0,
                "relative_to_minus_one": 0.08348152192217081
              },
              {
                "event_time": -21,
                "estimate": -0.030676229071367286,
                "se": 0.04598433356363624,
                "lower": -0.1208038667091707,
                "upper": 0.05945140856643613,
                "n": 0.0,
                "relative_to_minus_one": -0.030676229071367286
              },
              {
                "event_time": -20,
                "estimate": -0.10725078632609579,
                "se": 0.04787459816646093,
                "lower": -0.2010832745066865,
                "upper": -0.013418298145505062,
                "n": 0.0,
                "relative_to_minus_one": -0.10725078632609579
              },
              {
                "event_time": -19,
                "estimate": 0.03220232875168452,
                "se": 0.055790358066061654,
                "lower": -0.07714476374239002,
                "upper": 0.14154942124575906,
                "n": 0.0,
                "relative_to_minus_one": 0.03220232875168452
              },
              {
                "event_time": -18,
                "estimate": 0.04257928800795887,
                "se": 0.032648474874049184,
                "lower": -0.02141054689533841,
                "upper": 0.10656912291125614,
                "n": 0.0,
                "relative_to_minus_one": 0.04257928800795887
              },
              {
                "event_time": -17,
                "estimate": 0.02363300175270795,
                "se": 0.03259993756579418,
                "lower": -0.040261701774503,
                "upper": 0.0875277052799189,
                "n": 0.0,
                "relative_to_minus_one": 0.02363300175270795
              },
              {
                "event_time": -16,
                "estimate": 0.1052615908899194,
                "se": 0.037210945265889556,
                "lower": 0.03232947833808465,
                "upper": 0.17819370344175417,
                "n": 0.0,
                "relative_to_minus_one": 0.1052615908899194
              },
              {
                "event_time": -15,
                "estimate": 0.017953043532856035,
                "se": 0.037866689447704674,
                "lower": -0.05626430399840804,
                "upper": 0.09217039106412012,
                "n": 0.0,
                "relative_to_minus_one": 0.017953043532856035
              },
              {
                "event_time": -14,
                "estimate": 0.018525578213560163,
                "se": 0.04352986760380097,
                "lower": -0.06679139454168659,
                "upper": 0.10384255096880693,
                "n": 0.0,
                "relative_to_minus_one": 0.018525578213560163
              },
              {
                "event_time": -13,
                "estimate": 0.09004015859429033,
                "se": 0.06347398196979037,
                "lower": -0.034366560021843545,
                "upper": 0.2144468772104242,
                "n": 0.0,
                "relative_to_minus_one": 0.09004015859429033
              },
              {
                "event_time": -12,
                "estimate": 0.043201658427041,
                "se": 0.07660645655169517,
                "lower": -0.10694423739751399,
                "upper": 0.19334755425159597,
                "n": 0.0,
                "relative_to_minus_one": 0.043201658427041
              },
              {
                "event_time": -11,
                "estimate": 0.04048896483070334,
                "se": 0.05231725611185908,
                "lower": -0.06205097291849847,
                "upper": 0.14302890257990514,
                "n": 0.0,
                "relative_to_minus_one": 0.04048896483070334
              },
              {
                "event_time": -10,
                "estimate": 0.12158524256566282,
                "se": 0.045858660724501996,
                "lower": 0.03170391916639741,
                "upper": 0.21146656596492824,
                "n": 0.0,
                "relative_to_minus_one": 0.12158524256566282
              },
              {
                "event_time": -9,
                "estimate": 0.11616001258463636,
                "se": 0.048969704423945194,
                "lower": 0.020181155580132032,
                "upper": 0.2121388695891407,
                "n": 0.0,
                "relative_to_minus_one": 0.11616001258463636
              },
              {
                "event_time": -8,
                "estimate": 0.11625182398526016,
                "se": 0.04334706482093214,
                "lower": 0.031293138100709994,
                "upper": 0.20121050986981032,
                "n": 0.0,
                "relative_to_minus_one": 0.11625182398526016
              },
              {
                "event_time": -7,
                "estimate": 0.18485829408917206,
                "se": 0.04297449625336813,
                "lower": 0.10062982917881903,
                "upper": 0.2690867589995251,
                "n": 0.0,
                "relative_to_minus_one": 0.18485829408917206
              },
              {
                "event_time": -6,
                "estimate": 0.3564444175033468,
                "se": 0.07583920283809828,
                "lower": 0.20780231132444635,
                "upper": 0.5050865236822473,
                "n": 0.0,
                "relative_to_minus_one": 0.3564444175033468
              },
              {
                "event_time": -5,
                "estimate": 0.18158901078209932,
                "se": 0.04627920283106473,
                "lower": 0.09088343999998835,
                "upper": 0.27229458156421027,
                "n": 0.0,
                "relative_to_minus_one": 0.18158901078209932
              },
              {
                "event_time": -4,
                "estimate": 0.049131791382421686,
                "se": 0.032333162889269004,
                "lower": -0.014240043386812604,
                "upper": 0.11250362615165597,
                "n": 0.0,
                "relative_to_minus_one": 0.049131791382421686
              },
              {
                "event_time": -3,
                "estimate": 0.07699724791465358,
                "se": 0.03471527178719827,
                "lower": 0.00895656549822553,
                "upper": 0.14503793033108164,
                "n": 0.0,
                "relative_to_minus_one": 0.07699724791465358
              },
              {
                "event_time": -2,
                "estimate": 0.0334621428656442,
                "se": 0.029742356075724067,
                "lower": -0.024831803858141023,
                "upper": 0.09175608958942943,
                "n": 0.0,
                "relative_to_minus_one": 0.0334621428656442
              },
              {
                "event_time": -1,
                "estimate": 0.0,
                "se": 5.7006241156979865e-19,
                "lower": -1.1173017956168548e-18,
                "upper": 1.1173017956168548e-18,
                "n": 0.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.033511916008197425,
                "se": 0.03174564254623154,
                "lower": -0.09573223206489365,
                "upper": 0.028708400048498804,
                "n": 845.0,
                "relative_to_minus_one": -0.033511916008197425
              },
              {
                "event_time": 1,
                "estimate": -0.054694001828010146,
                "se": 0.03236168988250532,
                "lower": -0.11812174847657483,
                "upper": 0.008733744820554536,
                "n": 765.0,
                "relative_to_minus_one": -0.054694001828010146
              },
              {
                "event_time": 2,
                "estimate": 0.005513364934537008,
                "se": 0.03287675241407463,
                "lower": -0.058923885725689545,
                "upper": 0.06995061559476357,
                "n": 710.0,
                "relative_to_minus_one": 0.005513364934537008
              },
              {
                "event_time": 3,
                "estimate": -0.0033979633341378337,
                "se": 0.045495208834350084,
                "lower": -0.09256693411859249,
                "upper": 0.08577100745031682,
                "n": 659.0,
                "relative_to_minus_one": -0.0033979633341378337
              },
              {
                "event_time": 4,
                "estimate": 0.019580030035810065,
                "se": 0.041291023410881665,
                "lower": -0.06134888873431822,
                "upper": 0.10050894880593834,
                "n": 616.0,
                "relative_to_minus_one": 0.019580030035810065
              },
              {
                "event_time": 5,
                "estimate": 0.03910176682308644,
                "se": 0.03220657920730002,
                "lower": -0.024021968488458167,
                "upper": 0.10222550213463105,
                "n": 562.0,
                "relative_to_minus_one": 0.03910176682308644
              }
            ],
            "group_time_estimates": [
              {
                "group": 4,
                "year": 2,
                "event_time": -2,
                "att": 0.09786372502645657,
                "mass": 0.0,
                "base": 3
              },
              {
                "group": 4,
                "year": 3,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 3
              },
              {
                "group": 4,
                "year": 4,
                "event_time": 0,
                "att": -0.5378747854288636,
                "mass": 8.0,
                "base": 3
              },
              {
                "group": 18,
                "year": 1,
                "event_time": -17,
                "att": 0.013720737051635234,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 2,
                "event_time": -16,
                "att": 0.6230973694929096,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 3,
                "event_time": -15,
                "att": 0.6232208901373812,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 4,
                "event_time": -14,
                "att": 0.5284328940141954,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 5,
                "event_time": -13,
                "att": 0.9257357649868496,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 6,
                "event_time": -12,
                "att": 0.5682683652447689,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 7,
                "event_time": -11,
                "att": 0.41599413803493335,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 8,
                "event_time": -10,
                "att": 0.5244321209375961,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 9,
                "event_time": -9,
                "att": 0.3562235174977343,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 10,
                "event_time": -8,
                "att": 0.6015885339373179,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 11,
                "event_time": -7,
                "att": 0.7772194693689586,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 12,
                "event_time": -6,
                "att": 0.37848512646285104,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 13,
                "event_time": -5,
                "att": 0.3236649132608922,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 14,
                "event_time": -4,
                "att": 0.17919201224777837,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 15,
                "event_time": -3,
                "att": 0.5060477378774468,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 16,
                "event_time": -2,
                "att": -0.014707763256988748,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 17,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 18,
                "event_time": 0,
                "att": 0.01943521720345187,
                "mass": 25.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 19,
                "event_time": 1,
                "att": 0.11369302485860522,
                "mass": 23.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 20,
                "event_time": 2,
                "att": -0.07694376331024888,
                "mass": 22.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 21,
                "event_time": 3,
                "att": 0.09689767443109876,
                "mass": 21.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 22,
                "event_time": 4,
                "att": 0.12431128027868654,
                "mass": 20.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 23,
                "event_time": 5,
                "att": 0.20099217662374802,
                "mass": 18.0,
                "base": 17
              },
              {
                "group": 20,
                "year": 1,
                "event_time": -19,
                "att": 0.14526034851419622,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 2,
                "event_time": -18,
                "att": 0.06449457481233767,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 3,
                "event_time": -17,
                "att": 0.0971905356190812,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 4,
                "event_time": -16,
                "att": 0.2497169077816236,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 5,
                "event_time": -15,
                "att": 0.10014513353025656,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 6,
                "event_time": -14,
                "att": 0.20336154062083656,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 7,
                "event_time": -13,
                "att": 0.41855149314280815,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 8,
                "event_time": -12,
                "att": 0.35901084612043976,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 9,
                "event_time": -11,
                "att": 0.27359990781709786,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 10,
                "event_time": -10,
                "att": 0.36042588557161304,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 11,
                "event_time": -9,
                "att": 0.4085601579576482,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 12,
                "event_time": -8,
                "att": 0.35691122477402326,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 13,
                "event_time": -7,
                "att": 0.4168994951322117,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 14,
                "event_time": -6,
                "att": 0.8579413584780605,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 15,
                "event_time": -5,
                "att": 0.4645048820785532,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 16,
                "event_time": -4,
                "att": 0.13478310276136718,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 17,
                "event_time": -3,
                "att": 0.20502862213081474,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 18,
                "event_time": -2,
                "att": 0.12022779771435577,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 19,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 20,
                "event_time": 0,
                "att": -0.02841331034587591,
                "mass": 370.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 21,
                "event_time": 1,
                "att": -0.015140047591703176,
                "mass": 334.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 22,
                "event_time": 2,
                "att": 0.13542510127525975,
                "mass": 302.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 23,
                "event_time": 3,
                "att": 0.24471534439999987,
                "mass": 283.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 24,
                "event_time": 4,
                "att": 0.1624153199514562,
                "mass": 270.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 25,
                "event_time": 5,
                "att": 0.1325249736517209,
                "mass": 250.0,
                "base": 19
              },
              {
                "group": 26,
                "year": 1,
                "event_time": -25,
                "att": -0.21210928381654748,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 2,
                "event_time": -24,
                "att": -0.035515925251038416,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 3,
                "event_time": -23,
                "att": -0.057683882277964504,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 4,
                "event_time": -22,
                "att": 0.07618466298577298,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 5,
                "event_time": -21,
                "att": -0.03578332014005514,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 6,
                "event_time": -20,
                "att": -0.115143241069393,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 7,
                "event_time": -19,
                "att": -0.05943637197024021,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 8,
                "event_time": -18,
                "att": 0.019955424780277564,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 9,
                "event_time": -17,
                "att": -0.032397988850964565,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 10,
                "event_time": -16,
                "att": -0.004548147311348338,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 11,
                "event_time": -15,
                "att": -0.05281188985951335,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 12,
                "event_time": -14,
                "att": -0.15300037409656075,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 13,
                "event_time": -13,
                "att": -0.18696317821037778,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 14,
                "event_time": -12,
                "att": -0.2199784468211322,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 15,
                "event_time": -11,
                "att": -0.13265951389707642,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 16,
                "event_time": -10,
                "att": -0.04531431587068058,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 17,
                "event_time": -9,
                "att": -0.07857531365193726,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 18,
                "event_time": -8,
                "att": -0.0722498962162047,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 19,
                "event_time": -7,
                "att": 0.00047208160006695365,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 20,
                "event_time": -6,
                "att": 0.016055276676655406,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 21,
                "event_time": -5,
                "att": -0.00795262887601178,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 22,
                "event_time": -4,
                "att": -0.0014595568650275226,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 23,
                "event_time": -3,
                "att": -0.025271261749159224,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 24,
                "event_time": -2,
                "att": -0.021821242995189283,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 25,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 26,
                "event_time": 0,
                "att": -0.025928191564494774,
                "mass": 420.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 27,
                "event_time": 1,
                "att": -0.08210601170148812,
                "mass": 387.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 28,
                "event_time": 2,
                "att": -0.06565867797893943,
                "mass": 368.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 29,
                "event_time": 3,
                "att": -0.17294374034704557,
                "mass": 340.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 30,
                "event_time": 4,
                "att": -0.08550016533777927,
                "mass": 313.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 31,
                "event_time": 5,
                "att": -0.017718154408953746,
                "mass": 282.0,
                "base": 25
              },
              {
                "group": 29,
                "year": 2,
                "event_time": -27,
                "att": -0.3597266606991041,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 3,
                "event_time": -26,
                "att": 1.2226031944373257,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 4,
                "event_time": -25,
                "att": 0.15197635028851697,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 5,
                "event_time": -24,
                "att": 0.23908787217299576,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 6,
                "event_time": -23,
                "att": 0.5773947249348824,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 7,
                "event_time": -22,
                "att": 0.2703636193462401,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 8,
                "event_time": -21,
                "att": 0.10012305031326019,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 9,
                "event_time": -20,
                "att": 0.09488529840683035,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 10,
                "event_time": -19,
                "att": 0.30659206834390995,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 11,
                "event_time": -18,
                "att": 0.2202515591497145,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 12,
                "event_time": -17,
                "att": 0.12297614950028923,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 13,
                "event_time": -16,
                "att": -0.3984248428255016,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 14,
                "event_time": -15,
                "att": -0.22521349732411133,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 15,
                "event_time": -14,
                "att": 0.6241449883790495,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 16,
                "event_time": -13,
                "att": 0.31125434117532724,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 17,
                "event_time": -12,
                "att": 0.49730706768867594,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 18,
                "event_time": -11,
                "att": -0.11311923712304306,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 19,
                "event_time": -10,
                "att": -0.3277165779949336,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 20,
                "event_time": -9,
                "att": -0.4598542531446489,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 21,
                "event_time": -8,
                "att": 0.04912924530017859,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 22,
                "event_time": -7,
                "att": -0.0617483558249623,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 23,
                "event_time": -6,
                "att": -0.15821499650290272,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 24,
                "event_time": -5,
                "att": -0.3146435758570014,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 25,
                "event_time": -4,
                "att": -0.20230020970899731,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 26,
                "event_time": -3,
                "att": -0.1766390053921857,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 27,
                "event_time": -2,
                "att": -0.14465529865267146,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 28,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 29,
                "event_time": 0,
                "att": -0.3273310030339651,
                "mass": 19.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 30,
                "event_time": 1,
                "att": -0.1704507872536899,
                "mass": 18.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 31,
                "event_time": 2,
                "att": -0.27784479921181005,
                "mass": 15.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 32,
                "event_time": 3,
                "att": -0.23049248828960966,
                "mass": 12.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 33,
                "event_time": 4,
                "att": 0.08295479864217381,
                "mass": 10.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 34,
                "event_time": 5,
                "att": -0.3229525838180755,
                "mass": 9.0,
                "base": 28
              },
              {
                "group": 34,
                "year": 19,
                "event_time": -15,
                "att": -1.473296016166017,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 20,
                "event_time": -14,
                "att": -1.6454592847241383,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 21,
                "event_time": -13,
                "att": -1.3697127614328406,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 22,
                "event_time": -12,
                "att": -1.117022017120847,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 23,
                "event_time": -11,
                "att": -1.0501397956488638,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 24,
                "event_time": -10,
                "att": -0.9989591155106946,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 25,
                "event_time": -9,
                "att": -0.5688729811515684,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 26,
                "event_time": -8,
                "att": -0.8026734632081154,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 27,
                "event_time": -7,
                "att": -0.1292469318580547,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 28,
                "event_time": -6,
                "att": 0.42412892497138166,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 29,
                "event_time": -5,
                "att": 0.05900677373874841,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 30,
                "event_time": -4,
                "att": -1.1779053823321441,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 31,
                "event_time": -3,
                "att": -0.10047958255609823,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 32,
                "event_time": -2,
                "att": 0.4212298396599897,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 33,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 34,
                "event_time": 0,
                "att": -0.16971548285740767,
                "mass": 3.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 35,
                "event_time": 1,
                "att": -0.8552794900129956,
                "mass": 3.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 36,
                "event_time": 2,
                "att": -1.0817572904297648,
                "mass": 3.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 37,
                "event_time": 3,
                "att": -0.7007662805401361,
                "mass": 3.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 38,
                "event_time": 4,
                "att": -0.7888334669834502,
                "mass": 3.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 39,
                "event_time": 5,
                "att": -0.6308397396069336,
                "mass": 3.0,
                "base": 33
              }
            ],
            "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": -0.0045681198961519814,
                  "se": 0.025536450653075922,
                  "lower": -0.05461864346916513,
                  "upper": 0.04548240367686117
                },
                {
                  "typec": "simple",
                  "aggregation": "Native-equivalent CS-DID simple",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.004576568923459375,
                  "se": 0.025534932484220167,
                  "lower": -0.05462411694019279,
                  "upper": 0.04547097909327404
                },
                {
                  "typec": "group",
                  "aggregation": "Native-equivalent CS-DID group",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.005353813935221737,
                  "se": 0.025506221734246496,
                  "lower": -0.05534508991603763,
                  "upper": 0.04463746204559415
                },
                {
                  "typec": "treated_cells",
                  "aggregation": "Observed treated observations, configured weights",
                  "matches_treated_unit_year_target": true,
                  "estimate": -0.0027797190495489643,
                  "se": 0.03781653256549514,
                  "lower": -0.07689876089810552,
                  "upper": 0.07133932279900759
                }
              ],
              "same_group_time_effects": true,
              "additional_covariates": []
            },
            "treated_cell_att": -0.0027797190495489643,
            "treated_cell_se": 0.03781653256549514,
            "checks": {
              "input_rows": 160503,
              "retained_rows": 160503,
              "all_observed_post_cells_estimated": true,
              "post_weight_sum": 4157.0,
              "avoided_dense_if_bytes": 315869904
            },
            "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": 0.30551241617649794,
            "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": {
              "max_iterations": 20000
            }
          },
          {
            "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": -0.13327924840457903,
            "event_study": [
              {
                "event_time": -27,
                "estimate": -0.28344830487672285,
                "raw_gap": -0.28344830487672285,
                "n": 2,
                "n_cells": 2,
                "weight_sum": 2.0,
                "relative_to_minus_one": -0.2439456423318373
              },
              {
                "event_time": -26,
                "estimate": 0.6333326770766768,
                "raw_gap": 0.6333326770766768,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 3.0,
                "relative_to_minus_one": 0.6728353396215624
              },
              {
                "event_time": -25,
                "estimate": -0.21682934099422096,
                "raw_gap": -0.21682934099422096,
                "n": 14,
                "n_cells": 14,
                "weight_sum": 14.0,
                "relative_to_minus_one": -0.17732667844933542
              },
              {
                "event_time": -24,
                "estimate": -0.02546384609357772,
                "raw_gap": -0.02546384609357772,
                "n": 84,
                "n_cells": 84,
                "weight_sum": 84.0,
                "relative_to_minus_one": 0.01403881645130782
              },
              {
                "event_time": -23,
                "estimate": -0.03510432419688388,
                "raw_gap": -0.03510432419688388,
                "n": 95,
                "n_cells": 95,
                "weight_sum": 95.0,
                "relative_to_minus_one": 0.004398338348001657
              },
              {
                "event_time": -22,
                "estimate": 0.04633434160264552,
                "raw_gap": 0.04633434160264552,
                "n": 99,
                "n_cells": 99,
                "weight_sum": 99.0,
                "relative_to_minus_one": 0.08583700414753107
              },
              {
                "event_time": -21,
                "estimate": -0.014706277970673535,
                "raw_gap": -0.014706277970673535,
                "n": 103,
                "n_cells": 103,
                "weight_sum": 103.0,
                "relative_to_minus_one": 0.024796384574212006
              },
              {
                "event_time": -20,
                "estimate": -0.04220246984445791,
                "raw_gap": -0.04220246984445791,
                "n": 130,
                "n_cells": 130,
                "weight_sum": 130.0,
                "relative_to_minus_one": -0.0026998072995723724
              },
              {
                "event_time": -19,
                "estimate": -0.014552231276714265,
                "raw_gap": -0.014552231276714265,
                "n": 167,
                "n_cells": 167,
                "weight_sum": 167.0,
                "relative_to_minus_one": 0.024950431268171275
              },
              {
                "event_time": -18,
                "estimate": -0.002476195215067458,
                "raw_gap": -0.002476195215067458,
                "n": 235,
                "n_cells": 235,
                "weight_sum": 235.0,
                "relative_to_minus_one": 0.03702646732981808
              },
              {
                "event_time": -17,
                "estimate": -0.03256599593520075,
                "raw_gap": -0.03256599593520075,
                "n": 248,
                "n_cells": 248,
                "weight_sum": 248.0,
                "relative_to_minus_one": 0.00693666660968479
              },
              {
                "event_time": -16,
                "estimate": 0.02965032203948241,
                "raw_gap": 0.02965032203948241,
                "n": 265,
                "n_cells": 265,
                "weight_sum": 265.0,
                "relative_to_minus_one": 0.06915298458436794
              },
              {
                "event_time": -15,
                "estimate": -0.017539403196895016,
                "raw_gap": -0.017539403196895016,
                "n": 278,
                "n_cells": 277,
                "weight_sum": 278.0,
                "relative_to_minus_one": 0.021963259347990524
              },
              {
                "event_time": -14,
                "estimate": -0.023216693957192242,
                "raw_gap": -0.023216693957192242,
                "n": 326,
                "n_cells": 325,
                "weight_sum": 326.0,
                "relative_to_minus_one": 0.016285968587693298
              },
              {
                "event_time": -13,
                "estimate": 0.027828513342833268,
                "raw_gap": 0.027828513342833268,
                "n": 345,
                "n_cells": 344,
                "weight_sum": 345.0,
                "relative_to_minus_one": 0.06733117588771881
              },
              {
                "event_time": -12,
                "estimate": 0.003530232392695633,
                "raw_gap": 0.003530232392695633,
                "n": 361,
                "n_cells": 360,
                "weight_sum": 361.0,
                "relative_to_minus_one": 0.043032894937581175
              },
              {
                "event_time": -11,
                "estimate": -0.015087012521924962,
                "raw_gap": -0.015087012521924962,
                "n": 385,
                "n_cells": 382,
                "weight_sum": 385.0,
                "relative_to_minus_one": 0.02441565002296058
              },
              {
                "event_time": -10,
                "estimate": 0.03190275741875873,
                "raw_gap": 0.03190275741875873,
                "n": 401,
                "n_cells": 399,
                "weight_sum": 401.0,
                "relative_to_minus_one": 0.07140541996364427
              },
              {
                "event_time": -9,
                "estimate": 0.011090739291587956,
                "raw_gap": 0.011090739291587956,
                "n": 425,
                "n_cells": 423,
                "weight_sum": 425.0,
                "relative_to_minus_one": 0.0505934018364735
              },
              {
                "event_time": -8,
                "estimate": 0.016338215586340448,
                "raw_gap": 0.016338215586340448,
                "n": 447,
                "n_cells": 445,
                "weight_sum": 447.0,
                "relative_to_minus_one": 0.055840878131225985
              },
              {
                "event_time": -7,
                "estimate": 0.035980856367110216,
                "raw_gap": 0.035980856367110216,
                "n": 475,
                "n_cells": 473,
                "weight_sum": 475.0,
                "relative_to_minus_one": 0.07548351891199576
              },
              {
                "event_time": -6,
                "estimate": 0.05593218507079998,
                "raw_gap": 0.05593218507079998,
                "n": 548,
                "n_cells": 545,
                "weight_sum": 548.0,
                "relative_to_minus_one": 0.09543484761568552
              },
              {
                "event_time": -5,
                "estimate": 0.02333789881823335,
                "raw_gap": 0.02333789881823335,
                "n": 612,
                "n_cells": 609,
                "weight_sum": 612.0,
                "relative_to_minus_one": 0.06284056136311889
              },
              {
                "event_time": -4,
                "estimate": -0.011865889056491831,
                "raw_gap": -0.011865889056491831,
                "n": 643,
                "n_cells": 641,
                "weight_sum": 643.0,
                "relative_to_minus_one": 0.02763677348839371
              },
              {
                "event_time": -3,
                "estimate": -0.01281752686418935,
                "raw_gap": -0.01281752686418935,
                "n": 699,
                "n_cells": 696,
                "weight_sum": 699.0,
                "relative_to_minus_one": 0.026685135680696193
              },
              {
                "event_time": -2,
                "estimate": -0.02175514540396447,
                "raw_gap": -0.02175514540396447,
                "n": 757,
                "n_cells": 754,
                "weight_sum": 757.0,
                "relative_to_minus_one": 0.01774751714092107
              },
              {
                "event_time": -1,
                "estimate": -0.03950266254488554,
                "raw_gap": -0.03950266254488554,
                "n": 847,
                "n_cells": 843,
                "weight_sum": 847.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.1771938833980177,
                "raw_gap": -0.1771938833980177,
                "n": 845,
                "n_cells": 843,
                "weight_sum": 845.0,
                "relative_to_minus_one": -0.13769122085313215
              },
              {
                "event_time": 1,
                "estimate": -0.19840058261517157,
                "raw_gap": -0.19840058261517157,
                "n": 765,
                "n_cells": 764,
                "weight_sum": 765.0,
                "relative_to_minus_one": -0.15889792007028603
              },
              {
                "event_time": 2,
                "estimate": -0.12820187657398482,
                "raw_gap": -0.12820187657398482,
                "n": 710,
                "n_cells": 709,
                "weight_sum": 710.0,
                "relative_to_minus_one": -0.08869921402909928
              },
              {
                "event_time": 3,
                "estimate": -0.1157971143894957,
                "raw_gap": -0.1157971143894957,
                "n": 659,
                "n_cells": 659,
                "weight_sum": 659.0,
                "relative_to_minus_one": -0.07629445184461017
              },
              {
                "event_time": 4,
                "estimate": -0.0957627157616361,
                "raw_gap": -0.0957627157616361,
                "n": 616,
                "n_cells": 616,
                "weight_sum": 616.0,
                "relative_to_minus_one": -0.05626005321675056
              },
              {
                "event_time": 5,
                "estimate": -0.04664251741375281,
                "raw_gap": -0.04664251741375281,
                "n": 562,
                "n_cells": 562,
                "weight_sum": 562.0,
                "relative_to_minus_one": -0.007139854868867271
              }
            ],
            "package_event_study": {
              "event_time": [
                -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
              ],
              "estimate": [
                -0.28344830487672285,
                0.6333326770766768,
                -0.21682934099422096,
                -0.02546384609357771,
                -0.035104324196883877,
                0.04633434160264549,
                -0.014706277970673531,
                -0.0422024698444579,
                -0.014552231276714254,
                -0.0024761952150674687,
                -0.032565995935200764,
                0.029650322039482414,
                -0.01756227872672695,
                -0.02309023083019456,
                0.028001938570373964,
                0.003278967874679057,
                -0.013129003088433074,
                0.032450488127258315,
                0.011133692294303733,
                0.01621166010580938,
                0.03602740567130133,
                0.055503219077777693,
                0.022857874343274,
                -0.01222329996377305,
                -0.013054974261834886,
                -0.022329859117821545,
                -0.03906437376987546,
                -0.1755388186800677,
                -0.19836200068666704,
                -0.12697174430083097,
                -0.11579711438949579,
                -0.09576271576163613,
                -0.046642517413752776
              ],
              "n": [
                2.0,
                3.0,
                14.0,
                84.0,
                95.0,
                99.0,
                103.0,
                130.0,
                167.0,
                235.0,
                248.0,
                265.0,
                277.0,
                325.0,
                344.0,
                360.0,
                382.0,
                399.0,
                423.0,
                445.0,
                473.0,
                545.0,
                609.0,
                641.0,
                696.0,
                754.0,
                843.0,
                843.0,
                764.0,
                709.0,
                659.0,
                616.0,
                562.0
              ]
            },
            "sdid_pre_gap_correction": [],
            "diagnostics": {
              "converged": true,
              "iterations": 229,
              "termination_reason": "Relative objective tolerance reached",
              "objective": 0.32994009978715866,
              "lambda_l": 0.00026928122798920793,
              "singular_values": [
                73.94535959141179,
                52.62432027860699,
                49.31109146488315,
                46.344972195726555,
                41.59113903483723,
                41.121007163507755,
                38.104497538167806,
                36.372161090555565,
                36.001919438664274,
                32.60928234095742,
                30.65884710163608,
                28.431153830364384,
                27.092564343133272,
                25.914620884493,
                24.357676928569862,
                21.86553104988604,
                21.17569433283114,
                19.56127998040431,
                18.223652268362233,
                17.22229988231621,
                16.838267750566768,
                14.773721672715954,
                14.311622024710292,
                12.854376863269966,
                10.854344250454922,
                9.933538586932716,
                9.033205393687822,
                8.262427438283495,
                8.052557574811253,
                7.7051615679149705,
                6.383631083072238,
                5.720451715107696,
                2.0309900978915287,
                1.6324768817535649,
                0.8321441873386952,
                0.06459239922510562,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0
              ],
              "history_objective": [
                0.3342876749053473,
                0.3320294472046325,
                0.3311199547237023,
                0.3306393203758321,
                0.33037476000767735,
                0.3302241694861451,
                0.3301351691938361,
                0.3300803513286157,
                0.33004511334885434,
                0.3300214854073068,
                0.3300049925239459,
                0.3299930450059254,
                0.3299840975687839,
                0.32997719957801785,
                0.32997174828115966,
                0.3299673499157679,
                0.329963739577647,
                0.3299607338784436,
                0.3299582023265191,
                0.32995604963472475,
                0.3299542045388038,
                0.32995261257316766,
                0.32995123129954146,
                0.32995002708557225,
                0.3299489728819236,
                0.32994804665526256,
                0.32994723026055917,
                0.3299465086134444,
                0.3299458690715841,
                0.32994530096430635,
                0.3299447952295059,
                0.329944344129373,
                0.3299439410250913,
                0.3299435801963122,
                0.3299432566950536,
                0.32994296622644714,
                0.3299427050506572,
                0.3299424699016295,
                0.3299422579193978,
                0.3299420665933459,
                0.32994189371442456,
                0.3299417373347219,
                0.3299415957331188,
                0.3299414673859883,
                0.3299413509421162,
                0.3299412452011629,
                0.3299411490951143,
                0.3299410616722515,
                0.3299409820832683,
                0.329940909569193,
                0.3299408434509106,
                0.3299407831199994,
                0.3299407280306999,
                0.3299406776929324,
                0.3299406316660922,
                0.32994058955367894,
                0.3299405509984807,
                0.32994051567838795,
                0.3299404833026647,
                0.32994045360865154,
                0.3299404263588392,
                0.3299404013382888,
                0.32994037835231826,
                0.32994035722444903,
                0.32994033779459064,
                0.3299403199173944,
                0.32994030346080905,
                0.3299402883047784,
                0.32994027434006606,
                0.3299402614672266,
                0.3299402495956596,
                0.3299402386427669,
                0.32994022853320965,
                0.3299402191982099,
                0.32994021057496864,
                0.32994020260608425,
                0.3299401952390706,
                0.32994018842591694,
                0.3299401821226664,
                0.32994017628907113,
                0.3299401708882374,
                0.32994016588634023,
                0.32994016125236336,
                0.32994015695783124,
                0.32994015297660334,
                0.3299401492846577,
                0.32994014585992787,
                0.32994014268211697,
                0.3299401397325545,
                0.3299401369940621,
                0.32994013445081705,
                0.3299401320882502,
                0.329940129892935,
                0.3299401278524953,
                0.32994012595551386,
                0.3299401241914623,
                0.3299401225506186,
                0.32994012102401626,
                0.32994011960335834,
                0.32994011828099296,
                0.32994011704983706,
                0.3299401159033478,
                0.3299401148354759,
                0.32994011384061467,
                0.32994011291358316,
                0.3299401120495855,
                0.3299401112441674,
                0.3299401104932219,
                0.3299401097929257,
                0.3299401091397436,
                0.3299401085303949,
                0.3299401079618372,
                0.329940107431247,
                0.3299401069360049,
                0.329940106473682,
                0.32994010604201746,
                0.32994010563891113,
                0.3299401052624209,
                0.3299401049107291,
                0.3299401045821617,
                0.32994010427514653,
                0.3299401039882275,
                0.3299401037200566,
                0.3299401034693725,
                0.329940103235005,
                0.3299401030158578,
                0.3299401028109255,
                0.32994010261925283,
                0.32994010243996175,
                0.3299401022722336,
                0.3299401021153033,
                0.3299401019684617,
                0.32994010183104044,
                0.3299401017024214,
                0.32994010158202747,
                0.32994010146932296,
                0.3299401013638062,
                0.32994010126500894,
                0.32994010117248096,
                0.3299401010858357,
                0.3299401010046778,
                0.3299401009286611,
                0.3299401008574456,
                0.3299401007907258,
                0.32994010072821045,
                0.32994010066963464,
                0.3299401006147365,
                0.3299401005632893,
                0.3299401005150661,
                0.32994010046986366,
                0.32994010042749045,
                0.3299401003877629,
                0.3299401003505178,
                0.32994010031559473,
                0.32994010028284515,
                0.3299401002521304,
                0.3299401002233289,
                0.32994010019631104,
                0.3299401001709731,
                0.32994010014720077,
                0.3299401001249001,
                0.3299401001039791,
                0.3299401000843467,
                0.32994010006593066,
                0.3299401000486466,
                0.3299401000324265,
                0.32994010001720553,
                0.32994010000292184,
                0.32994009998951257,
                0.32994009997692314,
                0.3299400999651132,
                0.3299400999540212,
                0.32994009994361,
                0.32994009993383444,
                0.32994009992466,
                0.3299400999160396,
                0.3299400999079471,
                0.3299400999003486,
                0.32994009989321593,
                0.3299400998865123,
                0.3299400998802194,
                0.32994009987430795,
                0.32994009986875794,
                0.329940099863538,
                0.32994009985864137,
                0.3299400998540394,
                0.32994009984971695,
                0.32994009984565476,
                0.3299400998418367,
                0.32994009983825356,
                0.3299400998348836,
                0.32994009983171785,
                0.3299400998287427,
                0.329940099825946,
                0.32994009982331984,
                0.32994009982085154,
                0.3299400998185337,
                0.3299400998163524,
                0.3299400998143033,
                0.32994009981237626,
                0.32994009981056494,
                0.3299400998088626,
                0.32994009980726235,
                0.3299400998057589,
                0.3299400998043446,
                0.3299400998030169,
                0.3299400998017663,
                0.32994009980059036,
                0.3299400997994878,
                0.32994009979844824,
                0.3299400997974721,
                0.3299400997965528,
                0.3299400997956914,
                0.3299400997948776,
                0.32994009979411404,
                0.32994009979339545,
                0.3299400997927211,
                0.32994009979208455,
                0.3299400997914899,
                0.3299400997909261,
                0.3299400997903979,
                0.32994009978990135,
                0.3299400997894334,
                0.3299400997889931,
                0.3299400997885802,
                0.32994009978819144,
                0.3299400997878241,
                0.3299400997874817,
                0.32994009978715866
              ],
              "history_rmse": [
                0.3342819408313507,
                0.3337966670797776,
                0.33375658364217214,
                0.3337440971398487,
                0.3337372965508746,
                0.33373132724514537,
                0.3337260029821759,
                0.3337210740509938,
                0.3337163631011719,
                0.33371182845706415,
                0.33370750020477824,
                0.3337034246009037,
                0.33369963855462825,
                0.33369616267976315,
                0.3336930022978702,
                0.3336901509176451,
                0.33368759392427283,
                0.33368531170374316,
                0.33368328203566033,
                0.3336814818117996,
                0.33367988820429134,
                0.3336784794124503,
                0.33367723510110686,
                0.3336761366211862,
                0.3336751670820632,
                0.33367431132725484,
                0.33367355585048514,
                0.3336728886780632,
                0.33367229923535496,
                0.33367177820887456,
                0.3336713174115612,
                0.3336709096555177,
                0.33367054863463413,
                0.33367022881814173,
                0.3336699453551786,
                0.33366969399002167,
                0.3336694709872917,
                0.33366927306624083,
                0.3336690973432766,
                0.3336689412817636,
                0.3336688026482891,
                0.333668679474587,
                0.33366857002441774,
                0.33366847276474987,
                0.3336683863406871,
                0.3336683095536422,
                0.33366824134234113,
                0.333668180766251,
                0.33366812699113474,
                0.33366807927639647,
                0.3336680369640807,
                0.3336679994692071,
                0.3336679662712762,
                0.33366793690689417,
                0.333667910963189,
                0.3336678880721443,
                0.33366786790548697,
                0.33366785017027534,
                0.3336678346049676,
                0.33366782097594544,
                0.3336678090744455,
                0.3336677987138607,
                0.3336677897273234,
                0.3336677819655718,
                0.33366777529507247,
                0.3336677695963174,
                0.3336677647623451,
                0.33366776069741166,
                0.3336677573157894,
                0.3336677545407349,
                0.3336677523035343,
                0.333667750542657,
                0.333667749203028,
                0.33366774823532613,
                0.3336677475954303,
                0.33366774724383774,
                0.33366774714520486,
                0.33366774726793397,
                0.3336677475837592,
                0.3336677480674359,
                0.3336677486963938,
                0.3336677494504836,
                0.3336677503117431,
                0.3336677512641406,
                0.33366775229340184,
                0.33366775338680954,
                0.3336677545330698,
                0.33366775572214286,
                0.3336677569451213,
                0.3336677581941221,
                0.3336677594621638,
                0.3336677607430909,
                0.33366776203147785,
                0.33366776332255865,
                0.33366776461214864,
                0.33366776589659963,
                0.3336677671727263,
                0.33366776843778023,
                0.3336677696893673,
                0.33366777092545147,
                0.33366777214428295,
                0.3336677733443882,
                0.33366777452453816,
                0.33366777568370176,
                0.3336677768210487,
                0.33366777793592023,
                0.3336677790277858,
                0.3336677800962783,
                0.3336677811411205,
                0.33366778216215126,
                0.3336677831592978,
                0.33366778413256576,
                0.3336677850820311,
                0.3336677860078299,
                0.3336677869101569,
                0.3336677877892443,
                0.33366778864536156,
                0.3336677894788266,
                0.3336677902899658,
                0.33366779107915356,
                0.33366779184675976,
                0.33366779259317936,
                0.3336677933188315,
                0.3336677940241331,
                0.3336677947095146,
                0.33366779537540225,
                0.33366779602224766,
                0.33366779665047647,
                0.3336677972605319,
                0.3336677978528552,
                0.33366779842788136,
                0.33366779898604965,
                0.3336677995277821,
                0.3336678000535045,
                0.333667800563636,
                0.3336678010585939,
                0.33366780153878534,
                0.3336678020046099,
                0.3336678024564411,
                0.3336678028946958,
                0.3336678033197291,
                0.3336678037319258,
                0.3336678041316338,
                0.33366780451921463,
                0.33366780489501147,
                0.33366780525936884,
                0.33366780561260356,
                0.3336678059550511,
                0.3336678062870154,
                0.3336678066088062,
                0.3336678069207231,
                0.33366780722305184,
                0.3336678075160821,
                0.3336678078000852,
                0.3336678080753272,
                0.3336678083420663,
                0.33366780860056816,
                0.3336678088510637,
                0.333667809093808,
                0.3336678093290201,
                0.33366780955693415,
                0.33366780977777016,
                0.33366780999173484,
                0.33366781019905023,
                0.3336678103999043,
                0.3336678105944984,
                0.3336678107830237,
                0.33366781096566656,
                0.3336678111426,
                0.3336678113139971,
                0.333667811480044,
                0.3336678116408841,
                0.33366781179668803,
                0.33366781194760575,
                0.33366781209379504,
                0.3336678122353858,
                0.33366781237253207,
                0.33366781250536837,
                0.3336678126340317,
                0.33366781275863777,
                0.3336678128793246,
                0.3336678129962071,
                0.33366781310940863,
                0.33366781321902855,
                0.3336678133251986,
                0.3336678134280123,
                0.33366781352757874,
                0.333667813623995,
                0.33366781371735893,
                0.3336678138077738,
                0.3336678138953207,
                0.33366781398009504,
                0.333667814062181,
                0.33366781414166224,
                0.3336678142186243,
                0.33366781429314224,
                0.3336678143652965,
                0.33366781443515253,
                0.3336678145027892,
                0.33366781456827277,
                0.3336678146316723,
                0.33366781469305373,
                0.3336678147524789,
                0.33366781481001206,
                0.33366781486570934,
                0.33366781491963304,
                0.33366781497183157,
                0.33366781502236337,
                0.33366781507128573,
                0.3336678151186404,
                0.33366781516448324,
                0.33366781520885774,
                0.3336678152518168,
                0.33366781529339523,
                0.333667815333645,
                0.33366781537260437,
                0.33366781541031765,
                0.33366781544681806,
                0.3336678154821541,
                0.33366781551634894,
                0.33366781554944985,
                0.3336678155814886,
                0.3336678156124967,
                0.33366781564250797,
                0.333667815671557,
                0.33366781569967113,
                0.33366781572687854,
                0.3336678157532156,
                0.3336678157787034
              ],
              "n_observed": 160269,
              "n_missing": 447802,
              "n_treated_observed": 4153,
              "n_untreated_observed": 156116
            },
            "checks": {
              "scalar_vs_treated_cell_average": 0.0,
              "native_scalar_vs_unweighted_matrix_average": 1.6653345369377348e-16
            },
            "native_matrix_att": -0.13269058161800507,
            "matrix_preparation": {
              "source_rows": 160503,
              "matrix_shape": [
                14831,
                41
              ],
              "observed_cells": 160269,
              "missing_cells": 447802,
              "repeated_cells": 234,
              "minimum_cell_count": 1,
              "maximum_cell_count": 2,
              "observation_mass": 160503.0,
              "treated_observation_mass": 4157.0,
              "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": 6.6322230421938,
            "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 3, period 3: 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)": -0.10113341599942652,
          "SE": 0.04422121045668668,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": 0.018958429192873064,
          "SE": 0.09568001181191131,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.11737509411677384,
          "SE": 0.05378324935175247,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": 0.027090612439988726,
          "SE": 0.013218544208622916,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID",
          "Estimate (SDs)": -0.0045681198961519814,
          "SE": 0.025536450653075922,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (treated cells)",
          "Estimate (SDs)": -0.0027797190495489643,
          "SE": 0.03781653256549514,
          "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)": -0.13327924840457903,
          "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 3, period 3: 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": "2b0236c0fb0b135a333e0dd104c9e029718059743d101f9efa90edf44a1ee516",
        "matrix_inputs.py": "3f675276f9022147996dd5b62762721be2dd436d5db171491a286b05628176ae",
        "csdid_model.py": "b9fd5536d4886e99a707d2b162db5b11da3ff463930eca5b7590d27500096a3f",
        "multisynth_model.R": "3ae0740c5b75b14f563dacc9961688e8286655866a6b435045a3ef6f453c1604",
        "csdid_streaming.py": "378198e98c44bd46862601bdcb514b19d9ea4038cddc38dad7fdba9b0aa0216b",
        "multisynth_sparse.R": "f9ab3d8d7f7b52a79ccd694c7173f626276a0830f23bb79e527c88c0f0292540",
        "matrix_models.py": "2fddc228b899ed1c806fd1bd7feef84c5164b4c9d472d0218d2f1491a47a302b",
        "csdid_aggregations.py": "cbed0fb13450d9398f9a59d53dbfdf8e275a74daa01158c38c0f3396a3e8c6ee",
        "bootstrap_matrix.py": "c6a1f4bb0085e0a21f9a41677fb4def7990be5f6199077a53e951de489ab9550",
        "eligibility.py": "f0eb686ff3f13e89c8f3d85f49890601c4a7f9a611a2938753be599b8ceac9a6"
      },
      "scalar_ranges": [
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Static TWFE",
          "Estimate (SDs)": -0.10113341599942652,
          "SE": 0.04422121045668668,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": "",
          "lower": -0.18785743680629105,
          "upper": -0.014409395192561986,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": 0.018958429192873064,
          "SE": 0.09568001181191131,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.16868354734923535,
          "upper": 0.20660040573498145,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.11737509411677384,
          "SE": 0.05378324935175247,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.22285161969516576,
          "upper": -0.01189856853838192,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": 0.027090612439988726,
          "SE": 0.013218544208622916,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": 0.0011671858502100008,
          "upper": 0.05301403902976745,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (equal event-time)",
          "Estimate (SDs)": -0.0045681198961519814,
          "SE": 0.025536450653075922,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.05461864346916513,
          "upper": 0.04548240367686117,
          "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)": -0.0027797190495489643,
          "SE": 0.03781653256549514,
          "Aggregation": "Treated cells",
          "Event study": "Same CS-DID path",
          "Status": "estimated",
          "Note": "",
          "lower": -0.07689876089810552,
          "upper": 0.07133932279900759,
          "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)": -0.13327924840457903,
          "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 3, period 3: 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": 1791602382.628934,
    "scalar_ranges": [
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Static TWFE",
        "Estimate (SDs)": -0.10113341599942652,
        "SE": 0.04422121045668668,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": "",
        "lower": -0.18785743680629105,
        "upper": -0.014409395192561986,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": 0.018958429192873064,
        "SE": 0.09568001181191131,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.16868354734923535,
        "upper": 0.20660040573498145,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": -0.11737509411677384,
        "SE": 0.05378324935175247,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.22285161969516576,
        "upper": -0.01189856853838192,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": 0.027090612439988726,
        "SE": 0.013218544208622916,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": 0.0011671858502100008,
        "upper": 0.05301403902976745,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (equal event-time)",
        "Estimate (SDs)": -0.0045681198961519814,
        "SE": 0.025536450653075922,
        "Aggregation": "Equal post-event times",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.05461864346916513,
        "upper": 0.04548240367686117,
        "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)": -0.0027797190495489643,
        "SE": 0.03781653256549514,
        "Aggregation": "Treated cells",
        "Event study": "Same CS-DID path",
        "Status": "estimated",
        "Note": "",
        "lower": -0.07689876089810552,
        "upper": 0.07133932279900759,
        "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)": -0.13327924840457903,
        "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 3, period 3: 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"
      }
    ]
  },
  {
    "study_id": 2,
    "specification_id": "S02-P002",
    "source_specification_id": "AM005-P2587-T2-CAPEX-NOOV-M1",
    "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": "Do Powerful Politicians Really Cause Corporate Downsizing?",
    "status": "ready",
    "reason": "",
    "config": "analyses/full-archive/configs/S02-P002.json",
    "input_bytes": 1977799,
    "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": "s02-p002",
        "specification_id": "S02-P002",
        "source_specification_id": "AM005-P2587-T2-CAPEX-NOOV-M1",
        "study_id": 2,
        "study": "Do Powerful Politicians Really Cause Corporate Downsizing?",
        "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204",
        "description": "AM005-P2587-T2-CAPEX-NOOV-M1",
        "data": "analyses/full-archive/prepared/S02-P002.parquet",
        "output_dir": "analyses/full-archive/results/S02-P002"
      },
      "source": {
        "file": "S02-P002.parquet",
        "bytes": 1977799,
        "sha256": "3e5c15b76142124f81f1b9af386abfba5346cae71308d89f11d83a724f943ccb"
      },
      "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": 168975,
            "source_sd": 0.1005795987197113,
            "rows": 158170,
            "units": 14949,
            "clusters": 2015,
            "treated_units": 824,
            "never_treated_units": 14125,
            "treated_cohorts": 6,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 157938,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 87,
            "post_adoption_untreated_rows_removed": 8969,
            "units_without_minus_one_removed": 8,
            "additional_rows_removed": 1749
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.20999936204812777,
              "se": 0.1608196559046698,
              "pvalue": 0.19176747843630196,
              "lower": -0.5253896355098823,
              "upper": 0.10539091141362675
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.05207505120793169,
              "se": 0.17764798299741846,
              "pvalue": 0.7694482625438633,
              "lower": -0.40046807333140466,
              "upper": 0.29631797091554124
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.20940053840097916,
              "se": 0.18392295764316216,
              "pvalue": 0.2550375219928392,
              "lower": -0.5700996804346938,
              "upper": 0.1512986036327355
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": -0.05455407583706689,
              "se": 0.016531930460539787,
              "pvalue": 0.0009839882562829826,
              "lower": -0.08697554844543448,
              "upper": -0.022132603228699296
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -27,
                "estimate": 0.23100031748547759,
                "se": 0.14868436408598412,
                "pvalue": 0.12043009074704361,
                "lower": -0.060590918578123126,
                "upper": 0.5225915535490783
              },
              {
                "event_time": -26,
                "estimate": 0.09955844756173067,
                "se": 0.3739478536059896,
                "pvalue": 0.7900845742938477,
                "lower": -0.633806607510524,
                "upper": 0.8329235026339854
              },
              {
                "event_time": -25,
                "estimate": 0.9944387301874843,
                "se": 0.201245248201003,
                "pvalue": 8.39573184849198e-07,
                "lower": 0.5997681067120987,
                "upper": 1.38910935366287
              },
              {
                "event_time": -24,
                "estimate": -0.09136087144322927,
                "se": 0.1356880242358179,
                "pvalue": 0.5008237477520566,
                "lower": -0.3574644321583914,
                "upper": 0.1747426892719329
              },
              {
                "event_time": -23,
                "estimate": 0.07699280000843439,
                "se": 0.12115083006166673,
                "pvalue": 0.5251667762858353,
                "lower": -0.16060125034768322,
                "upper": 0.31458685036455203
              },
              {
                "event_time": -22,
                "estimate": 0.09849089238422513,
                "se": 0.122189397834192,
                "pvalue": 0.4203085763662051,
                "lower": -0.14113993744354786,
                "upper": 0.3381217222119981
              },
              {
                "event_time": -21,
                "estimate": 0.19225193963107196,
                "se": 0.1203104965675456,
                "pvalue": 0.11020767580389508,
                "lower": -0.0436940969358168,
                "upper": 0.42819797619796074
              },
              {
                "event_time": -20,
                "estimate": 0.10279910341074157,
                "se": 0.12071680121212021,
                "pvalue": 0.39455267153299184,
                "lower": -0.13394375449145168,
                "upper": 0.33954196131293485
              },
              {
                "event_time": -19,
                "estimate": 0.04610870539880948,
                "se": 0.12097998560038221,
                "pvalue": 0.7031494189968329,
                "lower": -0.19115029461124913,
                "upper": 0.2833677054088681
              },
              {
                "event_time": -18,
                "estimate": 0.10832525468331301,
                "se": 0.11892235062673297,
                "pvalue": 0.36246200989049915,
                "lower": -0.12489842978417044,
                "upper": 0.3415489391507965
              },
              {
                "event_time": -17,
                "estimate": 0.12288256985341818,
                "se": 0.11527997612071907,
                "pvalue": 0.2865744854015986,
                "lower": -0.10319789891048976,
                "upper": 0.34896303861732614
              },
              {
                "event_time": -16,
                "estimate": 0.09260836933542935,
                "se": 0.11241034881739188,
                "pvalue": 0.4101268727640949,
                "lower": -0.1278443511607782,
                "upper": 0.3130610898316369
              },
              {
                "event_time": -15,
                "estimate": 0.16567715174976483,
                "se": 0.11247089419238826,
                "pvalue": 0.1408892586568596,
                "lower": -0.05489430685883037,
                "upper": 0.38624861035836
              },
              {
                "event_time": -14,
                "estimate": 0.09976196693072173,
                "se": 0.1105923934390247,
                "pvalue": 0.36712809459058854,
                "lower": -0.11712548388063851,
                "upper": 0.316649417742082
              },
              {
                "event_time": -13,
                "estimate": 0.08343354988011033,
                "se": 0.11452366670654816,
                "pvalue": 0.4663759244607607,
                "lower": -0.14116368829475534,
                "upper": 0.30803078805497597
              },
              {
                "event_time": -12,
                "estimate": 0.21083702634690032,
                "se": 0.16086611709567014,
                "pvalue": 0.19012999031342342,
                "lower": -0.10464436413442829,
                "upper": 0.5263184168282289
              },
              {
                "event_time": -11,
                "estimate": 0.1780862400051025,
                "se": 0.135898855646224,
                "pvalue": 0.1901990790825711,
                "lower": -0.08843079116432881,
                "upper": 0.4446032711745338
              },
              {
                "event_time": -10,
                "estimate": 0.16259115676744013,
                "se": 0.11017035617635731,
                "pvalue": 0.14014965622247813,
                "lower": -0.05346861880151929,
                "upper": 0.37865093233639957
              },
              {
                "event_time": -9,
                "estimate": 0.26774431798725173,
                "se": 0.11004574708204856,
                "pvalue": 0.015059677840954131,
                "lower": 0.051928918617885456,
                "upper": 0.483559717356618
              },
              {
                "event_time": -8,
                "estimate": 0.23739695692411622,
                "se": 0.11815460751833588,
                "pvalue": 0.044648484743296385,
                "lower": 0.0056789261501667965,
                "upper": 0.46911498769806564
              },
              {
                "event_time": -7,
                "estimate": 0.2382301501557033,
                "se": 0.11400732776031516,
                "pvalue": 0.03677858909709458,
                "lower": 0.014645526269403936,
                "upper": 0.46181477404200266
              },
              {
                "event_time": -6,
                "estimate": 0.31119403370392834,
                "se": 0.11784293978891934,
                "pvalue": 0.008336132116872638,
                "lower": 0.08008722778217084,
                "upper": 0.5423008396256859
              },
              {
                "event_time": -5,
                "estimate": 0.4574832569606534,
                "se": 0.20696322207191328,
                "pvalue": 0.027185513993577454,
                "lower": 0.051598871506678745,
                "upper": 0.863367642414628
              },
              {
                "event_time": -4,
                "estimate": 0.26220482710529297,
                "se": 0.11788981253167735,
                "pvalue": 0.026248729792159076,
                "lower": 0.03100609705228924,
                "upper": 0.4934035571582967
              },
              {
                "event_time": -3,
                "estimate": 0.08419839076691307,
                "se": 0.11732814394250236,
                "pvalue": 0.4730676572998731,
                "lower": -0.1458988271050188,
                "upper": 0.314295608638845
              },
              {
                "event_time": -2,
                "estimate": 0.0603851039717561,
                "se": 0.11829149754016886,
                "pvalue": 0.6097731776874599,
                "lower": -0.17160138765156663,
                "upper": 0.29237159559507886
              },
              {
                "event_time": 0,
                "estimate": -0.05207505120793169,
                "se": 0.17764798299741846,
                "pvalue": 0.7694482625438633,
                "lower": -0.40046807333140466,
                "upper": 0.29631797091554124
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -27,
                "estimate": 0.12024605488582552,
                "se": 0.08794100646992475,
                "pvalue": 0.1716684885708645,
                "lower": -0.05221879664633175,
                "upper": 0.2927109064179828
              },
              {
                "event_time": -26,
                "estimate": -0.05710416569318423,
                "se": 0.34339074143055776,
                "pvalue": 0.8679414875324267,
                "lower": -0.7305423672288054,
                "upper": 0.616334035842437
              },
              {
                "event_time": -25,
                "estimate": 0.8462369549785358,
                "se": 0.17985947942910016,
                "pvalue": 2.7113603245444127e-06,
                "lower": 0.4935068730570911,
                "upper": 1.1989670368999805
              },
              {
                "event_time": -24,
                "estimate": -0.22333438410462106,
                "se": 0.07458409580529539,
                "pvalue": 0.002783379019818493,
                "lower": -0.3696044295142056,
                "upper": -0.07706433869503651
              },
              {
                "event_time": -23,
                "estimate": -0.05851366979515735,
                "se": 0.027476973777519904,
                "pvalue": 0.03332950164312133,
                "lower": -0.11239993279481486,
                "upper": -0.004627406795499826
              },
              {
                "event_time": -22,
                "estimate": -0.037624874383322286,
                "se": 0.02689242709603614,
                "pvalue": 0.1619405539171151,
                "lower": -0.09036475800113603,
                "upper": 0.015115009234491446
              },
              {
                "event_time": -21,
                "estimate": 0.049566257467367696,
                "se": 0.025576994844411116,
                "pvalue": 0.052772177705667694,
                "lower": -0.000593875962407106,
                "upper": 0.0997263908971425
              },
              {
                "event_time": -20,
                "estimate": -0.03355066451754423,
                "se": 0.024354200748323153,
                "pvalue": 0.16847585215676822,
                "lower": -0.08131272438981055,
                "upper": 0.014211395354722087
              },
              {
                "event_time": -19,
                "estimate": -0.08679313556505444,
                "se": 0.025492620468125886,
                "pvalue": 0.000675506050619998,
                "lower": -0.1367877988135876,
                "upper": -0.03679847231652127
              },
              {
                "event_time": -18,
                "estimate": -0.03900368656663244,
                "se": 0.029018073690970255,
                "pvalue": 0.17906193568784837,
                "lower": -0.09591226621285157,
                "upper": 0.017904893079586683
              },
              {
                "event_time": -17,
                "estimate": -0.03270521355637981,
                "se": 0.0384771565624041,
                "pvalue": 0.3954314570997092,
                "lower": -0.10816440330518087,
                "upper": 0.04275397619242125
              },
              {
                "event_time": -16,
                "estimate": -0.06311207139576022,
                "se": 0.030671176932247878,
                "pvalue": 0.039747424888914425,
                "lower": -0.1232626221828461,
                "upper": -0.0029615206086743423
              },
              {
                "event_time": -15,
                "estimate": 0.00044146842439451707,
                "se": 0.02054394244977882,
                "pvalue": 0.9828577206241371,
                "lower": -0.0398481316917698,
                "upper": 0.04073106854055884
              },
              {
                "event_time": -14,
                "estimate": -0.061128672319526595,
                "se": 0.02642039679665192,
                "pvalue": 0.02078483283286334,
                "lower": -0.11294283722237633,
                "upper": -0.00931450741667686
              },
              {
                "event_time": -13,
                "estimate": -0.08183052149349604,
                "se": 0.026967358377315225,
                "pvalue": 0.0024407420274892306,
                "lower": -0.13471735603693208,
                "upper": -0.028943686950060013
              },
              {
                "event_time": -12,
                "estimate": 0.033562912778868706,
                "se": 0.0932399523440887,
                "pvalue": 0.7189127071538802,
                "lower": -0.14929392708898226,
                "upper": 0.2164197526467197
              },
              {
                "event_time": -11,
                "estimate": -0.00513487062345732,
                "se": 0.0739836798344283,
                "pvalue": 0.9446737807083254,
                "lower": -0.1502274147122156,
                "upper": 0.13995767346530094
              },
              {
                "event_time": -10,
                "estimate": -0.013404625904845133,
                "se": 0.0182617359171884,
                "pvalue": 0.463017101873984,
                "lower": -0.04921849363394,
                "upper": 0.022409241824249734
              },
              {
                "event_time": -9,
                "estimate": 0.08968311893664485,
                "se": 0.030470503503398954,
                "pvalue": 0.0032847280222914597,
                "lower": 0.029926117353760023,
                "upper": 0.14944012051952968
              },
              {
                "event_time": -8,
                "estimate": 0.0616126429672898,
                "se": 0.03851237183970573,
                "pvalue": 0.10979663198005132,
                "lower": -0.013915608960980028,
                "upper": 0.13714089489555964
              },
              {
                "event_time": -7,
                "estimate": 0.0621830355587855,
                "se": 0.038660529302999715,
                "pvalue": 0.10789618187544707,
                "lower": -0.013635774277973994,
                "upper": 0.138001845395545
              },
              {
                "event_time": -6,
                "estimate": 0.1091446679305521,
                "se": 0.048341083454423596,
                "pvalue": 0.02406457183380649,
                "lower": 0.014340911235749695,
                "upper": 0.2039484246253545
              },
              {
                "event_time": -5,
                "estimate": 0.24944197926366798,
                "se": 0.13503552407538627,
                "pvalue": 0.06486006281715957,
                "lower": -0.015381935609232483,
                "upper": 0.5142658941365684
              },
              {
                "event_time": -4,
                "estimate": 0.07574857527709208,
                "se": 0.04829443561087675,
                "pvalue": 0.11692760097686493,
                "lower": -0.01896369834588131,
                "upper": 0.17046084890006546
              },
              {
                "event_time": -3,
                "estimate": -0.0875896681158907,
                "se": 0.08263539078480339,
                "pvalue": 0.28929287222659245,
                "lower": -0.2496494508621446,
                "upper": 0.07447011463036321
              },
              {
                "event_time": -2,
                "estimate": -0.10265503860934946,
                "se": 0.08627109901450827,
                "pvalue": 0.23422112675309723,
                "lower": -0.27184496354091864,
                "upper": 0.06653488632221971
              },
              {
                "event_time": -1,
                "estimate": -0.1416723355520486,
                "se": 0.0936406597382318,
                "pvalue": 0.13045278563153473,
                "lower": -0.3253150197491018,
                "upper": 0.04197034864500457
              },
              {
                "event_time": 0,
                "estimate": -0.20940053840097916,
                "se": 0.18392295764316216,
                "pvalue": 0.2550375219928392,
                "lower": -0.5700996804346938,
                "upper": 0.1512986036327355
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -27,
                "estimate": -0.5763453168116373,
                "se": 0.17032653361537925,
                "pvalue": 0.0007286830038959008,
                "lower": -0.9103799328699553,
                "upper": -0.24231070075331923
              },
              {
                "event_time": -26,
                "estimate": -0.20175822376488775,
                "se": 0.11213877890931769,
                "pvalue": 0.07213932723606496,
                "lower": -0.42167835695334555,
                "upper": 0.018161909423570072
              },
              {
                "event_time": -25,
                "estimate": 0.7596324310327912,
                "se": 0.11977172676995247,
                "pvalue": 2.7863439330972945e-10,
                "lower": 0.5247429988519767,
                "upper": 0.9945218632136057
              },
              {
                "event_time": -24,
                "estimate": -0.2909241031315921,
                "se": 0.07310323842938857,
                "pvalue": 7.146637152025351e-05,
                "lower": -0.4342899760995818,
                "upper": -0.14755823016360242
              },
              {
                "event_time": -23,
                "estimate": -0.12574303658061683,
                "se": 0.036493702371166246,
                "pvalue": 0.0005814548787814981,
                "lower": -0.19731238987718602,
                "upper": -0.05417368328404763
              },
              {
                "event_time": -22,
                "estimate": -0.10109730442491184,
                "se": 0.032831025360822115,
                "pvalue": 0.0021027308133688576,
                "lower": -0.16548362591236387,
                "upper": -0.03671098293745979
              },
              {
                "event_time": -21,
                "estimate": -0.001158959840086158,
                "se": 0.0325098634297718,
                "pvalue": 0.9715653840721711,
                "lower": -0.06491543699234384,
                "upper": 0.06259751731217153
              },
              {
                "event_time": -20,
                "estimate": -0.09453952759512621,
                "se": 0.03400759919038523,
                "pvalue": 0.0054872108416411545,
                "lower": -0.161233278107758,
                "upper": -0.027845777082494416
              },
              {
                "event_time": -19,
                "estimate": -0.14914590120034948,
                "se": 0.03379480713841347,
                "pvalue": 1.0719914775479036e-05,
                "lower": -0.2154223361610711,
                "upper": -0.08286946623962786
              },
              {
                "event_time": -18,
                "estimate": -0.028230391889519257,
                "se": 0.03072923368003003,
                "pvalue": 0.35837196869383625,
                "lower": -0.08849480023621942,
                "upper": 0.0320340164571809
              },
              {
                "event_time": -17,
                "estimate": 0.07875595738420986,
                "se": 0.035958579391893654,
                "pvalue": 0.028625099799166696,
                "lower": 0.008236056543057535,
                "upper": 0.14927585822536218
              },
              {
                "event_time": -16,
                "estimate": 0.05280269606683306,
                "se": 0.03477400705476815,
                "pvalue": 0.12905718658309917,
                "lower": -0.015394089535453778,
                "upper": 0.1209994816691199
              },
              {
                "event_time": -15,
                "estimate": 0.1373128559955482,
                "se": 0.03568824134852906,
                "pvalue": 0.0001230107253292643,
                "lower": 0.06732312659982179,
                "upper": 0.20730258539127464
              },
              {
                "event_time": -14,
                "estimate": 0.08099111451593613,
                "se": 0.039201117731112275,
                "pvalue": 0.038952224318033725,
                "lower": 0.004112133699369622,
                "upper": 0.15787009533250262
              },
              {
                "event_time": -13,
                "estimate": 0.08914428047364166,
                "se": 0.0411675977319438,
                "pvalue": 0.030474190281592844,
                "lower": 0.008408752012258838,
                "upper": 0.16987980893502447
              },
              {
                "event_time": -12,
                "estimate": 0.22273566860828875,
                "se": 0.043123512227292875,
                "pvalue": 2.6406230568800383e-07,
                "lower": 0.13816431296467624,
                "upper": 0.30730702425190126
              },
              {
                "event_time": -11,
                "estimate": 0.2026170780484551,
                "se": 0.0410302197789899,
                "pvalue": 8.532405079255068e-07,
                "lower": 0.12215096733893857,
                "upper": 0.28308318875797167
              },
              {
                "event_time": -10,
                "estimate": 0.17741048471574486,
                "se": 0.04198501784726462,
                "pvalue": 2.4897959535027544e-05,
                "lower": 0.09507187886774585,
                "upper": 0.25974909056374385
              },
              {
                "event_time": -9,
                "estimate": 0.2734664446090456,
                "se": 0.041152082874402,
                "pvalue": 3.88378467272071e-11,
                "lower": 0.1927613429952723,
                "upper": 0.35417154622281893
              },
              {
                "event_time": -8,
                "estimate": 0.23794660322393,
                "se": 0.038509321740388805,
                "pvalue": 7.788133829866276e-10,
                "lower": 0.16242433297527664,
                "upper": 0.31346887347258334
              },
              {
                "event_time": -7,
                "estimate": 0.23009270764619308,
                "se": 0.028514552509910373,
                "pvalue": 1.2023248561467177e-15,
                "lower": 0.17417160482359306,
                "upper": 0.2860138104687931
              },
              {
                "event_time": -6,
                "estimate": 0.29531725125635133,
                "se": 0.03604251045612098,
                "pvalue": 4.455210230486413e-16,
                "lower": 0.2246327496321064,
                "upper": 0.3660017528805963
              },
              {
                "event_time": -5,
                "estimate": 0.4525057514924498,
                "se": 0.030327482355515044,
                "pvalue": 7.87656911416e-48,
                "lower": 0.39302923477124546,
                "upper": 0.5119822682136542
              },
              {
                "event_time": -4,
                "estimate": 0.26379070918037256,
                "se": 0.022198947394052603,
                "pvalue": 1.596820862660558e-31,
                "lower": 0.22025540841263816,
                "upper": 0.307326009948107
              },
              {
                "event_time": -3,
                "estimate": 0.08689737463985449,
                "se": 0.02478949130374452,
                "pvalue": 0.00046587237638206596,
                "lower": 0.03828164792856045,
                "upper": 0.13551310135114852
              },
              {
                "event_time": -2,
                "estimate": 0.06016917619285243,
                "se": 0.019879620973439822,
                "pvalue": 0.002503915816013999,
                "lower": 0.021182405204822,
                "upper": 0.09915594718088286
              },
              {
                "event_time": 0,
                "estimate": -0.05455407583706689,
                "se": 0.016531930460539787,
                "pvalue": 0.0009839882562829826,
                "lower": -0.08697554844543448,
                "upper": -0.022132603228699296
              }
            ]
          },
          "target": {
            "event_times": [
              0.0
            ],
            "weights": [
              1.0
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 2.7755575615628914e-17,
            "package_aggregate_vs_estimable_cell_weights": 5.551115123125783e-17
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "status": "not_identified",
            "pvalue": null,
            "reason": "No identified positive-event-time cohort deviations remain to test."
          }
        }
      },
      "code_sha256": {
        "replication_engine.py": "cd3acc93d19b09e121e2366dbaaccd6cc5c4f902ca3ac3d3c1c27b3cc1d436f0",
        "reference_f_test.py": "5f044e72270f04daf518d8b9667920b0bdce87bdaa9b134f2625697b9eff1909",
        "sparse_did2s.py": "16f2083b77e2a6a0fd9a4dda23961f99f24def371aa785b956cc08b5c86929f3",
        "frequency.py": "f8b8062ee5e78fff474749beed9c4a3c20ced533b2e327a18f101ff35bca26b2",
        "sparse_models.py": "fd6fc12f18694fa56b8e0a68bec3d72bf57339ae0aecab45d7f13a834468feec"
      }
    },
    "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": "s02-p002",
        "specification_id": "S02-P002",
        "source_specification_id": "AM005-P2587-T2-CAPEX-NOOV-M1",
        "study_id": 2,
        "study": "Do Powerful Politicians Really Cause Corporate Downsizing?",
        "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204",
        "description": "AM005-P2587-T2-CAPEX-NOOV-M1",
        "data": "analyses/full-archive/prepared/S02-P002.parquet",
        "output_dir": "analyses/archive-expanded/fits/S02-P002"
      },
      "options": {
        "output_dir": "analyses/archive-expanded/fits/S02-P002",
        "regression_results": "analyses/archive-expanded/baselines/S02-P002.json",
        "display_window": [
          -10,
          10
        ],
        "timeout_seconds": 3600
      },
      "source": {
        "file": "S02-P002.parquet",
        "bytes": 1977799,
        "sha256": "3e5c15b76142124f81f1b9af386abfba5346cae71308d89f11d83a724f943ccb"
      },
      "regressions": {
        "y__d": {
          "sample": {
            "outcome": "y",
            "treatment": "d",
            "source_rows": 168975,
            "source_sd": 0.1005795987197113,
            "rows": 158170,
            "units": 14949,
            "clusters": 2015,
            "treated_units": 824,
            "never_treated_units": 14125,
            "treated_cohorts": 6,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 157938,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 87,
            "post_adoption_untreated_rows_removed": 8969,
            "units_without_minus_one_removed": 8,
            "additional_rows_removed": 1749
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.20999936204812777,
              "se": 0.1608196559046698,
              "pvalue": 0.19176747843630196,
              "lower": -0.5253896355098823,
              "upper": 0.10539091141362675
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.05207505120793169,
              "se": 0.17764798299741846,
              "pvalue": 0.7694482625438633,
              "lower": -0.40046807333140466,
              "upper": 0.29631797091554124
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.20940053840097916,
              "se": 0.18392295764316216,
              "pvalue": 0.2550375219928392,
              "lower": -0.5700996804346938,
              "upper": 0.1512986036327355
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": -0.05455407583706689,
              "se": 0.016531930460539787,
              "pvalue": 0.0009839882562829826,
              "lower": -0.08697554844543448,
              "upper": -0.022132603228699296
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -27,
                "estimate": 0.23100031748547759,
                "se": 0.14868436408598412,
                "pvalue": 0.12043009074704361,
                "lower": -0.060590918578123126,
                "upper": 0.5225915535490783
              },
              {
                "event_time": -26,
                "estimate": 0.09955844756173067,
                "se": 0.3739478536059896,
                "pvalue": 0.7900845742938477,
                "lower": -0.633806607510524,
                "upper": 0.8329235026339854
              },
              {
                "event_time": -25,
                "estimate": 0.9944387301874843,
                "se": 0.201245248201003,
                "pvalue": 8.39573184849198e-07,
                "lower": 0.5997681067120987,
                "upper": 1.38910935366287
              },
              {
                "event_time": -24,
                "estimate": -0.09136087144322927,
                "se": 0.1356880242358179,
                "pvalue": 0.5008237477520566,
                "lower": -0.3574644321583914,
                "upper": 0.1747426892719329
              },
              {
                "event_time": -23,
                "estimate": 0.07699280000843439,
                "se": 0.12115083006166673,
                "pvalue": 0.5251667762858353,
                "lower": -0.16060125034768322,
                "upper": 0.31458685036455203
              },
              {
                "event_time": -22,
                "estimate": 0.09849089238422513,
                "se": 0.122189397834192,
                "pvalue": 0.4203085763662051,
                "lower": -0.14113993744354786,
                "upper": 0.3381217222119981
              },
              {
                "event_time": -21,
                "estimate": 0.19225193963107196,
                "se": 0.1203104965675456,
                "pvalue": 0.11020767580389508,
                "lower": -0.0436940969358168,
                "upper": 0.42819797619796074
              },
              {
                "event_time": -20,
                "estimate": 0.10279910341074157,
                "se": 0.12071680121212021,
                "pvalue": 0.39455267153299184,
                "lower": -0.13394375449145168,
                "upper": 0.33954196131293485
              },
              {
                "event_time": -19,
                "estimate": 0.04610870539880948,
                "se": 0.12097998560038221,
                "pvalue": 0.7031494189968329,
                "lower": -0.19115029461124913,
                "upper": 0.2833677054088681
              },
              {
                "event_time": -18,
                "estimate": 0.10832525468331301,
                "se": 0.11892235062673297,
                "pvalue": 0.36246200989049915,
                "lower": -0.12489842978417044,
                "upper": 0.3415489391507965
              },
              {
                "event_time": -17,
                "estimate": 0.12288256985341818,
                "se": 0.11527997612071907,
                "pvalue": 0.2865744854015986,
                "lower": -0.10319789891048976,
                "upper": 0.34896303861732614
              },
              {
                "event_time": -16,
                "estimate": 0.09260836933542935,
                "se": 0.11241034881739188,
                "pvalue": 0.4101268727640949,
                "lower": -0.1278443511607782,
                "upper": 0.3130610898316369
              },
              {
                "event_time": -15,
                "estimate": 0.16567715174976483,
                "se": 0.11247089419238826,
                "pvalue": 0.1408892586568596,
                "lower": -0.05489430685883037,
                "upper": 0.38624861035836
              },
              {
                "event_time": -14,
                "estimate": 0.09976196693072173,
                "se": 0.1105923934390247,
                "pvalue": 0.36712809459058854,
                "lower": -0.11712548388063851,
                "upper": 0.316649417742082
              },
              {
                "event_time": -13,
                "estimate": 0.08343354988011033,
                "se": 0.11452366670654816,
                "pvalue": 0.4663759244607607,
                "lower": -0.14116368829475534,
                "upper": 0.30803078805497597
              },
              {
                "event_time": -12,
                "estimate": 0.21083702634690032,
                "se": 0.16086611709567014,
                "pvalue": 0.19012999031342342,
                "lower": -0.10464436413442829,
                "upper": 0.5263184168282289
              },
              {
                "event_time": -11,
                "estimate": 0.1780862400051025,
                "se": 0.135898855646224,
                "pvalue": 0.1901990790825711,
                "lower": -0.08843079116432881,
                "upper": 0.4446032711745338
              },
              {
                "event_time": -10,
                "estimate": 0.16259115676744013,
                "se": 0.11017035617635731,
                "pvalue": 0.14014965622247813,
                "lower": -0.05346861880151929,
                "upper": 0.37865093233639957
              },
              {
                "event_time": -9,
                "estimate": 0.26774431798725173,
                "se": 0.11004574708204856,
                "pvalue": 0.015059677840954131,
                "lower": 0.051928918617885456,
                "upper": 0.483559717356618
              },
              {
                "event_time": -8,
                "estimate": 0.23739695692411622,
                "se": 0.11815460751833588,
                "pvalue": 0.044648484743296385,
                "lower": 0.0056789261501667965,
                "upper": 0.46911498769806564
              },
              {
                "event_time": -7,
                "estimate": 0.2382301501557033,
                "se": 0.11400732776031516,
                "pvalue": 0.03677858909709458,
                "lower": 0.014645526269403936,
                "upper": 0.46181477404200266
              },
              {
                "event_time": -6,
                "estimate": 0.31119403370392834,
                "se": 0.11784293978891934,
                "pvalue": 0.008336132116872638,
                "lower": 0.08008722778217084,
                "upper": 0.5423008396256859
              },
              {
                "event_time": -5,
                "estimate": 0.4574832569606534,
                "se": 0.20696322207191328,
                "pvalue": 0.027185513993577454,
                "lower": 0.051598871506678745,
                "upper": 0.863367642414628
              },
              {
                "event_time": -4,
                "estimate": 0.26220482710529297,
                "se": 0.11788981253167735,
                "pvalue": 0.026248729792159076,
                "lower": 0.03100609705228924,
                "upper": 0.4934035571582967
              },
              {
                "event_time": -3,
                "estimate": 0.08419839076691307,
                "se": 0.11732814394250236,
                "pvalue": 0.4730676572998731,
                "lower": -0.1458988271050188,
                "upper": 0.314295608638845
              },
              {
                "event_time": -2,
                "estimate": 0.0603851039717561,
                "se": 0.11829149754016886,
                "pvalue": 0.6097731776874599,
                "lower": -0.17160138765156663,
                "upper": 0.29237159559507886
              },
              {
                "event_time": 0,
                "estimate": -0.05207505120793169,
                "se": 0.17764798299741846,
                "pvalue": 0.7694482625438633,
                "lower": -0.40046807333140466,
                "upper": 0.29631797091554124
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -27,
                "estimate": 0.12024605488582552,
                "se": 0.08794100646992475,
                "pvalue": 0.1716684885708645,
                "lower": -0.05221879664633175,
                "upper": 0.2927109064179828
              },
              {
                "event_time": -26,
                "estimate": -0.05710416569318423,
                "se": 0.34339074143055776,
                "pvalue": 0.8679414875324267,
                "lower": -0.7305423672288054,
                "upper": 0.616334035842437
              },
              {
                "event_time": -25,
                "estimate": 0.8462369549785358,
                "se": 0.17985947942910016,
                "pvalue": 2.7113603245444127e-06,
                "lower": 0.4935068730570911,
                "upper": 1.1989670368999805
              },
              {
                "event_time": -24,
                "estimate": -0.22333438410462106,
                "se": 0.07458409580529539,
                "pvalue": 0.002783379019818493,
                "lower": -0.3696044295142056,
                "upper": -0.07706433869503651
              },
              {
                "event_time": -23,
                "estimate": -0.05851366979515735,
                "se": 0.027476973777519904,
                "pvalue": 0.03332950164312133,
                "lower": -0.11239993279481486,
                "upper": -0.004627406795499826
              },
              {
                "event_time": -22,
                "estimate": -0.037624874383322286,
                "se": 0.02689242709603614,
                "pvalue": 0.1619405539171151,
                "lower": -0.09036475800113603,
                "upper": 0.015115009234491446
              },
              {
                "event_time": -21,
                "estimate": 0.049566257467367696,
                "se": 0.025576994844411116,
                "pvalue": 0.052772177705667694,
                "lower": -0.000593875962407106,
                "upper": 0.0997263908971425
              },
              {
                "event_time": -20,
                "estimate": -0.03355066451754423,
                "se": 0.024354200748323153,
                "pvalue": 0.16847585215676822,
                "lower": -0.08131272438981055,
                "upper": 0.014211395354722087
              },
              {
                "event_time": -19,
                "estimate": -0.08679313556505444,
                "se": 0.025492620468125886,
                "pvalue": 0.000675506050619998,
                "lower": -0.1367877988135876,
                "upper": -0.03679847231652127
              },
              {
                "event_time": -18,
                "estimate": -0.03900368656663244,
                "se": 0.029018073690970255,
                "pvalue": 0.17906193568784837,
                "lower": -0.09591226621285157,
                "upper": 0.017904893079586683
              },
              {
                "event_time": -17,
                "estimate": -0.03270521355637981,
                "se": 0.0384771565624041,
                "pvalue": 0.3954314570997092,
                "lower": -0.10816440330518087,
                "upper": 0.04275397619242125
              },
              {
                "event_time": -16,
                "estimate": -0.06311207139576022,
                "se": 0.030671176932247878,
                "pvalue": 0.039747424888914425,
                "lower": -0.1232626221828461,
                "upper": -0.0029615206086743423
              },
              {
                "event_time": -15,
                "estimate": 0.00044146842439451707,
                "se": 0.02054394244977882,
                "pvalue": 0.9828577206241371,
                "lower": -0.0398481316917698,
                "upper": 0.04073106854055884
              },
              {
                "event_time": -14,
                "estimate": -0.061128672319526595,
                "se": 0.02642039679665192,
                "pvalue": 0.02078483283286334,
                "lower": -0.11294283722237633,
                "upper": -0.00931450741667686
              },
              {
                "event_time": -13,
                "estimate": -0.08183052149349604,
                "se": 0.026967358377315225,
                "pvalue": 0.0024407420274892306,
                "lower": -0.13471735603693208,
                "upper": -0.028943686950060013
              },
              {
                "event_time": -12,
                "estimate": 0.033562912778868706,
                "se": 0.0932399523440887,
                "pvalue": 0.7189127071538802,
                "lower": -0.14929392708898226,
                "upper": 0.2164197526467197
              },
              {
                "event_time": -11,
                "estimate": -0.00513487062345732,
                "se": 0.0739836798344283,
                "pvalue": 0.9446737807083254,
                "lower": -0.1502274147122156,
                "upper": 0.13995767346530094
              },
              {
                "event_time": -10,
                "estimate": -0.013404625904845133,
                "se": 0.0182617359171884,
                "pvalue": 0.463017101873984,
                "lower": -0.04921849363394,
                "upper": 0.022409241824249734
              },
              {
                "event_time": -9,
                "estimate": 0.08968311893664485,
                "se": 0.030470503503398954,
                "pvalue": 0.0032847280222914597,
                "lower": 0.029926117353760023,
                "upper": 0.14944012051952968
              },
              {
                "event_time": -8,
                "estimate": 0.0616126429672898,
                "se": 0.03851237183970573,
                "pvalue": 0.10979663198005132,
                "lower": -0.013915608960980028,
                "upper": 0.13714089489555964
              },
              {
                "event_time": -7,
                "estimate": 0.0621830355587855,
                "se": 0.038660529302999715,
                "pvalue": 0.10789618187544707,
                "lower": -0.013635774277973994,
                "upper": 0.138001845395545
              },
              {
                "event_time": -6,
                "estimate": 0.1091446679305521,
                "se": 0.048341083454423596,
                "pvalue": 0.02406457183380649,
                "lower": 0.014340911235749695,
                "upper": 0.2039484246253545
              },
              {
                "event_time": -5,
                "estimate": 0.24944197926366798,
                "se": 0.13503552407538627,
                "pvalue": 0.06486006281715957,
                "lower": -0.015381935609232483,
                "upper": 0.5142658941365684
              },
              {
                "event_time": -4,
                "estimate": 0.07574857527709208,
                "se": 0.04829443561087675,
                "pvalue": 0.11692760097686493,
                "lower": -0.01896369834588131,
                "upper": 0.17046084890006546
              },
              {
                "event_time": -3,
                "estimate": -0.0875896681158907,
                "se": 0.08263539078480339,
                "pvalue": 0.28929287222659245,
                "lower": -0.2496494508621446,
                "upper": 0.07447011463036321
              },
              {
                "event_time": -2,
                "estimate": -0.10265503860934946,
                "se": 0.08627109901450827,
                "pvalue": 0.23422112675309723,
                "lower": -0.27184496354091864,
                "upper": 0.06653488632221971
              },
              {
                "event_time": -1,
                "estimate": -0.1416723355520486,
                "se": 0.0936406597382318,
                "pvalue": 0.13045278563153473,
                "lower": -0.3253150197491018,
                "upper": 0.04197034864500457
              },
              {
                "event_time": 0,
                "estimate": -0.20940053840097916,
                "se": 0.18392295764316216,
                "pvalue": 0.2550375219928392,
                "lower": -0.5700996804346938,
                "upper": 0.1512986036327355
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -27,
                "estimate": -0.5763453168116373,
                "se": 0.17032653361537925,
                "pvalue": 0.0007286830038959008,
                "lower": -0.9103799328699553,
                "upper": -0.24231070075331923
              },
              {
                "event_time": -26,
                "estimate": -0.20175822376488775,
                "se": 0.11213877890931769,
                "pvalue": 0.07213932723606496,
                "lower": -0.42167835695334555,
                "upper": 0.018161909423570072
              },
              {
                "event_time": -25,
                "estimate": 0.7596324310327912,
                "se": 0.11977172676995247,
                "pvalue": 2.7863439330972945e-10,
                "lower": 0.5247429988519767,
                "upper": 0.9945218632136057
              },
              {
                "event_time": -24,
                "estimate": -0.2909241031315921,
                "se": 0.07310323842938857,
                "pvalue": 7.146637152025351e-05,
                "lower": -0.4342899760995818,
                "upper": -0.14755823016360242
              },
              {
                "event_time": -23,
                "estimate": -0.12574303658061683,
                "se": 0.036493702371166246,
                "pvalue": 0.0005814548787814981,
                "lower": -0.19731238987718602,
                "upper": -0.05417368328404763
              },
              {
                "event_time": -22,
                "estimate": -0.10109730442491184,
                "se": 0.032831025360822115,
                "pvalue": 0.0021027308133688576,
                "lower": -0.16548362591236387,
                "upper": -0.03671098293745979
              },
              {
                "event_time": -21,
                "estimate": -0.001158959840086158,
                "se": 0.0325098634297718,
                "pvalue": 0.9715653840721711,
                "lower": -0.06491543699234384,
                "upper": 0.06259751731217153
              },
              {
                "event_time": -20,
                "estimate": -0.09453952759512621,
                "se": 0.03400759919038523,
                "pvalue": 0.0054872108416411545,
                "lower": -0.161233278107758,
                "upper": -0.027845777082494416
              },
              {
                "event_time": -19,
                "estimate": -0.14914590120034948,
                "se": 0.03379480713841347,
                "pvalue": 1.0719914775479036e-05,
                "lower": -0.2154223361610711,
                "upper": -0.08286946623962786
              },
              {
                "event_time": -18,
                "estimate": -0.028230391889519257,
                "se": 0.03072923368003003,
                "pvalue": 0.35837196869383625,
                "lower": -0.08849480023621942,
                "upper": 0.0320340164571809
              },
              {
                "event_time": -17,
                "estimate": 0.07875595738420986,
                "se": 0.035958579391893654,
                "pvalue": 0.028625099799166696,
                "lower": 0.008236056543057535,
                "upper": 0.14927585822536218
              },
              {
                "event_time": -16,
                "estimate": 0.05280269606683306,
                "se": 0.03477400705476815,
                "pvalue": 0.12905718658309917,
                "lower": -0.015394089535453778,
                "upper": 0.1209994816691199
              },
              {
                "event_time": -15,
                "estimate": 0.1373128559955482,
                "se": 0.03568824134852906,
                "pvalue": 0.0001230107253292643,
                "lower": 0.06732312659982179,
                "upper": 0.20730258539127464
              },
              {
                "event_time": -14,
                "estimate": 0.08099111451593613,
                "se": 0.039201117731112275,
                "pvalue": 0.038952224318033725,
                "lower": 0.004112133699369622,
                "upper": 0.15787009533250262
              },
              {
                "event_time": -13,
                "estimate": 0.08914428047364166,
                "se": 0.0411675977319438,
                "pvalue": 0.030474190281592844,
                "lower": 0.008408752012258838,
                "upper": 0.16987980893502447
              },
              {
                "event_time": -12,
                "estimate": 0.22273566860828875,
                "se": 0.043123512227292875,
                "pvalue": 2.6406230568800383e-07,
                "lower": 0.13816431296467624,
                "upper": 0.30730702425190126
              },
              {
                "event_time": -11,
                "estimate": 0.2026170780484551,
                "se": 0.0410302197789899,
                "pvalue": 8.532405079255068e-07,
                "lower": 0.12215096733893857,
                "upper": 0.28308318875797167
              },
              {
                "event_time": -10,
                "estimate": 0.17741048471574486,
                "se": 0.04198501784726462,
                "pvalue": 2.4897959535027544e-05,
                "lower": 0.09507187886774585,
                "upper": 0.25974909056374385
              },
              {
                "event_time": -9,
                "estimate": 0.2734664446090456,
                "se": 0.041152082874402,
                "pvalue": 3.88378467272071e-11,
                "lower": 0.1927613429952723,
                "upper": 0.35417154622281893
              },
              {
                "event_time": -8,
                "estimate": 0.23794660322393,
                "se": 0.038509321740388805,
                "pvalue": 7.788133829866276e-10,
                "lower": 0.16242433297527664,
                "upper": 0.31346887347258334
              },
              {
                "event_time": -7,
                "estimate": 0.23009270764619308,
                "se": 0.028514552509910373,
                "pvalue": 1.2023248561467177e-15,
                "lower": 0.17417160482359306,
                "upper": 0.2860138104687931
              },
              {
                "event_time": -6,
                "estimate": 0.29531725125635133,
                "se": 0.03604251045612098,
                "pvalue": 4.455210230486413e-16,
                "lower": 0.2246327496321064,
                "upper": 0.3660017528805963
              },
              {
                "event_time": -5,
                "estimate": 0.4525057514924498,
                "se": 0.030327482355515044,
                "pvalue": 7.87656911416e-48,
                "lower": 0.39302923477124546,
                "upper": 0.5119822682136542
              },
              {
                "event_time": -4,
                "estimate": 0.26379070918037256,
                "se": 0.022198947394052603,
                "pvalue": 1.596820862660558e-31,
                "lower": 0.22025540841263816,
                "upper": 0.307326009948107
              },
              {
                "event_time": -3,
                "estimate": 0.08689737463985449,
                "se": 0.02478949130374452,
                "pvalue": 0.00046587237638206596,
                "lower": 0.03828164792856045,
                "upper": 0.13551310135114852
              },
              {
                "event_time": -2,
                "estimate": 0.06016917619285243,
                "se": 0.019879620973439822,
                "pvalue": 0.002503915816013999,
                "lower": 0.021182405204822,
                "upper": 0.09915594718088286
              },
              {
                "event_time": 0,
                "estimate": -0.05455407583706689,
                "se": 0.016531930460539787,
                "pvalue": 0.0009839882562829826,
                "lower": -0.08697554844543448,
                "upper": -0.022132603228699296
              }
            ]
          },
          "target": {
            "event_times": [
              0.0
            ],
            "weights": [
              1.0
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 2.7755575615628914e-17,
            "package_aggregate_vs_estimable_cell_weights": 5.551115123125783e-17
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "status": "not_identified",
            "pvalue": null,
            "reason": "No identified positive-event-time cohort deviations remain to test."
          }
        }
      },
      "alternative_models": {
        "y__d": [
          {
            "method": "CS-DID",
            "estimate": -0.04139069006963323,
            "se": 0.03096034956490247,
            "lower": -0.1020718601656124,
            "upper": 0.019290480026345945,
            "event_study": [
              {
                "event_time": -27,
                "estimate": -0.8528993827486111,
                "se": 0.047519473228442126,
                "lower": -0.946035838840673,
                "upper": -0.7597629266565492,
                "n": 0.0,
                "relative_to_minus_one": -0.8528993827486111
              },
              {
                "event_time": -26,
                "estimate": -0.17482506440687146,
                "se": 0.04156198862291776,
                "lower": -0.25628506523365374,
                "upper": -0.09336506358008917,
                "n": 0.0,
                "relative_to_minus_one": -0.17482506440687146
              },
              {
                "event_time": -25,
                "estimate": 1.2090666159005725,
                "se": 0.0670123933054708,
                "lower": 1.0777247385040167,
                "upper": 1.3404084932971283,
                "n": 0.0,
                "relative_to_minus_one": 1.2090666159005725
              },
              {
                "event_time": -24,
                "estimate": -0.17143533110450504,
                "se": 0.10327498911002404,
                "lower": -0.3738505902639184,
                "upper": 0.030979928054908373,
                "n": 0.0,
                "relative_to_minus_one": -0.17143533110450504
              },
              {
                "event_time": -23,
                "estimate": -0.009358338976323969,
                "se": 0.04317422607971028,
                "lower": -0.09397826715294606,
                "upper": 0.07526158920029812,
                "n": 0.0,
                "relative_to_minus_one": -0.009358338976323969
              },
              {
                "event_time": -22,
                "estimate": -0.016736473554401842,
                "se": 0.039749335748849084,
                "lower": -0.09464374003153651,
                "upper": 0.06117079292273282,
                "n": 0.0,
                "relative_to_minus_one": -0.016736473554401842
              },
              {
                "event_time": -21,
                "estimate": 0.09905417503095282,
                "se": 0.037445583941174226,
                "lower": 0.02566217912617992,
                "upper": 0.17244617093572573,
                "n": 0.0,
                "relative_to_minus_one": 0.09905417503095282
              },
              {
                "event_time": -20,
                "estimate": -0.016566618103593802,
                "se": 0.04646898149065743,
                "lower": -0.10764414822354076,
                "upper": 0.07451091201635315,
                "n": 0.0,
                "relative_to_minus_one": -0.016566618103593802
              },
              {
                "event_time": -19,
                "estimate": -0.08456430737182916,
                "se": 0.04875446257535241,
                "lower": -0.1801212981051258,
                "upper": 0.010992683361467498,
                "n": 0.0,
                "relative_to_minus_one": -0.08456430737182916
              },
              {
                "event_time": -18,
                "estimate": 0.0010402079967889032,
                "se": 0.052461294755729485,
                "lower": -0.1017820403067809,
                "upper": 0.1038624563003587,
                "n": 0.0,
                "relative_to_minus_one": 0.0010402079967889032
              },
              {
                "event_time": -17,
                "estimate": 0.014039907134397631,
                "se": 0.0320449887636991,
                "lower": -0.04876711672744332,
                "upper": 0.07684693099623859,
                "n": 0.0,
                "relative_to_minus_one": 0.014039907134397631
              },
              {
                "event_time": -16,
                "estimate": -0.010409350125239851,
                "se": 0.03039638374525325,
                "lower": -0.06998516752619494,
                "upper": 0.04916646727571524,
                "n": 0.0,
                "relative_to_minus_one": -0.010409350125239851
              },
              {
                "event_time": -15,
                "estimate": 0.06878212942566087,
                "se": 0.032761737001294075,
                "lower": 0.004570304832151206,
                "upper": 0.13299395401917052,
                "n": 0.0,
                "relative_to_minus_one": 0.06878212942566087
              },
              {
                "event_time": -14,
                "estimate": -0.010462297605585728,
                "se": 0.035534212584684866,
                "lower": -0.08010807449055801,
                "upper": 0.05918347927938655,
                "n": 0.0,
                "relative_to_minus_one": -0.010462297605585728
              },
              {
                "event_time": -13,
                "estimate": -0.009700150558921051,
                "se": 0.03880672899453027,
                "lower": -0.08575994174600665,
                "upper": 0.06635964062816455,
                "n": 0.0,
                "relative_to_minus_one": -0.009700150558921051
              },
              {
                "event_time": -12,
                "estimate": 0.09044826528916579,
                "se": 0.06104801403552091,
                "lower": -0.029203643548150915,
                "upper": 0.2101001741264825,
                "n": 0.0,
                "relative_to_minus_one": 0.09044826528916579
              },
              {
                "event_time": -11,
                "estimate": 0.05928207745268723,
                "se": 0.07204583409941596,
                "lower": -0.08192516261831578,
                "upper": 0.20048931752369026,
                "n": 0.0,
                "relative_to_minus_one": 0.05928207745268723
              },
              {
                "event_time": -10,
                "estimate": 0.039083501139925425,
                "se": 0.04867381333356112,
                "lower": -0.05631541998407984,
                "upper": 0.1344824222639307,
                "n": 0.0,
                "relative_to_minus_one": 0.039083501139925425
              },
              {
                "event_time": -9,
                "estimate": 0.12003130178643845,
                "se": 0.042826703126317235,
                "lower": 0.03609250608226773,
                "upper": 0.20397009749060918,
                "n": 0.0,
                "relative_to_minus_one": 0.12003130178643845
              },
              {
                "event_time": -8,
                "estimate": 0.11594660074104131,
                "se": 0.04774641655267941,
                "lower": 0.022365343906942586,
                "upper": 0.20952785757514003,
                "n": 0.0,
                "relative_to_minus_one": 0.11594660074104131
              },
              {
                "event_time": -7,
                "estimate": 0.10697573383743293,
                "se": 0.03661820142288217,
                "lower": 0.035205377869950524,
                "upper": 0.17874608980491535,
                "n": 0.0,
                "relative_to_minus_one": 0.10697573383743293
              },
              {
                "event_time": -6,
                "estimate": 0.17869238872408186,
                "se": 0.04550724765403516,
                "lower": 0.08949982228662808,
                "upper": 0.26788495516153565,
                "n": 0.0,
                "relative_to_minus_one": 0.17869238872408186
              },
              {
                "event_time": -5,
                "estimate": 0.3778400224678493,
                "se": 0.07525607755828184,
                "lower": 0.23034082083586388,
                "upper": 0.5253392240998347,
                "n": 0.0,
                "relative_to_minus_one": 0.3778400224678493
              },
              {
                "event_time": -4,
                "estimate": 0.1933645938179093,
                "se": 0.04242492106348942,
                "lower": 0.11021327648651531,
                "upper": 0.2765159111493033,
                "n": 0.0,
                "relative_to_minus_one": 0.1933645938179093
              },
              {
                "event_time": -3,
                "estimate": 0.02655064783546499,
                "se": 0.029906759374781065,
                "lower": -0.03206552343341153,
                "upper": 0.0851668191043415,
                "n": 0.0,
                "relative_to_minus_one": 0.02655064783546499
              },
              {
                "event_time": -2,
                "estimate": 0.05254838160787102,
                "se": 0.032149632274482795,
                "lower": -0.010463739766321797,
                "upper": 0.11556050298206384,
                "n": 0.0,
                "relative_to_minus_one": 0.05254838160787102
              },
              {
                "event_time": -1,
                "estimate": 0.0,
                "se": 2.4039735911939414e-19,
                "lower": -4.71170165852554e-19,
                "upper": 4.71170165852554e-19,
                "n": 0.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.04139069006963323,
                "se": 0.03096034956490247,
                "lower": -0.1020718601656124,
                "upper": 0.019290480026345945,
                "n": 828.0,
                "relative_to_minus_one": -0.04139069006963323
              }
            ],
            "group_time_estimates": [
              {
                "group": 3,
                "year": 2,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 2
              },
              {
                "group": 3,
                "year": 3,
                "event_time": 0,
                "att": -0.023033561028035776,
                "mass": 7.0,
                "base": 2
              },
              {
                "group": 17,
                "year": 1,
                "event_time": -16,
                "att": 0.09026367757746057,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 2,
                "event_time": -15,
                "att": 0.6992079529714657,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 3,
                "event_time": -14,
                "att": 0.6990506906769772,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 4,
                "event_time": -13,
                "att": 0.604157208070973,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 5,
                "event_time": -12,
                "att": 0.9990173455045244,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 6,
                "event_time": -11,
                "att": 0.641363703855808,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 7,
                "event_time": -10,
                "att": 0.4882341462349977,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 8,
                "event_time": -9,
                "att": 0.534967372567577,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 9,
                "event_time": -8,
                "att": 0.37706497365735436,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 10,
                "event_time": -7,
                "att": 0.6473519240996841,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 11,
                "event_time": -6,
                "att": 0.7819871153307837,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 12,
                "event_time": -5,
                "att": 0.3906196266251134,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 13,
                "event_time": -4,
                "att": 0.2703238037728579,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 14,
                "event_time": -3,
                "att": 0.3037362718260619,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 15,
                "event_time": -2,
                "att": 0.4102346912920811,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 16,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 17,
                "event_time": 0,
                "att": 0.04171285842938821,
                "mass": 25.0,
                "base": 16
              },
              {
                "group": 19,
                "year": 1,
                "event_time": -18,
                "att": 0.03556227190619765,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 2,
                "event_time": -17,
                "att": -0.030610198817164536,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 3,
                "event_time": -16,
                "att": -0.006635080518836767,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 4,
                "event_time": -15,
                "att": 0.14128117033545706,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 5,
                "event_time": -14,
                "att": -0.012317717836835107,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 6,
                "event_time": -13,
                "att": 0.09451704950884743,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 7,
                "event_time": -12,
                "att": 0.3737619977612213,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 8,
                "event_time": -11,
                "att": 0.31766018645484795,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 9,
                "event_time": -10,
                "att": 0.21929227897438575,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 10,
                "event_time": -9,
                "att": 0.3138391234203084,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 11,
                "event_time": -8,
                "att": 0.37084545952884573,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 12,
                "event_time": -7,
                "att": 0.30508036046800235,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 13,
                "event_time": -6,
                "att": 0.3746897339873312,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 14,
                "event_time": -5,
                "att": 0.8714650563135491,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 15,
                "event_time": -4,
                "att": 0.42214130284540585,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 16,
                "event_time": -3,
                "att": 0.03518306765222412,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 17,
                "event_time": -2,
                "att": 0.10305125058964415,
                "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": -0.1426699821605506,
                "mass": 367.0,
                "base": 18
              },
              {
                "group": 25,
                "year": 1,
                "event_time": -24,
                "att": -0.18418647320615944,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 2,
                "event_time": -23,
                "att": -0.014414758347737977,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 3,
                "event_time": -22,
                "att": -0.03427441070027426,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 4,
                "event_time": -21,
                "att": 0.09934399323898879,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 5,
                "event_time": -20,
                "att": -0.018473121003077075,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 6,
                "event_time": -19,
                "att": -0.09425588363752058,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 7,
                "event_time": -18,
                "att": -0.04011288028014315,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 8,
                "event_time": -17,
                "att": 0.03975135597128099,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 9,
                "event_time": -16,
                "att": -0.012997873412737948,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 10,
                "event_time": -15,
                "att": 0.01843808042091566,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 11,
                "event_time": -14,
                "att": -0.026507345446319053,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 12,
                "event_time": -13,
                "att": -0.12695809178918205,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 13,
                "event_time": -12,
                "att": -0.14863003694906085,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 14,
                "event_time": -11,
                "att": -0.158473598755009,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 15,
                "event_time": -10,
                "att": -0.09571762991629695,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 16,
                "event_time": -9,
                "att": -0.012033485187729398,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 17,
                "event_time": -8,
                "att": -0.04670367112997953,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 18,
                "event_time": -7,
                "att": -0.049509420202915155,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 19,
                "event_time": -6,
                "att": 0.02494859502616298,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 20,
                "event_time": -5,
                "att": 0.05556285685113871,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 21,
                "event_time": -4,
                "att": 0.037249066732499836,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 22,
                "event_time": -3,
                "att": 0.022371186676254706,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 23,
                "event_time": -2,
                "att": 0.007979552598537998,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 24,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 25,
                "event_time": 0,
                "att": 0.012839712209839427,
                "mass": 405.0,
                "base": 24
              },
              {
                "group": 28,
                "year": 2,
                "event_time": -26,
                "att": -0.15051069778755344,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 3,
                "event_time": -25,
                "att": 1.431318909356368,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 4,
                "event_time": -24,
                "att": 0.3606901450100469,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 5,
                "event_time": -23,
                "att": 0.44462799523928276,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 6,
                "event_time": -22,
                "att": 0.7836119540170269,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 7,
                "event_time": -21,
                "att": 0.4797065080184011,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 8,
                "event_time": -20,
                "att": 0.3102977162145869,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 9,
                "event_time": -19,
                "att": 0.30517071306332266,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 10,
                "event_time": -18,
                "att": 0.5184755589945738,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 11,
                "event_time": -17,
                "att": 0.43282641861493065,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 12,
                "event_time": -16,
                "att": 0.33441598781765514,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 13,
                "event_time": -15,
                "att": -0.18466909529974018,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 14,
                "event_time": -14,
                "att": -0.0032292815375798423,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 15,
                "event_time": -13,
                "att": 0.838916734298579,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 16,
                "event_time": -12,
                "att": 0.5209721529655479,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 17,
                "event_time": -11,
                "att": 0.7080860449081872,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 18,
                "event_time": -10,
                "att": 0.09511168148094096,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 19,
                "event_time": -9,
                "att": -0.11813900514432973,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 20,
                "event_time": -8,
                "att": -0.25707319592557143,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 21,
                "event_time": -7,
                "att": 0.2548443334231939,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 22,
                "event_time": -6,
                "att": 0.14473990305436346,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 23,
                "event_time": -5,
                "att": 0.047117949293341455,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 24,
                "event_time": -4,
                "att": 0.21292745401743962,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 25,
                "event_time": -3,
                "att": -0.03637364860778858,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 26,
                "event_time": -2,
                "att": 0.0015092689779280244,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 27,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 28,
                "event_time": 0,
                "att": 0.2513700223222567,
                "mass": 20.0,
                "base": 27
              },
              {
                "group": 33,
                "year": 6,
                "event_time": -27,
                "att": -0.8528993827486111,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 7,
                "event_time": -26,
                "att": -0.2684804024960964,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 8,
                "event_time": -25,
                "att": 0.352983707774545,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 9,
                "event_time": -24,
                "att": -0.9707835089483328,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 10,
                "event_time": -23,
                "att": -1.2622364305542688,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 11,
                "event_time": -22,
                "att": -1.3798678762851924,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 12,
                "event_time": -21,
                "att": -1.3955805040975608,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 13,
                "event_time": -20,
                "att": -1.0886564085742911,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 14,
                "event_time": -19,
                "att": -0.6354529726250793,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 15,
                "event_time": -18,
                "att": -0.28955167694055506,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 16,
                "event_time": -17,
                "att": -1.1030245254951936,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 17,
                "event_time": -16,
                "att": -1.8096566141931119,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 18,
                "event_time": -15,
                "att": -1.8594903444702597,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 19,
                "event_time": -14,
                "att": -1.6506990318433479,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 20,
                "event_time": -13,
                "att": -1.6877025701542632,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 21,
                "event_time": -12,
                "att": -1.509562406749323,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 22,
                "event_time": -11,
                "att": -1.2637032802040409,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 23,
                "event_time": -10,
                "att": -1.232206599788551,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 24,
                "event_time": -9,
                "att": -1.0456383298620748,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 25,
                "event_time": -8,
                "att": -0.9415804071830094,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 26,
                "event_time": -7,
                "att": -1.0268457585927624,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 27,
                "event_time": -6,
                "att": -0.674809080177837,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 28,
                "event_time": -5,
                "att": -0.16309378475082692,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 29,
                "event_time": -4,
                "att": -0.39251116829766686,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 30,
                "event_time": -3,
                "att": -1.198115586586189,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 31,
                "event_time": -2,
                "att": -0.4625226169748071,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 32,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 33,
                "event_time": 0,
                "att": -0.03537523517887786,
                "mass": 4.0,
                "base": 32
              }
            ],
            "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": -0.04139069006963323,
                  "se": 0.03096034956490247,
                  "lower": -0.1020718601656124,
                  "upper": 0.019290480026345945
                },
                {
                  "typec": "simple",
                  "aggregation": "Native-equivalent CS-DID simple",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.04139069006963323,
                  "se": 0.03096034956490247,
                  "lower": -0.1020718601656124,
                  "upper": 0.019290480026345945
                },
                {
                  "typec": "group",
                  "aggregation": "Native-equivalent CS-DID group",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.04139069006963323,
                  "se": 0.03096034956490247,
                  "lower": -0.1020718601656124,
                  "upper": 0.019290480026345945
                },
                {
                  "typec": "treated_cells",
                  "aggregation": "Observed treated observations, configured weights",
                  "matches_treated_unit_year_target": true,
                  "estimate": -0.049990717353465004,
                  "se": 0.05905546615735688,
                  "lower": -0.16573730411210852,
                  "upper": 0.0657558694051785
                }
              ],
              "same_group_time_effects": true,
              "additional_covariates": []
            },
            "treated_cell_att": -0.049990717353465004,
            "treated_cell_se": 0.05905546615735688,
            "checks": {
              "input_rows": 158170,
              "retained_rows": 158170,
              "all_observed_post_cells_estimated": true,
              "post_weight_sum": 828.0,
              "avoided_dense_if_bytes": 311278560
            },
            "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": 0.2459446657449007,
            "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": -0.20423296823907514,
            "event_study": [
              {
                "event_time": -27,
                "estimate": 0.04997096482767538,
                "raw_gap": 0.04997096482767538,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 1.0,
                "relative_to_minus_one": 0.0895603675256625
              },
              {
                "event_time": -26,
                "estimate": -0.12059971748187918,
                "raw_gap": -0.12059971748187918,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 3.0,
                "relative_to_minus_one": -0.08101031478389206
              },
              {
                "event_time": -25,
                "estimate": 0.6845622039665796,
                "raw_gap": 0.6845622039665796,
                "n": 4,
                "n_cells": 4,
                "weight_sum": 4.0,
                "relative_to_minus_one": 0.7241516066645668
              },
              {
                "event_time": -24,
                "estimate": -0.20582225042714378,
                "raw_gap": -0.20582225042714378,
                "n": 15,
                "n_cells": 15,
                "weight_sum": 15.0,
                "relative_to_minus_one": -0.16623284772915664
              },
              {
                "event_time": -23,
                "estimate": -0.0266937800257606,
                "raw_gap": -0.0266937800257606,
                "n": 86,
                "n_cells": 86,
                "weight_sum": 86.0,
                "relative_to_minus_one": 0.012895622672226523
              },
              {
                "event_time": -22,
                "estimate": -0.033333511418409914,
                "raw_gap": -0.033333511418409914,
                "n": 97,
                "n_cells": 97,
                "weight_sum": 97.0,
                "relative_to_minus_one": 0.006255891279577208
              },
              {
                "event_time": -21,
                "estimate": 0.04868975737009461,
                "raw_gap": 0.04868975737009461,
                "n": 101,
                "n_cells": 101,
                "weight_sum": 101.0,
                "relative_to_minus_one": 0.08827916006808173
              },
              {
                "event_time": -20,
                "estimate": -0.01430824666553203,
                "raw_gap": -0.01430824666553203,
                "n": 106,
                "n_cells": 106,
                "weight_sum": 106.0,
                "relative_to_minus_one": 0.025281156032455093
              },
              {
                "event_time": -19,
                "estimate": -0.03918165389804225,
                "raw_gap": -0.03918165389804225,
                "n": 133,
                "n_cells": 133,
                "weight_sum": 133.0,
                "relative_to_minus_one": 0.0004077487999448737
              },
              {
                "event_time": -18,
                "estimate": -0.014907304940488217,
                "raw_gap": -0.014907304940488217,
                "n": 170,
                "n_cells": 170,
                "weight_sum": 170.0,
                "relative_to_minus_one": 0.024682097757498904
              },
              {
                "event_time": -17,
                "estimate": -0.00398830262927504,
                "raw_gap": -0.00398830262927504,
                "n": 240,
                "n_cells": 240,
                "weight_sum": 240.0,
                "relative_to_minus_one": 0.03560110006871208
              },
              {
                "event_time": -16,
                "estimate": -0.03663540056736621,
                "raw_gap": -0.03663540056736621,
                "n": 254,
                "n_cells": 254,
                "weight_sum": 254.0,
                "relative_to_minus_one": 0.002954002130620914
              },
              {
                "event_time": -15,
                "estimate": 0.024632725937218686,
                "raw_gap": 0.024632725937218686,
                "n": 272,
                "n_cells": 272,
                "weight_sum": 272.0,
                "relative_to_minus_one": 0.06422212863520581
              },
              {
                "event_time": -14,
                "estimate": -0.021086309984288093,
                "raw_gap": -0.021086309984288093,
                "n": 287,
                "n_cells": 286,
                "weight_sum": 287.0,
                "relative_to_minus_one": 0.01850309271369903
              },
              {
                "event_time": -13,
                "estimate": -0.03510770703174494,
                "raw_gap": -0.03510770703174494,
                "n": 342,
                "n_cells": 341,
                "weight_sum": 342.0,
                "relative_to_minus_one": 0.00448169566624218
              },
              {
                "event_time": -12,
                "estimate": 0.032870659818609475,
                "raw_gap": 0.032870659818609475,
                "n": 363,
                "n_cells": 362,
                "weight_sum": 363.0,
                "relative_to_minus_one": 0.07246006251659659
              },
              {
                "event_time": -11,
                "estimate": 0.007489104955880469,
                "raw_gap": 0.007489104955880469,
                "n": 382,
                "n_cells": 381,
                "weight_sum": 382.0,
                "relative_to_minus_one": 0.04707850765386759
              },
              {
                "event_time": -10,
                "estimate": -0.017800422317604824,
                "raw_gap": -0.017800422317604824,
                "n": 406,
                "n_cells": 403,
                "weight_sum": 406.0,
                "relative_to_minus_one": 0.021788980380382298
              },
              {
                "event_time": -9,
                "estimate": 0.03491045807130407,
                "raw_gap": 0.03491045807130407,
                "n": 425,
                "n_cells": 423,
                "weight_sum": 425.0,
                "relative_to_minus_one": 0.07449986076929119
              },
              {
                "event_time": -8,
                "estimate": 0.018446435130389485,
                "raw_gap": 0.018446435130389485,
                "n": 453,
                "n_cells": 451,
                "weight_sum": 453.0,
                "relative_to_minus_one": 0.05803583782837661
              },
              {
                "event_time": -7,
                "estimate": 0.014280219890218103,
                "raw_gap": 0.014280219890218103,
                "n": 476,
                "n_cells": 474,
                "weight_sum": 476.0,
                "relative_to_minus_one": 0.05386962258820523
              },
              {
                "event_time": -6,
                "estimate": 0.02663022481886185,
                "raw_gap": 0.02663022481886185,
                "n": 506,
                "n_cells": 504,
                "weight_sum": 506.0,
                "relative_to_minus_one": 0.06621962751684897
              },
              {
                "event_time": -5,
                "estimate": 0.06007487261567652,
                "raw_gap": 0.06007487261567652,
                "n": 583,
                "n_cells": 580,
                "weight_sum": 583.0,
                "relative_to_minus_one": 0.09966427531366365
              },
              {
                "event_time": -4,
                "estimate": 0.025896279176282025,
                "raw_gap": 0.025896279176282025,
                "n": 658,
                "n_cells": 655,
                "weight_sum": 658.0,
                "relative_to_minus_one": 0.06548568187426915
              },
              {
                "event_time": -3,
                "estimate": -0.026193023032193483,
                "raw_gap": -0.026193023032193483,
                "n": 694,
                "n_cells": 692,
                "weight_sum": 694.0,
                "relative_to_minus_one": 0.013396379665793639
              },
              {
                "event_time": -2,
                "estimate": -0.02588497346640719,
                "raw_gap": -0.02588497346640719,
                "n": 760,
                "n_cells": 757,
                "weight_sum": 760.0,
                "relative_to_minus_one": 0.013704429231579933
              },
              {
                "event_time": -1,
                "estimate": -0.03958940269798712,
                "raw_gap": -0.03958940269798712,
                "n": 827,
                "n_cells": 824,
                "weight_sum": 827.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.20423296823907514,
                "raw_gap": -0.20423296823907514,
                "n": 828,
                "n_cells": 824,
                "weight_sum": 828.0,
                "relative_to_minus_one": -0.164643565541088
              }
            ],
            "package_event_study": {
              "event_time": [
                -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
              ],
              "estimate": [
                0.04997096482767538,
                -0.12059971748187918,
                0.6845622039665796,
                -0.20582225042714378,
                -0.026693780025760592,
                -0.033333511418409914,
                0.04868975737009461,
                -0.014308246665532029,
                -0.03918165389804225,
                -0.014907304940488227,
                -0.003988302629275036,
                -0.03663540056736619,
                0.024632725937218675,
                -0.0211905695855482,
                -0.03505621729869591,
                0.03304187372680557,
                0.007236460148195817,
                -0.016013922750200766,
                0.03543671651410003,
                0.0185174617925476,
                0.014161396291651283,
                0.026636173470910674,
                0.05972125910247195,
                0.02549517509410818,
                -0.02650162374461834,
                -0.026005428419879583,
                -0.03998036747709276,
                -0.20263239200346603
              ],
              "n": [
                1.0,
                3.0,
                4.0,
                15.0,
                86.0,
                97.0,
                101.0,
                106.0,
                133.0,
                170.0,
                240.0,
                254.0,
                272.0,
                286.0,
                341.0,
                362.0,
                381.0,
                403.0,
                423.0,
                451.0,
                474.0,
                504.0,
                580.0,
                655.0,
                692.0,
                757.0,
                824.0,
                824.0
              ]
            },
            "sdid_pre_gap_correction": [],
            "diagnostics": {
              "converged": true,
              "iterations": 238,
              "termination_reason": "Relative objective tolerance reached",
              "objective": 0.3268402575405932,
              "lambda_l": 0.0002649321748828504,
              "singular_values": [
                72.79910397002638,
                53.11559705085539,
                49.21342963339206,
                46.553477864218685,
                41.775007893276694,
                41.712291532693165,
                38.51777634002472,
                36.58403237702502,
                35.75607093805653,
                32.38886238230198,
                30.90959216787452,
                28.69326266821993,
                27.73970608585674,
                26.596382103400366,
                24.718889002023452,
                22.840285453818247,
                21.80781583962078,
                20.23714172913921,
                18.77937326723518,
                17.75267614890445,
                17.184159669380264,
                15.396585693094728,
                14.781742753776925,
                13.108042911807736,
                11.150404783709508,
                10.42908272627568,
                9.477201995109638,
                8.498787041663991,
                8.251235362660022,
                8.026196016813568,
                6.679433275457477,
                5.978894704800485,
                2.1999665523245824,
                2.0909578833657676,
                1.1540585978444682,
                0.5720035735608668,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0
              ],
              "history_objective": [
                0.33111471920398017,
                0.32891169302299383,
                0.3280185246325872,
                0.3275428621411587,
                0.3272791280577006,
                0.32712809012364497,
                0.32703841266109085,
                0.3269830017011211,
                0.32694731385071235,
                0.32692336112962905,
                0.32690663576820034,
                0.3268945192042858,
                0.32688544483149967,
                0.32687844743350886,
                0.3268729147038616,
                0.32686844679468224,
                0.3268647750067404,
                0.3268617136247682,
                0.3268591307489416,
                0.32685693024607143,
                0.32685504034163126,
                0.3268534062548226,
                0.32685198534161825,
                0.32685074382255497,
                0.3268496545306781,
                0.32684869532847216,
                0.3268478479719633,
                0.3268470972793768,
                0.32684643051125056,
                0.3268458369001242,
                0.3268453072880348,
                0.32684483384301033,
                0.32684440983457036,
                0.3268440294537855,
                0.32684368766771116,
                0.3268433801004448,
                0.32684310293526386,
                0.32684285283346154,
                0.3268426268666378,
                0.32684242245991557,
                0.3268422373440324,
                0.32684206951474243,
                0.3268419171983068,
                0.32684177882199356,
                0.32684165298881435,
                0.32684153845577146,
                0.3268414341151183,
                0.32684133897813383,
                0.3268412521610641,
                0.3268411728728761,
                0.3268411004045973,
                0.326841034119998,
                0.32684097344744945,
                0.32684091787274683,
                0.32684086693284287,
                0.3268408202102993,
                0.3268407773284046,
                0.32684073794686624,
                0.32684070175799435,
                0.3268406684833105,
                0.3268406378705494,
                0.32684060969100215,
                0.32684058373712616,
                0.32684055982043453,
                0.32684053776962485,
                0.32684051742886366,
                0.32684049865630815,
                0.32684048132274224,
                0.3268404653103681,
                0.3268404505117281,
                0.326840436828731,
                0.3268404241717585,
                0.32684041245890694,
                0.32684040161526373,
                0.326840391572252,
                0.326840382267092,
                0.32684037364224167,
                0.326840365644951,
                0.3268403582268299,
                0.32684035134345624,
                0.3268403449540476,
                0.32684033902111265,
                0.3268403335101997,
                0.32684032838961236,
                0.32684032363018656,
                0.3268403192050604,
                0.32684031508950306,
                0.3268403112607151,
                0.32684030769767924,
                0.32684030438100814,
                0.32684030129280384,
                0.3268402984165488,
                0.32684029573699075,
                0.326840293240029,
                0.3268402909126265,
                0.3268402887427408,
                0.3268402867192155,
                0.32684028483173677,
                0.32684028307075186,
                0.326840281427413,
                0.3268402798935209,
                0.3268402784614769,
                0.3268402771242419,
                0.3268402758752832,
                0.3268402747085342,
                0.32684027361837253,
                0.3268402725995788,
                0.32684027164729523,
                0.3268402707570242,
                0.3268402699245751,
                0.32684026914605624,
                0.3268402684178506,
                0.32684026773659025,
                0.326840267099151,
                0.32684026650260994,
                0.32684026594426496,
                0.3268402654215835,
                0.3268402649322204,
                0.3268402644739832,
                0.3268402640448265,
                0.3268402636428558,
                0.3268402632662941,
                0.3268402629134868,
                0.32684026258289456,
                0.32684026227307933,
                0.3268402619826996,
                0.32684026171050135,
                0.3268402614553164,
                0.3268402612160516,
                0.32684026099168956,
                0.3268402607812797,
                0.3268402605839335,
                0.32684026039881575,
                0.3268402602251558,
                0.3268402600622209,
                0.3268402599093435,
                0.3268402597658791,
                0.3268402596312381,
                0.3268402595048667,
                0.3268402593862474,
                0.3268402592748919,
                0.32684025917034915,
                0.3268402590721917,
                0.32684025898001956,
                0.3268402588934612,
                0.3268402588121736,
                0.3268402587358244,
                0.32684025866410993,
                0.3268402585967425,
                0.32684025853345366,
                0.32684025847399434,
                0.32684025841812525,
                0.32684025836563074,
                0.3268402583162988,
                0.3268402582699375,
                0.32684025822636525,
                0.3268402581854115,
                0.3268402581469163,
                0.32684025811073036,
                0.326840258076709,
                0.3268402580447263,
                0.3268402580146568,
                0.3268402579863804,
                0.32684025795979643,
                0.32684025793479493,
                0.326840257911283,
                0.32684025788917154,
                0.3268402578683729,
                0.3268402578488139,
                0.3268402578304116,
                0.3268402578131045,
                0.3268402577968246,
                0.3268402577815054,
                0.3268402577670968,
                0.3268402577535364,
                0.3268402577407825,
                0.326840257728775,
                0.3268402577174816,
                0.3268402577068511,
                0.32684025769684955,
                0.3268402576874338,
                0.3268402576785767,
                0.3268402576702363,
                0.3268402576623868,
                0.3268402576549979,
                0.32684025764804414,
                0.326840257641497,
                0.32684025763533403,
                0.32684025762953217,
                0.3268402576240685,
                0.3268402576189289,
                0.3268402576140834,
                0.32684025760952534,
                0.3268402576052318,
                0.32684025760118796,
                0.32684025759738433,
                0.32684025759379737,
                0.3268402575904229,
                0.32684025758724483,
                0.3268402575842492,
                0.326840257581431,
                0.32684025757877533,
                0.32684025757627344,
                0.32684025757391555,
                0.3268402575716967,
                0.32684025756960794,
                0.32684025756763746,
                0.3268402575657833,
                0.32684025756403406,
                0.32684025756239005,
                0.3268402575608371,
                0.32684025755937496,
                0.3268402575579976,
                0.32684025755670165,
                0.32684025755547924,
                0.3268402575543276,
                0.3268402575532426,
                0.3268402575522229,
                0.326840257551255,
                0.32684025755034746,
                0.3268402575494901,
                0.3268402575486871,
                0.3268402575479277,
                0.32684025754721036,
                0.3268402575465347,
                0.3268402575459007,
                0.3268402575453009,
                0.32684025754473367,
                0.32684025754420215,
                0.3268402575437001,
                0.32684025754322676,
                0.32684025754278184,
                0.32684025754236035,
                0.3268402575419658,
                0.3268402575415923,
                0.3268402575412386,
                0.32684025754090684,
                0.3268402575405932
              ],
              "history_rmse": [
                0.33025283881596385,
                0.3297216347423188,
                0.3297604880299827,
                0.3297742143144254,
                0.32977753909761154,
                0.3297606237069999,
                0.32974955261838834,
                0.3297404772713665,
                0.3297324461716169,
                0.32972513329736236,
                0.3297184256861021,
                0.3297122861275147,
                0.3297066975321236,
                0.3297016420697413,
                0.32969709532489905,
                0.32969302637140185,
                0.32968939975471334,
                0.32968617773204634,
                0.32968332217077634,
                0.3296807959540728,
                0.329678563920495,
                0.32967659342355476,
                0.32967485460579227,
                0.32967332047092374,
                0.32967196682112954,
                0.3296707721099901,
                0.3296697172478015,
                0.3296687853846739,
                0.3296679616885432,
                0.3296672331290007,
                0.32966658827355716,
                0.32966601709978216,
                0.32966551082498663,
                0.3296650617534197,
                0.3296646631405796,
                0.32966430907330585,
                0.329663994364502,
                0.3296637144609092,
                0.32966346536257873,
                0.32966324355271787,
                0.32966304593657725,
                0.3296628697882702,
                0.3296627127045653,
                0.32966257256466164,
                0.32966244749522766,
                0.32966233583992993,
                0.32966223613293516,
                0.32966214707579755,
                0.32966206751731436,
                0.3296619964359142,
                0.329661932924285,
                0.32966187617591625,
                0.3296618254733424,
                0.32966178017778225,
                0.3296617397201063,
                0.3296617035928621,
                0.32966167134327223,
                0.3296616425670822,
                0.329661616903131,
                0.3296615940285472,
                0.3296615736545266,
                0.32966155552260956,
                0.32966153940134696,
                0.32966152508338264,
                0.32966151238287733,
                0.3296615011331638,
                0.32966149118474103,
                0.329661482403438,
                0.3296614746687985,
                0.32966146787264705,
                0.32966146191781576,
                0.32966145671696795,
                0.3296614521916241,
                0.3296614482712327,
                0.32966144489233096,
                0.32966144199787506,
                0.3296614395365342,
                0.32966143746214216,
                0.3296614357331685,
                0.3296614343122414,
                0.329661433165758,
                0.32966143226346106,
                0.3296614315781537,
                0.32966143108536106,
                0.32966143076307913,
                0.32966143059150416,
                0.32966143055285363,
                0.32966143063113207,
                0.32966143081197447,
                0.3296614310824774,
                0.32966143143104604,
                0.32966143184728736,
                0.32966143232188383,
                0.329661432846475,
                0.3296614334135684,
                0.32966143401647935,
                0.32966143464920833,
                0.32966143530641195,
                0.3296614359833181,
                0.3296614366756729,
                0.3296614373796891,
                0.3296614380920039,
                0.3296614388096425,
                0.32966143952996685,
                0.3296614402506405,
                0.329661440969615,
                0.32966144168509326,
                0.3296614423954873,
                0.32966144309943485,
                0.3296614437957368,
                0.3296614444833641,
                0.32966144516143603,
                0.32966144582919715,
                0.3296614464860239,
                0.32966144713137285,
                0.3296614477648256,
                0.32966144838602063,
                0.32966144899469246,
                0.32966144959062993,
                0.3296614501736787,
                0.3296614507437549,
                0.3296614513008042,
                0.32966145184481677,
                0.3296614523758267,
                0.3296614528938962,
                0.329661453399115,
                0.32966145389159507,
                0.32966145437147365,
                0.3296614548389017,
                0.3296614552940522,
                0.3296614557371101,
                0.3296614561682713,
                0.32966145658773355,
                0.3296614569957178,
                0.329661457392432,
                0.32966145777811606,
                0.3296614581529815,
                0.3296614585172648,
                0.3296614588711996,
                0.3296614592150194,
                0.3296614595489557,
                0.32966145987324463,
                0.3296614601881148,
                0.3296614604937941,
                0.32966146079051234,
                0.32966146107850414,
                0.32966146135798524,
                0.32966146162917864,
                0.32966146189229967,
                0.32966146214756276,
                0.32966146239518224,
                0.3296614626353582,
                0.32966146286830134,
                0.32966146309420363,
                0.3296614633132622,
                0.32966146352566894,
                0.32966146373160926,
                0.3296614639312666,
                0.32966146412481956,
                0.3296614643124367,
                0.3296614644942969,
                0.32966146467056356,
                0.32966146484139225,
                0.3296614650069537,
                0.3296614651673901,
                0.3296614653228559,
                0.3296614654734981,
                0.32966146561945486,
                0.3296614657608742,
                0.32966146589787715,
                0.32966146603060814,
                0.3296614661591917,
                0.32966146628374393,
                0.3296614664043973,
                0.329661466521258,
                0.3296614666344538,
                0.3296614667440766,
                0.32966146685025444,
                0.32966146695307835,
                0.32966146705265903,
                0.3296614671490863,
                0.3296614672424684,
                0.3296614673328849,
                0.3296614674204351,
                0.3296614675052043,
                0.32966146758728104,
                0.32966146766674437,
                0.3296614677436768,
                0.3296614678181561,
                0.32966146789025574,
                0.32966146796005913,
                0.3296614680276201,
                0.32966146809302505,
                0.3296614681563318,
                0.3296614682176063,
                0.329661468276921,
                0.3296614683343214,
                0.3296614683898812,
                0.3296614684436523,
                0.32966146849568745,
                0.32966146854604883,
                0.3296614685947832,
                0.3296614686419421,
                0.3296614686875738,
                0.3296614687317326,
                0.3296614687744632,
                0.32966146881580366,
                0.3296614688558066,
                0.3296614688945068,
                0.3296614689319551,
                0.32966146896817866,
                0.32966146900322524,
                0.32966146903712984,
                0.3296614690699321,
                0.32966146910166133,
                0.32966146913235467,
                0.3296614691620453,
                0.32966146919076844,
                0.32966146921854056,
                0.32966146924540995,
                0.32966146927139456,
                0.3296614692965349,
                0.32966146932084484,
                0.329661469344353,
                0.3296614693670891,
                0.3296614693890804,
                0.32966146941034397,
                0.3296614694309034,
                0.3296614694507896,
                0.32966146947001695,
                0.32966146948860925,
                0.3296614695065883,
                0.32966146952396924,
                0.3296614695407784,
                0.32966146955702774,
                0.329661469572736,
                0.3296614695879254,
                0.3296614696026088
              ],
              "n_observed": 157938,
              "n_missing": 454971,
              "n_treated_observed": 824,
              "n_untreated_observed": 157114
            },
            "checks": {
              "scalar_vs_treated_cell_average": 0.0,
              "native_scalar_vs_unweighted_matrix_average": 5.551115123125783e-17
            },
            "native_matrix_att": -0.20263239200346594,
            "matrix_preparation": {
              "source_rows": 158170,
              "matrix_shape": [
                14949,
                41
              ],
              "observed_cells": 157938,
              "missing_cells": 454971,
              "repeated_cells": 232,
              "minimum_cell_count": 1,
              "maximum_cell_count": 2,
              "observation_mass": 158170.0,
              "treated_observation_mass": 828.0,
              "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": 7.270879790652543,
            "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 16, period 16: 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)": -0.20999936204812777,
          "SE": 0.1608196559046698,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.05207505120793169,
          "SE": 0.17764798299741846,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.20940053840097916,
          "SE": 0.18392295764316216,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": -0.05455407583706689,
          "SE": 0.016531930460539787,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID",
          "Estimate (SDs)": -0.04139069006963323,
          "SE": 0.03096034956490247,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (treated cells)",
          "Estimate (SDs)": -0.049990717353465004,
          "SE": 0.05905546615735688,
          "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)": -0.20423296823907514,
          "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 16, period 16: 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)": -0.20999936204812777,
          "SE": 0.1608196559046698,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": "",
          "lower": -0.5253896355098823,
          "upper": 0.10539091141362675,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.05207505120793169,
          "SE": 0.17764798299741846,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.40046807333140466,
          "upper": 0.29631797091554124,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.20940053840097916,
          "SE": 0.18392295764316216,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.5700996804346938,
          "upper": 0.1512986036327355,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": -0.05455407583706689,
          "SE": 0.016531930460539787,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.08697554844543448,
          "upper": -0.022132603228699296,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (equal event-time)",
          "Estimate (SDs)": -0.04139069006963323,
          "SE": 0.03096034956490247,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.1020718601656124,
          "upper": 0.019290480026345945,
          "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)": -0.049990717353465004,
          "SE": 0.05905546615735688,
          "Aggregation": "Treated cells",
          "Event study": "Same CS-DID path",
          "Status": "estimated",
          "Note": "",
          "lower": -0.16573730411210852,
          "upper": 0.0657558694051785,
          "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)": -0.20423296823907514,
          "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 16, period 16: 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": 1791602105.32029,
    "scalar_ranges": [
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Static TWFE",
        "Estimate (SDs)": -0.20999936204812777,
        "SE": 0.1608196559046698,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": "",
        "lower": -0.5253896355098823,
        "upper": 0.10539091141362675,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": -0.05207505120793169,
        "SE": 0.17764798299741846,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.40046807333140466,
        "upper": 0.29631797091554124,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": -0.20940053840097916,
        "SE": 0.18392295764316216,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.5700996804346938,
        "upper": 0.1512986036327355,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": -0.05455407583706689,
        "SE": 0.016531930460539787,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.08697554844543448,
        "upper": -0.022132603228699296,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (equal event-time)",
        "Estimate (SDs)": -0.04139069006963323,
        "SE": 0.03096034956490247,
        "Aggregation": "Equal post-event times",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.1020718601656124,
        "upper": 0.019290480026345945,
        "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)": -0.049990717353465004,
        "SE": 0.05905546615735688,
        "Aggregation": "Treated cells",
        "Event study": "Same CS-DID path",
        "Status": "estimated",
        "Note": "",
        "lower": -0.16573730411210852,
        "upper": 0.0657558694051785,
        "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)": -0.20423296823907514,
        "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 16, period 16: 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"
      }
    ]
  },
  {
    "study_id": 2,
    "specification_id": "S02-P003",
    "source_specification_id": "AM005-P2587-T2-CAPEX-NOOV-M4M1",
    "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": "Do Powerful Politicians Really Cause Corporate Downsizing?",
    "status": "ready",
    "reason": "",
    "config": "analyses/full-archive/configs/S02-P003.json",
    "input_bytes": 2241081,
    "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": "original_fe",
        "frequency_weights": false,
        "source_sd": null,
        "require_never_control_periods": false,
        "latest_cohort_control": true,
        "slug": "s02-p003",
        "specification_id": "S02-P003",
        "source_specification_id": "AM005-P2587-T2-CAPEX-NOOV-M4M1",
        "study_id": 2,
        "study": "Do Powerful Politicians Really Cause Corporate Downsizing?",
        "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204",
        "description": "AM005-P2587-T2-CAPEX-NOOV-M4M1",
        "data": "analyses/full-archive/prepared/S02-P003.parquet",
        "output_dir": "analyses/full-archive/results/S02-P003"
      },
      "source": {
        "file": "S02-P003.parquet",
        "bytes": 2241081,
        "sha256": "6ce0076c7aac11e662eeac2ea1b0b7a2175df99c0d2573a599f1a03fc255b18e"
      },
      "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": 168975,
            "source_sd": 0.1005795987197113,
            "rows": 157555,
            "units": 14903,
            "clusters": 2013,
            "treated_units": 904,
            "never_treated_units": 13999,
            "treated_cohorts": 5,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 157509,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 312,
            "post_adoption_untreated_rows_removed": 8949,
            "units_without_minus_one_removed": 8,
            "additional_rows_removed": 1825
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.273820057946457,
              "se": 0.08647237492015308,
              "pvalue": 0.0015656388074464919,
              "lower": -0.4434048149923794,
              "upper": -0.10423530090053457
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.24391561862814942,
              "se": 0.0795758801763003,
              "pvalue": 0.002204180999259574,
              "lower": -0.39997535815622653,
              "upper": -0.08785587910007231
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.35480747153647474,
              "se": 0.13390479280526743,
              "pvalue": 0.00811940933117076,
              "lower": -0.6174140181490106,
              "upper": -0.09220092492393889
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": -0.24375878086377373,
              "se": 0.023979151788826918,
              "pvalue": 1.0461148509668832e-23,
              "lower": -0.2907853443648969,
              "upper": -0.19673221736265056
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -24,
                "estimate": 0.005165219938515869,
                "se": 0.11943884102169043,
                "pvalue": 0.965509942590817,
                "lower": -0.22907151584228122,
                "upper": 0.23940195571931297
              },
              {
                "event_time": -23,
                "estimate": -0.12829326039370895,
                "se": 0.3635363887820311,
                "pvalue": 0.7241977608417445,
                "lower": -0.8412403747279615,
                "upper": 0.5846538539405437
              },
              {
                "event_time": -22,
                "estimate": 0.7678541801037848,
                "se": 0.18024117813054188,
                "pvalue": 2.1371284138834483e-05,
                "lower": 0.4143753213218563,
                "upper": 1.1213330388857132
              },
              {
                "event_time": -21,
                "estimate": -0.3338465635661753,
                "se": 0.09353670104771232,
                "pvalue": 0.0003665319679376955,
                "lower": -0.5172854795980341,
                "upper": -0.15040764753431657
              },
              {
                "event_time": -20,
                "estimate": -0.1557379319349326,
                "se": 0.06961684814066603,
                "pvalue": 0.025390738951669736,
                "lower": -0.292266578096659,
                "upper": -0.019209285773206214
              },
              {
                "event_time": -19,
                "estimate": -0.10866952140625634,
                "se": 0.06974854675836914,
                "pvalue": 0.11938615010345098,
                "lower": -0.24545644748809697,
                "upper": 0.02811740467558431
              },
              {
                "event_time": -18,
                "estimate": -0.038194079426436316,
                "se": 0.06842846436618556,
                "pvalue": 0.5767967581299643,
                "lower": -0.17239213418416027,
                "upper": 0.09600397533128763
              },
              {
                "event_time": -17,
                "estimate": -0.122464488760606,
                "se": 0.0681237725380484,
                "pvalue": 0.07237820735424667,
                "lower": -0.2560649990459336,
                "upper": 0.011136021524721623
              },
              {
                "event_time": -16,
                "estimate": -0.17986219675384663,
                "se": 0.06802727211245632,
                "pvalue": 0.008257599479042194,
                "lower": -0.31327345583329524,
                "upper": -0.04645093767439801
              },
              {
                "event_time": -15,
                "estimate": -0.12382557587686902,
                "se": 0.06841083403096936,
                "pvalue": 0.07044047217906507,
                "lower": -0.2579890550129908,
                "upper": 0.010337903259252768
              },
              {
                "event_time": -14,
                "estimate": -0.0999845704193153,
                "se": 0.06058734011792583,
                "pvalue": 0.09904684126267246,
                "lower": -0.21880505341685724,
                "upper": 0.01883591257822663
              },
              {
                "event_time": -13,
                "estimate": -0.1208823375620557,
                "se": 0.061838550105908066,
                "pvalue": 0.05074433155076697,
                "lower": -0.24215662319912645,
                "upper": 0.0003919480750150667
              },
              {
                "event_time": -12,
                "estimate": -0.09794079857874115,
                "se": 0.06092084483625426,
                "pvalue": 0.10806371070463332,
                "lower": -0.21741533226800536,
                "upper": 0.021533735110523075
              },
              {
                "event_time": -11,
                "estimate": -0.10825106670635862,
                "se": 0.06057338899759698,
                "pvalue": 0.07407084823503718,
                "lower": -0.22704418955155511,
                "upper": 0.01054205613883788
              },
              {
                "event_time": -10,
                "estimate": -0.10590067184824328,
                "se": 0.06236805381534035,
                "pvalue": 0.08966324923970248,
                "lower": -0.2282133903721395,
                "upper": 0.01641204667565295
              },
              {
                "event_time": -9,
                "estimate": -0.023658798614528874,
                "se": 0.09258687778266442,
                "pvalue": 0.7983392799411173,
                "lower": -0.2052349746928655,
                "upper": 0.15791737746380774
              },
              {
                "event_time": -8,
                "estimate": -0.06910796770013737,
                "se": 0.0848507177461354,
                "pvalue": 0.4154748136888502,
                "lower": -0.23551242192540167,
                "upper": 0.09729648652512694
              },
              {
                "event_time": -7,
                "estimate": -0.028298794558948688,
                "se": 0.05552553753139932,
                "pvalue": 0.610350004179338,
                "lower": -0.1371923550839304,
                "upper": 0.08059476596603302
              },
              {
                "event_time": -6,
                "estimate": 0.04139066277636281,
                "se": 0.05484607880969538,
                "pvalue": 0.4505356331383805,
                "lower": -0.06617038152769525,
                "upper": 0.14895170708042085
              },
              {
                "event_time": -5,
                "estimate": 0.005936493737194707,
                "se": 0.06926437145473532,
                "pvalue": 0.931707265329984,
                "lower": -0.12990089497724744,
                "upper": 0.14177388245163686
              },
              {
                "event_time": -4,
                "estimate": 0.040130059748244344,
                "se": 0.06686685987487663,
                "pvalue": 0.5484747179740219,
                "lower": -0.09100546413178623,
                "upper": 0.17126558362827493
              },
              {
                "event_time": -3,
                "estimate": 0.1343984308840827,
                "se": 0.10434470620917775,
                "pvalue": 0.19788590412250034,
                "lower": -0.0702365368481096,
                "upper": 0.339033398616275
              },
              {
                "event_time": -2,
                "estimate": 0.30698434442879285,
                "se": 0.2346579513558595,
                "pvalue": 0.19094795941343864,
                "lower": -0.1532136286964128,
                "upper": 0.7671823175539985
              },
              {
                "event_time": 0,
                "estimate": -0.2555159885263261,
                "se": 0.12193207753064306,
                "pvalue": 0.03624592834211526,
                "lower": -0.4946423194873085,
                "upper": -0.016389657565343746
              },
              {
                "event_time": 1,
                "estimate": -0.2241938765102835,
                "se": 0.12367912404578979,
                "pvalue": 0.07002617329455779,
                "lower": -0.46674641681376,
                "upper": 0.01835866379319301
              },
              {
                "event_time": 2,
                "estimate": -0.2366867615379039,
                "se": 0.1327963038871877,
                "pvalue": 0.07484628154962589,
                "lower": -0.4971194020441922,
                "upper": 0.02374587896838437
              },
              {
                "event_time": 3,
                "estimate": -0.25974330893238295,
                "se": 0.1640403855196361,
                "pvalue": 0.11348503643629049,
                "lower": -0.5814500846483759,
                "upper": 0.06196346678360992
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -24,
                "estimate": 0.15695228528195804,
                "se": 0.0982242489913798,
                "pvalue": 0.11022280617981758,
                "lower": -0.035679586071204084,
                "upper": 0.34958415663512016
              },
              {
                "event_time": -23,
                "estimate": -0.05667684011311249,
                "se": 0.3588914697319413,
                "pvalue": 0.8745341499723741,
                "lower": -0.7605146005139868,
                "upper": 0.6471609202877618
              },
              {
                "event_time": -22,
                "estimate": 0.8864738160521763,
                "se": 0.182176393759093,
                "pvalue": 1.2272226102120616e-06,
                "lower": 0.5291997212483119,
                "upper": 1.2437479108560408
              },
              {
                "event_time": -21,
                "estimate": -0.20495413904352347,
                "se": 0.06859048042066875,
                "pvalue": 0.0028412902428743706,
                "lower": -0.3394699305728168,
                "upper": -0.07043834751423012
              },
              {
                "event_time": -20,
                "estimate": -0.03927037391665359,
                "se": 0.02394253728201574,
                "pvalue": 0.10112143076077665,
                "lower": -0.08622513110682874,
                "upper": 0.007684383273521556
              },
              {
                "event_time": -19,
                "estimate": 0.006598593008457148,
                "se": 0.02473363006960853,
                "pvalue": 0.7896610627088004,
                "lower": -0.04190761085250254,
                "upper": 0.05510479686941684
              },
              {
                "event_time": -18,
                "estimate": 0.07091728611658736,
                "se": 0.02520689850746489,
                "pvalue": 0.004949570574582166,
                "lower": 0.02148293481980803,
                "upper": 0.12035163741336669
              },
              {
                "event_time": -17,
                "estimate": -0.009327298369053065,
                "se": 0.020014356907171925,
                "pvalue": 0.6412442008165911,
                "lower": -0.048578329194414384,
                "upper": 0.029923732456308257
              },
              {
                "event_time": -16,
                "estimate": -0.06036228539189929,
                "se": 0.021506221569467163,
                "pvalue": 0.005052832930210097,
                "lower": -0.10253907726562257,
                "upper": -0.018185493518176013
              },
              {
                "event_time": -15,
                "estimate": -0.032044423242953125,
                "se": 0.01885957692458906,
                "pvalue": 0.08945377284808559,
                "lower": -0.0690307645305443,
                "upper": 0.00494191804463804
              },
              {
                "event_time": -14,
                "estimate": -0.03452006751276398,
                "se": 0.034476868761621864,
                "pvalue": 0.31682491925097406,
                "lower": -0.102134162974379,
                "upper": 0.033094027948851044
              },
              {
                "event_time": -13,
                "estimate": -0.060410527644191594,
                "se": 0.04688932697184524,
                "pvalue": 0.19776736868578784,
                "lower": -0.15236723786418557,
                "upper": 0.031546182575802384
              },
              {
                "event_time": -12,
                "estimate": -0.04546759911188551,
                "se": 0.037731885132564424,
                "pvalue": 0.22833808230062883,
                "lower": -0.1194652495638255,
                "upper": 0.02853005134005447
              },
              {
                "event_time": -11,
                "estimate": -0.05384064141949904,
                "se": 0.034512457471699315,
                "pvalue": 0.11890888004031715,
                "lower": -0.1215245314572158,
                "upper": 0.013843248618217716
              },
              {
                "event_time": -10,
                "estimate": -0.06692948992690625,
                "se": 0.02661049116875544,
                "pvalue": 0.01197539843914924,
                "lower": -0.11911648818956558,
                "upper": -0.014742491664246925
              },
              {
                "event_time": -9,
                "estimate": -0.00230223053512953,
                "se": 0.029122491130775068,
                "pvalue": 0.9369980485374687,
                "lower": -0.059415621806559835,
                "upper": 0.05481116073630078
              },
              {
                "event_time": -8,
                "estimate": -0.05648548004627682,
                "se": 0.037336803454793975,
                "pvalue": 0.13047143591670826,
                "lower": -0.12970831853775125,
                "upper": 0.01673735844519761
              },
              {
                "event_time": -7,
                "estimate": 0.003771731496284042,
                "se": 0.04258412667873625,
                "pvalue": 0.9294314317220393,
                "lower": -0.07974186210507793,
                "upper": 0.08728532509764601
              },
              {
                "event_time": -6,
                "estimate": 0.03213775577524947,
                "se": 0.030034378109050856,
                "pvalue": 0.28473310115182354,
                "lower": -0.026763976938254483,
                "upper": 0.09103948848875343
              },
              {
                "event_time": -5,
                "estimate": -0.00708952055751201,
                "se": 0.025146167938865618,
                "pvalue": 0.7780243074487524,
                "lower": -0.05640477047965373,
                "upper": 0.04222572936462971
              },
              {
                "event_time": -4,
                "estimate": 0.011407089983760173,
                "se": 0.020205461750397415,
                "pvalue": 0.5724395624084838,
                "lower": -0.02821872490921372,
                "upper": 0.051032904876734064
              },
              {
                "event_time": -3,
                "estimate": 0.08844270386023657,
                "se": 0.04823344313752255,
                "pvalue": 0.06685529701664533,
                "lower": -0.0061500113683900515,
                "upper": 0.1830354190888632
              },
              {
                "event_time": -2,
                "estimate": 0.2021398751719814,
                "se": 0.11579779935230594,
                "pvalue": 0.08102826239890158,
                "lower": -0.024956254519682558,
                "upper": 0.4292360048636453
              },
              {
                "event_time": -1,
                "estimate": -0.11421215695090847,
                "se": 0.06844949895524148,
                "pvalue": 0.09536002523988825,
                "lower": -0.24845146356135303,
                "upper": 0.020027149659536087
              },
              {
                "event_time": 0,
                "estimate": -0.38173279145145095,
                "se": 0.25176241764437957,
                "pvalue": 0.12961521892987615,
                "lower": -0.8754750816214614,
                "upper": 0.11200949871855953
              },
              {
                "event_time": 1,
                "estimate": -0.3315591573188018,
                "se": 0.24332726655368989,
                "pvalue": 0.17315925867030615,
                "lower": -0.8087589037032261,
                "upper": 0.14564058906562244
              },
              {
                "event_time": 2,
                "estimate": -0.33928468380301224,
                "se": 0.24612338892020197,
                "pvalue": 0.16819771748595536,
                "lower": -0.821968028072119,
                "upper": 0.1433986604660945
              },
              {
                "event_time": 3,
                "estimate": -0.36293783351058,
                "se": 0.2797071884072385,
                "pvalue": 0.19458612455110655,
                "lower": -0.9114838360210846,
                "upper": 0.18560816899992455
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -24,
                "estimate": -0.1375420552417548,
                "se": 0.14128280455590284,
                "pvalue": 0.33041047522031824,
                "lower": -0.41461794343729674,
                "upper": 0.13953383295378716
              },
              {
                "event_time": -23,
                "estimate": -0.25897570920008517,
                "se": 0.090488040150952,
                "pvalue": 0.004253450272211044,
                "lower": -0.4364357629887143,
                "upper": -0.08151565541145606
              },
              {
                "event_time": -22,
                "estimate": 0.6394854247288206,
                "se": 0.0964110866885937,
                "pvalue": 4.216908594900081e-11,
                "lower": 0.4504094252814172,
                "upper": 0.828561424176224
              },
              {
                "event_time": -21,
                "estimate": -0.34183477367459264,
                "se": 0.07416259001055185,
                "pvalue": 4.2945672318638455e-06,
                "lower": -0.4872782730632587,
                "upper": -0.19639127428592656
              },
              {
                "event_time": -20,
                "estimate": -0.1422408742398442,
                "se": 0.0389716274305241,
                "pvalue": 0.00026907607065454714,
                "lower": -0.21866983754277475,
                "upper": -0.06581191093691362
              },
              {
                "event_time": -19,
                "estimate": -0.09736599914247578,
                "se": 0.03493925380671286,
                "pvalue": 0.0053743854439686585,
                "lower": -0.16588689814228239,
                "upper": -0.028845100142669167
              },
              {
                "event_time": -18,
                "estimate": -0.024576384602905618,
                "se": 0.03458539581699672,
                "pvalue": 0.47741445998626714,
                "lower": -0.09240331722015155,
                "upper": 0.043250548014340306
              },
              {
                "event_time": -17,
                "estimate": -0.10807706682351877,
                "se": 0.037117309053786754,
                "pvalue": 0.0036334350911582216,
                "lower": -0.18086944524376097,
                "upper": -0.03528468840327657
              },
              {
                "event_time": -16,
                "estimate": -0.16282938031295727,
                "se": 0.03592039419501654,
                "pvalue": 6.1550991095287465e-06,
                "lower": -0.2332744366466183,
                "upper": -0.09238432397929623
              },
              {
                "event_time": -15,
                "estimate": -0.10504314744056763,
                "se": 0.03476581193939793,
                "pvalue": 0.0025473807613934168,
                "lower": -0.17322390200745735,
                "upper": -0.036862392873677916
              },
              {
                "event_time": -14,
                "estimate": -0.0910985788259403,
                "se": 0.04478757033081523,
                "pvalue": 0.042081047085590635,
                "lower": -0.1789334421593668,
                "upper": -0.003263715492513808
              },
              {
                "event_time": -13,
                "estimate": -0.1166135210121751,
                "se": 0.04467468960028385,
                "pvalue": 0.00911390114568203,
                "lower": -0.20422700900717697,
                "upper": -0.029000033017173243
              },
              {
                "event_time": -12,
                "estimate": -0.09008471637799417,
                "se": 0.04536790999626211,
                "pvalue": 0.047207917905086744,
                "lower": -0.1790577092153206,
                "upper": -0.0011117235406677556
              },
              {
                "event_time": -11,
                "estimate": -0.09749760424526008,
                "se": 0.047168609473558824,
                "pvalue": 0.03886161751396766,
                "lower": -0.19000202759611243,
                "upper": -0.004993180894407728
              },
              {
                "event_time": -10,
                "estimate": -0.10111299101461384,
                "se": 0.05211806829065457,
                "pvalue": 0.052510075001408384,
                "lower": -0.20332401455750465,
                "upper": 0.0010980325282769904
              },
              {
                "event_time": -9,
                "estimate": -0.016417143189233888,
                "se": 0.051630158170114675,
                "pvalue": 0.750536257683758,
                "lower": -0.11767130485191837,
                "upper": 0.0848370184734506
              },
              {
                "event_time": -8,
                "estimate": -0.046989782997719005,
                "se": 0.05372164774187658,
                "pvalue": 0.3818470507168681,
                "lower": -0.15234565634831343,
                "upper": 0.058366090352875426
              },
              {
                "event_time": -7,
                "estimate": -0.019668447990521157,
                "se": 0.04727936408010889,
                "pvalue": 0.6774507712877775,
                "lower": -0.11239007704505462,
                "upper": 0.0730531810640123
              },
              {
                "event_time": -6,
                "estimate": 0.035241636370515875,
                "se": 0.04630706677043941,
                "pvalue": 0.4467209882005596,
                "lower": -0.055573177898498444,
                "upper": 0.1260564506395302
              },
              {
                "event_time": -5,
                "estimate": 0.002412442759834592,
                "se": 0.044037898912568804,
                "pvalue": 0.9563183289096623,
                "lower": -0.08395220716214133,
                "upper": 0.0887770926818105
              },
              {
                "event_time": -4,
                "estimate": 0.03132282619335354,
                "se": 0.04209269281255076,
                "pvalue": 0.4568791126172542,
                "lower": -0.05122699495607613,
                "upper": 0.11387264734278321
              },
              {
                "event_time": -3,
                "estimate": 0.12079372321884656,
                "se": 0.039810947040540084,
                "pvalue": 0.0024427460264056233,
                "lower": 0.04271873351407528,
                "upper": 0.19886871292361785
              },
              {
                "event_time": -2,
                "estimate": 0.3092873759138037,
                "se": 0.027556403806073968,
                "pvalue": 2.1328537185056034e-28,
                "lower": 0.2552453070007262,
                "upper": 0.3633294448268812
              },
              {
                "event_time": 0,
                "estimate": -0.25318693437737644,
                "se": 0.023922780266569108,
                "pvalue": 1.641898407829305e-25,
                "lower": -0.30010294522032144,
                "upper": -0.2062709235344314
              },
              {
                "event_time": 1,
                "estimate": -0.22378928325364741,
                "se": 0.028809851236195037,
                "pvalue": 1.2627416418547952e-14,
                "lower": -0.2802895427519054,
                "upper": -0.16728902375538945
              },
              {
                "event_time": 2,
                "estimate": -0.23544353288877146,
                "se": 0.0283314734484036,
                "pvalue": 1.7325012084548288e-16,
                "lower": -0.2910056247815521,
                "upper": -0.17988144099599082
              },
              {
                "event_time": 3,
                "estimate": -0.2640702795122822,
                "se": 0.03175225840495787,
                "pvalue": 1.646251998606476e-16,
                "lower": -0.3263410224199016,
                "upper": -0.20179953660466277
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0
            ],
            "weights": [
              0.2936972059779077,
              0.25795971410006496,
              0.23489278752436646,
              0.2134502923976608
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 1.6653345369377348e-16,
            "package_aggregate_vs_estimable_cell_weights": null
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "status": "not_identified",
            "pvalue": null,
            "reason": "The saturated and imported deviations designs do not span the same fitted model on this sparse panel. Test withheld.",
            "relative_rss_difference": 1.5150223196677182e-07
          },
          "method_status": {
            "Sun\u2013Abraham": "unvalidated: saturated and reference deviations fits disagree"
          }
        }
      },
      "code_sha256": {
        "replication_engine.py": "cd3acc93d19b09e121e2366dbaaccd6cc5c4f902ca3ac3d3c1c27b3cc1d436f0",
        "reference_f_test.py": "5f044e72270f04daf518d8b9667920b0bdce87bdaa9b134f2625697b9eff1909",
        "sparse_did2s.py": "16f2083b77e2a6a0fd9a4dda23961f99f24def371aa785b956cc08b5c86929f3",
        "frequency.py": "f8b8062ee5e78fff474749beed9c4a3c20ced533b2e327a18f101ff35bca26b2",
        "sparse_models.py": "fd6fc12f18694fa56b8e0a68bec3d72bf57339ae0aecab45d7f13a834468feec"
      }
    },
    "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": "original_fe",
        "frequency_weights": false,
        "source_sd": null,
        "require_never_control_periods": false,
        "latest_cohort_control": true,
        "slug": "s02-p003",
        "specification_id": "S02-P003",
        "source_specification_id": "AM005-P2587-T2-CAPEX-NOOV-M4M1",
        "study_id": 2,
        "study": "Do Powerful Politicians Really Cause Corporate Downsizing?",
        "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204",
        "description": "AM005-P2587-T2-CAPEX-NOOV-M4M1",
        "data": "analyses/full-archive/prepared/S02-P003.parquet",
        "output_dir": "analyses/archive-expanded/fits/S02-P003"
      },
      "options": {
        "output_dir": "analyses/archive-expanded/fits/S02-P003",
        "regression_results": "analyses/archive-expanded/baselines/S02-P003.json",
        "display_window": [
          -10,
          10
        ],
        "timeout_seconds": 3600
      },
      "source": {
        "file": "S02-P003.parquet",
        "bytes": 2241081,
        "sha256": "6ce0076c7aac11e662eeac2ea1b0b7a2175df99c0d2573a599f1a03fc255b18e"
      },
      "regressions": {
        "y__d": {
          "sample": {
            "outcome": "y",
            "treatment": "d",
            "source_rows": 168975,
            "source_sd": 0.1005795987197113,
            "rows": 157555,
            "units": 14903,
            "clusters": 2013,
            "treated_units": 904,
            "never_treated_units": 13999,
            "treated_cohorts": 5,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 157509,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 312,
            "post_adoption_untreated_rows_removed": 8949,
            "units_without_minus_one_removed": 8,
            "additional_rows_removed": 1825
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.273820057946457,
              "se": 0.08647237492015308,
              "pvalue": 0.0015656388074464919,
              "lower": -0.4434048149923794,
              "upper": -0.10423530090053457
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.24391561862814942,
              "se": 0.0795758801763003,
              "pvalue": 0.002204180999259574,
              "lower": -0.39997535815622653,
              "upper": -0.08785587910007231
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.35480747153647474,
              "se": 0.13390479280526743,
              "pvalue": 0.00811940933117076,
              "lower": -0.6174140181490106,
              "upper": -0.09220092492393889
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": null,
              "se": null,
              "pvalue": null,
              "lower": null,
              "upper": null,
              "status": "unvalidated",
              "reason": "unvalidated: saturated and reference deviations fits disagree"
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -24,
                "estimate": 0.005165219938515869,
                "se": 0.11943884102169043,
                "pvalue": 0.965509942590817,
                "lower": -0.22907151584228122,
                "upper": 0.23940195571931297
              },
              {
                "event_time": -23,
                "estimate": -0.12829326039370895,
                "se": 0.3635363887820311,
                "pvalue": 0.7241977608417445,
                "lower": -0.8412403747279615,
                "upper": 0.5846538539405437
              },
              {
                "event_time": -22,
                "estimate": 0.7678541801037848,
                "se": 0.18024117813054188,
                "pvalue": 2.1371284138834483e-05,
                "lower": 0.4143753213218563,
                "upper": 1.1213330388857132
              },
              {
                "event_time": -21,
                "estimate": -0.3338465635661753,
                "se": 0.09353670104771232,
                "pvalue": 0.0003665319679376955,
                "lower": -0.5172854795980341,
                "upper": -0.15040764753431657
              },
              {
                "event_time": -20,
                "estimate": -0.1557379319349326,
                "se": 0.06961684814066603,
                "pvalue": 0.025390738951669736,
                "lower": -0.292266578096659,
                "upper": -0.019209285773206214
              },
              {
                "event_time": -19,
                "estimate": -0.10866952140625634,
                "se": 0.06974854675836914,
                "pvalue": 0.11938615010345098,
                "lower": -0.24545644748809697,
                "upper": 0.02811740467558431
              },
              {
                "event_time": -18,
                "estimate": -0.038194079426436316,
                "se": 0.06842846436618556,
                "pvalue": 0.5767967581299643,
                "lower": -0.17239213418416027,
                "upper": 0.09600397533128763
              },
              {
                "event_time": -17,
                "estimate": -0.122464488760606,
                "se": 0.0681237725380484,
                "pvalue": 0.07237820735424667,
                "lower": -0.2560649990459336,
                "upper": 0.011136021524721623
              },
              {
                "event_time": -16,
                "estimate": -0.17986219675384663,
                "se": 0.06802727211245632,
                "pvalue": 0.008257599479042194,
                "lower": -0.31327345583329524,
                "upper": -0.04645093767439801
              },
              {
                "event_time": -15,
                "estimate": -0.12382557587686902,
                "se": 0.06841083403096936,
                "pvalue": 0.07044047217906507,
                "lower": -0.2579890550129908,
                "upper": 0.010337903259252768
              },
              {
                "event_time": -14,
                "estimate": -0.0999845704193153,
                "se": 0.06058734011792583,
                "pvalue": 0.09904684126267246,
                "lower": -0.21880505341685724,
                "upper": 0.01883591257822663
              },
              {
                "event_time": -13,
                "estimate": -0.1208823375620557,
                "se": 0.061838550105908066,
                "pvalue": 0.05074433155076697,
                "lower": -0.24215662319912645,
                "upper": 0.0003919480750150667
              },
              {
                "event_time": -12,
                "estimate": -0.09794079857874115,
                "se": 0.06092084483625426,
                "pvalue": 0.10806371070463332,
                "lower": -0.21741533226800536,
                "upper": 0.021533735110523075
              },
              {
                "event_time": -11,
                "estimate": -0.10825106670635862,
                "se": 0.06057338899759698,
                "pvalue": 0.07407084823503718,
                "lower": -0.22704418955155511,
                "upper": 0.01054205613883788
              },
              {
                "event_time": -10,
                "estimate": -0.10590067184824328,
                "se": 0.06236805381534035,
                "pvalue": 0.08966324923970248,
                "lower": -0.2282133903721395,
                "upper": 0.01641204667565295
              },
              {
                "event_time": -9,
                "estimate": -0.023658798614528874,
                "se": 0.09258687778266442,
                "pvalue": 0.7983392799411173,
                "lower": -0.2052349746928655,
                "upper": 0.15791737746380774
              },
              {
                "event_time": -8,
                "estimate": -0.06910796770013737,
                "se": 0.0848507177461354,
                "pvalue": 0.4154748136888502,
                "lower": -0.23551242192540167,
                "upper": 0.09729648652512694
              },
              {
                "event_time": -7,
                "estimate": -0.028298794558948688,
                "se": 0.05552553753139932,
                "pvalue": 0.610350004179338,
                "lower": -0.1371923550839304,
                "upper": 0.08059476596603302
              },
              {
                "event_time": -6,
                "estimate": 0.04139066277636281,
                "se": 0.05484607880969538,
                "pvalue": 0.4505356331383805,
                "lower": -0.06617038152769525,
                "upper": 0.14895170708042085
              },
              {
                "event_time": -5,
                "estimate": 0.005936493737194707,
                "se": 0.06926437145473532,
                "pvalue": 0.931707265329984,
                "lower": -0.12990089497724744,
                "upper": 0.14177388245163686
              },
              {
                "event_time": -4,
                "estimate": 0.040130059748244344,
                "se": 0.06686685987487663,
                "pvalue": 0.5484747179740219,
                "lower": -0.09100546413178623,
                "upper": 0.17126558362827493
              },
              {
                "event_time": -3,
                "estimate": 0.1343984308840827,
                "se": 0.10434470620917775,
                "pvalue": 0.19788590412250034,
                "lower": -0.0702365368481096,
                "upper": 0.339033398616275
              },
              {
                "event_time": -2,
                "estimate": 0.30698434442879285,
                "se": 0.2346579513558595,
                "pvalue": 0.19094795941343864,
                "lower": -0.1532136286964128,
                "upper": 0.7671823175539985
              },
              {
                "event_time": 0,
                "estimate": -0.2555159885263261,
                "se": 0.12193207753064306,
                "pvalue": 0.03624592834211526,
                "lower": -0.4946423194873085,
                "upper": -0.016389657565343746
              },
              {
                "event_time": 1,
                "estimate": -0.2241938765102835,
                "se": 0.12367912404578979,
                "pvalue": 0.07002617329455779,
                "lower": -0.46674641681376,
                "upper": 0.01835866379319301
              },
              {
                "event_time": 2,
                "estimate": -0.2366867615379039,
                "se": 0.1327963038871877,
                "pvalue": 0.07484628154962589,
                "lower": -0.4971194020441922,
                "upper": 0.02374587896838437
              },
              {
                "event_time": 3,
                "estimate": -0.25974330893238295,
                "se": 0.1640403855196361,
                "pvalue": 0.11348503643629049,
                "lower": -0.5814500846483759,
                "upper": 0.06196346678360992
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -24,
                "estimate": 0.15695228528195804,
                "se": 0.0982242489913798,
                "pvalue": 0.11022280617981758,
                "lower": -0.035679586071204084,
                "upper": 0.34958415663512016
              },
              {
                "event_time": -23,
                "estimate": -0.05667684011311249,
                "se": 0.3588914697319413,
                "pvalue": 0.8745341499723741,
                "lower": -0.7605146005139868,
                "upper": 0.6471609202877618
              },
              {
                "event_time": -22,
                "estimate": 0.8864738160521763,
                "se": 0.182176393759093,
                "pvalue": 1.2272226102120616e-06,
                "lower": 0.5291997212483119,
                "upper": 1.2437479108560408
              },
              {
                "event_time": -21,
                "estimate": -0.20495413904352347,
                "se": 0.06859048042066875,
                "pvalue": 0.0028412902428743706,
                "lower": -0.3394699305728168,
                "upper": -0.07043834751423012
              },
              {
                "event_time": -20,
                "estimate": -0.03927037391665359,
                "se": 0.02394253728201574,
                "pvalue": 0.10112143076077665,
                "lower": -0.08622513110682874,
                "upper": 0.007684383273521556
              },
              {
                "event_time": -19,
                "estimate": 0.006598593008457148,
                "se": 0.02473363006960853,
                "pvalue": 0.7896610627088004,
                "lower": -0.04190761085250254,
                "upper": 0.05510479686941684
              },
              {
                "event_time": -18,
                "estimate": 0.07091728611658736,
                "se": 0.02520689850746489,
                "pvalue": 0.004949570574582166,
                "lower": 0.02148293481980803,
                "upper": 0.12035163741336669
              },
              {
                "event_time": -17,
                "estimate": -0.009327298369053065,
                "se": 0.020014356907171925,
                "pvalue": 0.6412442008165911,
                "lower": -0.048578329194414384,
                "upper": 0.029923732456308257
              },
              {
                "event_time": -16,
                "estimate": -0.06036228539189929,
                "se": 0.021506221569467163,
                "pvalue": 0.005052832930210097,
                "lower": -0.10253907726562257,
                "upper": -0.018185493518176013
              },
              {
                "event_time": -15,
                "estimate": -0.032044423242953125,
                "se": 0.01885957692458906,
                "pvalue": 0.08945377284808559,
                "lower": -0.0690307645305443,
                "upper": 0.00494191804463804
              },
              {
                "event_time": -14,
                "estimate": -0.03452006751276398,
                "se": 0.034476868761621864,
                "pvalue": 0.31682491925097406,
                "lower": -0.102134162974379,
                "upper": 0.033094027948851044
              },
              {
                "event_time": -13,
                "estimate": -0.060410527644191594,
                "se": 0.04688932697184524,
                "pvalue": 0.19776736868578784,
                "lower": -0.15236723786418557,
                "upper": 0.031546182575802384
              },
              {
                "event_time": -12,
                "estimate": -0.04546759911188551,
                "se": 0.037731885132564424,
                "pvalue": 0.22833808230062883,
                "lower": -0.1194652495638255,
                "upper": 0.02853005134005447
              },
              {
                "event_time": -11,
                "estimate": -0.05384064141949904,
                "se": 0.034512457471699315,
                "pvalue": 0.11890888004031715,
                "lower": -0.1215245314572158,
                "upper": 0.013843248618217716
              },
              {
                "event_time": -10,
                "estimate": -0.06692948992690625,
                "se": 0.02661049116875544,
                "pvalue": 0.01197539843914924,
                "lower": -0.11911648818956558,
                "upper": -0.014742491664246925
              },
              {
                "event_time": -9,
                "estimate": -0.00230223053512953,
                "se": 0.029122491130775068,
                "pvalue": 0.9369980485374687,
                "lower": -0.059415621806559835,
                "upper": 0.05481116073630078
              },
              {
                "event_time": -8,
                "estimate": -0.05648548004627682,
                "se": 0.037336803454793975,
                "pvalue": 0.13047143591670826,
                "lower": -0.12970831853775125,
                "upper": 0.01673735844519761
              },
              {
                "event_time": -7,
                "estimate": 0.003771731496284042,
                "se": 0.04258412667873625,
                "pvalue": 0.9294314317220393,
                "lower": -0.07974186210507793,
                "upper": 0.08728532509764601
              },
              {
                "event_time": -6,
                "estimate": 0.03213775577524947,
                "se": 0.030034378109050856,
                "pvalue": 0.28473310115182354,
                "lower": -0.026763976938254483,
                "upper": 0.09103948848875343
              },
              {
                "event_time": -5,
                "estimate": -0.00708952055751201,
                "se": 0.025146167938865618,
                "pvalue": 0.7780243074487524,
                "lower": -0.05640477047965373,
                "upper": 0.04222572936462971
              },
              {
                "event_time": -4,
                "estimate": 0.011407089983760173,
                "se": 0.020205461750397415,
                "pvalue": 0.5724395624084838,
                "lower": -0.02821872490921372,
                "upper": 0.051032904876734064
              },
              {
                "event_time": -3,
                "estimate": 0.08844270386023657,
                "se": 0.04823344313752255,
                "pvalue": 0.06685529701664533,
                "lower": -0.0061500113683900515,
                "upper": 0.1830354190888632
              },
              {
                "event_time": -2,
                "estimate": 0.2021398751719814,
                "se": 0.11579779935230594,
                "pvalue": 0.08102826239890158,
                "lower": -0.024956254519682558,
                "upper": 0.4292360048636453
              },
              {
                "event_time": -1,
                "estimate": -0.11421215695090847,
                "se": 0.06844949895524148,
                "pvalue": 0.09536002523988825,
                "lower": -0.24845146356135303,
                "upper": 0.020027149659536087
              },
              {
                "event_time": 0,
                "estimate": -0.38173279145145095,
                "se": 0.25176241764437957,
                "pvalue": 0.12961521892987615,
                "lower": -0.8754750816214614,
                "upper": 0.11200949871855953
              },
              {
                "event_time": 1,
                "estimate": -0.3315591573188018,
                "se": 0.24332726655368989,
                "pvalue": 0.17315925867030615,
                "lower": -0.8087589037032261,
                "upper": 0.14564058906562244
              },
              {
                "event_time": 2,
                "estimate": -0.33928468380301224,
                "se": 0.24612338892020197,
                "pvalue": 0.16819771748595536,
                "lower": -0.821968028072119,
                "upper": 0.1433986604660945
              },
              {
                "event_time": 3,
                "estimate": -0.36293783351058,
                "se": 0.2797071884072385,
                "pvalue": 0.19458612455110655,
                "lower": -0.9114838360210846,
                "upper": 0.18560816899992455
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0
            ],
            "weights": [
              0.2936972059779077,
              0.25795971410006496,
              0.23489278752436646,
              0.2134502923976608
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 1.6653345369377348e-16,
            "package_aggregate_vs_estimable_cell_weights": null
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "status": "not_identified",
            "pvalue": null,
            "reason": "The saturated and imported deviations designs do not span the same fitted model on this sparse panel. Test withheld.",
            "relative_rss_difference": 1.5150223196677182e-07
          },
          "method_status": {
            "Sun\u2013Abraham": "unvalidated: saturated and reference deviations fits disagree"
          }
        }
      },
      "alternative_models": {
        "y__d": [
          {
            "method": "CS-DID",
            "status": "unsupported",
            "reason": "csdid: matching the configured nonstandard fixed effects is not implemented."
          },
          {
            "method": "SDID",
            "status": "unsupported",
            "reason": "sdid: matching the configured nonstandard fixed effects is not implemented."
          },
          {
            "method": "Matrix completion",
            "status": "unsupported",
            "reason": "matrix-completion: matching the configured nonstandard fixed effects is not implemented."
          },
          {
            "method": "Horizontal ridge",
            "status": "unsupported",
            "reason": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented."
          },
          {
            "method": "Multisynth (cohort-averaged)",
            "status": "unsupported",
            "reason": "multisynth-cohort: matching the configured nonstandard fixed effects is not implemented."
          },
          {
            "method": "Multisynth (individual)",
            "status": "unsupported",
            "reason": "multisynth-individual: matching the configured nonstandard fixed effects is not implemented."
          }
        ]
      },
      "combined_table": [
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Static TWFE",
          "Estimate (SDs)": -0.273820057946457,
          "SE": 0.08647237492015308,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.24391561862814942,
          "SE": 0.0795758801763003,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.35480747153647474,
          "SE": 0.13390479280526743,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "observations",
          "Event study": "No",
          "Status": "unvalidated",
          "Note": "unvalidated: saturated and reference deviations fits disagree"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Equal post-event times",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "csdid: matching the configured nonstandard fixed effects is not implemented."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "SDID",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "sdid: matching the configured nonstandard fixed effects is not implemented."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Matrix completion",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "matrix-completion: matching the configured nonstandard fixed effects is not implemented."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Horizontal ridge",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (cohort-averaged)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-cohort: matching the configured nonstandard fixed effects is not implemented."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (individual)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-individual: matching the configured nonstandard fixed effects is not implemented."
        }
      ],
      "adapter_sha256": {
        "validate_template.py": "acaff11c7459081dc8abf2f6a6eaf882aed70c073f4681e9f5ce6d63eae93e39",
        "mtgpax_worker.py": "7279b1b2aaa3f5909cd39ac1964d2e9c75907219011fe661a015511131affa85",
        "csdid_general.py": "9c3093549e3591900c0b1a99c7db688f4caa1d4817d030b274032427ca8cf2bf",
        "runner.py": "8b21a41dc3068fcd133e9b02db4baf71335a4561607dac36d2af0f3176c2be5b",
        "csdid_model.py": "4b6272d878b20bb48b16ead3a1f7bd7410cb5806b800e08f01889b503e1b74fb",
        "multisynth_model.R": "3ae0740c5b75b14f563dacc9961688e8286655866a6b435045a3ef6f453c1604",
        "csdid_streaming.py": "2285286ffa353ca347d1a61fd3a11f867e2033953a1494fec5aaeb460ba36a01",
        "multisynth_sparse.R": "f9ab3d8d7f7b52a79ccd694c7173f626276a0830f23bb79e527c88c0f0292540",
        "matrix_models.py": "dc1afacddc30a8244338144e1f7647ff6026bcdf1fc2768ae21e6c5fa61a4c29",
        "csdid_aggregations.py": "cbed0fb13450d9398f9a59d53dbfdf8e275a74daa01158c38c0f3396a3e8c6ee",
        "bootstrap_matrix.py": "9815529a8ae1abb9440939848b5f003758a359e14d400747488c6af340bf6be4",
        "eligibility.py": "aba2b72cf19a45e82f49e4ddac2bc10bc82da1a3c872a408f94508eaea001bd5"
      },
      "scalar_ranges": [
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Static TWFE",
          "Estimate (SDs)": -0.273820057946457,
          "SE": 0.08647237492015308,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": "",
          "lower": -0.4434048149923794,
          "upper": -0.10423530090053457,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.24391561862814942,
          "SE": 0.0795758801763003,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.39997535815622653,
          "upper": -0.08785587910007231,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.35480747153647474,
          "SE": 0.13390479280526743,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.6174140181490106,
          "upper": -0.09220092492393889,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unvalidated",
          "Note": "unvalidated: saturated and reference deviations fits disagree",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (equal event-time)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Equal post-event times",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "csdid: matching the configured nonstandard fixed effects is not implemented.",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "SDID",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "sdid: matching the configured nonstandard fixed effects is not implemented.",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Matrix completion",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "matrix-completion: matching the configured nonstandard fixed effects is not implemented.",
          "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": "unsupported",
          "Note": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented.",
          "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: matching the configured nonstandard fixed effects is not implemented.",
          "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: matching the configured nonstandard fixed effects is not implemented.",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        }
      ],
      "reporting_source": {
        "path": "templates/reporting/comparison_report.py",
        "sha256": "94e9c5116a13335ead2db81834cac48593160291aea51c30c12fe3e11e5da1ce"
      }
    },
    "finished": 1791580976.9220579,
    "scalar_ranges": [
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Static TWFE",
        "Estimate (SDs)": -0.273820057946457,
        "SE": 0.08647237492015308,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": "",
        "lower": -0.4434048149923794,
        "upper": -0.10423530090053457,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": -0.24391561862814942,
        "SE": 0.0795758801763003,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.39997535815622653,
        "upper": -0.08785587910007231,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": -0.35480747153647474,
        "SE": 0.13390479280526743,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.6174140181490106,
        "upper": -0.09220092492393889,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unvalidated",
        "Note": "unvalidated: saturated and reference deviations fits disagree",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (equal event-time)",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Equal post-event times",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "csdid: matching the configured nonstandard fixed effects is not implemented.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "SDID",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "sdid: matching the configured nonstandard fixed effects is not implemented.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Matrix completion",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "matrix-completion: matching the configured nonstandard fixed effects is not implemented.",
        "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": "unsupported",
        "Note": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented.",
        "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: matching the configured nonstandard fixed effects is not implemented.",
        "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: matching the configured nonstandard fixed effects is not implemented.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      }
    ]
  },
  {
    "study_id": 2,
    "specification_id": "S02-P004",
    "source_specification_id": "AM005-P2587-T2-CAPEX-QP-M1",
    "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": "Do Powerful Politicians Really Cause Corporate Downsizing?",
    "status": "ready",
    "reason": "",
    "config": "analyses/full-archive/configs/S02-P004.json",
    "input_bytes": 1978970,
    "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": "s02-p004",
        "specification_id": "S02-P004",
        "source_specification_id": "AM005-P2587-T2-CAPEX-QP-M1",
        "study_id": 2,
        "study": "Do Powerful Politicians Really Cause Corporate Downsizing?",
        "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204",
        "description": "AM005-P2587-T2-CAPEX-QP-M1",
        "data": "analyses/full-archive/prepared/S02-P004.parquet",
        "output_dir": "analyses/full-archive/results/S02-P004"
      },
      "source": {
        "file": "S02-P004.parquet",
        "bytes": 1978970,
        "sha256": "95f914aa2fb92af140580d770269b97fe259b6d6cb4189386c666c0c0de4f5cc"
      },
      "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": 168975,
            "source_sd": 0.1005795987197113,
            "rows": 159423,
            "units": 14746,
            "clusters": 2018,
            "treated_units": 826,
            "never_treated_units": 13920,
            "treated_cohorts": 8,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 159192,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 297,
            "post_adoption_untreated_rows_removed": 6412,
            "units_without_minus_one_removed": 19,
            "additional_rows_removed": 1928
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.14123366851820662,
              "se": 0.05193064802837583,
              "pvalue": 0.006590960859578389,
              "lower": -0.24307698202356615,
              "upper": -0.0393903550128471
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.015799429157786815,
              "se": 0.0754900892698127,
              "pvalue": 0.834241872246179,
              "lower": -0.16384612450909772,
              "upper": 0.1322472661935241
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.17009157757653356,
              "se": 0.066541872183334,
              "pvalue": 0.010656190549174325,
              "lower": -0.30058955915954516,
              "upper": -0.03959359599352197
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": -0.016239084998918595,
              "se": 0.01472742296638087,
              "pvalue": 0.2703139169263033,
              "lower": -0.04512163530854678,
              "upper": 0.012643465310709593
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -27,
                "estimate": 0.1694067214248226,
                "se": 0.1260592367986836,
                "pvalue": 0.17914287054489203,
                "lower": -0.07781319322980712,
                "upper": 0.41662663607945233
              },
              {
                "event_time": -26,
                "estimate": 0.054687617075906594,
                "se": 0.3574879169794835,
                "pvalue": 0.8784313000830692,
                "lower": -0.6463965285219998,
                "upper": 0.7557717626738131
              },
              {
                "event_time": -25,
                "estimate": 0.9045848238538454,
                "se": 0.193393573903206,
                "pvalue": 3.097567666481503e-06,
                "lower": 0.5253127923131651,
                "upper": 1.2838568553945258
              },
              {
                "event_time": -24,
                "estimate": -0.18289331275690382,
                "se": 0.10658710398764838,
                "pvalue": 0.08633304809572154,
                "lower": -0.3919256329603984,
                "upper": 0.02613900744659073
              },
              {
                "event_time": -23,
                "estimate": -0.014568670544073225,
                "se": 0.08418916999510846,
                "pvalue": 0.8626319661819716,
                "lower": -0.17967548817675125,
                "upper": 0.15053814708860477
              },
              {
                "event_time": -22,
                "estimate": 0.00400632638728956,
                "se": 0.08525803243258664,
                "pvalue": 0.9625253686380617,
                "lower": -0.16319668099936016,
                "upper": 0.1712093337739393
              },
              {
                "event_time": -21,
                "estimate": 0.09990091661104371,
                "se": 0.08340394708994424,
                "pvalue": 0.23113716882413207,
                "lower": -0.06366596833181822,
                "upper": 0.26346780155390565
              },
              {
                "event_time": -20,
                "estimate": 0.011331099777677,
                "se": 0.08359783886351112,
                "pvalue": 0.892196113769674,
                "lower": -0.1526160342364211,
                "upper": 0.17527823379177507
              },
              {
                "event_time": -19,
                "estimate": -0.044016750168017274,
                "se": 0.08340990258433156,
                "pvalue": 0.5977544279132925,
                "lower": -0.207595314674008,
                "upper": 0.11956181433797346
              },
              {
                "event_time": -18,
                "estimate": 0.02429751864158806,
                "se": 0.08482622327473353,
                "pvalue": 0.7745715052566852,
                "lower": -0.1420586501804112,
                "upper": 0.1906536874635873
              },
              {
                "event_time": -17,
                "estimate": 0.04524908212030039,
                "se": 0.07976303165469638,
                "pvalue": 0.5705776439430291,
                "lower": -0.11117745495099564,
                "upper": 0.20167561919159643
              },
              {
                "event_time": -16,
                "estimate": 0.018635224382530794,
                "se": 0.0771042064933301,
                "pvalue": 0.8090458643843782,
                "lower": -0.1325769821393563,
                "upper": 0.16984743090441787
              },
              {
                "event_time": -15,
                "estimate": 0.09260100426584987,
                "se": 0.081954588838157,
                "pvalue": 0.2586500679103593,
                "lower": -0.06812348505087444,
                "upper": 0.25332549358257417
              },
              {
                "event_time": -14,
                "estimate": 0.02278807082555309,
                "se": 0.07696695767623322,
                "pvalue": 0.7672025028865975,
                "lower": -0.1281549714390307,
                "upper": 0.1737311130901369
              },
              {
                "event_time": -13,
                "estimate": 0.015395508381926023,
                "se": 0.08937064598225962,
                "pvalue": 0.8632458298777606,
                "lower": -0.1598729133018238,
                "upper": 0.19066393006567584
              },
              {
                "event_time": -12,
                "estimate": 0.14647792476986074,
                "se": 0.154638827531905,
                "pvalue": 0.3436370730072133,
                "lower": -0.15679059180685376,
                "upper": 0.44974644134657527
              },
              {
                "event_time": -11,
                "estimate": 0.1152785700215377,
                "se": 0.12543255072504939,
                "pvalue": 0.35818021073015904,
                "lower": -0.1307123249945984,
                "upper": 0.3612694650376738
              },
              {
                "event_time": -10,
                "estimate": 0.10005664744539366,
                "se": 0.08259479063099233,
                "pvalue": 0.22587793266821826,
                "lower": -0.06192336773842158,
                "upper": 0.2620366626292089
              },
              {
                "event_time": -9,
                "estimate": 0.20522578589200982,
                "se": 0.08236162002980373,
                "pvalue": 0.012790784224131197,
                "lower": 0.04370305109152636,
                "upper": 0.3667485206924933
              },
              {
                "event_time": -8,
                "estimate": 0.17799204027283114,
                "se": 0.09768640760335746,
                "pvalue": 0.06859150583718543,
                "lower": -0.01358476095108041,
                "upper": 0.3695688414967427
              },
              {
                "event_time": -7,
                "estimate": 0.17881657183868746,
                "se": 0.09243084555749866,
                "pvalue": 0.05317927313797217,
                "lower": -0.002453332140444825,
                "upper": 0.3600864758178197
              },
              {
                "event_time": -6,
                "estimate": 0.24884653961883826,
                "se": 0.09858089613264,
                "pvalue": 0.011669472463618175,
                "lower": 0.055515520429749554,
                "upper": 0.442177558807927
              },
              {
                "event_time": -5,
                "estimate": 0.42298602875049013,
                "se": 0.199310389096475,
                "pvalue": 0.03393849954792084,
                "lower": 0.03211028942722827,
                "upper": 0.813861768073752
              },
              {
                "event_time": -4,
                "estimate": 0.23238177710357286,
                "se": 0.10079278743994313,
                "pvalue": 0.021237387288866538,
                "lower": 0.03471292758880898,
                "upper": 0.4300506266183367
              },
              {
                "event_time": -3,
                "estimate": 0.05919703874426555,
                "se": 0.0823529456055226,
                "pvalue": 0.4723343900774001,
                "lower": -0.10230868428869563,
                "upper": 0.22070276177722672
              },
              {
                "event_time": -2,
                "estimate": 0.05204198718076492,
                "se": 0.07753772250086374,
                "pvalue": 0.502180926389065,
                "lower": -0.10002040527834977,
                "upper": 0.2041043796398796
              },
              {
                "event_time": 0,
                "estimate": -0.05132966747768034,
                "se": 0.13952724437803965,
                "pvalue": 0.7129992574683758,
                "lower": -0.3249622415207975,
                "upper": 0.2223029065654368
              },
              {
                "event_time": 1,
                "estimate": -0.054237832551778255,
                "se": 0.12859666297917044,
                "pvalue": 0.6732400194612044,
                "lower": -0.3064339972592635,
                "upper": 0.197958332155707
              },
              {
                "event_time": 2,
                "estimate": -0.039569401909063315,
                "se": 0.11105145310001538,
                "pvalue": 0.7216412465178912,
                "lower": -0.25735693937847237,
                "upper": 0.17821813556034577
              },
              {
                "event_time": 3,
                "estimate": 0.005510518897252294,
                "se": 0.08272032128715674,
                "pvalue": 0.9468937985683908,
                "lower": -0.1567156795801606,
                "upper": 0.1677367173746652
              },
              {
                "event_time": 4,
                "estimate": 0.034691403241260674,
                "se": 0.08190589752166684,
                "pvalue": 0.6719377585602816,
                "lower": -0.12593759554725786,
                "upper": 0.19532040202977924
              },
              {
                "event_time": 5,
                "estimate": 0.03831182674184657,
                "se": 0.0689992759606333,
                "pvalue": 0.5787854566375983,
                "lower": -0.0970054696928494,
                "upper": 0.17362912317654255
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -27,
                "estimate": 0.12151906477487673,
                "se": 0.08802690446769046,
                "pvalue": 0.1675929706150267,
                "lower": -0.05111409057705962,
                "upper": 0.2941522201268131
              },
              {
                "event_time": -26,
                "estimate": -0.055692969368040184,
                "se": 0.34425588348516145,
                "pvalue": 0.8714970163892617,
                "lower": -0.7308272339873901,
                "upper": 0.6194412952513099
              },
              {
                "event_time": -25,
                "estimate": 0.8470368430971613,
                "se": 0.17977829053947542,
                "pvalue": 2.6259960811742372e-06,
                "lower": 0.4944662994970714,
                "upper": 1.1996073866972512
              },
              {
                "event_time": -24,
                "estimate": -0.22431253011949479,
                "se": 0.07467969616449273,
                "pvalue": 0.0027003359119187028,
                "lower": -0.37076993047409035,
                "upper": -0.07785512976489922
              },
              {
                "event_time": -23,
                "estimate": -0.058275066770433766,
                "se": 0.027398522002663236,
                "pvalue": 0.03354596427773641,
                "lower": -0.11200742659725554,
                "upper": -0.004542706943611995
              },
              {
                "event_time": -22,
                "estimate": -0.037612535837864204,
                "se": 0.02636158560288759,
                "pvalue": 0.15379423257336808,
                "lower": -0.08931131736638002,
                "upper": 0.014086245690651616
              },
              {
                "event_time": -21,
                "estimate": 0.04777414968640188,
                "se": 0.024823139977047413,
                "pvalue": 0.054422284467246285,
                "lower": -0.0009075233304354918,
                "upper": 0.09645582270323926
              },
              {
                "event_time": -20,
                "estimate": -0.03199376041322593,
                "se": 0.023898714182884615,
                "pvalue": 0.18081170189790874,
                "lower": -0.078862504272778,
                "upper": 0.014874983446326144
              },
              {
                "event_time": -19,
                "estimate": -0.08638521766223141,
                "se": 0.025435109045041468,
                "pvalue": 0.0006962858464156721,
                "lower": -0.1362670481970964,
                "upper": -0.03650338712736642
              },
              {
                "event_time": -18,
                "estimate": -0.037564895479152836,
                "se": 0.028047770792273066,
                "pvalue": 0.18061793859783717,
                "lower": -0.09257052360771194,
                "upper": 0.017440732649406265
              },
              {
                "event_time": -17,
                "estimate": -0.032475836378857495,
                "se": 0.038644644646880145,
                "pvalue": 0.40080004162663635,
                "lower": -0.1082634263570317,
                "upper": 0.043311753599316716
              },
              {
                "event_time": -16,
                "estimate": -0.061293267082951956,
                "se": 0.030021577990408277,
                "pvalue": 0.04131707756549604,
                "lower": -0.1201698090728012,
                "upper": -0.0024167250931027145
              },
              {
                "event_time": -15,
                "estimate": 0.0017703930631428882,
                "se": 0.019976077409295436,
                "pvalue": 0.9293882121575063,
                "lower": -0.03740550770918247,
                "upper": 0.040946293835468245
              },
              {
                "event_time": -14,
                "estimate": -0.060142521633397984,
                "se": 0.025986660132252995,
                "pvalue": 0.020747917192507553,
                "lower": -0.11110602151809301,
                "upper": -0.009179021748702963
              },
              {
                "event_time": -13,
                "estimate": -0.0819304489419833,
                "se": 0.027153896742133254,
                "pvalue": 0.0025825875933850476,
                "lower": -0.13518306418549325,
                "upper": -0.028677833698473335
              },
              {
                "event_time": -12,
                "estimate": 0.03535441737875974,
                "se": 0.09350837803143228,
                "pvalue": 0.7054048350523375,
                "lower": -0.14802867951672252,
                "upper": 0.218737514274242
              },
              {
                "event_time": -11,
                "estimate": -0.005766494626475027,
                "se": 0.07388118365236805,
                "pvalue": 0.9377952870357585,
                "lower": -0.15065789950060154,
                "upper": 0.1391249102476515
              },
              {
                "event_time": -10,
                "estimate": -0.014099866612620254,
                "se": 0.018194593673783975,
                "pvalue": 0.4384611388090067,
                "lower": -0.049782026916287206,
                "upper": 0.021582293691046694
              },
              {
                "event_time": -9,
                "estimate": 0.09096461472107803,
                "se": 0.03038767077638484,
                "pvalue": 0.0027917489686754625,
                "lower": 0.03137011322581516,
                "upper": 0.15055911621634088
              },
              {
                "event_time": -8,
                "estimate": 0.06155898303553858,
                "se": 0.038375596649105795,
                "pvalue": 0.10884461689704257,
                "lower": -0.013700965932449315,
                "upper": 0.13681893200352646
              },
              {
                "event_time": -7,
                "estimate": 0.061039678751141295,
                "se": 0.038541657976089425,
                "pvalue": 0.11341136014395445,
                "lower": -0.014545939863331046,
                "upper": 0.13662529736561363
              },
              {
                "event_time": -6,
                "estimate": 0.10867109408010142,
                "se": 0.04838149947243393,
                "pvalue": 0.02480357180519747,
                "lower": 0.013788160673645702,
                "upper": 0.20355402748655715
              },
              {
                "event_time": -5,
                "estimate": 0.2511921913252772,
                "se": 0.1332820246172962,
                "pvalue": 0.059618520329140855,
                "lower": -0.010192627333471926,
                "upper": 0.5125770099840263
              },
              {
                "event_time": -4,
                "estimate": 0.07589112912945321,
                "se": 0.04826165261682543,
                "pvalue": 0.11599301275521147,
                "lower": -0.018756767716671147,
                "upper": 0.17053902597557757
              },
              {
                "event_time": -3,
                "estimate": -0.0895146038727224,
                "se": 0.08181787164700643,
                "pvalue": 0.27405424605556705,
                "lower": -0.24997097152548614,
                "upper": 0.07094176378004131
              },
              {
                "event_time": -2,
                "estimate": -0.1036857408234442,
                "se": 0.08578352305588566,
                "pvalue": 0.2269233966209817,
                "lower": -0.27191930932043334,
                "upper": 0.06454782767354494
              },
              {
                "event_time": -1,
                "estimate": -0.14195705505654557,
                "se": 0.09315817365050788,
                "pvalue": 0.12770839020599098,
                "lower": -0.3246533518462802,
                "upper": 0.04073924173318902
              },
              {
                "event_time": 0,
                "estimate": -0.20798099654192703,
                "se": 0.18324968211746356,
                "pvalue": 0.2565270757600767,
                "lower": -0.5673594278576436,
                "upper": 0.15139743477378953
              },
              {
                "event_time": 1,
                "estimate": -0.21831706758075625,
                "se": 0.17959629082613496,
                "pvalue": 0.22427998197338325,
                "lower": -0.5705306841143192,
                "upper": 0.13389654895280662
              },
              {
                "event_time": 2,
                "estimate": -0.20242381360703737,
                "se": 0.1557133683716189,
                "pvalue": 0.19375735216510007,
                "lower": -0.5077996560841238,
                "upper": 0.10295202887004906
              },
              {
                "event_time": 3,
                "estimate": -0.14695764443693407,
                "se": 0.10775725886000063,
                "pvalue": 0.17278767739531453,
                "lower": -0.35828480312289235,
                "upper": 0.06436951424902418
              },
              {
                "event_time": 4,
                "estimate": -0.10973194944732248,
                "se": 0.03292583901306095,
                "pvalue": 0.0008756185932939232,
                "lower": -0.17430415627212223,
                "upper": -0.04515974262252273
              },
              {
                "event_time": 5,
                "estimate": -0.10155585645074808,
                "se": 0.06726385248634374,
                "pvalue": 0.13124770974424455,
                "lower": -0.23346974307511287,
                "upper": 0.030358030173616712
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -27,
                "estimate": -0.6335018928780178,
                "se": 0.1541575807224957,
                "pvalue": 4.1248498866580155e-05,
                "lower": -0.9358266166937148,
                "upper": -0.3311771690623208
              },
              {
                "event_time": -26,
                "estimate": -0.24217460602148477,
                "se": 0.08885852411388918,
                "pvalue": 0.006477948088574728,
                "lower": -0.416438684605859,
                "upper": -0.06791052743711054
              },
              {
                "event_time": -25,
                "estimate": 0.6731355024736143,
                "se": 0.09369041082469132,
                "pvalue": 9.438633542470996e-13,
                "lower": 0.4893954136372264,
                "upper": 0.8568755913100022
              },
              {
                "event_time": -24,
                "estimate": -0.336131998721488,
                "se": 0.06904085720441658,
                "pvalue": 1.2112945924980541e-06,
                "lower": -0.47153084183059196,
                "upper": -0.20073315561238408
              },
              {
                "event_time": -23,
                "estimate": -0.15547961812880423,
                "se": 0.032287554374277334,
                "pvalue": 1.5778344183155277e-06,
                "lower": -0.21880005889557647,
                "upper": -0.09215917736203201
              },
              {
                "event_time": -22,
                "estimate": -0.13686480916647797,
                "se": 0.027760880421674836,
                "pvalue": 8.88881651382194e-07,
                "lower": -0.19130780487923246,
                "upper": -0.08242181345372349
              },
              {
                "event_time": -21,
                "estimate": -0.03712569762767972,
                "se": 0.027585096977601257,
                "pvalue": 0.17849870210660487,
                "lower": -0.09122395725329632,
                "upper": 0.016972561997936876
              },
              {
                "event_time": -20,
                "estimate": -0.12795513947121476,
                "se": 0.029429788675674903,
                "pvalue": 1.4435029525163982e-05,
                "lower": -0.1856710992808343,
                "upper": -0.07023917966159521
              },
              {
                "event_time": -19,
                "estimate": -0.18096990690435474,
                "se": 0.028488403854499172,
                "pvalue": 2.6123972591515017e-10,
                "lower": -0.23683967851659615,
                "upper": -0.12510013529211333
              },
              {
                "event_time": -18,
                "estimate": -0.06731860398354432,
                "se": 0.02623816296573205,
                "pvalue": 0.010369200037555098,
                "lower": -0.11877533634058395,
                "upper": -0.015861871626504695
              },
              {
                "event_time": -17,
                "estimate": 0.01939151813722805,
                "se": 0.02775875147972631,
                "pvalue": 0.484899369906788,
                "lower": -0.03504730242057401,
                "upper": 0.0738303386950301
              },
              {
                "event_time": -16,
                "estimate": -0.004764905544590351,
                "se": 0.026206452673110527,
                "pvalue": 0.8557408114023144,
                "lower": -0.05615944955244867,
                "upper": 0.04662963846326797
              },
              {
                "event_time": -15,
                "estimate": 0.07786323246215411,
                "se": 0.026460699087036448,
                "pvalue": 0.0032918358082273005,
                "lower": 0.025970075434351918,
                "upper": 0.1297563894899563
              },
              {
                "event_time": -14,
                "estimate": 0.015418682364149026,
                "se": 0.029826257203760292,
                "pvalue": 0.6052477714553293,
                "lower": -0.04307480805858257,
                "upper": 0.07391217278688061
              },
              {
                "event_time": -13,
                "estimate": 0.02416097898062635,
                "se": 0.030079440508089174,
                "pvalue": 0.42193126490055977,
                "lower": -0.03482903955442535,
                "upper": 0.08315099751567806
              },
              {
                "event_time": -12,
                "estimate": 0.1598782960012482,
                "se": 0.033052637669373774,
                "pvalue": 1.417387910767418e-06,
                "lower": 0.0950574191560037,
                "upper": 0.2246991728464927
              },
              {
                "event_time": -11,
                "estimate": 0.14100028996078742,
                "se": 0.033669217723398405,
                "pvalue": 2.9378394482016726e-05,
                "lower": 0.07497021280460381,
                "upper": 0.20703036711697104
              },
              {
                "event_time": -10,
                "estimate": 0.1180664491664062,
                "se": 0.030771006323921015,
                "pvalue": 0.00012840916367852726,
                "lower": 0.05772017268223614,
                "upper": 0.17841272565057625
              },
              {
                "event_time": -9,
                "estimate": 0.21434579445312546,
                "se": 0.0330317043150523,
                "pvalue": 1.0835903130136364e-10,
                "lower": 0.149565970863479,
                "upper": 0.2791256180427719
              },
              {
                "event_time": -8,
                "estimate": 0.18375702806933975,
                "se": 0.029895245281282682,
                "pvalue": 9.508803398233086e-10,
                "lower": 0.1251282423118878,
                "upper": 0.2423858138267917
              },
              {
                "event_time": -7,
                "estimate": 0.17566223377829146,
                "se": 0.02049659211488968,
                "pvalue": 2.0181523670212176e-17,
                "lower": 0.1354655303709399,
                "upper": 0.21585893718564303
              },
              {
                "event_time": -6,
                "estimate": 0.2377073457292496,
                "se": 0.028330250202687233,
                "pvalue": 8.969289251053307e-17,
                "lower": 0.18214773569894532,
                "upper": 0.29326695575955386
              },
              {
                "event_time": -5,
                "estimate": 0.41348493748138815,
                "se": 0.029993901522139658,
                "pvalue": 2.199542643101867e-41,
                "lower": 0.35466267294313286,
                "upper": 0.47230720201964344
              },
              {
                "event_time": -4,
                "estimate": 0.23053612446968436,
                "se": 0.019738214191640794,
                "pvalue": 1.5209393697147081e-30,
                "lower": 0.1918267069623812,
                "upper": 0.2692455419769875
              },
              {
                "event_time": -3,
                "estimate": 0.06249822927518947,
                "se": 0.023102036328196462,
                "pvalue": 0.006881430001808731,
                "lower": 0.017191882874522335,
                "upper": 0.1078045756758566
              },
              {
                "event_time": -2,
                "estimate": 0.05769798358090343,
                "se": 0.019160099909098977,
                "pvalue": 0.0026330895544343616,
                "lower": 0.020122329590024343,
                "upper": 0.09527363757178252
              },
              {
                "event_time": 0,
                "estimate": -0.052861554076635515,
                "se": 0.01642120543173691,
                "pvalue": 0.0013063474647060061,
                "lower": -0.08506585031431141,
                "upper": -0.020657257838959622
              },
              {
                "event_time": 1,
                "estimate": -0.06269354278767168,
                "se": 0.01746446674238522,
                "pvalue": 0.0003388660537493487,
                "lower": -0.09694382136453025,
                "upper": -0.02844326421081312
              },
              {
                "event_time": 2,
                "estimate": -0.04360476655712885,
                "se": 0.018359596390986027,
                "pvalue": 0.01764008965613205,
                "lower": -0.07961052042442826,
                "upper": -0.007599012689829453
              },
              {
                "event_time": 3,
                "estimate": 0.009340321401183795,
                "se": 0.019038676694955983,
                "pvalue": 0.6237647359392117,
                "lower": -0.0279972045682996,
                "upper": 0.046677847370667186
              },
              {
                "event_time": 4,
                "estimate": 0.03726203453264377,
                "se": 0.019202147407215056,
                "pvalue": 0.05245644809772627,
                "lower": -0.0003960805230464465,
                "upper": 0.07492014958833398
              },
              {
                "event_time": 5,
                "estimate": 0.04645530958614165,
                "se": 0.018025021096176305,
                "pvalue": 0.010028912349736664,
                "lower": 0.011105704985876923,
                "upper": 0.08180491418640637
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0
            ],
            "weights": [
              0.20189734857698857,
              0.18389686207735345,
              0.17003162247628315,
              0.15908538068596448,
              0.1471661396253953,
              0.1379226465580151
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 1.1102230246251565e-16,
            "package_aggregate_vs_estimable_cell_weights": 5.551115123125783e-17,
            "saturated_vs_deviations_relative_rss_difference": 3.3461573846907186e-12
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "F": 2.295867029571808,
            "df_num": 29,
            "df_den": 144463,
            "pvalue": 8.797442420089926e-05,
            "log10_pvalue": -4.055643566972912,
            "inference": "Homoskedastic nested-model F",
            "observations": 159423,
            "design_columns": 174,
            "restricted_design_columns": 145,
            "fixed_effect_rank": 14786,
            "covariance_rank": 29,
            "rss_unrestricted": 80114.3973569716,
            "rss_restricted": 80151.32050062147,
            "test_horizon": null,
            "reference_cohort": 3,
            "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.-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]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-23.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-22.0]"
              ],
              "data": [
                [
                  -5.6237010854189066e-06,
                  -1.5500500676945196e-05,
                  -2.077423025475231e-05,
                  -2.0235028181633895e-05,
                  -4.17680318060429e-05,
                  -3.9927390061620806e-05
                ],
                [
                  -3.969985356704091e-06,
                  -1.1019070714127424e-05,
                  -1.476930449737369e-05,
                  -2.740283755842305e-06,
                  6.304901761764255e-05,
                  7.834333600904286e-05
                ],
                [
                  -2.3700986008061865e-06,
                  -6.612875705868291e-06,
                  -8.87777007387232e-06,
                  1.5945663929290625e-05,
                  0.00016885047393081968,
                  0.00019639366096261293
                ],
                [
                  -1.131115879146453e-06,
                  -3.2142751575695465e-06,
                  -4.3382185887143625e-06,
                  2.7648525954443023e-05,
                  0.0002417981832467142,
                  0.00027230267431441977
                ],
                [
                  -2.854870090758197e-07,
                  -8.098121748018667e-07,
                  -1.1182559600209042e-06,
                  3.625543619305667e-05,
                  0.0002907495701585498,
                  0.0003355573294500733
                ]
              ]
            },
            "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_17,ref=-1.0)+i(rel_time,cohort_dummy_19,ref=-1.0)+i(rel_time,cohort_dummy_20,ref=-1.0)+i(rel_time,cohort_dummy_24,ref=-1.0)+i(rel_time,cohort_dummy_25,ref=-1.0)+i(rel_time,cohort_dummy_28,ref=-1.0)+i(rel_time,cohort_dummy_33,ref=-1.0)|unit_fe+time_fe",
            "restriction_names": [
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_17",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_17",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_17",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_17",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_17",
              "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_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_25",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_25",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_25",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_25",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_25",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_28",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_28",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_28",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_28",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_28",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_33",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_33",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_33",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_33",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_33"
            ],
            "deviations": [
              {
                "event_time": -16.0,
                "cohort": 17,
                "estimate": 1.551815860440249
              },
              {
                "event_time": -15.0,
                "cohort": 17,
                "estimate": 1.8633657358326154
              },
              {
                "event_time": -14.0,
                "cohort": 17,
                "estimate": 1.747205077922667
              },
              {
                "event_time": -13.0,
                "cohort": 17,
                "estimate": -8.576318622412304
              },
              {
                "event_time": -12.0,
                "cohort": 17,
                "estimate": 1.9148335179112261
              },
              {
                "event_time": -11.0,
                "cohort": 17,
                "estimate": 1.4176460159483768
              },
              {
                "event_time": -10.0,
                "cohort": 17,
                "estimate": 1.179473544035642
              },
              {
                "event_time": -9.0,
                "cohort": 17,
                "estimate": 1.0123690251248698
              },
              {
                "event_time": -8.0,
                "cohort": 17,
                "estimate": 0.7428637939844398
              },
              {
                "event_time": -7.0,
                "cohort": 17,
                "estimate": 1.0951069710350594
              },
              {
                "event_time": -6.0,
                "cohort": 17,
                "estimate": 0.8718873047555197
              },
              {
                "event_time": -5.0,
                "cohort": 17,
                "estimate": 0.5730740066642634
              },
              {
                "event_time": -4.0,
                "cohort": 17,
                "estimate": 0.5820641746909933
              },
              {
                "event_time": -3.0,
                "cohort": 17,
                "estimate": 1.4808603490767362
              },
              {
                "event_time": -2.0,
                "cohort": 17,
                "estimate": 0.8689034260459607
              },
              {
                "event_time": 0.0,
                "cohort": 17,
                "estimate": 0.056181446651725975
              },
              {
                "event_time": 1.0,
                "cohort": 17,
                "estimate": 0.6454729512345929
              },
              {
                "event_time": 2.0,
                "cohort": 17,
                "estimate": 0.30874810262815056
              },
              {
                "event_time": 3.0,
                "cohort": 17,
                "estimate": 0.6028009852623027
              },
              {
                "event_time": 4.0,
                "cohort": 17,
                "estimate": 0.5248213902884401
              },
              {
                "event_time": 5.0,
                "cohort": 17,
                "estimate": 0.6538768340965974
              },
              {
                "event_time": -18.0,
                "cohort": 19,
                "estimate": 0.33109185658581075
              },
              {
                "event_time": -17.0,
                "cohort": 19,
                "estimate": 0.9206151912639342
              },
              {
                "event_time": -16.0,
                "cohort": 19,
                "estimate": 1.6371554294186828
              },
              {
                "event_time": -15.0,
                "cohort": 19,
                "estimate": 1.8417002751272942
              },
              {
                "event_time": -14.0,
                "cohort": 19,
                "estimate": 1.5784944474131564
              },
              {
                "event_time": -13.0,
                "cohort": 19,
                "estimate": -8.606781860072257
              },
              {
                "event_time": -12.0,
                "cohort": 19,
                "estimate": 1.7586505579891205
              },
              {
                "event_time": -11.0,
                "cohort": 19,
                "estimate": 1.4220121289089995
              },
              {
                "event_time": -10.0,
                "cohort": 19,
                "estimate": 1.278302868894905
              },
              {
                "event_time": -9.0,
                "cohort": 19,
                "estimate": 1.1832675663179044
              },
              {
                "event_time": -8.0,
                "cohort": 19,
                "estimate": 1.120708999983309
              },
              {
                "event_time": -7.0,
                "cohort": 19,
                "estimate": 1.1472788211033094
              },
              {
                "event_time": -6.0,
                "cohort": 19,
                "estimate": 0.8644963514166
              },
              {
                "event_time": -5.0,
                "cohort": 19,
                "estimate": 1.3467782212576376
              },
              {
                "event_time": -4.0,
                "cohort": 19,
                "estimate": 0.9270516339806665
              },
              {
                "event_time": -3.0,
                "cohort": 19,
                "estimate": 1.3287188745356948
              },
              {
                "event_time": -2.0,
                "cohort": 19,
                "estimate": 0.5692331387404247
              },
              {
                "event_time": 0.0,
                "cohort": 19,
                "estimate": -0.1413356510849588
              },
              {
                "event_time": 1.0,
                "cohort": 19,
                "estimate": 0.420048183320476
              },
              {
                "event_time": 2.0,
                "cohort": 19,
                "estimate": 0.04577337858902686
              },
              {
                "event_time": 3.0,
                "cohort": 19,
                "estimate": 0.7243037300077277
              },
              {
                "event_time": 4.0,
                "cohort": 19,
                "estimate": 0.5514206238584418
              },
              {
                "event_time": 5.0,
                "cohort": 19,
                "estimate": 0.532139546207107
              },
              {
                "event_time": -5.0,
                "cohort": 20,
                "estimate": 0.99930738781354
              },
              {
                "event_time": -4.0,
                "cohort": 20,
                "estimate": 1.0313636645425002
              },
              {
                "event_time": -3.0,
                "cohort": 20,
                "estimate": 1.050815920630737
              },
              {
                "event_time": -2.0,
                "cohort": 20,
                "estimate": 0.393969223220006
              },
              {
                "event_time": 0.0,
                "cohort": 20,
                "estimate": 1.9414900767889416
              },
              {
                "event_time": 1.0,
                "cohort": 20,
                "estimate": 1.890733311810771
              },
              {
                "event_time": 2.0,
                "cohort": 20,
                "estimate": 0.49562722779894414
              },
              {
                "event_time": 3.0,
                "cohort": 20,
                "estimate": 0.9907514026534056
              },
              {
                "event_time": 4.0,
                "cohort": 20,
                "estimate": 1.4809004221979183
              },
              {
                "event_time": -22.0,
                "cohort": 24,
                "estimate": 0.7464453388656248
              },
              {
                "event_time": -21.0,
                "cohort": 24,
                "estimate": 0.7926497778486562
              },
              {
                "event_time": -20.0,
                "cohort": 24,
                "estimate": 0.508933659955045
              },
              {
                "event_time": -19.0,
                "cohort": 24,
                "estimate": -0.16435838081188825
              },
              {
                "event_time": -18.0,
                "cohort": 24,
                "estimate": -0.6313557568455881
              },
              {
                "event_time": -17.0,
                "cohort": 24,
                "estimate": 0.3177634111033696
              },
              {
                "event_time": -16.0,
                "cohort": 24,
                "estimate": 1.4996833138771801
              },
              {
                "event_time": -15.0,
                "cohort": 24,
                "estimate": 1.6357891870424202
              },
              {
                "event_time": -14.0,
                "cohort": 24,
                "estimate": 1.182129067441128
              },
              {
                "event_time": -13.0,
                "cohort": 24,
                "estimate": -9.410096723759164
              },
              {
                "event_time": -12.0,
                "cohort": 24,
                "estimate": 0.9055551281380638
              },
              {
                "event_time": -11.0,
                "cohort": 24,
                "estimate": 0.3717250659919067
              },
              {
                "event_time": -10.0,
                "cohort": 24,
                "estimate": 0.3170961126106867
              },
              {
                "event_time": -9.0,
                "cohort": 24,
                "estimate": 1.0927337607886338
              },
              {
                "event_time": -8.0,
                "cohort": 24,
                "estimate": 0.5148061464052743
              },
              {
                "event_time": -7.0,
                "cohort": 24,
                "estimate": 0.04237844084449401
              },
              {
                "event_time": -6.0,
                "cohort": 24,
                "estimate": -0.10721272259270978
              },
              {
                "event_time": -5.0,
                "cohort": 24,
                "estimate": -0.11785058803452256
              },
              {
                "event_time": -4.0,
                "cohort": 24,
                "estimate": -0.09070353522086125
              },
              {
                "event_time": -3.0,
                "cohort": 24,
                "estimate": 0.9793579723207133
              },
              {
                "event_time": -2.0,
                "cohort": 24,
                "estimate": 0.325813513168442
              },
              {
                "event_time": 0.0,
                "cohort": 24,
                "estimate": -0.16867723413488817
              },
              {
                "event_time": -24.0,
                "cohort": 25,
                "estimate": 0.45772523425165856
              },
              {
                "event_time": -23.0,
                "cohort": 25,
                "estimate": 0.8909228675332428
              },
              {
                "event_time": -22.0,
                "cohort": 25,
                "estimate": 1.0028241885300626
              },
              {
                "event_time": -21.0,
                "cohort": 25,
                "estimate": 1.1034674368966582
              },
              {
                "event_time": -20.0,
                "cohort": 25,
                "estimate": 0.6837426021476867
              },
              {
                "event_time": -19.0,
                "cohort": 25,
                "estimate": 0.12746131412461414
              },
              {
                "event_time": -18.0,
                "cohort": 25,
                "estimate": -0.21167670030841612
              },
              {
                "event_time": -17.0,
                "cohort": 25,
                "estimate": 0.6563491271169766
              },
              {
                "event_time": -16.0,
                "cohort": 25,
                "estimate": 1.3256440709695358
              },
              {
                "event_time": -15.0,
                "cohort": 25,
                "estimate": 1.4164930150568877
              },
              {
                "event_time": -14.0,
                "cohort": 25,
                "estimate": 1.2600384349024596
              },
              {
                "event_time": -13.0,
                "cohort": 25,
                "estimate": -9.062836174938496
              },
              {
                "event_time": -12.0,
                "cohort": 25,
                "estimate": 1.0408656449683171
              },
              {
                "event_time": -11.0,
                "cohort": 25,
                "estimate": 0.8116500928573342
              },
              {
                "event_time": -10.0,
                "cohort": 25,
                "estimate": 0.8659435193023681
              },
              {
                "event_time": -9.0,
                "cohort": 25,
                "estimate": 0.770484679880546
              },
              {
                "event_time": -8.0,
                "cohort": 25,
                "estimate": 0.5962529395091133
              },
              {
                "event_time": -7.0,
                "cohort": 25,
                "estimate": 0.6485650870410072
              },
              {
                "event_time": -6.0,
                "cohort": 25,
                "estimate": 0.3291167014767302
              },
              {
                "event_time": -5.0,
                "cohort": 25,
                "estimate": 0.404196916548503
              },
              {
                "event_time": -4.0,
                "cohort": 25,
                "estimate": 0.4161010409559133
              },
              {
                "event_time": -3.0,
                "cohort": 25,
                "estimate": 1.1983292114551842
              },
              {
                "event_time": -2.0,
                "cohort": 25,
                "estimate": 0.4413589986342706
              },
              {
                "event_time": 0.0,
                "cohort": 25,
                "estimate": 0.03267469856743743
              },
              {
                "event_time": 1.0,
                "cohort": 25,
                "estimate": 0.5657730555813774
              },
              {
                "event_time": 2.0,
                "cohort": 25,
                "estimate": 0.11137830367281998
              },
              {
                "event_time": 3.0,
                "cohort": 25,
                "estimate": 0.6348325562042338
              },
              {
                "event_time": 4.0,
                "cohort": 25,
                "estimate": 0.16509992989083977
              },
              {
                "event_time": 5.0,
                "cohort": 25,
                "estimate": 0.3334909298496883
              },
              {
                "event_time": -26.0,
                "cohort": 28,
                "estimate": -0.29909933192077587
              },
              {
                "event_time": -25.0,
                "cohort": 28,
                "estimate": 0.13355680102544837
              },
              {
                "event_time": -24.0,
                "cohort": 28,
                "estimate": 0.3792869878066835
              },
              {
                "event_time": -23.0,
                "cohort": 28,
                "estimate": 0.7619701563251273
              },
              {
                "event_time": -22.0,
                "cohort": 28,
                "estimate": 1.4291517840035866
              },
              {
                "event_time": -21.0,
                "cohort": 28,
                "estimate": 1.4011582791006243
              },
              {
                "event_time": -20.0,
                "cohort": 28,
                "estimate": 0.6135910830112428
              },
              {
                "event_time": -19.0,
                "cohort": 28,
                "estimate": 0.11507546505553484
              },
              {
                "event_time": -18.0,
                "cohort": 28,
                "estimate": -0.050577672069918145
              },
              {
                "event_time": -17.0,
                "cohort": 28,
                "estimate": 0.7047387367471849
              },
              {
                "event_time": -16.0,
                "cohort": 28,
                "estimate": 1.337541214403866
              },
              {
                "event_time": -15.0,
                "cohort": 28,
                "estimate": 1.1244345320170175
              },
              {
                "event_time": -14.0,
                "cohort": 28,
                "estimate": 1.2264752013694216
              },
              {
                "event_time": -13.0,
                "cohort": 28,
                "estimate": -8.210600413683705
              },
              {
                "event_time": -12.0,
                "cohort": 28,
                "estimate": 1.6945898461848434
              },
              {
                "event_time": -11.0,
                "cohort": 28,
                "estimate": 1.6208942757457743
              },
              {
                "event_time": -10.0,
                "cohort": 28,
                "estimate": 0.972188723926427
              },
              {
                "event_time": -9.0,
                "cohort": 28,
                "estimate": 0.5435550760497944
              },
              {
                "event_time": -8.0,
                "cohort": 28,
                "estimate": 0.3039820671149989
              },
              {
                "event_time": -7.0,
                "cohort": 28,
                "estimate": 0.8787863914057531
              },
              {
                "event_time": -6.0,
                "cohort": 28,
                "estimate": 0.41346896141209455
              },
              {
                "event_time": -5.0,
                "cohort": 28,
                "estimate": 0.3963892333726941
              },
              {
                "event_time": -4.0,
                "cohort": 28,
                "estimate": 0.6713838586847578
              },
              {
                "event_time": -3.0,
                "cohort": 28,
                "estimate": 1.1811952994297399
              },
              {
                "event_time": -2.0,
                "cohort": 28,
                "estimate": 0.39477006696856576
              },
              {
                "event_time": 0.0,
                "cohort": 28,
                "estimate": 0.27838827292039925
              },
              {
                "event_time": 1.0,
                "cohort": 28,
                "estimate": 0.5417220034350647
              },
              {
                "event_time": 2.0,
                "cohort": 28,
                "estimate": 0.290003167770172
              },
              {
                "event_time": 3.0,
                "cohort": 28,
                "estimate": 0.5680323757491628
              },
              {
                "event_time": 4.0,
                "cohort": 28,
                "estimate": 0.09473423597011876
              },
              {
                "event_time": 5.0,
                "cohort": 28,
                "estimate": 0.46753724486018605
              },
              {
                "event_time": -13.0,
                "cohort": 33,
                "estimate": -10.266804736501367
              },
              {
                "event_time": 0.0,
                "cohort": 33,
                "estimate": -0.01662396253063836
              },
              {
                "event_time": 1.0,
                "cohort": 33,
                "estimate": 0.10282572190097541
              },
              {
                "event_time": 2.0,
                "cohort": 33,
                "estimate": -1.0089212441878375
              },
              {
                "event_time": 3.0,
                "cohort": 33,
                "estimate": -0.7108966215732758
              },
              {
                "event_time": 4.0,
                "cohort": 33,
                "estimate": -0.7389673321147813
              },
              {
                "event_time": 5.0,
                "cohort": 33,
                "estimate": -0.7469638209030093
              }
            ]
          }
        }
      },
      "code_sha256": {
        "replication_engine.py": "cd3acc93d19b09e121e2366dbaaccd6cc5c4f902ca3ac3d3c1c27b3cc1d436f0",
        "reference_f_test.py": "5f044e72270f04daf518d8b9667920b0bdce87bdaa9b134f2625697b9eff1909",
        "sparse_did2s.py": "16f2083b77e2a6a0fd9a4dda23961f99f24def371aa785b956cc08b5c86929f3",
        "frequency.py": "f8b8062ee5e78fff474749beed9c4a3c20ced533b2e327a18f101ff35bca26b2",
        "sparse_models.py": "fd6fc12f18694fa56b8e0a68bec3d72bf57339ae0aecab45d7f13a834468feec"
      }
    },
    "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": "s02-p004",
        "specification_id": "S02-P004",
        "source_specification_id": "AM005-P2587-T2-CAPEX-QP-M1",
        "study_id": 2,
        "study": "Do Powerful Politicians Really Cause Corporate Downsizing?",
        "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204",
        "description": "AM005-P2587-T2-CAPEX-QP-M1",
        "data": "analyses/full-archive/prepared/S02-P004.parquet",
        "output_dir": "analyses/archive-expanded/fits/S02-P004"
      },
      "options": {
        "output_dir": "analyses/archive-expanded/fits/S02-P004",
        "regression_results": "analyses/archive-expanded/baselines/S02-P004.json",
        "display_window": [
          -10,
          10
        ],
        "timeout_seconds": 3600
      },
      "source": {
        "file": "S02-P004.parquet",
        "bytes": 1978970,
        "sha256": "95f914aa2fb92af140580d770269b97fe259b6d6cb4189386c666c0c0de4f5cc"
      },
      "regressions": {
        "y__d": {
          "sample": {
            "outcome": "y",
            "treatment": "d",
            "source_rows": 168975,
            "source_sd": 0.1005795987197113,
            "rows": 159423,
            "units": 14746,
            "clusters": 2018,
            "treated_units": 826,
            "never_treated_units": 13920,
            "treated_cohorts": 8,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 159192,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 297,
            "post_adoption_untreated_rows_removed": 6412,
            "units_without_minus_one_removed": 19,
            "additional_rows_removed": 1928
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.14123366851820662,
              "se": 0.05193064802837583,
              "pvalue": 0.006590960859578389,
              "lower": -0.24307698202356615,
              "upper": -0.0393903550128471
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.015799429157786815,
              "se": 0.0754900892698127,
              "pvalue": 0.834241872246179,
              "lower": -0.16384612450909772,
              "upper": 0.1322472661935241
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.17009157757653356,
              "se": 0.066541872183334,
              "pvalue": 0.010656190549174325,
              "lower": -0.30058955915954516,
              "upper": -0.03959359599352197
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": -0.016239084998918595,
              "se": 0.01472742296638087,
              "pvalue": 0.2703139169263033,
              "lower": -0.04512163530854678,
              "upper": 0.012643465310709593
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -27,
                "estimate": 0.1694067214248226,
                "se": 0.1260592367986836,
                "pvalue": 0.17914287054489203,
                "lower": -0.07781319322980712,
                "upper": 0.41662663607945233
              },
              {
                "event_time": -26,
                "estimate": 0.054687617075906594,
                "se": 0.3574879169794835,
                "pvalue": 0.8784313000830692,
                "lower": -0.6463965285219998,
                "upper": 0.7557717626738131
              },
              {
                "event_time": -25,
                "estimate": 0.9045848238538454,
                "se": 0.193393573903206,
                "pvalue": 3.097567666481503e-06,
                "lower": 0.5253127923131651,
                "upper": 1.2838568553945258
              },
              {
                "event_time": -24,
                "estimate": -0.18289331275690382,
                "se": 0.10658710398764838,
                "pvalue": 0.08633304809572154,
                "lower": -0.3919256329603984,
                "upper": 0.02613900744659073
              },
              {
                "event_time": -23,
                "estimate": -0.014568670544073225,
                "se": 0.08418916999510846,
                "pvalue": 0.8626319661819716,
                "lower": -0.17967548817675125,
                "upper": 0.15053814708860477
              },
              {
                "event_time": -22,
                "estimate": 0.00400632638728956,
                "se": 0.08525803243258664,
                "pvalue": 0.9625253686380617,
                "lower": -0.16319668099936016,
                "upper": 0.1712093337739393
              },
              {
                "event_time": -21,
                "estimate": 0.09990091661104371,
                "se": 0.08340394708994424,
                "pvalue": 0.23113716882413207,
                "lower": -0.06366596833181822,
                "upper": 0.26346780155390565
              },
              {
                "event_time": -20,
                "estimate": 0.011331099777677,
                "se": 0.08359783886351112,
                "pvalue": 0.892196113769674,
                "lower": -0.1526160342364211,
                "upper": 0.17527823379177507
              },
              {
                "event_time": -19,
                "estimate": -0.044016750168017274,
                "se": 0.08340990258433156,
                "pvalue": 0.5977544279132925,
                "lower": -0.207595314674008,
                "upper": 0.11956181433797346
              },
              {
                "event_time": -18,
                "estimate": 0.02429751864158806,
                "se": 0.08482622327473353,
                "pvalue": 0.7745715052566852,
                "lower": -0.1420586501804112,
                "upper": 0.1906536874635873
              },
              {
                "event_time": -17,
                "estimate": 0.04524908212030039,
                "se": 0.07976303165469638,
                "pvalue": 0.5705776439430291,
                "lower": -0.11117745495099564,
                "upper": 0.20167561919159643
              },
              {
                "event_time": -16,
                "estimate": 0.018635224382530794,
                "se": 0.0771042064933301,
                "pvalue": 0.8090458643843782,
                "lower": -0.1325769821393563,
                "upper": 0.16984743090441787
              },
              {
                "event_time": -15,
                "estimate": 0.09260100426584987,
                "se": 0.081954588838157,
                "pvalue": 0.2586500679103593,
                "lower": -0.06812348505087444,
                "upper": 0.25332549358257417
              },
              {
                "event_time": -14,
                "estimate": 0.02278807082555309,
                "se": 0.07696695767623322,
                "pvalue": 0.7672025028865975,
                "lower": -0.1281549714390307,
                "upper": 0.1737311130901369
              },
              {
                "event_time": -13,
                "estimate": 0.015395508381926023,
                "se": 0.08937064598225962,
                "pvalue": 0.8632458298777606,
                "lower": -0.1598729133018238,
                "upper": 0.19066393006567584
              },
              {
                "event_time": -12,
                "estimate": 0.14647792476986074,
                "se": 0.154638827531905,
                "pvalue": 0.3436370730072133,
                "lower": -0.15679059180685376,
                "upper": 0.44974644134657527
              },
              {
                "event_time": -11,
                "estimate": 0.1152785700215377,
                "se": 0.12543255072504939,
                "pvalue": 0.35818021073015904,
                "lower": -0.1307123249945984,
                "upper": 0.3612694650376738
              },
              {
                "event_time": -10,
                "estimate": 0.10005664744539366,
                "se": 0.08259479063099233,
                "pvalue": 0.22587793266821826,
                "lower": -0.06192336773842158,
                "upper": 0.2620366626292089
              },
              {
                "event_time": -9,
                "estimate": 0.20522578589200982,
                "se": 0.08236162002980373,
                "pvalue": 0.012790784224131197,
                "lower": 0.04370305109152636,
                "upper": 0.3667485206924933
              },
              {
                "event_time": -8,
                "estimate": 0.17799204027283114,
                "se": 0.09768640760335746,
                "pvalue": 0.06859150583718543,
                "lower": -0.01358476095108041,
                "upper": 0.3695688414967427
              },
              {
                "event_time": -7,
                "estimate": 0.17881657183868746,
                "se": 0.09243084555749866,
                "pvalue": 0.05317927313797217,
                "lower": -0.002453332140444825,
                "upper": 0.3600864758178197
              },
              {
                "event_time": -6,
                "estimate": 0.24884653961883826,
                "se": 0.09858089613264,
                "pvalue": 0.011669472463618175,
                "lower": 0.055515520429749554,
                "upper": 0.442177558807927
              },
              {
                "event_time": -5,
                "estimate": 0.42298602875049013,
                "se": 0.199310389096475,
                "pvalue": 0.03393849954792084,
                "lower": 0.03211028942722827,
                "upper": 0.813861768073752
              },
              {
                "event_time": -4,
                "estimate": 0.23238177710357286,
                "se": 0.10079278743994313,
                "pvalue": 0.021237387288866538,
                "lower": 0.03471292758880898,
                "upper": 0.4300506266183367
              },
              {
                "event_time": -3,
                "estimate": 0.05919703874426555,
                "se": 0.0823529456055226,
                "pvalue": 0.4723343900774001,
                "lower": -0.10230868428869563,
                "upper": 0.22070276177722672
              },
              {
                "event_time": -2,
                "estimate": 0.05204198718076492,
                "se": 0.07753772250086374,
                "pvalue": 0.502180926389065,
                "lower": -0.10002040527834977,
                "upper": 0.2041043796398796
              },
              {
                "event_time": 0,
                "estimate": -0.05132966747768034,
                "se": 0.13952724437803965,
                "pvalue": 0.7129992574683758,
                "lower": -0.3249622415207975,
                "upper": 0.2223029065654368
              },
              {
                "event_time": 1,
                "estimate": -0.054237832551778255,
                "se": 0.12859666297917044,
                "pvalue": 0.6732400194612044,
                "lower": -0.3064339972592635,
                "upper": 0.197958332155707
              },
              {
                "event_time": 2,
                "estimate": -0.039569401909063315,
                "se": 0.11105145310001538,
                "pvalue": 0.7216412465178912,
                "lower": -0.25735693937847237,
                "upper": 0.17821813556034577
              },
              {
                "event_time": 3,
                "estimate": 0.005510518897252294,
                "se": 0.08272032128715674,
                "pvalue": 0.9468937985683908,
                "lower": -0.1567156795801606,
                "upper": 0.1677367173746652
              },
              {
                "event_time": 4,
                "estimate": 0.034691403241260674,
                "se": 0.08190589752166684,
                "pvalue": 0.6719377585602816,
                "lower": -0.12593759554725786,
                "upper": 0.19532040202977924
              },
              {
                "event_time": 5,
                "estimate": 0.03831182674184657,
                "se": 0.0689992759606333,
                "pvalue": 0.5787854566375983,
                "lower": -0.0970054696928494,
                "upper": 0.17362912317654255
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -27,
                "estimate": 0.12151906477487673,
                "se": 0.08802690446769046,
                "pvalue": 0.1675929706150267,
                "lower": -0.05111409057705962,
                "upper": 0.2941522201268131
              },
              {
                "event_time": -26,
                "estimate": -0.055692969368040184,
                "se": 0.34425588348516145,
                "pvalue": 0.8714970163892617,
                "lower": -0.7308272339873901,
                "upper": 0.6194412952513099
              },
              {
                "event_time": -25,
                "estimate": 0.8470368430971613,
                "se": 0.17977829053947542,
                "pvalue": 2.6259960811742372e-06,
                "lower": 0.4944662994970714,
                "upper": 1.1996073866972512
              },
              {
                "event_time": -24,
                "estimate": -0.22431253011949479,
                "se": 0.07467969616449273,
                "pvalue": 0.0027003359119187028,
                "lower": -0.37076993047409035,
                "upper": -0.07785512976489922
              },
              {
                "event_time": -23,
                "estimate": -0.058275066770433766,
                "se": 0.027398522002663236,
                "pvalue": 0.03354596427773641,
                "lower": -0.11200742659725554,
                "upper": -0.004542706943611995
              },
              {
                "event_time": -22,
                "estimate": -0.037612535837864204,
                "se": 0.02636158560288759,
                "pvalue": 0.15379423257336808,
                "lower": -0.08931131736638002,
                "upper": 0.014086245690651616
              },
              {
                "event_time": -21,
                "estimate": 0.04777414968640188,
                "se": 0.024823139977047413,
                "pvalue": 0.054422284467246285,
                "lower": -0.0009075233304354918,
                "upper": 0.09645582270323926
              },
              {
                "event_time": -20,
                "estimate": -0.03199376041322593,
                "se": 0.023898714182884615,
                "pvalue": 0.18081170189790874,
                "lower": -0.078862504272778,
                "upper": 0.014874983446326144
              },
              {
                "event_time": -19,
                "estimate": -0.08638521766223141,
                "se": 0.025435109045041468,
                "pvalue": 0.0006962858464156721,
                "lower": -0.1362670481970964,
                "upper": -0.03650338712736642
              },
              {
                "event_time": -18,
                "estimate": -0.037564895479152836,
                "se": 0.028047770792273066,
                "pvalue": 0.18061793859783717,
                "lower": -0.09257052360771194,
                "upper": 0.017440732649406265
              },
              {
                "event_time": -17,
                "estimate": -0.032475836378857495,
                "se": 0.038644644646880145,
                "pvalue": 0.40080004162663635,
                "lower": -0.1082634263570317,
                "upper": 0.043311753599316716
              },
              {
                "event_time": -16,
                "estimate": -0.061293267082951956,
                "se": 0.030021577990408277,
                "pvalue": 0.04131707756549604,
                "lower": -0.1201698090728012,
                "upper": -0.0024167250931027145
              },
              {
                "event_time": -15,
                "estimate": 0.0017703930631428882,
                "se": 0.019976077409295436,
                "pvalue": 0.9293882121575063,
                "lower": -0.03740550770918247,
                "upper": 0.040946293835468245
              },
              {
                "event_time": -14,
                "estimate": -0.060142521633397984,
                "se": 0.025986660132252995,
                "pvalue": 0.020747917192507553,
                "lower": -0.11110602151809301,
                "upper": -0.009179021748702963
              },
              {
                "event_time": -13,
                "estimate": -0.0819304489419833,
                "se": 0.027153896742133254,
                "pvalue": 0.0025825875933850476,
                "lower": -0.13518306418549325,
                "upper": -0.028677833698473335
              },
              {
                "event_time": -12,
                "estimate": 0.03535441737875974,
                "se": 0.09350837803143228,
                "pvalue": 0.7054048350523375,
                "lower": -0.14802867951672252,
                "upper": 0.218737514274242
              },
              {
                "event_time": -11,
                "estimate": -0.005766494626475027,
                "se": 0.07388118365236805,
                "pvalue": 0.9377952870357585,
                "lower": -0.15065789950060154,
                "upper": 0.1391249102476515
              },
              {
                "event_time": -10,
                "estimate": -0.014099866612620254,
                "se": 0.018194593673783975,
                "pvalue": 0.4384611388090067,
                "lower": -0.049782026916287206,
                "upper": 0.021582293691046694
              },
              {
                "event_time": -9,
                "estimate": 0.09096461472107803,
                "se": 0.03038767077638484,
                "pvalue": 0.0027917489686754625,
                "lower": 0.03137011322581516,
                "upper": 0.15055911621634088
              },
              {
                "event_time": -8,
                "estimate": 0.06155898303553858,
                "se": 0.038375596649105795,
                "pvalue": 0.10884461689704257,
                "lower": -0.013700965932449315,
                "upper": 0.13681893200352646
              },
              {
                "event_time": -7,
                "estimate": 0.061039678751141295,
                "se": 0.038541657976089425,
                "pvalue": 0.11341136014395445,
                "lower": -0.014545939863331046,
                "upper": 0.13662529736561363
              },
              {
                "event_time": -6,
                "estimate": 0.10867109408010142,
                "se": 0.04838149947243393,
                "pvalue": 0.02480357180519747,
                "lower": 0.013788160673645702,
                "upper": 0.20355402748655715
              },
              {
                "event_time": -5,
                "estimate": 0.2511921913252772,
                "se": 0.1332820246172962,
                "pvalue": 0.059618520329140855,
                "lower": -0.010192627333471926,
                "upper": 0.5125770099840263
              },
              {
                "event_time": -4,
                "estimate": 0.07589112912945321,
                "se": 0.04826165261682543,
                "pvalue": 0.11599301275521147,
                "lower": -0.018756767716671147,
                "upper": 0.17053902597557757
              },
              {
                "event_time": -3,
                "estimate": -0.0895146038727224,
                "se": 0.08181787164700643,
                "pvalue": 0.27405424605556705,
                "lower": -0.24997097152548614,
                "upper": 0.07094176378004131
              },
              {
                "event_time": -2,
                "estimate": -0.1036857408234442,
                "se": 0.08578352305588566,
                "pvalue": 0.2269233966209817,
                "lower": -0.27191930932043334,
                "upper": 0.06454782767354494
              },
              {
                "event_time": -1,
                "estimate": -0.14195705505654557,
                "se": 0.09315817365050788,
                "pvalue": 0.12770839020599098,
                "lower": -0.3246533518462802,
                "upper": 0.04073924173318902
              },
              {
                "event_time": 0,
                "estimate": -0.20798099654192703,
                "se": 0.18324968211746356,
                "pvalue": 0.2565270757600767,
                "lower": -0.5673594278576436,
                "upper": 0.15139743477378953
              },
              {
                "event_time": 1,
                "estimate": -0.21831706758075625,
                "se": 0.17959629082613496,
                "pvalue": 0.22427998197338325,
                "lower": -0.5705306841143192,
                "upper": 0.13389654895280662
              },
              {
                "event_time": 2,
                "estimate": -0.20242381360703737,
                "se": 0.1557133683716189,
                "pvalue": 0.19375735216510007,
                "lower": -0.5077996560841238,
                "upper": 0.10295202887004906
              },
              {
                "event_time": 3,
                "estimate": -0.14695764443693407,
                "se": 0.10775725886000063,
                "pvalue": 0.17278767739531453,
                "lower": -0.35828480312289235,
                "upper": 0.06436951424902418
              },
              {
                "event_time": 4,
                "estimate": -0.10973194944732248,
                "se": 0.03292583901306095,
                "pvalue": 0.0008756185932939232,
                "lower": -0.17430415627212223,
                "upper": -0.04515974262252273
              },
              {
                "event_time": 5,
                "estimate": -0.10155585645074808,
                "se": 0.06726385248634374,
                "pvalue": 0.13124770974424455,
                "lower": -0.23346974307511287,
                "upper": 0.030358030173616712
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -27,
                "estimate": -0.6335018928780178,
                "se": 0.1541575807224957,
                "pvalue": 4.1248498866580155e-05,
                "lower": -0.9358266166937148,
                "upper": -0.3311771690623208
              },
              {
                "event_time": -26,
                "estimate": -0.24217460602148477,
                "se": 0.08885852411388918,
                "pvalue": 0.006477948088574728,
                "lower": -0.416438684605859,
                "upper": -0.06791052743711054
              },
              {
                "event_time": -25,
                "estimate": 0.6731355024736143,
                "se": 0.09369041082469132,
                "pvalue": 9.438633542470996e-13,
                "lower": 0.4893954136372264,
                "upper": 0.8568755913100022
              },
              {
                "event_time": -24,
                "estimate": -0.336131998721488,
                "se": 0.06904085720441658,
                "pvalue": 1.2112945924980541e-06,
                "lower": -0.47153084183059196,
                "upper": -0.20073315561238408
              },
              {
                "event_time": -23,
                "estimate": -0.15547961812880423,
                "se": 0.032287554374277334,
                "pvalue": 1.5778344183155277e-06,
                "lower": -0.21880005889557647,
                "upper": -0.09215917736203201
              },
              {
                "event_time": -22,
                "estimate": -0.13686480916647797,
                "se": 0.027760880421674836,
                "pvalue": 8.88881651382194e-07,
                "lower": -0.19130780487923246,
                "upper": -0.08242181345372349
              },
              {
                "event_time": -21,
                "estimate": -0.03712569762767972,
                "se": 0.027585096977601257,
                "pvalue": 0.17849870210660487,
                "lower": -0.09122395725329632,
                "upper": 0.016972561997936876
              },
              {
                "event_time": -20,
                "estimate": -0.12795513947121476,
                "se": 0.029429788675674903,
                "pvalue": 1.4435029525163982e-05,
                "lower": -0.1856710992808343,
                "upper": -0.07023917966159521
              },
              {
                "event_time": -19,
                "estimate": -0.18096990690435474,
                "se": 0.028488403854499172,
                "pvalue": 2.6123972591515017e-10,
                "lower": -0.23683967851659615,
                "upper": -0.12510013529211333
              },
              {
                "event_time": -18,
                "estimate": -0.06731860398354432,
                "se": 0.02623816296573205,
                "pvalue": 0.010369200037555098,
                "lower": -0.11877533634058395,
                "upper": -0.015861871626504695
              },
              {
                "event_time": -17,
                "estimate": 0.01939151813722805,
                "se": 0.02775875147972631,
                "pvalue": 0.484899369906788,
                "lower": -0.03504730242057401,
                "upper": 0.0738303386950301
              },
              {
                "event_time": -16,
                "estimate": -0.004764905544590351,
                "se": 0.026206452673110527,
                "pvalue": 0.8557408114023144,
                "lower": -0.05615944955244867,
                "upper": 0.04662963846326797
              },
              {
                "event_time": -15,
                "estimate": 0.07786323246215411,
                "se": 0.026460699087036448,
                "pvalue": 0.0032918358082273005,
                "lower": 0.025970075434351918,
                "upper": 0.1297563894899563
              },
              {
                "event_time": -14,
                "estimate": 0.015418682364149026,
                "se": 0.029826257203760292,
                "pvalue": 0.6052477714553293,
                "lower": -0.04307480805858257,
                "upper": 0.07391217278688061
              },
              {
                "event_time": -13,
                "estimate": 0.02416097898062635,
                "se": 0.030079440508089174,
                "pvalue": 0.42193126490055977,
                "lower": -0.03482903955442535,
                "upper": 0.08315099751567806
              },
              {
                "event_time": -12,
                "estimate": 0.1598782960012482,
                "se": 0.033052637669373774,
                "pvalue": 1.417387910767418e-06,
                "lower": 0.0950574191560037,
                "upper": 0.2246991728464927
              },
              {
                "event_time": -11,
                "estimate": 0.14100028996078742,
                "se": 0.033669217723398405,
                "pvalue": 2.9378394482016726e-05,
                "lower": 0.07497021280460381,
                "upper": 0.20703036711697104
              },
              {
                "event_time": -10,
                "estimate": 0.1180664491664062,
                "se": 0.030771006323921015,
                "pvalue": 0.00012840916367852726,
                "lower": 0.05772017268223614,
                "upper": 0.17841272565057625
              },
              {
                "event_time": -9,
                "estimate": 0.21434579445312546,
                "se": 0.0330317043150523,
                "pvalue": 1.0835903130136364e-10,
                "lower": 0.149565970863479,
                "upper": 0.2791256180427719
              },
              {
                "event_time": -8,
                "estimate": 0.18375702806933975,
                "se": 0.029895245281282682,
                "pvalue": 9.508803398233086e-10,
                "lower": 0.1251282423118878,
                "upper": 0.2423858138267917
              },
              {
                "event_time": -7,
                "estimate": 0.17566223377829146,
                "se": 0.02049659211488968,
                "pvalue": 2.0181523670212176e-17,
                "lower": 0.1354655303709399,
                "upper": 0.21585893718564303
              },
              {
                "event_time": -6,
                "estimate": 0.2377073457292496,
                "se": 0.028330250202687233,
                "pvalue": 8.969289251053307e-17,
                "lower": 0.18214773569894532,
                "upper": 0.29326695575955386
              },
              {
                "event_time": -5,
                "estimate": 0.41348493748138815,
                "se": 0.029993901522139658,
                "pvalue": 2.199542643101867e-41,
                "lower": 0.35466267294313286,
                "upper": 0.47230720201964344
              },
              {
                "event_time": -4,
                "estimate": 0.23053612446968436,
                "se": 0.019738214191640794,
                "pvalue": 1.5209393697147081e-30,
                "lower": 0.1918267069623812,
                "upper": 0.2692455419769875
              },
              {
                "event_time": -3,
                "estimate": 0.06249822927518947,
                "se": 0.023102036328196462,
                "pvalue": 0.006881430001808731,
                "lower": 0.017191882874522335,
                "upper": 0.1078045756758566
              },
              {
                "event_time": -2,
                "estimate": 0.05769798358090343,
                "se": 0.019160099909098977,
                "pvalue": 0.0026330895544343616,
                "lower": 0.020122329590024343,
                "upper": 0.09527363757178252
              },
              {
                "event_time": 0,
                "estimate": -0.052861554076635515,
                "se": 0.01642120543173691,
                "pvalue": 0.0013063474647060061,
                "lower": -0.08506585031431141,
                "upper": -0.020657257838959622
              },
              {
                "event_time": 1,
                "estimate": -0.06269354278767168,
                "se": 0.01746446674238522,
                "pvalue": 0.0003388660537493487,
                "lower": -0.09694382136453025,
                "upper": -0.02844326421081312
              },
              {
                "event_time": 2,
                "estimate": -0.04360476655712885,
                "se": 0.018359596390986027,
                "pvalue": 0.01764008965613205,
                "lower": -0.07961052042442826,
                "upper": -0.007599012689829453
              },
              {
                "event_time": 3,
                "estimate": 0.009340321401183795,
                "se": 0.019038676694955983,
                "pvalue": 0.6237647359392117,
                "lower": -0.0279972045682996,
                "upper": 0.046677847370667186
              },
              {
                "event_time": 4,
                "estimate": 0.03726203453264377,
                "se": 0.019202147407215056,
                "pvalue": 0.05245644809772627,
                "lower": -0.0003960805230464465,
                "upper": 0.07492014958833398
              },
              {
                "event_time": 5,
                "estimate": 0.04645530958614165,
                "se": 0.018025021096176305,
                "pvalue": 0.010028912349736664,
                "lower": 0.011105704985876923,
                "upper": 0.08180491418640637
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0
            ],
            "weights": [
              0.20189734857698857,
              0.18389686207735345,
              0.17003162247628315,
              0.15908538068596448,
              0.1471661396253953,
              0.1379226465580151
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 1.1102230246251565e-16,
            "package_aggregate_vs_estimable_cell_weights": 5.551115123125783e-17,
            "saturated_vs_deviations_relative_rss_difference": 3.3461573846907186e-12
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "F": 2.295867029571808,
            "df_num": 29,
            "df_den": 144463,
            "pvalue": 8.797442420089926e-05,
            "log10_pvalue": -4.055643566972912,
            "inference": "Homoskedastic nested-model F",
            "observations": 159423,
            "design_columns": 174,
            "restricted_design_columns": 145,
            "fixed_effect_rank": 14786,
            "covariance_rank": 29,
            "rss_unrestricted": 80114.3973569716,
            "rss_restricted": 80151.32050062147,
            "test_horizon": null,
            "reference_cohort": 3,
            "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.-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]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-23.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-22.0]"
              ],
              "data": [
                [
                  -5.6237010854189066e-06,
                  -1.5500500676945196e-05,
                  -2.077423025475231e-05,
                  -2.0235028181633895e-05,
                  -4.17680318060429e-05,
                  -3.9927390061620806e-05
                ],
                [
                  -3.969985356704091e-06,
                  -1.1019070714127424e-05,
                  -1.476930449737369e-05,
                  -2.740283755842305e-06,
                  6.304901761764255e-05,
                  7.834333600904286e-05
                ],
                [
                  -2.3700986008061865e-06,
                  -6.612875705868291e-06,
                  -8.87777007387232e-06,
                  1.5945663929290625e-05,
                  0.00016885047393081968,
                  0.00019639366096261293
                ],
                [
                  -1.131115879146453e-06,
                  -3.2142751575695465e-06,
                  -4.3382185887143625e-06,
                  2.7648525954443023e-05,
                  0.0002417981832467142,
                  0.00027230267431441977
                ],
                [
                  -2.854870090758197e-07,
                  -8.098121748018667e-07,
                  -1.1182559600209042e-06,
                  3.625543619305667e-05,
                  0.0002907495701585498,
                  0.0003355573294500733
                ]
              ]
            },
            "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_17,ref=-1.0)+i(rel_time,cohort_dummy_19,ref=-1.0)+i(rel_time,cohort_dummy_20,ref=-1.0)+i(rel_time,cohort_dummy_24,ref=-1.0)+i(rel_time,cohort_dummy_25,ref=-1.0)+i(rel_time,cohort_dummy_28,ref=-1.0)+i(rel_time,cohort_dummy_33,ref=-1.0)|unit_fe+time_fe",
            "restriction_names": [
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_17",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_17",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_17",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_17",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_17",
              "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_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_25",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_25",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_25",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_25",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_25",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_28",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_28",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_28",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_28",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_28",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_33",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_33",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_33",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_33",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_33"
            ],
            "deviations": [
              {
                "event_time": -16.0,
                "cohort": 17,
                "estimate": 1.551815860440249
              },
              {
                "event_time": -15.0,
                "cohort": 17,
                "estimate": 1.8633657358326154
              },
              {
                "event_time": -14.0,
                "cohort": 17,
                "estimate": 1.747205077922667
              },
              {
                "event_time": -13.0,
                "cohort": 17,
                "estimate": -8.576318622412304
              },
              {
                "event_time": -12.0,
                "cohort": 17,
                "estimate": 1.9148335179112261
              },
              {
                "event_time": -11.0,
                "cohort": 17,
                "estimate": 1.4176460159483768
              },
              {
                "event_time": -10.0,
                "cohort": 17,
                "estimate": 1.179473544035642
              },
              {
                "event_time": -9.0,
                "cohort": 17,
                "estimate": 1.0123690251248698
              },
              {
                "event_time": -8.0,
                "cohort": 17,
                "estimate": 0.7428637939844398
              },
              {
                "event_time": -7.0,
                "cohort": 17,
                "estimate": 1.0951069710350594
              },
              {
                "event_time": -6.0,
                "cohort": 17,
                "estimate": 0.8718873047555197
              },
              {
                "event_time": -5.0,
                "cohort": 17,
                "estimate": 0.5730740066642634
              },
              {
                "event_time": -4.0,
                "cohort": 17,
                "estimate": 0.5820641746909933
              },
              {
                "event_time": -3.0,
                "cohort": 17,
                "estimate": 1.4808603490767362
              },
              {
                "event_time": -2.0,
                "cohort": 17,
                "estimate": 0.8689034260459607
              },
              {
                "event_time": 0.0,
                "cohort": 17,
                "estimate": 0.056181446651725975
              },
              {
                "event_time": 1.0,
                "cohort": 17,
                "estimate": 0.6454729512345929
              },
              {
                "event_time": 2.0,
                "cohort": 17,
                "estimate": 0.30874810262815056
              },
              {
                "event_time": 3.0,
                "cohort": 17,
                "estimate": 0.6028009852623027
              },
              {
                "event_time": 4.0,
                "cohort": 17,
                "estimate": 0.5248213902884401
              },
              {
                "event_time": 5.0,
                "cohort": 17,
                "estimate": 0.6538768340965974
              },
              {
                "event_time": -18.0,
                "cohort": 19,
                "estimate": 0.33109185658581075
              },
              {
                "event_time": -17.0,
                "cohort": 19,
                "estimate": 0.9206151912639342
              },
              {
                "event_time": -16.0,
                "cohort": 19,
                "estimate": 1.6371554294186828
              },
              {
                "event_time": -15.0,
                "cohort": 19,
                "estimate": 1.8417002751272942
              },
              {
                "event_time": -14.0,
                "cohort": 19,
                "estimate": 1.5784944474131564
              },
              {
                "event_time": -13.0,
                "cohort": 19,
                "estimate": -8.606781860072257
              },
              {
                "event_time": -12.0,
                "cohort": 19,
                "estimate": 1.7586505579891205
              },
              {
                "event_time": -11.0,
                "cohort": 19,
                "estimate": 1.4220121289089995
              },
              {
                "event_time": -10.0,
                "cohort": 19,
                "estimate": 1.278302868894905
              },
              {
                "event_time": -9.0,
                "cohort": 19,
                "estimate": 1.1832675663179044
              },
              {
                "event_time": -8.0,
                "cohort": 19,
                "estimate": 1.120708999983309
              },
              {
                "event_time": -7.0,
                "cohort": 19,
                "estimate": 1.1472788211033094
              },
              {
                "event_time": -6.0,
                "cohort": 19,
                "estimate": 0.8644963514166
              },
              {
                "event_time": -5.0,
                "cohort": 19,
                "estimate": 1.3467782212576376
              },
              {
                "event_time": -4.0,
                "cohort": 19,
                "estimate": 0.9270516339806665
              },
              {
                "event_time": -3.0,
                "cohort": 19,
                "estimate": 1.3287188745356948
              },
              {
                "event_time": -2.0,
                "cohort": 19,
                "estimate": 0.5692331387404247
              },
              {
                "event_time": 0.0,
                "cohort": 19,
                "estimate": -0.1413356510849588
              },
              {
                "event_time": 1.0,
                "cohort": 19,
                "estimate": 0.420048183320476
              },
              {
                "event_time": 2.0,
                "cohort": 19,
                "estimate": 0.04577337858902686
              },
              {
                "event_time": 3.0,
                "cohort": 19,
                "estimate": 0.7243037300077277
              },
              {
                "event_time": 4.0,
                "cohort": 19,
                "estimate": 0.5514206238584418
              },
              {
                "event_time": 5.0,
                "cohort": 19,
                "estimate": 0.532139546207107
              },
              {
                "event_time": -5.0,
                "cohort": 20,
                "estimate": 0.99930738781354
              },
              {
                "event_time": -4.0,
                "cohort": 20,
                "estimate": 1.0313636645425002
              },
              {
                "event_time": -3.0,
                "cohort": 20,
                "estimate": 1.050815920630737
              },
              {
                "event_time": -2.0,
                "cohort": 20,
                "estimate": 0.393969223220006
              },
              {
                "event_time": 0.0,
                "cohort": 20,
                "estimate": 1.9414900767889416
              },
              {
                "event_time": 1.0,
                "cohort": 20,
                "estimate": 1.890733311810771
              },
              {
                "event_time": 2.0,
                "cohort": 20,
                "estimate": 0.49562722779894414
              },
              {
                "event_time": 3.0,
                "cohort": 20,
                "estimate": 0.9907514026534056
              },
              {
                "event_time": 4.0,
                "cohort": 20,
                "estimate": 1.4809004221979183
              },
              {
                "event_time": -22.0,
                "cohort": 24,
                "estimate": 0.7464453388656248
              },
              {
                "event_time": -21.0,
                "cohort": 24,
                "estimate": 0.7926497778486562
              },
              {
                "event_time": -20.0,
                "cohort": 24,
                "estimate": 0.508933659955045
              },
              {
                "event_time": -19.0,
                "cohort": 24,
                "estimate": -0.16435838081188825
              },
              {
                "event_time": -18.0,
                "cohort": 24,
                "estimate": -0.6313557568455881
              },
              {
                "event_time": -17.0,
                "cohort": 24,
                "estimate": 0.3177634111033696
              },
              {
                "event_time": -16.0,
                "cohort": 24,
                "estimate": 1.4996833138771801
              },
              {
                "event_time": -15.0,
                "cohort": 24,
                "estimate": 1.6357891870424202
              },
              {
                "event_time": -14.0,
                "cohort": 24,
                "estimate": 1.182129067441128
              },
              {
                "event_time": -13.0,
                "cohort": 24,
                "estimate": -9.410096723759164
              },
              {
                "event_time": -12.0,
                "cohort": 24,
                "estimate": 0.9055551281380638
              },
              {
                "event_time": -11.0,
                "cohort": 24,
                "estimate": 0.3717250659919067
              },
              {
                "event_time": -10.0,
                "cohort": 24,
                "estimate": 0.3170961126106867
              },
              {
                "event_time": -9.0,
                "cohort": 24,
                "estimate": 1.0927337607886338
              },
              {
                "event_time": -8.0,
                "cohort": 24,
                "estimate": 0.5148061464052743
              },
              {
                "event_time": -7.0,
                "cohort": 24,
                "estimate": 0.04237844084449401
              },
              {
                "event_time": -6.0,
                "cohort": 24,
                "estimate": -0.10721272259270978
              },
              {
                "event_time": -5.0,
                "cohort": 24,
                "estimate": -0.11785058803452256
              },
              {
                "event_time": -4.0,
                "cohort": 24,
                "estimate": -0.09070353522086125
              },
              {
                "event_time": -3.0,
                "cohort": 24,
                "estimate": 0.9793579723207133
              },
              {
                "event_time": -2.0,
                "cohort": 24,
                "estimate": 0.325813513168442
              },
              {
                "event_time": 0.0,
                "cohort": 24,
                "estimate": -0.16867723413488817
              },
              {
                "event_time": -24.0,
                "cohort": 25,
                "estimate": 0.45772523425165856
              },
              {
                "event_time": -23.0,
                "cohort": 25,
                "estimate": 0.8909228675332428
              },
              {
                "event_time": -22.0,
                "cohort": 25,
                "estimate": 1.0028241885300626
              },
              {
                "event_time": -21.0,
                "cohort": 25,
                "estimate": 1.1034674368966582
              },
              {
                "event_time": -20.0,
                "cohort": 25,
                "estimate": 0.6837426021476867
              },
              {
                "event_time": -19.0,
                "cohort": 25,
                "estimate": 0.12746131412461414
              },
              {
                "event_time": -18.0,
                "cohort": 25,
                "estimate": -0.21167670030841612
              },
              {
                "event_time": -17.0,
                "cohort": 25,
                "estimate": 0.6563491271169766
              },
              {
                "event_time": -16.0,
                "cohort": 25,
                "estimate": 1.3256440709695358
              },
              {
                "event_time": -15.0,
                "cohort": 25,
                "estimate": 1.4164930150568877
              },
              {
                "event_time": -14.0,
                "cohort": 25,
                "estimate": 1.2600384349024596
              },
              {
                "event_time": -13.0,
                "cohort": 25,
                "estimate": -9.062836174938496
              },
              {
                "event_time": -12.0,
                "cohort": 25,
                "estimate": 1.0408656449683171
              },
              {
                "event_time": -11.0,
                "cohort": 25,
                "estimate": 0.8116500928573342
              },
              {
                "event_time": -10.0,
                "cohort": 25,
                "estimate": 0.8659435193023681
              },
              {
                "event_time": -9.0,
                "cohort": 25,
                "estimate": 0.770484679880546
              },
              {
                "event_time": -8.0,
                "cohort": 25,
                "estimate": 0.5962529395091133
              },
              {
                "event_time": -7.0,
                "cohort": 25,
                "estimate": 0.6485650870410072
              },
              {
                "event_time": -6.0,
                "cohort": 25,
                "estimate": 0.3291167014767302
              },
              {
                "event_time": -5.0,
                "cohort": 25,
                "estimate": 0.404196916548503
              },
              {
                "event_time": -4.0,
                "cohort": 25,
                "estimate": 0.4161010409559133
              },
              {
                "event_time": -3.0,
                "cohort": 25,
                "estimate": 1.1983292114551842
              },
              {
                "event_time": -2.0,
                "cohort": 25,
                "estimate": 0.4413589986342706
              },
              {
                "event_time": 0.0,
                "cohort": 25,
                "estimate": 0.03267469856743743
              },
              {
                "event_time": 1.0,
                "cohort": 25,
                "estimate": 0.5657730555813774
              },
              {
                "event_time": 2.0,
                "cohort": 25,
                "estimate": 0.11137830367281998
              },
              {
                "event_time": 3.0,
                "cohort": 25,
                "estimate": 0.6348325562042338
              },
              {
                "event_time": 4.0,
                "cohort": 25,
                "estimate": 0.16509992989083977
              },
              {
                "event_time": 5.0,
                "cohort": 25,
                "estimate": 0.3334909298496883
              },
              {
                "event_time": -26.0,
                "cohort": 28,
                "estimate": -0.29909933192077587
              },
              {
                "event_time": -25.0,
                "cohort": 28,
                "estimate": 0.13355680102544837
              },
              {
                "event_time": -24.0,
                "cohort": 28,
                "estimate": 0.3792869878066835
              },
              {
                "event_time": -23.0,
                "cohort": 28,
                "estimate": 0.7619701563251273
              },
              {
                "event_time": -22.0,
                "cohort": 28,
                "estimate": 1.4291517840035866
              },
              {
                "event_time": -21.0,
                "cohort": 28,
                "estimate": 1.4011582791006243
              },
              {
                "event_time": -20.0,
                "cohort": 28,
                "estimate": 0.6135910830112428
              },
              {
                "event_time": -19.0,
                "cohort": 28,
                "estimate": 0.11507546505553484
              },
              {
                "event_time": -18.0,
                "cohort": 28,
                "estimate": -0.050577672069918145
              },
              {
                "event_time": -17.0,
                "cohort": 28,
                "estimate": 0.7047387367471849
              },
              {
                "event_time": -16.0,
                "cohort": 28,
                "estimate": 1.337541214403866
              },
              {
                "event_time": -15.0,
                "cohort": 28,
                "estimate": 1.1244345320170175
              },
              {
                "event_time": -14.0,
                "cohort": 28,
                "estimate": 1.2264752013694216
              },
              {
                "event_time": -13.0,
                "cohort": 28,
                "estimate": -8.210600413683705
              },
              {
                "event_time": -12.0,
                "cohort": 28,
                "estimate": 1.6945898461848434
              },
              {
                "event_time": -11.0,
                "cohort": 28,
                "estimate": 1.6208942757457743
              },
              {
                "event_time": -10.0,
                "cohort": 28,
                "estimate": 0.972188723926427
              },
              {
                "event_time": -9.0,
                "cohort": 28,
                "estimate": 0.5435550760497944
              },
              {
                "event_time": -8.0,
                "cohort": 28,
                "estimate": 0.3039820671149989
              },
              {
                "event_time": -7.0,
                "cohort": 28,
                "estimate": 0.8787863914057531
              },
              {
                "event_time": -6.0,
                "cohort": 28,
                "estimate": 0.41346896141209455
              },
              {
                "event_time": -5.0,
                "cohort": 28,
                "estimate": 0.3963892333726941
              },
              {
                "event_time": -4.0,
                "cohort": 28,
                "estimate": 0.6713838586847578
              },
              {
                "event_time": -3.0,
                "cohort": 28,
                "estimate": 1.1811952994297399
              },
              {
                "event_time": -2.0,
                "cohort": 28,
                "estimate": 0.39477006696856576
              },
              {
                "event_time": 0.0,
                "cohort": 28,
                "estimate": 0.27838827292039925
              },
              {
                "event_time": 1.0,
                "cohort": 28,
                "estimate": 0.5417220034350647
              },
              {
                "event_time": 2.0,
                "cohort": 28,
                "estimate": 0.290003167770172
              },
              {
                "event_time": 3.0,
                "cohort": 28,
                "estimate": 0.5680323757491628
              },
              {
                "event_time": 4.0,
                "cohort": 28,
                "estimate": 0.09473423597011876
              },
              {
                "event_time": 5.0,
                "cohort": 28,
                "estimate": 0.46753724486018605
              },
              {
                "event_time": -13.0,
                "cohort": 33,
                "estimate": -10.266804736501367
              },
              {
                "event_time": 0.0,
                "cohort": 33,
                "estimate": -0.01662396253063836
              },
              {
                "event_time": 1.0,
                "cohort": 33,
                "estimate": 0.10282572190097541
              },
              {
                "event_time": 2.0,
                "cohort": 33,
                "estimate": -1.0089212441878375
              },
              {
                "event_time": 3.0,
                "cohort": 33,
                "estimate": -0.7108966215732758
              },
              {
                "event_time": 4.0,
                "cohort": 33,
                "estimate": -0.7389673321147813
              },
              {
                "event_time": 5.0,
                "cohort": 33,
                "estimate": -0.7469638209030093
              }
            ]
          }
        }
      },
      "alternative_models": {
        "y__d": [
          {
            "method": "CS-DID",
            "estimate": -0.0413085621346146,
            "se": 0.020858756960233094,
            "lower": -0.08219097453894564,
            "upper": -0.0004261497302835565,
            "event_study": [
              {
                "event_time": -27,
                "estimate": -0.8477191259239365,
                "se": 0.046376952571541986,
                "lower": -0.938616282676881,
                "upper": -0.756821969170992,
                "n": 0.0,
                "relative_to_minus_one": -0.8477191259239365
              },
              {
                "event_time": -26,
                "estimate": -0.16994888035669084,
                "se": 0.04294306324455188,
                "lower": -0.25411573770183826,
                "upper": -0.08578202301154339,
                "n": 0.0,
                "relative_to_minus_one": -0.16994888035669084
              },
              {
                "event_time": -25,
                "estimate": 1.220137936721151,
                "se": 0.06261481123531298,
                "lower": 1.0974151618011636,
                "upper": 1.3428607116411382,
                "n": 0.0,
                "relative_to_minus_one": 1.220137936721151
              },
              {
                "event_time": -24,
                "estimate": -0.1739907563093079,
                "se": 0.10334362949409859,
                "lower": -0.3765405481493924,
                "upper": 0.0285590355307766,
                "n": 0.0,
                "relative_to_minus_one": -0.1739907563093079
              },
              {
                "event_time": -23,
                "estimate": -0.011714773691653387,
                "se": 0.04236444224590732,
                "lower": -0.09474755471875888,
                "upper": 0.07131800733545211,
                "n": 0.0,
                "relative_to_minus_one": -0.011714773691653387
              },
              {
                "event_time": -22,
                "estimate": -0.01913601541698053,
                "se": 0.038547975106083966,
                "lower": -0.09468865830185166,
                "upper": 0.05641662746789061,
                "n": 0.0,
                "relative_to_minus_one": -0.01913601541698053
              },
              {
                "event_time": -21,
                "estimate": 0.09670580057357021,
                "se": 0.03637859984183992,
                "lower": 0.025405055075569463,
                "upper": 0.16800654607157095,
                "n": 0.0,
                "relative_to_minus_one": 0.09670580057357021
              },
              {
                "event_time": -20,
                "estimate": -0.015913505395550476,
                "se": 0.04518545935428767,
                "lower": -0.10447537835485281,
                "upper": 0.07264836756375186,
                "n": 0.0,
                "relative_to_minus_one": -0.015913505395550476
              },
              {
                "event_time": -19,
                "estimate": -0.08400658361955102,
                "se": 0.04690806421821919,
                "lower": -0.17594470007175264,
                "upper": 0.007931532832650606,
                "n": 0.0,
                "relative_to_minus_one": -0.08400658361955102
              },
              {
                "event_time": -18,
                "estimate": 0.0028678063034533385,
                "se": 0.052680266673494625,
                "lower": -0.10038361907256181,
                "upper": 0.10611923167946848,
                "n": 0.0,
                "relative_to_minus_one": 0.0028678063034533385
              },
              {
                "event_time": -17,
                "estimate": 0.01325961791837612,
                "se": 0.03087790537143349,
                "lower": -0.047259964527669396,
                "upper": 0.07377920036442163,
                "n": 0.0,
                "relative_to_minus_one": 0.01325961791837612
              },
              {
                "event_time": -16,
                "estimate": -0.00965331373474886,
                "se": 0.029705881713869006,
                "lower": -0.06787577202293908,
                "upper": 0.04856914455344137,
                "n": 0.0,
                "relative_to_minus_one": -0.00965331373474886
              },
              {
                "event_time": -15,
                "estimate": 0.07151111143527807,
                "se": 0.032013679531346186,
                "lower": 0.008765452541232427,
                "upper": 0.1342567703293237,
                "n": 0.0,
                "relative_to_minus_one": 0.07151111143527807
              },
              {
                "event_time": -14,
                "estimate": -0.00836084617102703,
                "se": 0.03454645872054669,
                "lower": -0.07607066105669821,
                "upper": 0.05934896871464415,
                "n": 0.0,
                "relative_to_minus_one": -0.00836084617102703
              },
              {
                "event_time": -13,
                "estimate": -0.0061150514141808075,
                "se": 0.03802969135674288,
                "lower": -0.08065187681657104,
                "upper": 0.06842177398820942,
                "n": 0.0,
                "relative_to_minus_one": -0.0061150514141808075
              },
              {
                "event_time": -12,
                "estimate": 0.09836419609914246,
                "se": 0.05894319803125886,
                "lower": -0.017162349175737127,
                "upper": 0.21389074137402203,
                "n": 0.0,
                "relative_to_minus_one": 0.09836419609914246
              },
              {
                "event_time": -11,
                "estimate": 0.06371895798728675,
                "se": 0.07049169742316234,
                "lower": -0.07444223017120638,
                "upper": 0.20188014614577987,
                "n": 0.0,
                "relative_to_minus_one": 0.06371895798728675
              },
              {
                "event_time": -10,
                "estimate": 0.04189351318700598,
                "se": 0.047816453173636156,
                "lower": -0.05182501290176685,
                "upper": 0.1356120392757788,
                "n": 0.0,
                "relative_to_minus_one": 0.04189351318700598
              },
              {
                "event_time": -9,
                "estimate": 0.12403399636834023,
                "se": 0.04173637607281285,
                "lower": 0.042232202420407775,
                "upper": 0.2058357903162727,
                "n": 0.0,
                "relative_to_minus_one": 0.12403399636834023
              },
              {
                "event_time": -8,
                "estimate": 0.11940833940443478,
                "se": 0.04640812279089498,
                "lower": 0.02845009014416816,
                "upper": 0.2103665886647014,
                "n": 0.0,
                "relative_to_minus_one": 0.11940833940443478
              },
              {
                "event_time": -7,
                "estimate": 0.10915450454904371,
                "se": 0.035287951823380646,
                "lower": 0.039991389887033116,
                "upper": 0.17831761921105432,
                "n": 0.0,
                "relative_to_minus_one": 0.10915450454904371
              },
              {
                "event_time": -6,
                "estimate": 0.18094710057711538,
                "se": 0.044866171014825394,
                "lower": 0.09301102126384272,
                "upper": 0.268883179890388,
                "n": 0.0,
                "relative_to_minus_one": 0.18094710057711538
              },
              {
                "event_time": -5,
                "estimate": 0.3871423013259276,
                "se": 0.07220124455225405,
                "lower": 0.24563046236454086,
                "upper": 0.5286541402873143,
                "n": 0.0,
                "relative_to_minus_one": 0.3871423013259276
              },
              {
                "event_time": -4,
                "estimate": 0.19807990721399218,
                "se": 0.04138803829964951,
                "lower": 0.11696084275591477,
                "upper": 0.2791989716720696,
                "n": 0.0,
                "relative_to_minus_one": 0.19807990721399218
              },
              {
                "event_time": -3,
                "estimate": 0.026205190209457014,
                "se": 0.029536446289061363,
                "lower": -0.031685180748404984,
                "upper": 0.08409556116731902,
                "n": 0.0,
                "relative_to_minus_one": 0.026205190209457014
              },
              {
                "event_time": -2,
                "estimate": 0.053687740270238524,
                "se": 0.03148000655582364,
                "lower": -0.008011938812260602,
                "upper": 0.11538741935273765,
                "n": 0.0,
                "relative_to_minus_one": 0.053687740270238524
              },
              {
                "event_time": -1,
                "estimate": 0.0,
                "se": 2.4358421539531324e-19,
                "lower": -4.774162893772609e-19,
                "upper": 4.774162893772609e-19,
                "n": 0.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.042845937113070554,
                "se": 0.029437381794000354,
                "lower": -0.10054214522846633,
                "upper": 0.014850271002325222,
                "n": 830.0,
                "relative_to_minus_one": -0.042845937113070554
              },
              {
                "event_time": 1,
                "estimate": -0.0768686317507567,
                "se": 0.031291542669257294,
                "lower": -0.13819892840319936,
                "upper": -0.015538335098314052,
                "n": 756.0,
                "relative_to_minus_one": -0.0768686317507567
              },
              {
                "event_time": 2,
                "estimate": -0.06534292099118812,
                "se": 0.03055662969406442,
                "lower": -0.12523281468048156,
                "upper": -0.005453027301894682,
                "n": 699.0,
                "relative_to_minus_one": -0.06534292099118812
              },
              {
                "event_time": 3,
                "estimate": -0.020066757913634197,
                "se": 0.03011568629916181,
                "lower": -0.07909241842969769,
                "upper": 0.03895890260242929,
                "n": 654.0,
                "relative_to_minus_one": -0.020066757913634197
              },
              {
                "event_time": 4,
                "estimate": -0.025821476403114912,
                "se": 0.04331522125241997,
                "lower": -0.11071775004024198,
                "upper": 0.059074797234012155,
                "n": 605.0,
                "relative_to_minus_one": -0.025821476403114912
              },
              {
                "event_time": 5,
                "estimate": -0.016905648635923108,
                "se": 0.03392780803907274,
                "lower": -0.0834029304668942,
                "upper": 0.04959163319504798,
                "n": 567.0,
                "relative_to_minus_one": -0.016905648635923108
              }
            ],
            "group_time_estimates": [
              {
                "group": 3,
                "year": 2,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 2
              },
              {
                "group": 3,
                "year": 3,
                "event_time": 0,
                "att": -0.022692087144108086,
                "mass": 7.0,
                "base": 2
              },
              {
                "group": 3,
                "year": 4,
                "event_time": 1,
                "att": -0.5754776715884954,
                "mass": 7.0,
                "base": 2
              },
              {
                "group": 3,
                "year": 5,
                "event_time": 2,
                "att": -0.14597366415771884,
                "mass": 7.0,
                "base": 2
              },
              {
                "group": 3,
                "year": 6,
                "event_time": 3,
                "att": -0.6889568347222877,
                "mass": 7.0,
                "base": 2
              },
              {
                "group": 3,
                "year": 7,
                "event_time": 4,
                "att": -0.35486135566529975,
                "mass": 7.0,
                "base": 2
              },
              {
                "group": 3,
                "year": 8,
                "event_time": 5,
                "att": -0.43316562640822276,
                "mass": 7.0,
                "base": 2
              },
              {
                "group": 17,
                "year": 1,
                "event_time": -16,
                "att": 0.08975176898504589,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 2,
                "event_time": -15,
                "att": 0.6987722041299073,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 3,
                "event_time": -14,
                "att": 0.6989566507401485,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 4,
                "event_time": -13,
                "att": 0.6042899348715937,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 5,
                "event_time": -12,
                "att": 1.0018894583183817,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 6,
                "event_time": -11,
                "att": 0.6446584925317085,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 7,
                "event_time": -10,
                "att": 0.4935034561715257,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 8,
                "event_time": -9,
                "att": 0.5375864796404607,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 9,
                "event_time": -8,
                "att": 0.3787055168357083,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 10,
                "event_time": -7,
                "att": 0.6489876435075742,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 11,
                "event_time": -6,
                "att": 0.7835402982901654,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 12,
                "event_time": -5,
                "att": 0.39211660591962827,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 13,
                "event_time": -4,
                "att": 0.271532016678414,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 14,
                "event_time": -3,
                "att": 0.3034087763052119,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 15,
                "event_time": -2,
                "att": 0.41062653453334563,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 16,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 17,
                "event_time": 0,
                "att": 0.04119121016766136,
                "mass": 25.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 18,
                "event_time": 1,
                "att": 0.18242650876110755,
                "mass": 22.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 19,
                "event_time": 2,
                "att": 0.31838982444544983,
                "mass": 21.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 20,
                "event_time": 3,
                "att": 0.00719990335463061,
                "mass": 20.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 21,
                "event_time": 4,
                "att": 0.2302490845105678,
                "mass": 19.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 22,
                "event_time": 5,
                "att": 0.2550959484832981,
                "mass": 18.0,
                "base": 16
              },
              {
                "group": 19,
                "year": 1,
                "event_time": -18,
                "att": 0.035377958450046765,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 2,
                "event_time": -17,
                "att": -0.030722007583713906,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 3,
                "event_time": -16,
                "att": -0.0063870690653364814,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 4,
                "event_time": -15,
                "att": 0.14180671733662997,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 5,
                "event_time": -14,
                "att": -0.008951370649820545,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 6,
                "event_time": -13,
                "att": 0.09838020989313057,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 7,
                "event_time": -12,
                "att": 0.37976755855128685,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 8,
                "event_time": -11,
                "att": 0.32082869966156813,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 9,
                "event_time": -10,
                "att": 0.2214248974775721,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 10,
                "event_time": -9,
                "att": 0.3159815969277626,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 11,
                "event_time": -8,
                "att": 0.37292750349860915,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 12,
                "event_time": -7,
                "att": 0.30709270723592896,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 13,
                "event_time": -6,
                "att": 0.3764064838003932,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 14,
                "event_time": -5,
                "att": 0.8716734412176211,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 15,
                "event_time": -4,
                "att": 0.42301415597169467,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 16,
                "event_time": -3,
                "att": 0.03554319779344539,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 17,
                "event_time": -2,
                "att": 0.10285454829588925,
                "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": -0.14262162022650515,
                "mass": 367.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 20,
                "event_time": 1,
                "att": -0.1628612988984557,
                "mass": 324.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 21,
                "event_time": 2,
                "att": -0.08666004046681386,
                "mass": 294.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 22,
                "event_time": 3,
                "att": 0.05772549347925604,
                "mass": 269.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 23,
                "event_time": 4,
                "att": 0.19752760647430034,
                "mass": 250.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 24,
                "event_time": 5,
                "att": 0.0746136315031436,
                "mass": 241.0,
                "base": 18
              },
              {
                "group": 20,
                "year": 15,
                "event_time": -5,
                "att": 0.6196710431709891,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 16,
                "event_time": -4,
                "att": 0.5999992016980319,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 17,
                "event_time": -3,
                "att": -0.16094750001684033,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 18,
                "event_time": -2,
                "att": -0.07142387704357056,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 19,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 20,
                "event_time": 0,
                "att": 1.9239099198031822,
                "mass": 1.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 21,
                "event_time": 1,
                "att": 1.332372475653862,
                "mass": 1.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 22,
                "event_time": 2,
                "att": 0.35855304277037836,
                "mass": 1.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 23,
                "event_time": 3,
                "att": 0.3397062672934633,
                "mass": 1.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 24,
                "event_time": 4,
                "att": 1.1754627134994537,
                "mass": 1.0,
                "base": 19
              },
              {
                "group": 24,
                "year": 2,
                "event_time": -22,
                "att": -0.21779974629860654,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 3,
                "event_time": -21,
                "att": -0.17360687797070218,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 4,
                "event_time": -20,
                "att": -0.11779141057925824,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 5,
                "event_time": -19,
                "att": -0.3018337577997423,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 6,
                "event_time": -18,
                "att": -0.4045141635367203,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 7,
                "event_time": -17,
                "att": -0.26143480832757326,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 8,
                "event_time": -16,
                "att": 0.20699396306712525,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 9,
                "event_time": -15,
                "att": 0.2904093489600552,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 10,
                "event_time": -14,
                "att": -0.049886147995076624,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 11,
                "event_time": -13,
                "att": -0.40839850205920125,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 12,
                "event_time": -12,
                "att": -0.1986128686234635,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 13,
                "event_time": -11,
                "att": -0.5090877328301853,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 14,
                "event_time": -10,
                "att": -0.5736042550450055,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 15,
                "event_time": -9,
                "att": 0.3542037349567807,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 16,
                "event_time": -8,
                "att": -0.13444968946034563,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 17,
                "event_time": -7,
                "att": -0.6669587030091043,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 18,
                "event_time": -6,
                "att": -0.44766488677108707,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 19,
                "event_time": -5,
                "att": -0.4839252654893321,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 20,
                "event_time": -4,
                "att": -0.4915015391378563,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 21,
                "event_time": -3,
                "att": -0.20457411929789227,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 22,
                "event_time": -2,
                "att": -0.12556533750338816,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 23,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 24,
                "event_time": 0,
                "att": -0.19426249048479094,
                "mass": 1.0,
                "base": 23
              },
              {
                "group": 25,
                "year": 1,
                "event_time": -24,
                "att": -0.1875365481907798,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 2,
                "event_time": -23,
                "att": -0.01777409781931394,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 3,
                "event_time": -22,
                "att": -0.03722401533618891,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 4,
                "event_time": -21,
                "att": 0.09673244673503467,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 5,
                "event_time": -20,
                "att": -0.0182216163304878,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 6,
                "event_time": -19,
                "att": -0.09353090092755545,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 7,
                "event_time": -18,
                "att": -0.03705153734847899,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 8,
                "event_time": -17,
                "att": 0.040009899126928206,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 9,
                "event_time": -16,
                "att": -0.013819548316346242,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 10,
                "event_time": -15,
                "att": 0.017536785412667566,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 11,
                "event_time": -14,
                "att": -0.027597316151625972,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 12,
                "event_time": -13,
                "att": -0.12808010290631544,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 13,
                "event_time": -12,
                "att": -0.150151523072785,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 14,
                "event_time": -11,
                "att": -0.16161162962624187,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 15,
                "event_time": -10,
                "att": -0.09793355854237917,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 16,
                "event_time": -9,
                "att": -0.014914083740736217,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 17,
                "event_time": -8,
                "att": -0.05052731872908345,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 18,
                "event_time": -7,
                "att": -0.05307538498235864,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 19,
                "event_time": -6,
                "att": 0.0214577068612134,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 20,
                "event_time": -5,
                "att": 0.05893675079200589,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 21,
                "event_time": -4,
                "att": 0.03897440780142536,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 22,
                "event_time": -3,
                "att": 0.02094171287001967,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 23,
                "event_time": -2,
                "att": 0.008051239214480033,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 24,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 25,
                "event_time": 0,
                "att": 0.010676619145090827,
                "mass": 405.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 26,
                "event_time": 1,
                "att": -0.025936524564275643,
                "mass": 382.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 27,
                "event_time": 2,
                "att": -0.06643543097038662,
                "mass": 357.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 28,
                "event_time": 3,
                "att": -0.0608282717832247,
                "mass": 340.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 29,
                "event_time": 4,
                "att": -0.191492814845086,
                "mass": 313.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 30,
                "event_time": 5,
                "att": -0.09720219123173468,
                "mass": 288.0,
                "base": 24
              },
              {
                "group": 28,
                "year": 2,
                "event_time": -26,
                "att": -0.1472782893292507,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 3,
                "event_time": -25,
                "att": 1.434971224983531,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 4,
                "event_time": -24,
                "att": 0.364675491797124,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 5,
                "event_time": -23,
                "att": 0.45148090390218587,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 6,
                "event_time": -22,
                "att": 0.7909432947159037,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 7,
                "event_time": -21,
                "att": 0.48937644728781793,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 8,
                "event_time": -20,
                "att": 0.31715521985069106,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 9,
                "event_time": -19,
                "att": 0.3109468215344392,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 10,
                "event_time": -18,
                "att": 0.5241728619621826,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 11,
                "event_time": -17,
                "att": 0.4383358198872317,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 12,
                "event_time": -16,
                "att": 0.3398924601613055,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 13,
                "event_time": -15,
                "att": -0.17959630971622098,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 14,
                "event_time": -14,
                "att": 0.0002254054845874931,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 15,
                "event_time": -13,
                "att": 0.8433022433349219,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 16,
                "event_time": -12,
                "att": 0.5246888615812445,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 17,
                "event_time": -11,
                "att": 0.7108580333206639,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 18,
                "event_time": -10,
                "att": 0.0981384160604557,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 19,
                "event_time": -9,
                "att": -0.11503911027313563,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 20,
                "event_time": -8,
                "att": -0.24709994725280404,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 21,
                "event_time": -7,
                "att": 0.2631888865062051,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 22,
                "event_time": -6,
                "att": 0.14991780078418637,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 23,
                "event_time": -5,
                "att": 0.05379822348732344,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 24,
                "event_time": -4,
                "att": 0.2195497106444252,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 25,
                "event_time": -3,
                "att": -0.03193953955282669,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 26,
                "event_time": -2,
                "att": 0.004588715235601892,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 27,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 28,
                "event_time": 0,
                "att": 0.2499810223589075,
                "mass": 20.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 29,
                "event_time": 1,
                "att": -0.034755687487000086,
                "mass": 17.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 30,
                "event_time": 2,
                "att": 0.09019087168998297,
                "mass": 16.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 31,
                "event_time": 3,
                "att": -0.03725835874997907,
                "mass": 14.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 32,
                "event_time": 4,
                "att": -0.016886249883159787,
                "mass": 12.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 33,
                "event_time": 5,
                "att": 0.2976060606307186,
                "mass": 10.0,
                "base": 27
              },
              {
                "group": 33,
                "year": 6,
                "event_time": -27,
                "att": -0.8477191259239365,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 7,
                "event_time": -26,
                "att": -0.26095980375670425,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 8,
                "event_time": -25,
                "att": 0.35769125775478505,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 9,
                "event_time": -24,
                "att": -0.9671596309790924,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 10,
                "event_time": -23,
                "att": -1.2586918302577565,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 11,
                "event_time": -22,
                "att": -1.3765114307800688,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 12,
                "event_time": -21,
                "att": -1.3922570184053145,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 13,
                "event_time": -20,
                "att": -1.085736277899837,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 14,
                "event_time": -19,
                "att": -0.6341508589554936,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 15,
                "event_time": -18,
                "att": -0.28731810644786826,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 16,
                "event_time": -17,
                "att": -1.1014609063187306,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 17,
                "event_time": -16,
                "att": -1.809038554307389,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 18,
                "event_time": -15,
                "att": -1.8586178058256189,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 19,
                "event_time": -14,
                "att": -1.6497539477625232,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 20,
                "event_time": -13,
                "att": -1.679884194710902,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 21,
                "event_time": -12,
                "att": -1.5033736875795605,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 22,
                "event_time": -11,
                "att": -1.2606797221638792,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 23,
                "event_time": -10,
                "att": -1.227679427006831,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 24,
                "event_time": -9,
                "att": -1.0411668269800693,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 25,
                "event_time": -8,
                "att": -0.93929744042148,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 26,
                "event_time": -7,
                "att": -1.0259186891776175,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 27,
                "event_time": -6,
                "att": -0.6769574231670195,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 28,
                "event_time": -5,
                "att": -0.16662152909187178,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 29,
                "event_time": -4,
                "att": -0.3953216560145799,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 30,
                "event_time": -3,
                "att": -1.1987155463522114,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 31,
                "event_time": -2,
                "att": -0.4610229519778546,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 32,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 33,
                "event_time": 0,
                "att": -0.037253632708545315,
                "mass": 4.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 34,
                "event_time": 1,
                "att": -0.3024346175109942,
                "mass": 3.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 35,
                "event_time": 2,
                "att": -0.9880012322949023,
                "mass": 3.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 36,
                "event_time": 3,
                "att": -1.2143855453755779,
                "mass": 3.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 37,
                "event_time": 4,
                "att": -0.8333582444442829,
                "mass": 3.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 38,
                "event_time": 5,
                "att": -0.9222187413212214,
                "mass": 3.0,
                "base": 32
              }
            ],
            "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": -0.0413085621346146,
                  "se": 0.020858756960233094,
                  "lower": -0.08219097453894564,
                  "upper": -0.0004261497302835565
                },
                {
                  "typec": "simple",
                  "aggregation": "Native-equivalent CS-DID simple",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.041312211079453647,
                  "se": 0.020857759197178916,
                  "lower": -0.08219266790413339,
                  "upper": -0.00043175425477390283
                },
                {
                  "typec": "group",
                  "aggregation": "Native-equivalent CS-DID group",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.04140239194815936,
                  "se": 0.020798118597705063,
                  "lower": -0.08216595534585397,
                  "upper": -0.0006388285504647442
                },
                {
                  "typec": "treated_cells",
                  "aggregation": "Observed treated observations, configured weights",
                  "matches_treated_unit_year_target": true,
                  "estimate": -0.04383568047810656,
                  "se": 0.03376960143920575,
                  "lower": -0.11002288307122182,
                  "upper": 0.02235152211500869
                }
              ],
              "same_group_time_effects": true,
              "additional_covariates": []
            },
            "treated_cell_att": -0.04383568047810656,
            "treated_cell_se": 0.03376960143920575,
            "checks": {
              "input_rows": 159423,
              "retained_rows": 159423,
              "all_observed_post_cells_estimated": true,
              "post_weight_sum": 4111.0,
              "avoided_dense_if_bytes": 418325952
            },
            "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": 0.37196054169908166,
            "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": -0.1843373256855759,
            "event_study": [
              {
                "event_time": -27,
                "estimate": 0.04852499129111609,
                "raw_gap": 0.04852499129111609,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 1.0,
                "relative_to_minus_one": 0.08818028095903631
              },
              {
                "event_time": -26,
                "estimate": -0.11787041527059645,
                "raw_gap": -0.11787041527059645,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 3.0,
                "relative_to_minus_one": -0.07821512560267624
              },
              {
                "event_time": -25,
                "estimate": 0.6842320969926122,
                "raw_gap": 0.6842320969926122,
                "n": 4,
                "n_cells": 4,
                "weight_sum": 4.0,
                "relative_to_minus_one": 0.7238873866605324
              },
              {
                "event_time": -24,
                "estimate": -0.2067367583147659,
                "raw_gap": -0.2067367583147659,
                "n": 15,
                "n_cells": 15,
                "weight_sum": 15.0,
                "relative_to_minus_one": -0.1670814686468457
              },
              {
                "event_time": -23,
                "estimate": -0.026548332288182944,
                "raw_gap": -0.026548332288182944,
                "n": 86,
                "n_cells": 86,
                "weight_sum": 86.0,
                "relative_to_minus_one": 0.013106957379737272
              },
              {
                "event_time": -22,
                "estimate": -0.03274894074724057,
                "raw_gap": -0.03274894074724057,
                "n": 98,
                "n_cells": 98,
                "weight_sum": 98.0,
                "relative_to_minus_one": 0.006906348920679643
              },
              {
                "event_time": -21,
                "estimate": 0.04700345700783953,
                "raw_gap": 0.04700345700783953,
                "n": 102,
                "n_cells": 102,
                "weight_sum": 102.0,
                "relative_to_minus_one": 0.08665874667575975
              },
              {
                "event_time": -20,
                "estimate": -0.012883661197631447,
                "raw_gap": -0.012883661197631447,
                "n": 107,
                "n_cells": 107,
                "weight_sum": 107.0,
                "relative_to_minus_one": 0.02677162847028877
              },
              {
                "event_time": -19,
                "estimate": -0.03928758752562251,
                "raw_gap": -0.03928758752562251,
                "n": 134,
                "n_cells": 134,
                "weight_sum": 134.0,
                "relative_to_minus_one": 0.00036770214229770587
              },
              {
                "event_time": -18,
                "estimate": -0.014411080847000749,
                "raw_gap": -0.014411080847000749,
                "n": 171,
                "n_cells": 171,
                "weight_sum": 171.0,
                "relative_to_minus_one": 0.02524420882091947
              },
              {
                "event_time": -17,
                "estimate": -0.004359225680018263,
                "raw_gap": -0.004359225680018263,
                "n": 241,
                "n_cells": 241,
                "weight_sum": 241.0,
                "relative_to_minus_one": 0.03529606398790195
              },
              {
                "event_time": -16,
                "estimate": -0.03572926731088546,
                "raw_gap": -0.03572926731088546,
                "n": 255,
                "n_cells": 255,
                "weight_sum": 255.0,
                "relative_to_minus_one": 0.003926022357034757
              },
              {
                "event_time": -15,
                "estimate": 0.024834411467963242,
                "raw_gap": 0.024834411467963242,
                "n": 273,
                "n_cells": 273,
                "weight_sum": 273.0,
                "relative_to_minus_one": 0.06448970113588345
              },
              {
                "event_time": -14,
                "estimate": -0.02049981591871862,
                "raw_gap": -0.02049981591871862,
                "n": 288,
                "n_cells": 287,
                "weight_sum": 288.0,
                "relative_to_minus_one": 0.019155473749201596
              },
              {
                "event_time": -13,
                "estimate": -0.035563606545603775,
                "raw_gap": -0.035563606545603775,
                "n": 343,
                "n_cells": 342,
                "weight_sum": 343.0,
                "relative_to_minus_one": 0.0040916831223164404
              },
              {
                "event_time": -12,
                "estimate": 0.03418919429025742,
                "raw_gap": 0.03418919429025742,
                "n": 364,
                "n_cells": 363,
                "weight_sum": 364.0,
                "relative_to_minus_one": 0.07384448395817764
              },
              {
                "event_time": -11,
                "estimate": 0.007045192205527065,
                "raw_gap": 0.007045192205527065,
                "n": 383,
                "n_cells": 382,
                "weight_sum": 383.0,
                "relative_to_minus_one": 0.04670048187344728
              },
              {
                "event_time": -10,
                "estimate": -0.01804646562961508,
                "raw_gap": -0.01804646562961508,
                "n": 407,
                "n_cells": 404,
                "weight_sum": 407.0,
                "relative_to_minus_one": 0.021608824038305136
              },
              {
                "event_time": -9,
                "estimate": 0.03531617255875344,
                "raw_gap": 0.03531617255875344,
                "n": 426,
                "n_cells": 424,
                "weight_sum": 426.0,
                "relative_to_minus_one": 0.07497146222667365
              },
              {
                "event_time": -8,
                "estimate": 0.018279910241922704,
                "raw_gap": 0.018279910241922704,
                "n": 454,
                "n_cells": 452,
                "weight_sum": 454.0,
                "relative_to_minus_one": 0.057935199909842916
              },
              {
                "event_time": -7,
                "estimate": 0.013904694650205834,
                "raw_gap": 0.013904694650205834,
                "n": 477,
                "n_cells": 475,
                "weight_sum": 477.0,
                "relative_to_minus_one": 0.05355998431812605
              },
              {
                "event_time": -6,
                "estimate": 0.026562096862259903,
                "raw_gap": 0.026562096862259903,
                "n": 507,
                "n_cells": 505,
                "weight_sum": 507.0,
                "relative_to_minus_one": 0.06621738653018011
              },
              {
                "event_time": -5,
                "estimate": 0.06104879543426408,
                "raw_gap": 0.06104879543426408,
                "n": 585,
                "n_cells": 582,
                "weight_sum": 585.0,
                "relative_to_minus_one": 0.10070408510218429
              },
              {
                "event_time": -4,
                "estimate": 0.02600132766134858,
                "raw_gap": 0.02600132766134858,
                "n": 660,
                "n_cells": 657,
                "weight_sum": 660.0,
                "relative_to_minus_one": 0.0656566173292688
              },
              {
                "event_time": -3,
                "estimate": -0.027147697764061875,
                "raw_gap": -0.027147697764061875,
                "n": 696,
                "n_cells": 694,
                "weight_sum": 696.0,
                "relative_to_minus_one": 0.01250759190385834
              },
              {
                "event_time": -2,
                "estimate": -0.026298703888291565,
                "raw_gap": -0.026298703888291565,
                "n": 762,
                "n_cells": 759,
                "weight_sum": 762.0,
                "relative_to_minus_one": 0.01335658577962865
              },
              {
                "event_time": -1,
                "estimate": -0.039655289667920215,
                "raw_gap": -0.039655289667920215,
                "n": 829,
                "n_cells": 826,
                "weight_sum": 829.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.20308331537935284,
                "raw_gap": -0.20308331537935284,
                "n": 830,
                "n_cells": 826,
                "weight_sum": 830.0,
                "relative_to_minus_one": -0.1634280257114326
              },
              {
                "event_time": 1,
                "estimate": -0.22964195188446954,
                "raw_gap": -0.22964195188446954,
                "n": 756,
                "n_cells": 754,
                "weight_sum": 756.0,
                "relative_to_minus_one": -0.1899866622165493
              },
              {
                "event_time": 2,
                "estimate": -0.21600248809580605,
                "raw_gap": -0.21600248809580605,
                "n": 699,
                "n_cells": 698,
                "weight_sum": 699.0,
                "relative_to_minus_one": -0.17634719842788582
              },
              {
                "event_time": 3,
                "estimate": -0.1676069969260504,
                "raw_gap": -0.1676069969260504,
                "n": 654,
                "n_cells": 653,
                "weight_sum": 654.0,
                "relative_to_minus_one": -0.1279517072581302
              },
              {
                "event_time": 4,
                "estimate": -0.13313218107710592,
                "raw_gap": -0.13313218107710592,
                "n": 605,
                "n_cells": 605,
                "weight_sum": 605.0,
                "relative_to_minus_one": -0.0934768914091857
              },
              {
                "event_time": 5,
                "estimate": -0.13138729062367946,
                "raw_gap": -0.13138729062367946,
                "n": 567,
                "n_cells": 567,
                "weight_sum": 567.0,
                "relative_to_minus_one": -0.09173200095575924
              }
            ],
            "package_event_study": {
              "event_time": [
                -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
              ],
              "estimate": [
                0.04852499129111609,
                -0.11787041527059645,
                0.6842320969926123,
                -0.2067367583147659,
                -0.026548332288182944,
                -0.03274894074724057,
                0.047003457007839554,
                -0.01288366119763145,
                -0.03928758752562251,
                -0.014411080847000749,
                -0.004359225680018261,
                -0.03572926731088544,
                0.02483441146796324,
                -0.02060377962738655,
                -0.03551204266065299,
                0.03435947791694144,
                0.006792106325984091,
                -0.0162705585906935,
                0.035842641523098455,
                0.018349610384590247,
                0.013784539922106173,
                0.026566956432994806,
                0.060703795468259505,
                0.02560296789545525,
                -0.027457410908297793,
                -0.026419408161474863,
                -0.04004490555884031,
                -0.2014767456597578,
                -0.22735573557641892,
                -0.21592945942877245,
                -0.16598143104303564,
                -0.13313218107710587,
                -0.13138729062367946
              ],
              "n": [
                1.0,
                3.0,
                4.0,
                15.0,
                86.0,
                98.0,
                102.0,
                107.0,
                134.0,
                171.0,
                241.0,
                255.0,
                273.0,
                287.0,
                342.0,
                363.0,
                382.0,
                404.0,
                424.0,
                452.0,
                475.0,
                505.0,
                582.0,
                657.0,
                694.0,
                759.0,
                826.0,
                826.0,
                754.0,
                698.0,
                653.0,
                605.0,
                567.0
              ]
            },
            "sdid_pre_gap_correction": [],
            "diagnostics": {
              "converged": true,
              "iterations": 234,
              "termination_reason": "Relative objective tolerance reached",
              "objective": 0.32775414269742753,
              "lambda_l": 0.0002681660042463942,
              "singular_values": [
                72.67607741968709,
                52.438768410259996,
                48.95732146790276,
                46.109434422419554,
                41.18727112227557,
                41.05286117315764,
                38.32479549315112,
                36.24468182733679,
                35.45362934781821,
                32.19513676045609,
                30.525352004095915,
                28.663852252474435,
                27.27988293097338,
                26.11620633719739,
                24.44869722691231,
                22.17401389213328,
                21.079511668716336,
                19.76493970014743,
                18.451020211159943,
                17.469434116188715,
                17.059991841179937,
                14.854364752832161,
                14.448848321801854,
                13.081919619075578,
                10.936618086638589,
                10.196216929308367,
                9.198940820618343,
                8.447035486010119,
                8.108092530765333,
                7.772317398885381,
                6.513830353556703,
                5.896649948817068,
                2.212501896170835,
                1.871025796559973,
                1.102017189569093,
                0.3086859043689252,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0
              ],
              "history_objective": [
                0.3320784392233263,
                0.32984326665117847,
                0.32893806711745144,
                0.3284575084117421,
                0.3281919699254458,
                0.3280403902284961,
                0.3279506624932498,
                0.3278953732225597,
                0.32785985017312,
                0.32783605780074576,
                0.3278194735588797,
                0.32780747669290755,
                0.3277985027478046,
                0.3277915897383239,
                0.32778612846371313,
                0.3277817216888001,
                0.3277781027909964,
                0.32777508766361224,
                0.32777254564066804,
                0.3277703815349313,
                0.32776852430112124,
                0.3277669197259877,
                0.3277655256125207,
                0.32776430853816063,
                0.32776324162496734,
                0.3277623029728522,
                0.32776147453560833,
                0.3277607412983534,
                0.32776009066416534,
                0.3277595119886872,
                0.32775899622127147,
                0.3277585356243533,
                0.32775812355108763,
                0.32775775426715514,
                0.327757422806509,
                0.3277571248535558,
                0.32775685664614507,
                0.3277566148951375,
                0.3277563967172984,
                0.3277561995790042,
                0.32775602124875425,
                0.3277558597569667,
                0.3277557133617476,
                0.32775558051968634,
                0.3277554598608126,
                0.3277553501670778,
                0.3277552503537738,
                0.3277551594534961,
                0.3277550766022162,
                0.3277550010271788,
                0.3277549320363621,
                0.3277548690092647,
                0.3277548113888469,
                0.32775475867447873,
                0.3277547104157138,
                0.3277546662068408,
                0.32775462568206915,
                0.3277545885112612,
                0.3277545543961863,
                0.327754523067187,
                0.32775449428022013,
                0.32775446781424,
                0.32775444346885146,
                0.3277544210622537,
                0.32775440042935644,
                0.3277543814201612,
                0.32775436389824997,
                0.3277543477394892,
                0.32775433283082744,
                0.32775431906924546,
                0.327754306360797,
                0.3277542946197495,
                0.32775428376783455,
                0.32775427373352994,
                0.32775426445145084,
                0.32775425586177753,
                0.3277542479097751,
                0.3277542405453013,
                0.3277542337224027,
                0.3277542273989628,
                0.32775422153633593,
                0.32775421609905203,
                0.3277542110545407,
                0.32775420637287833,
                0.32775420202655847,
                0.32775419799027894,
                0.3277541942407623,
                0.3277541907565905,
                0.3277541875180131,
                0.32775418450685745,
                0.3277541817063591,
                0.32775417910105936,
                0.3277541766767055,
                0.3277541744201292,
                0.32775417231917925,
                0.32775417036262966,
                0.3277541685401069,
                0.3277541668420171,
                0.32775416525950085,
                0.3277541637843491,
                0.3277541624089632,
                0.3277541611263216,
                0.32775415992991436,
                0.3277541588137032,
                0.32775415777210215,
                0.3277541567999277,
                0.3277541558923811,
                0.3277541550449935,
                0.3277541542536359,
                0.3277541535144714,
                0.3277541528239252,
                0.3277541521786921,
                0.3277541515756967,
                0.32775415101207866,
                0.32775415048517703,
                0.32775414999252683,
                0.3277541495318271,
                0.3277541491009346,
                0.32775414869787173,
                0.3277541483207761,
                0.32775414796793134,
                0.327754147637727,
                0.32775414732867114,
                0.3277541470393701,
                0.3277541467685229,
                0.32775414651492163,
                0.3277541462774441,
                0.3277541460550276,
                0.32775414584669993,
                0.3277541456515439,
                0.32775414546870085,
                0.32775414529738184,
                0.3277541451368389,
                0.32775414498638006,
                0.3277541448453516,
                0.3277541447131576,
                0.3277541445892265,
                0.3277541444730303,
                0.32775414436407624,
                0.32775414426190574,
                0.3277541441660843,
                0.32775414407621006,
                0.32775414399190644,
                0.3277541439128208,
                0.3277541438386236,
                0.3277541437690106,
                0.32775414370368705,
                0.3277541436423858,
                0.32775414358486094,
                0.32775414353086496,
                0.3277541434801837,
                0.32775414343261033,
                0.32775414338795095,
                0.3277541433460213,
                0.32775414330664937,
                0.3277541432696849,
                0.32775414323497554,
                0.32775414320237567,
                0.32775414317176177,
                0.3277541431430055,
                0.32775414311599615,
                0.3277541430906282,
                0.32775414306679385,
                0.32775414304440337,
                0.32775414302336864,
                0.3277541430036044,
                0.3277541429850328,
                0.3277541429675825,
                0.32775414295118555,
                0.32775414293577276,
                0.32775414292128946,
                0.3277541429076749,
                0.3277541428948805,
                0.3277541428828511,
                0.3277541428715458,
                0.32775414286091903,
                0.3277541428509245,
                0.3277541428415338,
                0.32775414283269977,
                0.3277541428243947,
                0.3277541428165862,
                0.3277541428092428,
                0.327754142802338,
                0.3277541427958429,
                0.32775414278973697,
                0.3277541427839929,
                0.3277541427785883,
                0.32775414277350773,
                0.3277541427687271,
                0.3277541427642368,
                0.3277541427600052,
                0.32775414275602577,
                0.32775414275228415,
                0.32775414274876324,
                0.32775414274544945,
                0.32775414274233206,
                0.32775414273939996,
                0.3277541427366385,
                0.3277541427340394,
                0.3277541427315992,
                0.3277541427292994,
                0.3277541427271379,
                0.3277541427251009,
                0.3277541427231827,
                0.32775414272137793,
                0.32775414271968245,
                0.3277541427180821,
                0.3277541427165802,
                0.3277541427151638,
                0.3277541427138322,
                0.32775414271257536,
                0.3277541427113945,
                0.32775414271028425,
                0.3277541427092342,
                0.32775414270825043,
                0.32775414270732445,
                0.32775414270645026,
                0.3277541427056278,
                0.32775414270485265,
                0.32775414270412373,
                0.32775414270343534,
                0.32775414270278913,
                0.32775414270218295,
                0.3277541427016064,
                0.3277541427010704,
                0.3277541427005617,
                0.32775414270008196,
                0.32775414269963277,
                0.327754142699206,
                0.327754142698809,
                0.32775414269843134,
                0.3277541426980771,
                0.32775414269774206,
                0.32775414269742753
              ],
              "history_rmse": [
                0.3320388239083936,
                0.33151553250430205,
                0.3315561475957208,
                0.3315258989218131,
                0.3315114966671661,
                0.33150131314310566,
                0.3314930596801351,
                0.3314858740317503,
                0.3314793119672219,
                0.3314731954000212,
                0.3314674812516902,
                0.3314621748259651,
                0.33145728834133403,
                0.33145282587150227,
                0.3314487803440378,
                0.33144513509296963,
                0.3314418666396886,
                0.33143894739537044,
                0.3314363478593437,
                0.3314340382460791,
                0.3314319896057306,
                0.3314301745401823,
                0.3314285676151433,
                0.3314271455543137,
                0.33142588728361366,
                0.3314247738770929,
                0.33142378844221315,
                0.33142291597118423,
                0.33142214317681296,
                0.33142145832513736,
                0.3314208510725382,
                0.33142031231219415,
                0.33141983403226083,
                0.33141940918692325,
                0.3314190315804518,
                0.3314186957638299,
                0.3314183969431396,
                0.33141813089874744,
                0.33141789391427795,
                0.3314176827143489,
                0.33141749441005347,
                0.3314173264513376,
                0.33141717658535685,
                0.33141704282015444,
                0.331416923392922,
                0.33141681674230306,
                0.3314167214841532,
                0.3314166363904129,
                0.33141656037058426,
                0.3314164924555309,
                0.33141643178329194,
                0.3314163775866336,
                0.3314163291821217,
                0.33141628596055384,
                0.3314162473784915,
                0.3314162129508575,
                0.3314161822443973,
                0.33141615487188353,
                0.33141613048704804,
                0.3314161087800766,
                0.3314160894736198,
                0.33141607231928083,
                0.331416057094473,
                0.3314160435996829,
                0.3314160316559632,
                0.3314160211028022,
                0.33141601179613145,
                0.3314160036066331,
                0.33141599641817393,
                0.3314159901264513,
                0.331415984637756,
                0.3314159798678736,
                0.33141597574114007,
                0.33141597218952773,
                0.33141596915188615,
                0.3314159665732296,
                0.3314159644041506,
                0.3314159626002068,
                0.3314159611214338,
                0.3314159599319274,
                0.331415958999397,
                0.33141595829481946,
                0.33141595779211624,
                0.3314159574678574,
                0.331415957300998,
                0.3314159572726321,
                0.33141595736579316,
                0.3314159575652725,
                0.33141595785739153,
                0.3314159582299258,
                0.3314159586719038,
                0.3314159591735049,
                0.3314159597259562,
                0.33141596032139536,
                0.33141596095281256,
                0.3314159616139509,
                0.3314159622992344,
                0.33141596300369536,
                0.33141596372293697,
                0.33141596445303917,
                0.3314159651905279,
                0.3314159659323519,
                0.3314159666758105,
                0.33141596741851725,
                0.3314159681583945,
                0.33141596889361813,
                0.33141596962261405,
                0.33141597034399045,
                0.33141597105657616,
                0.33141597175936055,
                0.3314159724514678,
                0.3314159731321791,
                0.33141597380089266,
                0.33141597445710985,
                0.33141597510042514,
                0.33141597573053455,
                0.33141597634719644,
                0.33141597695023395,
                0.33141597753955515,
                0.331415978115088,
                0.3314159786768342,
                0.33141597922481825,
                0.33141597975911247,
                0.3314159802798151,
                0.33141598078704904,
                0.3314159812809669,
                0.33141598176174863,
                0.33141598222956464,
                0.3314159826846318,
                0.33141598312716086,
                0.33141598355737045,
                0.3314159839755058,
                0.3314159843818005,
                0.3314159847765035,
                0.3314159851598561,
                0.3314159855321238,
                0.33141598589355165,
                0.33141598624439295,
                0.3314159865849043,
                0.3314159869153421,
                0.33141598723595345,
                0.3314159875469892,
                0.331415987848697,
                0.3314159881413211,
                0.3314159884251021,
                0.3314159887002833,
                0.33141598896708924,
                0.33141598922575316,
                0.33141598947651046,
                0.3314159897195647,
                0.3314159899551446,
                0.33141599018346035,
                0.33141599040472103,
                0.3314159906191253,
                0.33141599082686746,
                0.33141599102815505,
                0.331415991223172,
                0.3314159914120937,
                0.3314159915951104,
                0.3314159917723894,
                0.3314159919441071,
                0.33141599211043266,
                0.3314159922715181,
                0.3314159924275278,
                0.331415992578616,
                0.3314159927249283,
                0.3314159928666091,
                0.3314159930038034,
                0.33141599313664766,
                0.3314159932652683,
                0.3314159933898029,
                0.3314159935103702,
                0.3314159936270995,
                0.33141599374010156,
                0.331415993849499,
                0.33141599395540117,
                0.3314159940579095,
                0.3314159941571435,
                0.33141599425318946,
                0.3314159943461553,
                0.3314159944361371,
                0.3314159945232253,
                0.3314159946075131,
                0.3314159946890839,
                0.33141599476803013,
                0.3314159948444276,
                0.3314159949183559,
                0.3314159949899003,
                0.3314159950591279,
                0.33141599512612546,
                0.3314159951909418,
                0.3314159952536596,
                0.33141599531434496,
                0.3314159953730597,
                0.3314159954298648,
                0.33141599548482403,
                0.3314159955379959,
                0.3314159955894322,
                0.3314159956391918,
                0.3314159956873369,
                0.3314159957339047,
                0.33141599577895586,
                0.33141599582252984,
                0.33141599586467685,
                0.33141599590544535,
                0.33141599594488214,
                0.33141599598301935,
                0.33141599601991223,
                0.3314159960555895,
                0.3314159960900972,
                0.3314159961234649,
                0.3314159961557383,
                0.3314159961869508,
                0.3314159962171274,
                0.33141599624631624,
                0.3314159962745426,
                0.3314159963018325,
                0.3314159963282216,
                0.33141599635373675,
                0.33141599637840863,
                0.3314159964022609,
                0.33141599642532554,
                0.33141599644762826,
                0.33141599646918307,
                0.3314159964900317,
                0.33141599651018155,
                0.3314159965296599,
                0.3314159965484948,
                0.3314159965666955,
                0.3314159965842976,
                0.3314159966013072,
                0.33141599661775084,
                0.3314159966336434,
                0.33141599664900606
              ],
              "n_observed": 159192,
              "n_missing": 445394,
              "n_treated_observed": 4103,
              "n_untreated_observed": 155089
            },
            "checks": {
              "scalar_vs_treated_cell_average": 0.0,
              "native_scalar_vs_unweighted_matrix_average": 1.1102230246251565e-16
            },
            "native_matrix_att": -0.1832786295460005,
            "matrix_preparation": {
              "source_rows": 159423,
              "matrix_shape": [
                14746,
                41
              ],
              "observed_cells": 159192,
              "missing_cells": 445394,
              "repeated_cells": 231,
              "minimum_cell_count": 1,
              "maximum_cell_count": 2,
              "observation_mass": 159423.0,
              "treated_observation_mass": 4111.0,
              "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": 6.744683624710888,
            "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 16, period 16: 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)": -0.14123366851820662,
          "SE": 0.05193064802837583,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.015799429157786815,
          "SE": 0.0754900892698127,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.17009157757653356,
          "SE": 0.066541872183334,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": -0.016239084998918595,
          "SE": 0.01472742296638087,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID",
          "Estimate (SDs)": -0.0413085621346146,
          "SE": 0.020858756960233094,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (treated cells)",
          "Estimate (SDs)": -0.04383568047810656,
          "SE": 0.03376960143920575,
          "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)": -0.1843373256855759,
          "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 16, period 16: 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)": -0.14123366851820662,
          "SE": 0.05193064802837583,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": "",
          "lower": -0.24307698202356615,
          "upper": -0.0393903550128471,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.015799429157786815,
          "SE": 0.0754900892698127,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.16384612450909772,
          "upper": 0.1322472661935241,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.17009157757653356,
          "SE": 0.066541872183334,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.30058955915954516,
          "upper": -0.03959359599352197,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": -0.016239084998918595,
          "SE": 0.01472742296638087,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.04512163530854678,
          "upper": 0.012643465310709593,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (equal event-time)",
          "Estimate (SDs)": -0.0413085621346146,
          "SE": 0.020858756960233094,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.08219097453894564,
          "upper": -0.0004261497302835565,
          "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)": -0.04383568047810656,
          "SE": 0.03376960143920575,
          "Aggregation": "Treated cells",
          "Event study": "Same CS-DID path",
          "Status": "estimated",
          "Note": "",
          "lower": -0.11002288307122182,
          "upper": 0.02235152211500869,
          "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)": -0.1843373256855759,
          "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 16, period 16: 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": 1791602114.956619,
    "scalar_ranges": [
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Static TWFE",
        "Estimate (SDs)": -0.14123366851820662,
        "SE": 0.05193064802837583,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": "",
        "lower": -0.24307698202356615,
        "upper": -0.0393903550128471,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": -0.015799429157786815,
        "SE": 0.0754900892698127,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.16384612450909772,
        "upper": 0.1322472661935241,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": -0.17009157757653356,
        "SE": 0.066541872183334,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.30058955915954516,
        "upper": -0.03959359599352197,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": -0.016239084998918595,
        "SE": 0.01472742296638087,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.04512163530854678,
        "upper": 0.012643465310709593,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (equal event-time)",
        "Estimate (SDs)": -0.0413085621346146,
        "SE": 0.020858756960233094,
        "Aggregation": "Equal post-event times",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.08219097453894564,
        "upper": -0.0004261497302835565,
        "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)": -0.04383568047810656,
        "SE": 0.03376960143920575,
        "Aggregation": "Treated cells",
        "Event study": "Same CS-DID path",
        "Status": "estimated",
        "Note": "",
        "lower": -0.11002288307122182,
        "upper": 0.02235152211500869,
        "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)": -0.1843373256855759,
        "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 16, period 16: 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"
      }
    ]
  },
  {
    "study_id": 2,
    "specification_id": "S02-P005",
    "source_specification_id": "AM005-P2587-T2-CAPEX-QP-M4",
    "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": "Do Powerful Politicians Really Cause Corporate Downsizing?",
    "status": "ready",
    "reason": "",
    "config": "analyses/full-archive/configs/S02-P005.json",
    "input_bytes": 2241884,
    "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": "original_fe",
        "frequency_weights": false,
        "source_sd": null,
        "require_never_control_periods": false,
        "latest_cohort_control": true,
        "slug": "s02-p005",
        "specification_id": "S02-P005",
        "source_specification_id": "AM005-P2587-T2-CAPEX-QP-M4",
        "study_id": 2,
        "study": "Do Powerful Politicians Really Cause Corporate Downsizing?",
        "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204",
        "description": "AM005-P2587-T2-CAPEX-QP-M4",
        "data": "analyses/full-archive/prepared/S02-P005.parquet",
        "output_dir": "analyses/full-archive/results/S02-P005"
      },
      "source": {
        "file": "S02-P005.parquet",
        "bytes": 2241884,
        "sha256": "72b83cbdb3cfffcddf199c7d9f7d99cc8a976e3308520bc873b68b3cc69886a0"
      },
      "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": 168975,
            "source_sd": 0.1005795987197113,
            "rows": 156920,
            "units": 14712,
            "clusters": 2012,
            "treated_units": 904,
            "never_treated_units": 13808,
            "treated_cohorts": 5,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 156874,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 517,
            "post_adoption_untreated_rows_removed": 8801,
            "units_without_minus_one_removed": 12,
            "additional_rows_removed": 1866
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.25435329060371803,
              "se": 0.07140236542088117,
              "pvalue": 0.000376242398101356,
              "lower": -0.3943836347213423,
              "upper": -0.11432294648609373
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.24234749314234946,
              "se": 0.0740950288901381,
              "pvalue": 0.0010906952729624964,
              "lower": -0.3876585389562055,
              "upper": -0.09703644732849345
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.3367133821115707,
              "se": 0.11046151983154304,
              "pvalue": 0.002331830595730559,
              "lower": -0.5533443654493194,
              "upper": -0.12008239877382201
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": -0.23840489194286463,
              "se": 0.02549980927974729,
              "pvalue": 2.2688488855949373e-20,
              "lower": -0.2884136983364489,
              "upper": -0.18839608554928036
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -24,
                "estimate": -0.01691459850534363,
                "se": 0.12113129221010717,
                "pvalue": 0.8889595601832619,
                "lower": -0.2544705454492717,
                "upper": 0.22064134843858443
              },
              {
                "event_time": -23,
                "estimate": -0.1482012434120041,
                "se": 0.3637438737584972,
                "pvalue": 0.6837333883078247,
                "lower": -0.8615554791273434,
                "upper": 0.5651529923033352
              },
              {
                "event_time": -22,
                "estimate": 0.737623274129077,
                "se": 0.18355425227827168,
                "pvalue": 6.07119417737094e-05,
                "lower": 0.37764689296477905,
                "upper": 1.0975996552933749
              },
              {
                "event_time": -21,
                "estimate": -0.36799801149633143,
                "se": 0.09548721580236033,
                "pvalue": 0.00011989889642551271,
                "lower": -0.5552622233865453,
                "upper": -0.18073379960611757
              },
              {
                "event_time": -20,
                "estimate": -0.18976716617439934,
                "se": 0.07163431216019134,
                "pvalue": 0.008133571073965,
                "lower": -0.33025239132476136,
                "upper": -0.04928194102403735
              },
              {
                "event_time": -19,
                "estimate": -0.14499058266469264,
                "se": 0.07206472265297471,
                "pvalue": 0.04435840077932957,
                "lower": -0.28631990491269316,
                "upper": -0.0036612604166921248
              },
              {
                "event_time": -18,
                "estimate": -0.07463281073437066,
                "se": 0.07085453018496266,
                "pvalue": 0.29231884619404497,
                "lower": -0.21358877088511596,
                "upper": 0.06432314941637467
              },
              {
                "event_time": -17,
                "estimate": -0.15615227270788287,
                "se": 0.07040017531408034,
                "pvalue": 0.02666164092809547,
                "lower": -0.2942171773796375,
                "upper": -0.018087368036128232
              },
              {
                "event_time": -16,
                "estimate": -0.21465398227507654,
                "se": 0.07007122439485802,
                "pvalue": 0.0022176338632227716,
                "lower": -0.35207376671664004,
                "upper": -0.07723419783351301
              },
              {
                "event_time": -15,
                "estimate": -0.15393919948791027,
                "se": 0.07083204369503437,
                "pvalue": 0.0298741910943095,
                "lower": -0.2928510603864236,
                "upper": -0.015027338589396921
              },
              {
                "event_time": -14,
                "estimate": -0.12414606524687889,
                "se": 0.0641141319227877,
                "pvalue": 0.05296735105072197,
                "lower": -0.2498831315615641,
                "upper": 0.0015910010678063385
              },
              {
                "event_time": -13,
                "estimate": -0.14444794386948545,
                "se": 0.0640039413755829,
                "pvalue": 0.02412374246981592,
                "lower": -0.2699689106172636,
                "upper": -0.01892697712170735
              },
              {
                "event_time": -12,
                "estimate": -0.12258430706441631,
                "se": 0.06465428416188823,
                "pvalue": 0.05810371287036991,
                "lower": -0.24938068988033096,
                "upper": 0.004212075751498345
              },
              {
                "event_time": -11,
                "estimate": -0.13367504326145996,
                "se": 0.06451754122440037,
                "pvalue": 0.038400307620938885,
                "lower": -0.260203253440807,
                "upper": -0.007146833082112891
              },
              {
                "event_time": -10,
                "estimate": -0.12733668865512346,
                "se": 0.06805863450911699,
                "pvalue": 0.06149226534762642,
                "lower": -0.2608094938529777,
                "upper": 0.006136116542730746
              },
              {
                "event_time": -9,
                "estimate": -0.042759912498360336,
                "se": 0.10287728700230801,
                "pvalue": 0.6777178193795164,
                "lower": -0.24451712062311892,
                "upper": 0.15899729562639825
              },
              {
                "event_time": -8,
                "estimate": -0.08740268082920795,
                "se": 0.09541573803425231,
                "pvalue": 0.35976647385495025,
                "lower": -0.2745267144997518,
                "upper": 0.09972135284133592
              },
              {
                "event_time": -7,
                "estimate": -0.04834976547303563,
                "se": 0.06096024423113965,
                "pvalue": 0.4277921429793701,
                "lower": -0.16790160282273392,
                "upper": 0.07120207187666266
              },
              {
                "event_time": -6,
                "estimate": 0.020173413117691625,
                "se": 0.06216795832714716,
                "pvalue": 0.7455943596942498,
                "lower": -0.10174692588405669,
                "upper": 0.14209375211943995
              },
              {
                "event_time": -5,
                "estimate": -0.013668628141357138,
                "se": 0.07936216561300875,
                "pvalue": 0.8632732281575728,
                "lower": -0.1693092892763669,
                "upper": 0.14197203299365263
              },
              {
                "event_time": -4,
                "estimate": 0.019388200825322176,
                "se": 0.07804874446953568,
                "pvalue": 0.8038414488085673,
                "lower": -0.1336766518808241,
                "upper": 0.17245305353146842
              },
              {
                "event_time": -3,
                "estimate": 0.11356282795250983,
                "se": 0.11579613224781332,
                "pvalue": 0.3268520206624354,
                "lower": -0.1135301002799387,
                "upper": 0.34065575618495836
              },
              {
                "event_time": -2,
                "estimate": 0.3025047379615966,
                "se": 0.2414743745252072,
                "pvalue": 0.2104457989334109,
                "lower": -0.17106136255955284,
                "upper": 0.776070838482746
              },
              {
                "event_time": 0,
                "estimate": -0.2650929487214048,
                "se": 0.11324358112446255,
                "pvalue": 0.019334078731896482,
                "lower": -0.48717995579040535,
                "upper": -0.04300594165240429
              },
              {
                "event_time": 1,
                "estimate": -0.23222500225310477,
                "se": 0.11454544171552379,
                "pvalue": 0.04275712539576407,
                "lower": -0.45686514583915083,
                "upper": -0.0075848586670587415
              },
              {
                "event_time": 2,
                "estimate": -0.2434175173561245,
                "se": 0.11986324685325966,
                "pvalue": 0.04240725399122589,
                "lower": -0.47848664433786425,
                "upper": -0.008348390374384757
              },
              {
                "event_time": 3,
                "estimate": -0.26468301057934474,
                "se": 0.14787096377591583,
                "pvalue": 0.07361085326947586,
                "lower": -0.5546793128095617,
                "upper": 0.02531329165087226
              },
              {
                "event_time": 4,
                "estimate": -0.22731808111164423,
                "se": 0.13548009848409218,
                "pvalue": 0.09352773922215783,
                "lower": -0.4930141081268643,
                "upper": 0.03837794590357582
              },
              {
                "event_time": 5,
                "estimate": -0.20877384960330808,
                "se": 0.10120784265212338,
                "pvalue": 0.0392575915950208,
                "lower": -0.40725703640589334,
                "upper": -0.010290662800722827
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -24,
                "estimate": 0.15788106941272284,
                "se": 0.09828907133779874,
                "pvalue": 0.10836649516224255,
                "lower": -0.03487798557523203,
                "upper": 0.3506401244006777
              },
              {
                "event_time": -23,
                "estimate": -0.05502915903776833,
                "se": 0.35955180452055874,
                "pvalue": 0.8783747366955644,
                "lower": -0.7601621419347554,
                "upper": 0.6501038238592188
              },
              {
                "event_time": -22,
                "estimate": 0.887549489501656,
                "se": 0.1821830022824302,
                "pvalue": 1.1926139757292778e-06,
                "lower": 0.5302623274921736,
                "upper": 1.2448366515111384
              },
              {
                "event_time": -21,
                "estimate": -0.20616139071585657,
                "se": 0.06862333619582935,
                "pvalue": 0.0026952739835056083,
                "lower": -0.34074165742493695,
                "upper": -0.07158112400677619
              },
              {
                "event_time": -20,
                "estimate": -0.03884081351496461,
                "se": 0.023984094724114082,
                "pvalue": 0.10550932374125307,
                "lower": -0.08587708490136353,
                "upper": 0.00819545787143431
              },
              {
                "event_time": -19,
                "estimate": 0.007071368927457386,
                "se": 0.02471020233914726,
                "pvalue": 0.7747758360762386,
                "lower": -0.04138890429137646,
                "upper": 0.05553164214629123
              },
              {
                "event_time": -18,
                "estimate": 0.07009999845623048,
                "se": 0.02523456581451887,
                "pvalue": 0.005521337803799219,
                "lower": 0.02061137278063717,
                "upper": 0.11958862413182379
              },
              {
                "event_time": -17,
                "estimate": -0.008106682416082043,
                "se": 0.02002259881283919,
                "pvalue": 0.6856112558635934,
                "lower": -0.047373888556441396,
                "upper": 0.031160523724277314
              },
              {
                "event_time": -16,
                "estimate": -0.06041174084313218,
                "se": 0.021522162994165598,
                "pvalue": 0.005049437655411674,
                "lower": -0.10261980877567234,
                "upper": -0.01820367291059203
              },
              {
                "event_time": -15,
                "estimate": -0.030293900743424123,
                "se": 0.018626922585306564,
                "pvalue": 0.10403183657562694,
                "lower": -0.0668239843631754,
                "upper": 0.006236182876327153
              },
              {
                "event_time": -14,
                "estimate": -0.03399740004419369,
                "se": 0.03450500624069389,
                "pvalue": 0.3246007039011392,
                "lower": -0.10166669740128273,
                "upper": 0.033671897312895355
              },
              {
                "event_time": -13,
                "estimate": -0.06018237103340466,
                "se": 0.04679819853602091,
                "pvalue": 0.19859194673718505,
                "lower": -0.15196039276218448,
                "upper": 0.03159565069537517
              },
              {
                "event_time": -12,
                "estimate": -0.045913846710731475,
                "se": 0.03789711342229992,
                "pvalue": 0.2258310774619828,
                "lower": -0.12023555583491369,
                "upper": 0.028407862413450745
              },
              {
                "event_time": -11,
                "estimate": -0.05357571253838258,
                "se": 0.034157934828408246,
                "pvalue": 0.11692869739441177,
                "lower": -0.12056435276304647,
                "upper": 0.013412927686281322
              },
              {
                "event_time": -10,
                "estimate": -0.0670938709790273,
                "se": 0.026568069859213336,
                "pvalue": 0.011634349245291357,
                "lower": -0.11919769055135113,
                "upper": -0.014990051406703488
              },
              {
                "event_time": -9,
                "estimate": -0.0012997476350391944,
                "se": 0.029584674075214864,
                "pvalue": 0.9649620603618791,
                "lower": -0.05931956346243718,
                "upper": 0.056720068192358794
              },
              {
                "event_time": -8,
                "estimate": -0.05648396513656838,
                "se": 0.03745157016373766,
                "pvalue": 0.1316637927714051,
                "lower": -0.1299318996253025,
                "upper": 0.01696396935216575
              },
              {
                "event_time": -7,
                "estimate": 0.0035752667674124206,
                "se": 0.04240759811387577,
                "pvalue": 0.9328205623919789,
                "lower": -0.07959215383671375,
                "upper": 0.08674268737153859
              },
              {
                "event_time": -6,
                "estimate": 0.03180672118224019,
                "se": 0.029961232225421335,
                "pvalue": 0.2885466492034075,
                "lower": -0.026951579526476414,
                "upper": 0.0905650218909568
              },
              {
                "event_time": -5,
                "estimate": -0.007616693409011823,
                "se": 0.025145380170060964,
                "pvalue": 0.7619926191642481,
                "lower": -0.0569304131636293,
                "upper": 0.041697026345605646
              },
              {
                "event_time": -4,
                "estimate": 0.010631825114725718,
                "se": 0.02023081671544595,
                "pvalue": 0.5992753531207797,
                "lower": -0.029043726384805,
                "upper": 0.05030737661425644
              },
              {
                "event_time": -3,
                "estimate": 0.08774039706051083,
                "se": 0.04834907702515129,
                "pvalue": 0.06971473146912698,
                "lower": -0.007079121224264587,
                "upper": 0.18255991534528626
              },
              {
                "event_time": -2,
                "estimate": 0.20379209767617643,
                "se": 0.11488427100944124,
                "pvalue": 0.07623258326858001,
                "lower": -0.021512539058586994,
                "upper": 0.4290967344109399
              },
              {
                "event_time": -1,
                "estimate": -0.11523702772838396,
                "se": 0.06850412832412732,
                "pvalue": 0.0926870583530795,
                "lower": -0.24958351059574468,
                "upper": 0.019109455138976772
              },
              {
                "event_time": 0,
                "estimate": -0.38498689065740954,
                "se": 0.250137686108012,
                "pvalue": 0.12393722913970438,
                "lower": -0.8755429955710967,
                "upper": 0.10556921425627763
              },
              {
                "event_time": 1,
                "estimate": -0.33382664101349885,
                "se": 0.24256486981339873,
                "pvalue": 0.16890163209073225,
                "lower": -0.8095313601863414,
                "upper": 0.14187807815934372
              },
              {
                "event_time": 2,
                "estimate": -0.34085619390543404,
                "se": 0.24603712653872145,
                "pvalue": 0.16608835026015825,
                "lower": -0.8233705096686087,
                "upper": 0.14165812185774063
              },
              {
                "event_time": 3,
                "estimate": -0.3653767651970397,
                "se": 0.2790610747498915,
                "pvalue": 0.19057977562502093,
                "lower": -0.9126558097598065,
                "upper": 0.18190227936572706
              },
              {
                "event_time": 4,
                "estimate": -0.29641330969915564,
                "se": 0.2594965081357673,
                "pvalue": 0.25348061678247735,
                "lower": -0.8053234153711835,
                "upper": 0.21249679597287224
              },
              {
                "event_time": 5,
                "estimate": -0.26777963722576453,
                "se": 0.2141568909953414,
                "pvalue": 0.21130258422335185,
                "lower": -0.687772209803315,
                "upper": 0.15221293535178593
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -24,
                "estimate": -0.1553793099816972,
                "se": 0.13613824396535304,
                "pvalue": 0.25386653148948973,
                "lower": -0.42236605527602716,
                "upper": 0.11160743531263279
              },
              {
                "event_time": -23,
                "estimate": -0.26193041843520637,
                "se": 0.08515273572925791,
                "pvalue": 0.0021261809778591024,
                "lower": -0.42892722332310185,
                "upper": -0.09493361354731089
              },
              {
                "event_time": -22,
                "estimate": 0.6272989856480207,
                "se": 0.09064318778171772,
                "pvalue": 6.027588298230617e-12,
                "lower": 0.4495346118464709,
                "upper": 0.8050633594495704
              },
              {
                "event_time": -21,
                "estimate": -0.34673124513559317,
                "se": 0.07310753410396596,
                "pvalue": 2.256431693527951e-06,
                "lower": -0.49010567114831294,
                "upper": -0.2033568191228734
              },
              {
                "event_time": -20,
                "estimate": -0.14200924979756102,
                "se": 0.036828385148023585,
                "pvalue": 0.0001188939328854386,
                "lower": -0.21423502852597814,
                "upper": -0.06978347106914388
              },
              {
                "event_time": -19,
                "estimate": -0.09955568579135382,
                "se": 0.0326165339683179,
                "pvalue": 0.002300618281279315,
                "lower": -0.163521416458479,
                "upper": -0.035589955124228634
              },
              {
                "event_time": -18,
                "estimate": -0.027298787802021624,
                "se": 0.03231618268956998,
                "pvalue": 0.39835623465621184,
                "lower": -0.09067548626172166,
                "upper": 0.036077910657678416
              },
              {
                "event_time": -17,
                "estimate": -0.1085376372037932,
                "se": 0.035041059273347774,
                "pvalue": 0.0019789562362738057,
                "lower": -0.17725821192662994,
                "upper": -0.039817062480956456
              },
              {
                "event_time": -16,
                "estimate": -0.16386385627646685,
                "se": 0.03364169279818636,
                "pvalue": 1.1979391722709703e-06,
                "lower": -0.2298400713704808,
                "upper": -0.09788764118245291
              },
              {
                "event_time": -15,
                "estimate": -0.1092310597124915,
                "se": 0.032801953169130336,
                "pvalue": 0.0008841002593311883,
                "lower": -0.17356042419402512,
                "upper": -0.04490169523095787
              },
              {
                "event_time": -14,
                "estimate": -0.10313256452053562,
                "se": 0.04167527923079285,
                "pvalue": 0.013417853603889127,
                "lower": -0.18486380209910694,
                "upper": -0.02140132694196431
              },
              {
                "event_time": -13,
                "estimate": -0.12892627342025215,
                "se": 0.04159301334087111,
                "pvalue": 0.001963937814505267,
                "lower": -0.2104961757152235,
                "upper": -0.04735637112528078
              },
              {
                "event_time": -12,
                "estimate": -0.10417688786851922,
                "se": 0.042233419345106854,
                "pvalue": 0.013719534323050609,
                "lower": -0.1870027187678096,
                "upper": -0.02135105696922883
              },
              {
                "event_time": -11,
                "estimate": -0.11303312350476828,
                "se": 0.044229366268770456,
                "pvalue": 0.010673086875432378,
                "lower": -0.19977329439704988,
                "upper": -0.026292952612486667
              },
              {
                "event_time": -10,
                "estimate": -0.11699492034192989,
                "se": 0.04852827258959759,
                "pvalue": 0.016004086265407273,
                "lower": -0.21216586699194023,
                "upper": -0.021823973691919546
              },
              {
                "event_time": -9,
                "estimate": -0.03088799285195454,
                "se": 0.04807722821379266,
                "pvalue": 0.520643780641812,
                "lower": -0.12517437638162585,
                "upper": 0.06339839067771676
              },
              {
                "event_time": -8,
                "estimate": -0.06129839227343018,
                "se": 0.05046167422384738,
                "pvalue": 0.22460351182107866,
                "lower": -0.1602610185767087,
                "upper": 0.03766423402984836
              },
              {
                "event_time": -7,
                "estimate": -0.034289961664445076,
                "se": 0.0435196236525363,
                "pvalue": 0.4308366336562592,
                "lower": -0.1196382248489024,
                "upper": 0.05105830152001224
              },
              {
                "event_time": -6,
                "estimate": 0.01951952026942541,
                "se": 0.042966948776349864,
                "pvalue": 0.649668049608893,
                "lower": -0.06474486771508062,
                "upper": 0.10378390825393144
              },
              {
                "event_time": -5,
                "estimate": -0.011406582954264836,
                "se": 0.041105413746913365,
                "pvalue": 0.781427891845084,
                "lower": -0.09202023207007264,
                "upper": 0.06920706616154297
              },
              {
                "event_time": -4,
                "estimate": 0.016444714860139216,
                "se": 0.039680704761907694,
                "pvalue": 0.678606367535581,
                "lower": -0.061374874307348275,
                "upper": 0.0942643040276267
              },
              {
                "event_time": -3,
                "estimate": 0.10559084833026527,
                "se": 0.03771448532631897,
                "pvalue": 0.005163184846595707,
                "lower": 0.03162729926107587,
                "upper": 0.17955439739945467
              },
              {
                "event_time": -2,
                "estimate": 0.30195192504589397,
                "se": 0.028204452434913686,
                "pvalue": 4.739432411183487e-26,
                "lower": 0.24663892306297744,
                "upper": 0.35726492702881046
              },
              {
                "event_time": 0,
                "estimate": -0.25866213685390954,
                "se": 0.022384579406003823,
                "pvalue": 5.983349714421978e-30,
                "lower": -0.30256152784291357,
                "upper": -0.21476274586490554
              },
              {
                "event_time": 1,
                "estimate": -0.2273601271167679,
                "se": 0.02894021901566187,
                "pvalue": 6.3933077083130424e-15,
                "lower": -0.2841160735579682,
                "upper": -0.17060418067556757
              },
              {
                "event_time": 2,
                "estimate": -0.23760305136966334,
                "se": 0.029000326714680953,
                "pvalue": 4.475594656981241e-16,
                "lower": -0.2944768776840044,
                "upper": -0.1807292250553223
              },
              {
                "event_time": 3,
                "estimate": -0.2647123919878345,
                "se": 0.03259210873137855,
                "pvalue": 7.913436887344674e-16,
                "lower": -0.32863022124001906,
                "upper": -0.20079456273565002
              },
              {
                "event_time": 4,
                "estimate": -0.22953270503033268,
                "se": 0.03457869366625006,
                "pvalue": 4.077716930249477e-11,
                "lower": -0.29734651406426815,
                "upper": -0.16171889599639722
              },
              {
                "event_time": 5,
                "estimate": -0.20123374527626026,
                "se": 0.0318342733755147,
                "pvalue": 3.186050933121612e-10,
                "lower": -0.26366535001696545,
                "upper": -0.13880214053555506
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0
            ],
            "weights": [
              0.21285613374146456,
              0.18695549799858724,
              0.1702378149281846,
              0.1546974334824582,
              0.14315987756063103,
              0.13209324228867436
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 1.6653345369377348e-16,
            "package_aggregate_vs_estimable_cell_weights": null
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "status": "not_identified",
            "pvalue": null,
            "reason": "The saturated and imported deviations designs do not span the same fitted model on this sparse panel. Test withheld.",
            "relative_rss_difference": 6.99884127257236e-07
          },
          "method_status": {
            "Sun\u2013Abraham": "unvalidated: saturated and reference deviations fits disagree"
          }
        }
      },
      "code_sha256": {
        "replication_engine.py": "cd3acc93d19b09e121e2366dbaaccd6cc5c4f902ca3ac3d3c1c27b3cc1d436f0",
        "reference_f_test.py": "5f044e72270f04daf518d8b9667920b0bdce87bdaa9b134f2625697b9eff1909",
        "sparse_did2s.py": "16f2083b77e2a6a0fd9a4dda23961f99f24def371aa785b956cc08b5c86929f3",
        "frequency.py": "f8b8062ee5e78fff474749beed9c4a3c20ced533b2e327a18f101ff35bca26b2",
        "sparse_models.py": "fd6fc12f18694fa56b8e0a68bec3d72bf57339ae0aecab45d7f13a834468feec"
      }
    },
    "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": "original_fe",
        "frequency_weights": false,
        "source_sd": null,
        "require_never_control_periods": false,
        "latest_cohort_control": true,
        "slug": "s02-p005",
        "specification_id": "S02-P005",
        "source_specification_id": "AM005-P2587-T2-CAPEX-QP-M4",
        "study_id": 2,
        "study": "Do Powerful Politicians Really Cause Corporate Downsizing?",
        "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204",
        "description": "AM005-P2587-T2-CAPEX-QP-M4",
        "data": "analyses/full-archive/prepared/S02-P005.parquet",
        "output_dir": "analyses/archive-expanded/fits/S02-P005"
      },
      "options": {
        "output_dir": "analyses/archive-expanded/fits/S02-P005",
        "regression_results": "analyses/archive-expanded/baselines/S02-P005.json",
        "display_window": [
          -10,
          10
        ],
        "timeout_seconds": 3600
      },
      "source": {
        "file": "S02-P005.parquet",
        "bytes": 2241884,
        "sha256": "72b83cbdb3cfffcddf199c7d9f7d99cc8a976e3308520bc873b68b3cc69886a0"
      },
      "regressions": {
        "y__d": {
          "sample": {
            "outcome": "y",
            "treatment": "d",
            "source_rows": 168975,
            "source_sd": 0.1005795987197113,
            "rows": 156920,
            "units": 14712,
            "clusters": 2012,
            "treated_units": 904,
            "never_treated_units": 13808,
            "treated_cohorts": 5,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 156874,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 517,
            "post_adoption_untreated_rows_removed": 8801,
            "units_without_minus_one_removed": 12,
            "additional_rows_removed": 1866
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.25435329060371803,
              "se": 0.07140236542088117,
              "pvalue": 0.000376242398101356,
              "lower": -0.3943836347213423,
              "upper": -0.11432294648609373
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.24234749314234946,
              "se": 0.0740950288901381,
              "pvalue": 0.0010906952729624964,
              "lower": -0.3876585389562055,
              "upper": -0.09703644732849345
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.3367133821115707,
              "se": 0.11046151983154304,
              "pvalue": 0.002331830595730559,
              "lower": -0.5533443654493194,
              "upper": -0.12008239877382201
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": null,
              "se": null,
              "pvalue": null,
              "lower": null,
              "upper": null,
              "status": "unvalidated",
              "reason": "unvalidated: saturated and reference deviations fits disagree"
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -24,
                "estimate": -0.01691459850534363,
                "se": 0.12113129221010717,
                "pvalue": 0.8889595601832619,
                "lower": -0.2544705454492717,
                "upper": 0.22064134843858443
              },
              {
                "event_time": -23,
                "estimate": -0.1482012434120041,
                "se": 0.3637438737584972,
                "pvalue": 0.6837333883078247,
                "lower": -0.8615554791273434,
                "upper": 0.5651529923033352
              },
              {
                "event_time": -22,
                "estimate": 0.737623274129077,
                "se": 0.18355425227827168,
                "pvalue": 6.07119417737094e-05,
                "lower": 0.37764689296477905,
                "upper": 1.0975996552933749
              },
              {
                "event_time": -21,
                "estimate": -0.36799801149633143,
                "se": 0.09548721580236033,
                "pvalue": 0.00011989889642551271,
                "lower": -0.5552622233865453,
                "upper": -0.18073379960611757
              },
              {
                "event_time": -20,
                "estimate": -0.18976716617439934,
                "se": 0.07163431216019134,
                "pvalue": 0.008133571073965,
                "lower": -0.33025239132476136,
                "upper": -0.04928194102403735
              },
              {
                "event_time": -19,
                "estimate": -0.14499058266469264,
                "se": 0.07206472265297471,
                "pvalue": 0.04435840077932957,
                "lower": -0.28631990491269316,
                "upper": -0.0036612604166921248
              },
              {
                "event_time": -18,
                "estimate": -0.07463281073437066,
                "se": 0.07085453018496266,
                "pvalue": 0.29231884619404497,
                "lower": -0.21358877088511596,
                "upper": 0.06432314941637467
              },
              {
                "event_time": -17,
                "estimate": -0.15615227270788287,
                "se": 0.07040017531408034,
                "pvalue": 0.02666164092809547,
                "lower": -0.2942171773796375,
                "upper": -0.018087368036128232
              },
              {
                "event_time": -16,
                "estimate": -0.21465398227507654,
                "se": 0.07007122439485802,
                "pvalue": 0.0022176338632227716,
                "lower": -0.35207376671664004,
                "upper": -0.07723419783351301
              },
              {
                "event_time": -15,
                "estimate": -0.15393919948791027,
                "se": 0.07083204369503437,
                "pvalue": 0.0298741910943095,
                "lower": -0.2928510603864236,
                "upper": -0.015027338589396921
              },
              {
                "event_time": -14,
                "estimate": -0.12414606524687889,
                "se": 0.0641141319227877,
                "pvalue": 0.05296735105072197,
                "lower": -0.2498831315615641,
                "upper": 0.0015910010678063385
              },
              {
                "event_time": -13,
                "estimate": -0.14444794386948545,
                "se": 0.0640039413755829,
                "pvalue": 0.02412374246981592,
                "lower": -0.2699689106172636,
                "upper": -0.01892697712170735
              },
              {
                "event_time": -12,
                "estimate": -0.12258430706441631,
                "se": 0.06465428416188823,
                "pvalue": 0.05810371287036991,
                "lower": -0.24938068988033096,
                "upper": 0.004212075751498345
              },
              {
                "event_time": -11,
                "estimate": -0.13367504326145996,
                "se": 0.06451754122440037,
                "pvalue": 0.038400307620938885,
                "lower": -0.260203253440807,
                "upper": -0.007146833082112891
              },
              {
                "event_time": -10,
                "estimate": -0.12733668865512346,
                "se": 0.06805863450911699,
                "pvalue": 0.06149226534762642,
                "lower": -0.2608094938529777,
                "upper": 0.006136116542730746
              },
              {
                "event_time": -9,
                "estimate": -0.042759912498360336,
                "se": 0.10287728700230801,
                "pvalue": 0.6777178193795164,
                "lower": -0.24451712062311892,
                "upper": 0.15899729562639825
              },
              {
                "event_time": -8,
                "estimate": -0.08740268082920795,
                "se": 0.09541573803425231,
                "pvalue": 0.35976647385495025,
                "lower": -0.2745267144997518,
                "upper": 0.09972135284133592
              },
              {
                "event_time": -7,
                "estimate": -0.04834976547303563,
                "se": 0.06096024423113965,
                "pvalue": 0.4277921429793701,
                "lower": -0.16790160282273392,
                "upper": 0.07120207187666266
              },
              {
                "event_time": -6,
                "estimate": 0.020173413117691625,
                "se": 0.06216795832714716,
                "pvalue": 0.7455943596942498,
                "lower": -0.10174692588405669,
                "upper": 0.14209375211943995
              },
              {
                "event_time": -5,
                "estimate": -0.013668628141357138,
                "se": 0.07936216561300875,
                "pvalue": 0.8632732281575728,
                "lower": -0.1693092892763669,
                "upper": 0.14197203299365263
              },
              {
                "event_time": -4,
                "estimate": 0.019388200825322176,
                "se": 0.07804874446953568,
                "pvalue": 0.8038414488085673,
                "lower": -0.1336766518808241,
                "upper": 0.17245305353146842
              },
              {
                "event_time": -3,
                "estimate": 0.11356282795250983,
                "se": 0.11579613224781332,
                "pvalue": 0.3268520206624354,
                "lower": -0.1135301002799387,
                "upper": 0.34065575618495836
              },
              {
                "event_time": -2,
                "estimate": 0.3025047379615966,
                "se": 0.2414743745252072,
                "pvalue": 0.2104457989334109,
                "lower": -0.17106136255955284,
                "upper": 0.776070838482746
              },
              {
                "event_time": 0,
                "estimate": -0.2650929487214048,
                "se": 0.11324358112446255,
                "pvalue": 0.019334078731896482,
                "lower": -0.48717995579040535,
                "upper": -0.04300594165240429
              },
              {
                "event_time": 1,
                "estimate": -0.23222500225310477,
                "se": 0.11454544171552379,
                "pvalue": 0.04275712539576407,
                "lower": -0.45686514583915083,
                "upper": -0.0075848586670587415
              },
              {
                "event_time": 2,
                "estimate": -0.2434175173561245,
                "se": 0.11986324685325966,
                "pvalue": 0.04240725399122589,
                "lower": -0.47848664433786425,
                "upper": -0.008348390374384757
              },
              {
                "event_time": 3,
                "estimate": -0.26468301057934474,
                "se": 0.14787096377591583,
                "pvalue": 0.07361085326947586,
                "lower": -0.5546793128095617,
                "upper": 0.02531329165087226
              },
              {
                "event_time": 4,
                "estimate": -0.22731808111164423,
                "se": 0.13548009848409218,
                "pvalue": 0.09352773922215783,
                "lower": -0.4930141081268643,
                "upper": 0.03837794590357582
              },
              {
                "event_time": 5,
                "estimate": -0.20877384960330808,
                "se": 0.10120784265212338,
                "pvalue": 0.0392575915950208,
                "lower": -0.40725703640589334,
                "upper": -0.010290662800722827
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -24,
                "estimate": 0.15788106941272284,
                "se": 0.09828907133779874,
                "pvalue": 0.10836649516224255,
                "lower": -0.03487798557523203,
                "upper": 0.3506401244006777
              },
              {
                "event_time": -23,
                "estimate": -0.05502915903776833,
                "se": 0.35955180452055874,
                "pvalue": 0.8783747366955644,
                "lower": -0.7601621419347554,
                "upper": 0.6501038238592188
              },
              {
                "event_time": -22,
                "estimate": 0.887549489501656,
                "se": 0.1821830022824302,
                "pvalue": 1.1926139757292778e-06,
                "lower": 0.5302623274921736,
                "upper": 1.2448366515111384
              },
              {
                "event_time": -21,
                "estimate": -0.20616139071585657,
                "se": 0.06862333619582935,
                "pvalue": 0.0026952739835056083,
                "lower": -0.34074165742493695,
                "upper": -0.07158112400677619
              },
              {
                "event_time": -20,
                "estimate": -0.03884081351496461,
                "se": 0.023984094724114082,
                "pvalue": 0.10550932374125307,
                "lower": -0.08587708490136353,
                "upper": 0.00819545787143431
              },
              {
                "event_time": -19,
                "estimate": 0.007071368927457386,
                "se": 0.02471020233914726,
                "pvalue": 0.7747758360762386,
                "lower": -0.04138890429137646,
                "upper": 0.05553164214629123
              },
              {
                "event_time": -18,
                "estimate": 0.07009999845623048,
                "se": 0.02523456581451887,
                "pvalue": 0.005521337803799219,
                "lower": 0.02061137278063717,
                "upper": 0.11958862413182379
              },
              {
                "event_time": -17,
                "estimate": -0.008106682416082043,
                "se": 0.02002259881283919,
                "pvalue": 0.6856112558635934,
                "lower": -0.047373888556441396,
                "upper": 0.031160523724277314
              },
              {
                "event_time": -16,
                "estimate": -0.06041174084313218,
                "se": 0.021522162994165598,
                "pvalue": 0.005049437655411674,
                "lower": -0.10261980877567234,
                "upper": -0.01820367291059203
              },
              {
                "event_time": -15,
                "estimate": -0.030293900743424123,
                "se": 0.018626922585306564,
                "pvalue": 0.10403183657562694,
                "lower": -0.0668239843631754,
                "upper": 0.006236182876327153
              },
              {
                "event_time": -14,
                "estimate": -0.03399740004419369,
                "se": 0.03450500624069389,
                "pvalue": 0.3246007039011392,
                "lower": -0.10166669740128273,
                "upper": 0.033671897312895355
              },
              {
                "event_time": -13,
                "estimate": -0.06018237103340466,
                "se": 0.04679819853602091,
                "pvalue": 0.19859194673718505,
                "lower": -0.15196039276218448,
                "upper": 0.03159565069537517
              },
              {
                "event_time": -12,
                "estimate": -0.045913846710731475,
                "se": 0.03789711342229992,
                "pvalue": 0.2258310774619828,
                "lower": -0.12023555583491369,
                "upper": 0.028407862413450745
              },
              {
                "event_time": -11,
                "estimate": -0.05357571253838258,
                "se": 0.034157934828408246,
                "pvalue": 0.11692869739441177,
                "lower": -0.12056435276304647,
                "upper": 0.013412927686281322
              },
              {
                "event_time": -10,
                "estimate": -0.0670938709790273,
                "se": 0.026568069859213336,
                "pvalue": 0.011634349245291357,
                "lower": -0.11919769055135113,
                "upper": -0.014990051406703488
              },
              {
                "event_time": -9,
                "estimate": -0.0012997476350391944,
                "se": 0.029584674075214864,
                "pvalue": 0.9649620603618791,
                "lower": -0.05931956346243718,
                "upper": 0.056720068192358794
              },
              {
                "event_time": -8,
                "estimate": -0.05648396513656838,
                "se": 0.03745157016373766,
                "pvalue": 0.1316637927714051,
                "lower": -0.1299318996253025,
                "upper": 0.01696396935216575
              },
              {
                "event_time": -7,
                "estimate": 0.0035752667674124206,
                "se": 0.04240759811387577,
                "pvalue": 0.9328205623919789,
                "lower": -0.07959215383671375,
                "upper": 0.08674268737153859
              },
              {
                "event_time": -6,
                "estimate": 0.03180672118224019,
                "se": 0.029961232225421335,
                "pvalue": 0.2885466492034075,
                "lower": -0.026951579526476414,
                "upper": 0.0905650218909568
              },
              {
                "event_time": -5,
                "estimate": -0.007616693409011823,
                "se": 0.025145380170060964,
                "pvalue": 0.7619926191642481,
                "lower": -0.0569304131636293,
                "upper": 0.041697026345605646
              },
              {
                "event_time": -4,
                "estimate": 0.010631825114725718,
                "se": 0.02023081671544595,
                "pvalue": 0.5992753531207797,
                "lower": -0.029043726384805,
                "upper": 0.05030737661425644
              },
              {
                "event_time": -3,
                "estimate": 0.08774039706051083,
                "se": 0.04834907702515129,
                "pvalue": 0.06971473146912698,
                "lower": -0.007079121224264587,
                "upper": 0.18255991534528626
              },
              {
                "event_time": -2,
                "estimate": 0.20379209767617643,
                "se": 0.11488427100944124,
                "pvalue": 0.07623258326858001,
                "lower": -0.021512539058586994,
                "upper": 0.4290967344109399
              },
              {
                "event_time": -1,
                "estimate": -0.11523702772838396,
                "se": 0.06850412832412732,
                "pvalue": 0.0926870583530795,
                "lower": -0.24958351059574468,
                "upper": 0.019109455138976772
              },
              {
                "event_time": 0,
                "estimate": -0.38498689065740954,
                "se": 0.250137686108012,
                "pvalue": 0.12393722913970438,
                "lower": -0.8755429955710967,
                "upper": 0.10556921425627763
              },
              {
                "event_time": 1,
                "estimate": -0.33382664101349885,
                "se": 0.24256486981339873,
                "pvalue": 0.16890163209073225,
                "lower": -0.8095313601863414,
                "upper": 0.14187807815934372
              },
              {
                "event_time": 2,
                "estimate": -0.34085619390543404,
                "se": 0.24603712653872145,
                "pvalue": 0.16608835026015825,
                "lower": -0.8233705096686087,
                "upper": 0.14165812185774063
              },
              {
                "event_time": 3,
                "estimate": -0.3653767651970397,
                "se": 0.2790610747498915,
                "pvalue": 0.19057977562502093,
                "lower": -0.9126558097598065,
                "upper": 0.18190227936572706
              },
              {
                "event_time": 4,
                "estimate": -0.29641330969915564,
                "se": 0.2594965081357673,
                "pvalue": 0.25348061678247735,
                "lower": -0.8053234153711835,
                "upper": 0.21249679597287224
              },
              {
                "event_time": 5,
                "estimate": -0.26777963722576453,
                "se": 0.2141568909953414,
                "pvalue": 0.21130258422335185,
                "lower": -0.687772209803315,
                "upper": 0.15221293535178593
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0
            ],
            "weights": [
              0.21285613374146456,
              0.18695549799858724,
              0.1702378149281846,
              0.1546974334824582,
              0.14315987756063103,
              0.13209324228867436
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 1.6653345369377348e-16,
            "package_aggregate_vs_estimable_cell_weights": null
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "status": "not_identified",
            "pvalue": null,
            "reason": "The saturated and imported deviations designs do not span the same fitted model on this sparse panel. Test withheld.",
            "relative_rss_difference": 6.99884127257236e-07
          },
          "method_status": {
            "Sun\u2013Abraham": "unvalidated: saturated and reference deviations fits disagree"
          }
        }
      },
      "alternative_models": {
        "y__d": [
          {
            "method": "CS-DID",
            "status": "unsupported",
            "reason": "csdid: matching the configured nonstandard fixed effects is not implemented."
          },
          {
            "method": "SDID",
            "status": "unsupported",
            "reason": "sdid: matching the configured nonstandard fixed effects is not implemented."
          },
          {
            "method": "Matrix completion",
            "status": "unsupported",
            "reason": "matrix-completion: matching the configured nonstandard fixed effects is not implemented."
          },
          {
            "method": "Horizontal ridge",
            "status": "unsupported",
            "reason": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented."
          },
          {
            "method": "Multisynth (cohort-averaged)",
            "status": "unsupported",
            "reason": "multisynth-cohort: matching the configured nonstandard fixed effects is not implemented."
          },
          {
            "method": "Multisynth (individual)",
            "status": "unsupported",
            "reason": "multisynth-individual: matching the configured nonstandard fixed effects is not implemented."
          }
        ]
      },
      "combined_table": [
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Static TWFE",
          "Estimate (SDs)": -0.25435329060371803,
          "SE": 0.07140236542088117,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.24234749314234946,
          "SE": 0.0740950288901381,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.3367133821115707,
          "SE": 0.11046151983154304,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "observations",
          "Event study": "No",
          "Status": "unvalidated",
          "Note": "unvalidated: saturated and reference deviations fits disagree"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Equal post-event times",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "csdid: matching the configured nonstandard fixed effects is not implemented."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "SDID",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "sdid: matching the configured nonstandard fixed effects is not implemented."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Matrix completion",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "matrix-completion: matching the configured nonstandard fixed effects is not implemented."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Horizontal ridge",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (cohort-averaged)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-cohort: matching the configured nonstandard fixed effects is not implemented."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (individual)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-individual: matching the configured nonstandard fixed effects is not implemented."
        }
      ],
      "adapter_sha256": {
        "validate_template.py": "acaff11c7459081dc8abf2f6a6eaf882aed70c073f4681e9f5ce6d63eae93e39",
        "mtgpax_worker.py": "7279b1b2aaa3f5909cd39ac1964d2e9c75907219011fe661a015511131affa85",
        "csdid_general.py": "9c3093549e3591900c0b1a99c7db688f4caa1d4817d030b274032427ca8cf2bf",
        "runner.py": "8b21a41dc3068fcd133e9b02db4baf71335a4561607dac36d2af0f3176c2be5b",
        "csdid_model.py": "4b6272d878b20bb48b16ead3a1f7bd7410cb5806b800e08f01889b503e1b74fb",
        "multisynth_model.R": "3ae0740c5b75b14f563dacc9961688e8286655866a6b435045a3ef6f453c1604",
        "csdid_streaming.py": "2285286ffa353ca347d1a61fd3a11f867e2033953a1494fec5aaeb460ba36a01",
        "multisynth_sparse.R": "f9ab3d8d7f7b52a79ccd694c7173f626276a0830f23bb79e527c88c0f0292540",
        "matrix_models.py": "dc1afacddc30a8244338144e1f7647ff6026bcdf1fc2768ae21e6c5fa61a4c29",
        "csdid_aggregations.py": "cbed0fb13450d9398f9a59d53dbfdf8e275a74daa01158c38c0f3396a3e8c6ee",
        "bootstrap_matrix.py": "9815529a8ae1abb9440939848b5f003758a359e14d400747488c6af340bf6be4",
        "eligibility.py": "aba2b72cf19a45e82f49e4ddac2bc10bc82da1a3c872a408f94508eaea001bd5"
      },
      "scalar_ranges": [
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Static TWFE",
          "Estimate (SDs)": -0.25435329060371803,
          "SE": 0.07140236542088117,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": "",
          "lower": -0.3943836347213423,
          "upper": -0.11432294648609373,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.24234749314234946,
          "SE": 0.0740950288901381,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.3876585389562055,
          "upper": -0.09703644732849345,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.3367133821115707,
          "SE": 0.11046151983154304,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.5533443654493194,
          "upper": -0.12008239877382201,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unvalidated",
          "Note": "unvalidated: saturated and reference deviations fits disagree",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (equal event-time)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Equal post-event times",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "csdid: matching the configured nonstandard fixed effects is not implemented.",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "SDID",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "sdid: matching the configured nonstandard fixed effects is not implemented.",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Matrix completion",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "matrix-completion: matching the configured nonstandard fixed effects is not implemented.",
          "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": "unsupported",
          "Note": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented.",
          "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: matching the configured nonstandard fixed effects is not implemented.",
          "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: matching the configured nonstandard fixed effects is not implemented.",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        }
      ],
      "reporting_source": {
        "path": "templates/reporting/comparison_report.py",
        "sha256": "94e9c5116a13335ead2db81834cac48593160291aea51c30c12fe3e11e5da1ce"
      }
    },
    "finished": 1791580980.7499032,
    "scalar_ranges": [
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Static TWFE",
        "Estimate (SDs)": -0.25435329060371803,
        "SE": 0.07140236542088117,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": "",
        "lower": -0.3943836347213423,
        "upper": -0.11432294648609373,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": -0.24234749314234946,
        "SE": 0.0740950288901381,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.3876585389562055,
        "upper": -0.09703644732849345,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": -0.3367133821115707,
        "SE": 0.11046151983154304,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.5533443654493194,
        "upper": -0.12008239877382201,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unvalidated",
        "Note": "unvalidated: saturated and reference deviations fits disagree",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (equal event-time)",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Equal post-event times",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "csdid: matching the configured nonstandard fixed effects is not implemented.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "SDID",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "sdid: matching the configured nonstandard fixed effects is not implemented.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Matrix completion",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "matrix-completion: matching the configured nonstandard fixed effects is not implemented.",
        "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": "unsupported",
        "Note": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented.",
        "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: matching the configured nonstandard fixed effects is not implemented.",
        "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: matching the configured nonstandard fixed effects is not implemented.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      }
    ]
  },
  {
    "study_id": 2,
    "specification_id": "S02-P006",
    "source_specification_id": "AM005-P2587-T2-DEMP-ACTUAL",
    "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": "Do Powerful Politicians Really Cause Corporate Downsizing?",
    "status": "ready",
    "reason": "",
    "config": "analyses/full-archive/configs/S02-P006.json",
    "input_bytes": 1459383,
    "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": "s02-p006",
        "specification_id": "S02-P006",
        "source_specification_id": "AM005-P2587-T2-DEMP-ACTUAL",
        "study_id": 2,
        "study": "Do Powerful Politicians Really Cause Corporate Downsizing?",
        "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204",
        "description": "AM005-P2587-T2-DEMP-ACTUAL",
        "data": "analyses/full-archive/prepared/S02-P006.parquet",
        "output_dir": "analyses/full-archive/results/S02-P006"
      },
      "source": {
        "file": "S02-P006.parquet",
        "bytes": 1459383,
        "sha256": "6f602a5961cec651839056382625d64fd68fa87f19f65c46b6d8d6f6968e68af"
      },
      "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": 168267,
            "source_sd": 0.3181313377096774,
            "rows": 159985,
            "units": 14759,
            "clusters": 2018,
            "treated_units": 801,
            "never_treated_units": 13958,
            "treated_cohorts": 6,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 159692,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 210,
            "post_adoption_untreated_rows_removed": 5495,
            "units_without_minus_one_removed": 30,
            "additional_rows_removed": 1972
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.032262235476981815,
              "se": 0.029038712745296222,
              "pvalue": 0.26669742393892876,
              "lower": -0.089211240316962,
              "upper": 0.024686769362998365
            },
            {
              "method": "Dynamic TWFE",
              "estimate": 0.06405396467278625,
              "se": 0.10076871248327322,
              "pvalue": 0.5250745316906967,
              "lower": -0.13356767046178308,
              "upper": 0.26167559980735555
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.05540810721863137,
              "se": 0.028172583817915032,
              "pvalue": 0.0493502642045848,
              "lower": -0.11065851126627897,
              "upper": -0.00015770317098376396
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": 0.07063437888563168,
              "se": 0.015098008958115392,
              "pvalue": 3.083247818678567e-06,
              "lower": 0.041025057261378436,
              "upper": 0.10024370050988492
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -27,
                "estimate": -0.15218803278703757,
                "se": 0.11728232699585174,
                "pvalue": 0.1945659190429685,
                "lower": -0.38219519137958924,
                "upper": 0.07781912580551406
              },
              {
                "event_time": -26,
                "estimate": -0.1526404258887985,
                "se": 0.1157787364125255,
                "pvalue": 0.1875259990903596,
                "lower": -0.37969883161622653,
                "upper": 0.0744179798386295
              },
              {
                "event_time": -25,
                "estimate": -0.3098839454178795,
                "se": 0.1580581782259997,
                "pvalue": 0.05006678751260944,
                "lower": -0.6198582902086609,
                "upper": 9.03993729018393e-05
              },
              {
                "event_time": -24,
                "estimate": 0.005432686608698913,
                "se": 0.10368555511613174,
                "pvalue": 0.9582185167772564,
                "lower": -0.19790928767014007,
                "upper": 0.2087746608875379
              },
              {
                "event_time": -23,
                "estimate": 0.03167726306797585,
                "se": 0.10315823172966701,
                "pvalue": 0.7588183611092651,
                "lower": -0.1706305557938714,
                "upper": 0.23398508192982312
              },
              {
                "event_time": -22,
                "estimate": -0.05581561075640949,
                "se": 0.10220713270010709,
                "pvalue": 0.5850556075577987,
                "lower": -0.25625819049031084,
                "upper": 0.14462696897749183
              },
              {
                "event_time": -21,
                "estimate": -0.07359379263023928,
                "se": 0.10238096032452901,
                "pvalue": 0.47233322631988284,
                "lower": -0.2743772728135288,
                "upper": 0.12718968755305027
              },
              {
                "event_time": -20,
                "estimate": -0.04013858765789276,
                "se": 0.10176952230033848,
                "pvalue": 0.6933224495516103,
                "lower": -0.23972295177483344,
                "upper": 0.1594457764590479
              },
              {
                "event_time": -19,
                "estimate": 0.11668288738902988,
                "se": 0.10743593397981656,
                "pvalue": 0.2775780398278686,
                "lower": -0.09401410795885917,
                "upper": 0.3273798827369189
              },
              {
                "event_time": -18,
                "estimate": 0.030990546005968258,
                "se": 0.10238688154666682,
                "pvalue": 0.7621643213135771,
                "lower": -0.16980454652774268,
                "upper": 0.2317856385396792
              },
              {
                "event_time": -17,
                "estimate": 0.04187333069037397,
                "se": 0.10898203358553778,
                "pvalue": 0.7008541719006508,
                "lower": -0.17185578370155127,
                "upper": 0.25560244508229923
              },
              {
                "event_time": -16,
                "estimate": 0.06883798708793062,
                "se": 0.10550257451042863,
                "pvalue": 0.5141679564523157,
                "lower": -0.13806741809047235,
                "upper": 0.2757433922663336
              },
              {
                "event_time": -15,
                "estimate": 0.11145568921215036,
                "se": 0.10781694253097546,
                "pvalue": 0.3013773049547724,
                "lower": -0.09998851755706921,
                "upper": 0.3228998959813699
              },
              {
                "event_time": -14,
                "estimate": 0.10299421429660736,
                "se": 0.10512312311173408,
                "pvalue": 0.3273278140355758,
                "lower": -0.10316703325572131,
                "upper": 0.30915546184893605
              },
              {
                "event_time": -13,
                "estimate": 0.15705490431980573,
                "se": 0.10929876986436245,
                "pvalue": 0.15089240068816162,
                "lower": -0.057295374516769526,
                "upper": 0.371405183156381
              },
              {
                "event_time": -12,
                "estimate": 0.04699892008207009,
                "se": 0.1271982305989934,
                "pvalue": 0.7117987001046423,
                "lower": -0.2024547218047372,
                "upper": 0.29645256196887737
              },
              {
                "event_time": -11,
                "estimate": 0.13385074800621363,
                "se": 0.1066940769267097,
                "pvalue": 0.20979536808515342,
                "lower": -0.07539136119439604,
                "upper": 0.3430928572068233
              },
              {
                "event_time": -10,
                "estimate": 0.07968234548595433,
                "se": 0.10537759701953676,
                "pvalue": 0.44964145142024453,
                "lower": -0.12697796123384558,
                "upper": 0.2863426522057542
              },
              {
                "event_time": -9,
                "estimate": 0.12941200374391776,
                "se": 0.10972510448297032,
                "pvalue": 0.23836999383393598,
                "lower": -0.0857743773149395,
                "upper": 0.34459838480277505
              },
              {
                "event_time": -8,
                "estimate": 0.21341286299948284,
                "se": 0.10747816635772894,
                "pvalue": 0.04720859840631368,
                "lower": 0.0026330440114678832,
                "upper": 0.4241926819874978
              },
              {
                "event_time": -7,
                "estimate": 0.22714398183948606,
                "se": 0.10991659763451572,
                "pvalue": 0.038907522147132195,
                "lower": 0.011582055744943698,
                "upper": 0.4427059079340284
              },
              {
                "event_time": -6,
                "estimate": 0.20035148981943385,
                "se": 0.10503712928359023,
                "pvalue": 0.05660619296477914,
                "lower": -0.005641111726505804,
                "upper": 0.4063440913653735
              },
              {
                "event_time": -5,
                "estimate": 0.08945211752836835,
                "se": 0.1069709333586292,
                "pvalue": 0.40312555632550773,
                "lower": -0.12033294612134712,
                "upper": 0.29923718117808384
              },
              {
                "event_time": -4,
                "estimate": 0.09194194172223026,
                "se": 0.10772139729952629,
                "pvalue": 0.39347453798815324,
                "lower": -0.11931488739371791,
                "upper": 0.3031987708381784
              },
              {
                "event_time": -3,
                "estimate": 0.1218248519788781,
                "se": 0.10419930687285614,
                "pvalue": 0.2424804528711397,
                "lower": -0.08252466183991466,
                "upper": 0.3261743657976709
              },
              {
                "event_time": -2,
                "estimate": 0.07436130782607632,
                "se": 0.10542308423762284,
                "pvalue": 0.4806671997614701,
                "lower": -0.1323882057337672,
                "upper": 0.2811108213859198
              },
              {
                "event_time": 0,
                "estimate": 0.06191120791378572,
                "se": 0.09927655561461071,
                "pvalue": 0.5329452906362611,
                "lower": -0.13278409748017775,
                "upper": 0.2566065133077492
              },
              {
                "event_time": 1,
                "estimate": 0.027001025417765084,
                "se": 0.10000835452598568,
                "pvalue": 0.7871973374886803,
                "lower": -0.16912944069118344,
                "upper": 0.2231314915267136
              },
              {
                "event_time": 2,
                "estimate": 0.07494098335480338,
                "se": 0.10661935274793508,
                "pvalue": 0.48220947215914667,
                "lower": -0.13415458120878931,
                "upper": 0.2840365479183961
              },
              {
                "event_time": 3,
                "estimate": 0.05842645244306361,
                "se": 0.1314834437559813,
                "pvalue": 0.6568274196789051,
                "lower": -0.19943109587575936,
                "upper": 0.31628400076188656
              },
              {
                "event_time": 4,
                "estimate": 0.05890080170802851,
                "se": 0.10571678709188426,
                "pvalue": 0.577482283490439,
                "lower": -0.1484247045073971,
                "upper": 0.26622630792345414
              },
              {
                "event_time": 5,
                "estimate": 0.11637370720524626,
                "se": 0.11693019669049802,
                "pvalue": 0.31973852166284333,
                "lower": -0.11294287427254876,
                "upper": 0.3456902886830413
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -27,
                "estimate": -0.152063482308736,
                "se": 0.03667186895428064,
                "pvalue": 3.5143403650780585e-05,
                "lower": -0.22398218135322917,
                "upper": -0.08014478326424285
              },
              {
                "event_time": -26,
                "estimate": -0.15362432626078384,
                "se": 0.03486040132406073,
                "pvalue": 1.10392838750126e-05,
                "lower": -0.22199048219685114,
                "upper": -0.08525817032471657
              },
              {
                "event_time": -25,
                "estimate": -0.3059737361651298,
                "se": 0.09865184786958466,
                "pvalue": 0.0019517443267082796,
                "lower": -0.4994439017015827,
                "upper": -0.11250357062867689
              },
              {
                "event_time": -24,
                "estimate": -0.0560192427636476,
                "se": 0.02258946256062899,
                "pvalue": 0.01322361270774739,
                "lower": -0.10032035982697865,
                "upper": -0.01171812570031655
              },
              {
                "event_time": -23,
                "estimate": -0.0296643193967653,
                "se": 0.02174155773453441,
                "pvalue": 0.17259191679507985,
                "lower": -0.07230257569665137,
                "upper": 0.012973936903120774
              },
              {
                "event_time": -22,
                "estimate": -0.11243392044588373,
                "se": 0.022466283239702674,
                "pvalue": 6.084589955555312e-07,
                "lower": -0.1564934655151272,
                "upper": -0.06837437537664026
              },
              {
                "event_time": -21,
                "estimate": -0.1321962200908562,
                "se": 0.025402772548275273,
                "pvalue": 2.1483211431533477e-07,
                "lower": -0.18201463420203193,
                "upper": -0.08237780597968045
              },
              {
                "event_time": -20,
                "estimate": -0.10681170170838768,
                "se": 0.018996382916302366,
                "pvalue": 2.141076492655671e-08,
                "lower": -0.14406628362224533,
                "upper": -0.06955711979453003
              },
              {
                "event_time": -19,
                "estimate": 0.040073230932552335,
                "se": 0.03665162734347039,
                "pvalue": 0.2743686330780923,
                "lower": -0.0318057714627776,
                "upper": 0.11195223332788226
              },
              {
                "event_time": -18,
                "estimate": -0.03723407543110571,
                "se": 0.015329167713621175,
                "pvalue": 0.015228663754821042,
                "lower": -0.06729673192600452,
                "upper": -0.007171418936206906
              },
              {
                "event_time": -17,
                "estimate": -0.0332051225892423,
                "se": 0.03511531420933244,
                "pvalue": 0.3444647221669052,
                "lower": -0.10207119858941309,
                "upper": 0.035660953410928495
              },
              {
                "event_time": -16,
                "estimate": -0.004097430722586577,
                "se": 0.029860334392902307,
                "pvalue": 0.8908707136704987,
                "lower": -0.0626577513118756,
                "upper": 0.054462889866702446
              },
              {
                "event_time": -15,
                "estimate": 0.03253604395205943,
                "se": 0.03299443285291147,
                "pvalue": 0.3241988411239306,
                "lower": -0.03217068505187075,
                "upper": 0.09724277295598961
              },
              {
                "event_time": -14,
                "estimate": 0.0183297681922212,
                "se": 0.02440771411783611,
                "pvalue": 0.4527507420762786,
                "lower": -0.02953719621565038,
                "upper": 0.06619673260009279
              },
              {
                "event_time": -13,
                "estimate": 0.06378798776390286,
                "se": 0.035864606441178865,
                "pvalue": 0.0754596179547525,
                "lower": -0.006547555816055664,
                "upper": 0.1341235313438614
              },
              {
                "event_time": -12,
                "estimate": -0.04054454192506921,
                "se": 0.06696099714278365,
                "pvalue": 0.5449183374225314,
                "lower": -0.17186448657351044,
                "upper": 0.09077540272337203
              },
              {
                "event_time": -11,
                "estimate": 0.040090164166798094,
                "se": 0.025149265350308744,
                "pvalue": 0.11107280511515158,
                "lower": -0.009231086631024364,
                "upper": 0.08941141496462054
              },
              {
                "event_time": -10,
                "estimate": -0.008281687975701803,
                "se": 0.028190508605947084,
                "pvalue": 0.7689594874139988,
                "lower": -0.0635672450567964,
                "upper": 0.047003869105392795
              },
              {
                "event_time": -9,
                "estimate": 0.03318302429893882,
                "se": 0.04259871347526873,
                "pvalue": 0.43609008702689683,
                "lower": -0.05035905145209361,
                "upper": 0.11672510004997125
              },
              {
                "event_time": -8,
                "estimate": 0.11636645925942454,
                "se": 0.025402059552070793,
                "pvalue": 4.910615767065737e-06,
                "lower": 0.06654944343420782,
                "upper": 0.16618347508464126
              },
              {
                "event_time": -7,
                "estimate": 0.1259520496441671,
                "se": 0.040301730190604,
                "pvalue": 0.0018019723475295364,
                "lower": 0.046914681568818895,
                "upper": 0.2049894177195153
              },
              {
                "event_time": -6,
                "estimate": 0.09258085799430067,
                "se": 0.03240065671860481,
                "pvalue": 0.004315391105404847,
                "lower": 0.0290386076035615,
                "upper": 0.15612310838503984
              },
              {
                "event_time": -5,
                "estimate": -0.011244698189296494,
                "se": 0.030051525208648396,
                "pvalue": 0.7083092757382654,
                "lower": -0.07017997089119415,
                "upper": 0.04769057451260116
              },
              {
                "event_time": -4,
                "estimate": -0.011312437357193004,
                "se": 0.033787703109146666,
                "pvalue": 0.737803754876955,
                "lower": -0.07757488103959385,
                "upper": 0.05495000632520784
              },
              {
                "event_time": -3,
                "estimate": -0.00022548216926452318,
                "se": 0.02591722006233521,
                "pvalue": 0.9930592797731501,
                "lower": -0.051052800298503564,
                "upper": 0.050601835959974514
              },
              {
                "event_time": -2,
                "estimate": -0.04440530508452697,
                "se": 0.04059938584515617,
                "pvalue": 0.27419819314610083,
                "lower": -0.1240264178134492,
                "upper": 0.03521580764439527
              },
              {
                "event_time": -1,
                "estimate": -0.12686361187070916,
                "se": 0.07671585326778278,
                "pvalue": 0.09834778729183988,
                "lower": -0.2773142030305345,
                "upper": 0.023586979289116183
              },
              {
                "event_time": 0,
                "estimate": -0.07368811901841099,
                "se": 0.03157013751002471,
                "pvalue": 0.019687785264624814,
                "lower": -0.1356016042898428,
                "upper": -0.01177463374697918
              },
              {
                "event_time": 1,
                "estimate": -0.09947911877202235,
                "se": 0.027279824138551383,
                "pvalue": 0.00027244883990843876,
                "lower": -0.1529786953726353,
                "upper": -0.045979542171409406
              },
              {
                "event_time": 2,
                "estimate": -0.04910922329607403,
                "se": 0.05444569070167904,
                "pvalue": 0.36717226742492676,
                "lower": -0.15588488964472208,
                "upper": 0.05766644305257403
              },
              {
                "event_time": 3,
                "estimate": -0.059988115799445366,
                "se": 0.10237680480198631,
                "pvalue": 0.5579718715199162,
                "lower": -0.26076344641786015,
                "upper": 0.14078721481896944
              },
              {
                "event_time": 4,
                "estimate": -0.04598989083126937,
                "se": 0.03638771381718018,
                "pvalue": 0.20641730234435687,
                "lower": -0.11735132163801462,
                "upper": 0.025371539975475872
              },
              {
                "event_time": 5,
                "estimate": 0.01966062054100644,
                "se": 0.04627204164013211,
                "pvalue": 0.6709607240350433,
                "lower": -0.07108536900863352,
                "upper": 0.1104066100906464
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -27,
                "estimate": -0.18098989337755167,
                "se": 0.15621667790306124,
                "pvalue": 0.24676360099451308,
                "lower": -0.4873527967203702,
                "upper": 0.12537300996526685
              },
              {
                "event_time": -26,
                "estimate": -0.18290511095033218,
                "se": 0.1554730595896714,
                "pvalue": 0.2395569299512564,
                "lower": -0.48780967406644093,
                "upper": 0.12199945216577657
              },
              {
                "event_time": -25,
                "estimate": -0.40584991799231485,
                "se": 0.07910781803326124,
                "pvalue": 3.169374157590451e-07,
                "lower": -0.560991488886714,
                "upper": -0.2507083470979157
              },
              {
                "event_time": -24,
                "estimate": -0.1355458661346368,
                "se": 0.04018665530898319,
                "pvalue": 0.0007578468328635853,
                "lower": -0.21435755616261887,
                "upper": -0.056734176106654696
              },
              {
                "event_time": -23,
                "estimate": -0.11065892281264904,
                "se": 0.036563135813647556,
                "pvalue": 0.002505188746707361,
                "lower": -0.18236438085687842,
                "upper": -0.038953464768419654
              },
              {
                "event_time": -22,
                "estimate": -0.19439865562901806,
                "se": 0.03320311869908145,
                "pvalue": 5.5606943650974395e-09,
                "lower": -0.25951464696381704,
                "upper": -0.12928266429421909
              },
              {
                "event_time": -21,
                "estimate": -0.21260483853125292,
                "se": 0.037855761689776085,
                "pvalue": 2.2225896985369634e-08,
                "lower": -0.28684531794235923,
                "upper": -0.1383643591201466
              },
              {
                "event_time": -20,
                "estimate": -0.18110413306665546,
                "se": 0.03157819741289031,
                "pvalue": 1.1217108054257194e-08,
                "lower": -0.24303342494257862,
                "upper": -0.1191748411907323
              },
              {
                "event_time": -19,
                "estimate": 0.005767765298289658,
                "se": 0.030693662505080203,
                "pvalue": 0.850963061756757,
                "lower": -0.05442682906580359,
                "upper": 0.0659623596623829
              },
              {
                "event_time": -18,
                "estimate": -0.02090546256581751,
                "se": 0.027349987850077754,
                "pvalue": 0.44473722976981467,
                "lower": -0.07454264008498197,
                "upper": 0.03273171495334695
              },
              {
                "event_time": -17,
                "estimate": -0.009843429572708534,
                "se": 0.0257242745509653,
                "pvalue": 0.7020185744257618,
                "lower": -0.06029235438412953,
                "upper": 0.040605495238712465
              },
              {
                "event_time": -16,
                "estimate": 0.03779488137411932,
                "se": 0.025151482902830896,
                "pvalue": 0.1330755480971078,
                "lower": -0.01153071835646833,
                "upper": 0.08712048110470696
              },
              {
                "event_time": -15,
                "estimate": 0.08923854742667256,
                "se": 0.02558372422349459,
                "pvalue": 0.0004968964428192033,
                "lower": 0.03906526159930697,
                "upper": 0.13941183325403816
              },
              {
                "event_time": -14,
                "estimate": 0.0892312809876492,
                "se": 0.025152702528725254,
                "pvalue": 0.0003976655652448404,
                "lower": 0.039903289398938564,
                "upper": 0.13855927257635983
              },
              {
                "event_time": -13,
                "estimate": 0.15349677591988586,
                "se": 0.025703960236628104,
                "pvalue": 2.76734824408318e-09,
                "lower": 0.10308769033948234,
                "upper": 0.2039058615002894
              },
              {
                "event_time": -12,
                "estimate": 0.04423320462200911,
                "se": 0.025168886362287732,
                "pvalue": 0.07899184288654411,
                "lower": -0.005126525743277571,
                "upper": 0.09359293498729579
              },
              {
                "event_time": -11,
                "estimate": 0.12662425711789485,
                "se": 0.026696540911687515,
                "pvalue": 2.2522435760953144e-06,
                "lower": 0.07426858106139711,
                "upper": 0.1789799331743926
              },
              {
                "event_time": -10,
                "estimate": 0.07029632080453803,
                "se": 0.026399836479592154,
                "pvalue": 0.0078119619880332464,
                "lower": 0.01852252392042817,
                "upper": 0.1220701176886479
              },
              {
                "event_time": -9,
                "estimate": 0.12288619987487398,
                "se": 0.024738773603205713,
                "pvalue": 7.358798746997789e-07,
                "lower": 0.07436998119736578,
                "upper": 0.1714024185523822
              },
              {
                "event_time": -8,
                "estimate": 0.20536247133013716,
                "se": 0.023753221311550284,
                "pvalue": 1.0706842553749723e-17,
                "lower": 0.1587790594791516,
                "upper": 0.2519458831811227
              },
              {
                "event_time": -7,
                "estimate": 0.21288342927097442,
                "se": 0.021805428633113244,
                "pvalue": 4.9541858922025795e-22,
                "lower": 0.17011991314486244,
                "upper": 0.25564694539708643
              },
              {
                "event_time": -6,
                "estimate": 0.1917082101865291,
                "se": 0.02505612787350548,
                "pvalue": 3.0648313860882254e-14,
                "lower": 0.14256961509606444,
                "upper": 0.24084680527699373
              },
              {
                "event_time": -5,
                "estimate": 0.08927653070988428,
                "se": 0.024464587341833363,
                "pvalue": 0.0002697286869071808,
                "lower": 0.041298029901033304,
                "upper": 0.13725503151873525
              },
              {
                "event_time": -4,
                "estimate": 0.09466630518004214,
                "se": 0.023493617980606948,
                "pvalue": 5.798218480172305e-05,
                "lower": 0.04859201201761697,
                "upper": 0.14074059834246733
              },
              {
                "event_time": -3,
                "estimate": 0.12772829872286917,
                "se": 0.02064779675931238,
                "pvalue": 7.449011936706742e-10,
                "lower": 0.08723506171560966,
                "upper": 0.16822153573012869
              },
              {
                "event_time": -2,
                "estimate": 0.08030603530762259,
                "se": 0.01856559386150856,
                "pvalue": 1.595923781136983e-05,
                "lower": 0.043896291392668214,
                "upper": 0.11671577922257698
              },
              {
                "event_time": 0,
                "estimate": 0.06715248605309665,
                "se": 0.018017990708246334,
                "pvalue": 0.0001991320501867602,
                "lower": 0.03181666903356123,
                "upper": 0.10248830307263207
              },
              {
                "event_time": 1,
                "estimate": 0.0352276268197121,
                "se": 0.017782365995730024,
                "pvalue": 0.04772210246812249,
                "lower": 0.0003539030414028768,
                "upper": 0.07010135059802133
              },
              {
                "event_time": 2,
                "estimate": 0.08093328680201514,
                "se": 0.019685338187523653,
                "pvalue": 4.091241453572613e-05,
                "lower": 0.04232756658462968,
                "upper": 0.1195390070194006
              },
              {
                "event_time": 3,
                "estimate": 0.05934517097322051,
                "se": 0.021752417322888937,
                "pvalue": 0.006423125758978541,
                "lower": 0.01668561749135579,
                "upper": 0.10200472445508522
              },
              {
                "event_time": 4,
                "estimate": 0.06541348959181431,
                "se": 0.023914516405612554,
                "pvalue": 0.006286814843917136,
                "lower": 0.018513755348270038,
                "upper": 0.11231322383535858
              },
              {
                "event_time": 5,
                "estimate": 0.13017455049988966,
                "se": 0.02143774575167583,
                "pvalue": 1.5035324842537624e-09,
                "lower": 0.08813211228030261,
                "upper": 0.17221698871947672
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0
            ],
            "weights": [
              0.20520673813169985,
              0.18453292496171517,
              0.1697294538029607,
              0.1582440020418581,
              0.14701378254211334,
              0.13527309851965288
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 1.3877787807814457e-17,
            "package_aggregate_vs_estimable_cell_weights": 2.7755575615628914e-17,
            "saturated_vs_deviations_relative_rss_difference": 6.56264283827918e-11
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "F": 2.2079273827057837,
            "df_num": 20,
            "df_den": 145055,
            "pvalue": 0.0014348250836651384,
            "log10_pvalue": -2.8432010395775227,
            "inference": "Homoskedastic nested-model F",
            "observations": 159985,
            "design_columns": 131,
            "restricted_design_columns": 111,
            "fixed_effect_rank": 14799,
            "covariance_rank": 20,
            "rss_unrestricted": 124617.3395574447,
            "rss_restricted": 124655.2763450589,
            "test_horizon": null,
            "reference_cohort": 4,
            "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.-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]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-23.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-22.0]"
              ],
              "data": [
                [
                  -1.4406175123218905e-05,
                  -1.4484427495304002e-05,
                  -1.1500292821541391e-05,
                  -1.0900910959977027e-05,
                  -1.1294529870564056e-05,
                  -4.187003825392097e-05
                ],
                [
                  -1.0376289641298008e-05,
                  -1.0461500290463432e-05,
                  1.2540717995108467e-06,
                  6.413912011891953e-05,
                  7.023879963382789e-05,
                  5.975382779484076e-05
                ],
                [
                  -6.62287021659629e-06,
                  -6.7101481365948895e-06,
                  1.3764094167775158e-05,
                  0.00013291893680512364,
                  0.00015329010827546186,
                  0.00016544413171137536
                ],
                [
                  -3.9131001133478796e-06,
                  -3.982377694853976e-06,
                  2.0521422546636673e-05,
                  0.000175075147960576,
                  0.00021527665090343638,
                  0.00024660038983929163
                ],
                [
                  -2.031678664074511e-06,
                  -2.185698805192392e-06,
                  2.561873077638665e-05,
                  0.00020763587541654154,
                  0.00025241337997140346,
                  0.00029440895646624715
                ]
              ]
            },
            "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_18,ref=-1.0)+i(rel_time,cohort_dummy_20,ref=-1.0)+i(rel_time,cohort_dummy_26,ref=-1.0)+i(rel_time,cohort_dummy_29,ref=-1.0)+i(rel_time,cohort_dummy_34,ref=-1.0)|unit_fe+time_fe",
            "restriction_names": [
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_29",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_29",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_29",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_29",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_29"
            ],
            "deviations": [
              {
                "event_time": -17.0,
                "cohort": 18,
                "estimate": -0.2800074225744706
              },
              {
                "event_time": -16.0,
                "cohort": 18,
                "estimate": -0.1128347476295039
              },
              {
                "event_time": -15.0,
                "cohort": 18,
                "estimate": 0.44195932900616763
              },
              {
                "event_time": -14.0,
                "cohort": 18,
                "estimate": 0.9599814010793425
              },
              {
                "event_time": -13.0,
                "cohort": 18,
                "estimate": -0.5777150084598163
              },
              {
                "event_time": -12.0,
                "cohort": 18,
                "estimate": -0.00935982984096331
              },
              {
                "event_time": -11.0,
                "cohort": 18,
                "estimate": 0.08030140072236368
              },
              {
                "event_time": -10.0,
                "cohort": 18,
                "estimate": -0.6496941182823329
              },
              {
                "event_time": -9.0,
                "cohort": 18,
                "estimate": 0.24876161482996154
              },
              {
                "event_time": -8.0,
                "cohort": 18,
                "estimate": -0.20883495716837622
              },
              {
                "event_time": -7.0,
                "cohort": 18,
                "estimate": 0.227273950603821
              },
              {
                "event_time": -6.0,
                "cohort": 18,
                "estimate": 0.21404117833987615
              },
              {
                "event_time": -5.0,
                "cohort": 18,
                "estimate": 0.29541367109996364
              },
              {
                "event_time": -4.0,
                "cohort": 18,
                "estimate": 0.7345001666728651
              },
              {
                "event_time": -3.0,
                "cohort": 18,
                "estimate": 0.6417718628530451
              },
              {
                "event_time": -2.0,
                "cohort": 18,
                "estimate": 0.1507678451454264
              },
              {
                "event_time": 0.0,
                "cohort": 18,
                "estimate": 0.3070636945221492
              },
              {
                "event_time": 1.0,
                "cohort": 18,
                "estimate": -0.014263323185554011
              },
              {
                "event_time": 2.0,
                "cohort": 18,
                "estimate": 0.6522017936613008
              },
              {
                "event_time": 3.0,
                "cohort": 18,
                "estimate": 0.06331752568682836
              },
              {
                "event_time": 4.0,
                "cohort": 18,
                "estimate": 0.6753169786829495
              },
              {
                "event_time": 5.0,
                "cohort": 18,
                "estimate": 0.05455576144833203
              },
              {
                "event_time": -19.0,
                "cohort": 20,
                "estimate": 0.6816343049294562
              },
              {
                "event_time": -18.0,
                "cohort": 20,
                "estimate": 0.2874579625689225
              },
              {
                "event_time": -17.0,
                "cohort": 20,
                "estimate": -0.06318091948045099
              },
              {
                "event_time": -16.0,
                "cohort": 20,
                "estimate": 0.3546190359374225
              },
              {
                "event_time": -15.0,
                "cohort": 20,
                "estimate": 0.8071345288781768
              },
              {
                "event_time": -14.0,
                "cohort": 20,
                "estimate": 1.3385497390572965
              },
              {
                "event_time": -13.0,
                "cohort": 20,
                "estimate": -0.21282920311737868
              },
              {
                "event_time": -12.0,
                "cohort": 20,
                "estimate": 0.41267049815536383
              },
              {
                "event_time": -11.0,
                "cohort": 20,
                "estimate": 0.2568072633971213
              },
              {
                "event_time": -10.0,
                "cohort": 20,
                "estimate": -0.26790309132483026
              },
              {
                "event_time": -9.0,
                "cohort": 20,
                "estimate": 0.4818479298651639
              },
              {
                "event_time": -8.0,
                "cohort": 20,
                "estimate": 0.035677436773220564
              },
              {
                "event_time": -7.0,
                "cohort": 20,
                "estimate": 0.5614341987738671
              },
              {
                "event_time": -6.0,
                "cohort": 20,
                "estimate": 0.7216196281295425
              },
              {
                "event_time": -5.0,
                "cohort": 20,
                "estimate": 0.3169767923285311
              },
              {
                "event_time": -4.0,
                "cohort": 20,
                "estimate": 0.865310197616366
              },
              {
                "event_time": -3.0,
                "cohort": 20,
                "estimate": 0.791316035937651
              },
              {
                "event_time": -2.0,
                "cohort": 20,
                "estimate": 0.5191606429399847
              },
              {
                "event_time": 0.0,
                "cohort": 20,
                "estimate": 0.4064608651815858
              },
              {
                "event_time": 1.0,
                "cohort": 20,
                "estimate": 0.45426396323873375
              },
              {
                "event_time": 2.0,
                "cohort": 20,
                "estimate": 0.7813088498150004
              },
              {
                "event_time": 3.0,
                "cohort": 20,
                "estimate": 0.5718678176786295
              },
              {
                "event_time": 4.0,
                "cohort": 20,
                "estimate": 0.7318965705748894
              },
              {
                "event_time": 5.0,
                "cohort": 20,
                "estimate": 0.10187255186825024
              },
              {
                "event_time": -25.0,
                "cohort": 26,
                "estimate": -0.45330654966613954
              },
              {
                "event_time": -24.0,
                "cohort": 26,
                "estimate": -0.030243466307469997
              },
              {
                "event_time": -23.0,
                "cohort": 26,
                "estimate": -0.008189907507918592
              },
              {
                "event_time": -22.0,
                "cohort": 26,
                "estimate": -0.32432736274600105
              },
              {
                "event_time": -21.0,
                "cohort": 26,
                "estimate": -0.10968005052013541
              },
              {
                "event_time": -20.0,
                "cohort": 26,
                "estimate": -0.1296599206907485
              },
              {
                "event_time": -19.0,
                "cohort": 26,
                "estimate": -0.02920756977699754
              },
              {
                "event_time": -18.0,
                "cohort": 26,
                "estimate": -0.04155049149350895
              },
              {
                "event_time": -17.0,
                "cohort": 26,
                "estimate": -0.27341169929035275
              },
              {
                "event_time": -16.0,
                "cohort": 26,
                "estimate": -0.09613875379005732
              },
              {
                "event_time": -15.0,
                "cohort": 26,
                "estimate": 0.34787869720042214
              },
              {
                "event_time": -14.0,
                "cohort": 26,
                "estimate": 0.9159129090983524
              },
              {
                "event_time": -13.0,
                "cohort": 26,
                "estimate": -0.6659664037903047
              },
              {
                "event_time": -12.0,
                "cohort": 26,
                "estimate": -0.15705803640424146
              },
              {
                "event_time": -11.0,
                "cohort": 26,
                "estimate": -0.0052431702638073285
              },
              {
                "event_time": -10.0,
                "cohort": 26,
                "estimate": -0.6801678808724021
              },
              {
                "event_time": -9.0,
                "cohort": 26,
                "estimate": 0.023596622011699077
              },
              {
                "event_time": -8.0,
                "cohort": 26,
                "estimate": -0.2276917957276225
              },
              {
                "event_time": -7.0,
                "cohort": 26,
                "estimate": 0.1260646461007194
              },
              {
                "event_time": -6.0,
                "cohort": 26,
                "estimate": 0.3296186852413409
              },
              {
                "event_time": -5.0,
                "cohort": 26,
                "estimate": 0.05078971288095004
              },
              {
                "event_time": -4.0,
                "cohort": 26,
                "estimate": 0.6317526003505766
              },
              {
                "event_time": -3.0,
                "cohort": 26,
                "estimate": 0.4125245259637197
              },
              {
                "event_time": -2.0,
                "cohort": 26,
                "estimate": 0.30766245180349977
              },
              {
                "event_time": 0.0,
                "cohort": 26,
                "estimate": 0.14970377182669037
              },
              {
                "event_time": 1.0,
                "cohort": 26,
                "estimate": 0.1008040924056812
              },
              {
                "event_time": 2.0,
                "cohort": 26,
                "estimate": 0.32507330304271653
              },
              {
                "event_time": 3.0,
                "cohort": 26,
                "estimate": -0.002596168754904704
              },
              {
                "event_time": 4.0,
                "cohort": 26,
                "estimate": 0.4123410731411936
              },
              {
                "event_time": 5.0,
                "cohort": 26,
                "estimate": -0.06175095035068445
              },
              {
                "event_time": -15.0,
                "cohort": 29,
                "estimate": 0.6296945429579793
              },
              {
                "event_time": -14.0,
                "cohort": 29,
                "estimate": 0.8524224309847112
              },
              {
                "event_time": -13.0,
                "cohort": 29,
                "estimate": -0.8248937704044506
              },
              {
                "event_time": -12.0,
                "cohort": 29,
                "estimate": 0.03402136721123012
              },
              {
                "event_time": -11.0,
                "cohort": 29,
                "estimate": 0.01931667958479205
              },
              {
                "event_time": -10.0,
                "cohort": 29,
                "estimate": -0.53225990252648
              },
              {
                "event_time": -9.0,
                "cohort": 29,
                "estimate": 0.47562932635785826
              },
              {
                "event_time": -8.0,
                "cohort": 29,
                "estimate": -0.18215829398307845
              },
              {
                "event_time": -7.0,
                "cohort": 29,
                "estimate": 0.2871715105159653
              },
              {
                "event_time": -6.0,
                "cohort": 29,
                "estimate": 0.3270383314806794
              },
              {
                "event_time": -5.0,
                "cohort": 29,
                "estimate": 0.1409455701806689
              },
              {
                "event_time": -4.0,
                "cohort": 29,
                "estimate": 0.5917002242364953
              },
              {
                "event_time": -3.0,
                "cohort": 29,
                "estimate": 0.7795062453671087
              },
              {
                "event_time": -2.0,
                "cohort": 29,
                "estimate": 0.6665180627166767
              },
              {
                "event_time": 0.0,
                "cohort": 29,
                "estimate": 0.07477959232537403
              },
              {
                "event_time": 1.0,
                "cohort": 29,
                "estimate": 0.16455629342432332
              },
              {
                "event_time": 2.0,
                "cohort": 29,
                "estimate": 0.34715892898981127
              },
              {
                "event_time": 3.0,
                "cohort": 29,
                "estimate": 0.3779405496451427
              },
              {
                "event_time": 4.0,
                "cohort": 29,
                "estimate": 0.2513426473427912
              },
              {
                "event_time": 5.0,
                "cohort": 29,
                "estimate": 0.2093020049683694
              },
              {
                "event_time": -3.0,
                "cohort": 34,
                "estimate": 0.0708274455566417
              },
              {
                "event_time": -2.0,
                "cohort": 34,
                "estimate": -0.14659936754620878
              },
              {
                "event_time": 0.0,
                "cohort": 34,
                "estimate": 0.5042018079341992
              }
            ]
          }
        }
      },
      "code_sha256": {
        "replication_engine.py": "cd3acc93d19b09e121e2366dbaaccd6cc5c4f902ca3ac3d3c1c27b3cc1d436f0",
        "reference_f_test.py": "5f044e72270f04daf518d8b9667920b0bdce87bdaa9b134f2625697b9eff1909",
        "sparse_did2s.py": "16f2083b77e2a6a0fd9a4dda23961f99f24def371aa785b956cc08b5c86929f3",
        "frequency.py": "f8b8062ee5e78fff474749beed9c4a3c20ced533b2e327a18f101ff35bca26b2",
        "sparse_models.py": "fd6fc12f18694fa56b8e0a68bec3d72bf57339ae0aecab45d7f13a834468feec"
      }
    },
    "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": "s02-p006",
        "specification_id": "S02-P006",
        "source_specification_id": "AM005-P2587-T2-DEMP-ACTUAL",
        "study_id": 2,
        "study": "Do Powerful Politicians Really Cause Corporate Downsizing?",
        "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204",
        "description": "AM005-P2587-T2-DEMP-ACTUAL",
        "data": "analyses/full-archive/prepared/S02-P006.parquet",
        "output_dir": "analyses/archive-expanded/fits/S02-P006"
      },
      "options": {
        "output_dir": "analyses/archive-expanded/fits/S02-P006",
        "regression_results": "analyses/archive-expanded/baselines/S02-P006.json",
        "display_window": [
          -10,
          10
        ],
        "timeout_seconds": 3600
      },
      "source": {
        "file": "S02-P006.parquet",
        "bytes": 1459383,
        "sha256": "6f602a5961cec651839056382625d64fd68fa87f19f65c46b6d8d6f6968e68af"
      },
      "regressions": {
        "y__d": {
          "sample": {
            "outcome": "y",
            "treatment": "d",
            "source_rows": 168267,
            "source_sd": 0.3181313377096774,
            "rows": 159985,
            "units": 14759,
            "clusters": 2018,
            "treated_units": 801,
            "never_treated_units": 13958,
            "treated_cohorts": 6,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 159692,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 210,
            "post_adoption_untreated_rows_removed": 5495,
            "units_without_minus_one_removed": 30,
            "additional_rows_removed": 1972
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.032262235476981815,
              "se": 0.029038712745296222,
              "pvalue": 0.26669742393892876,
              "lower": -0.089211240316962,
              "upper": 0.024686769362998365
            },
            {
              "method": "Dynamic TWFE",
              "estimate": 0.06405396467278625,
              "se": 0.10076871248327322,
              "pvalue": 0.5250745316906967,
              "lower": -0.13356767046178308,
              "upper": 0.26167559980735555
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.05540810721863137,
              "se": 0.028172583817915032,
              "pvalue": 0.0493502642045848,
              "lower": -0.11065851126627897,
              "upper": -0.00015770317098376396
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": 0.07063437888563168,
              "se": 0.015098008958115392,
              "pvalue": 3.083247818678567e-06,
              "lower": 0.041025057261378436,
              "upper": 0.10024370050988492
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -27,
                "estimate": -0.15218803278703757,
                "se": 0.11728232699585174,
                "pvalue": 0.1945659190429685,
                "lower": -0.38219519137958924,
                "upper": 0.07781912580551406
              },
              {
                "event_time": -26,
                "estimate": -0.1526404258887985,
                "se": 0.1157787364125255,
                "pvalue": 0.1875259990903596,
                "lower": -0.37969883161622653,
                "upper": 0.0744179798386295
              },
              {
                "event_time": -25,
                "estimate": -0.3098839454178795,
                "se": 0.1580581782259997,
                "pvalue": 0.05006678751260944,
                "lower": -0.6198582902086609,
                "upper": 9.03993729018393e-05
              },
              {
                "event_time": -24,
                "estimate": 0.005432686608698913,
                "se": 0.10368555511613174,
                "pvalue": 0.9582185167772564,
                "lower": -0.19790928767014007,
                "upper": 0.2087746608875379
              },
              {
                "event_time": -23,
                "estimate": 0.03167726306797585,
                "se": 0.10315823172966701,
                "pvalue": 0.7588183611092651,
                "lower": -0.1706305557938714,
                "upper": 0.23398508192982312
              },
              {
                "event_time": -22,
                "estimate": -0.05581561075640949,
                "se": 0.10220713270010709,
                "pvalue": 0.5850556075577987,
                "lower": -0.25625819049031084,
                "upper": 0.14462696897749183
              },
              {
                "event_time": -21,
                "estimate": -0.07359379263023928,
                "se": 0.10238096032452901,
                "pvalue": 0.47233322631988284,
                "lower": -0.2743772728135288,
                "upper": 0.12718968755305027
              },
              {
                "event_time": -20,
                "estimate": -0.04013858765789276,
                "se": 0.10176952230033848,
                "pvalue": 0.6933224495516103,
                "lower": -0.23972295177483344,
                "upper": 0.1594457764590479
              },
              {
                "event_time": -19,
                "estimate": 0.11668288738902988,
                "se": 0.10743593397981656,
                "pvalue": 0.2775780398278686,
                "lower": -0.09401410795885917,
                "upper": 0.3273798827369189
              },
              {
                "event_time": -18,
                "estimate": 0.030990546005968258,
                "se": 0.10238688154666682,
                "pvalue": 0.7621643213135771,
                "lower": -0.16980454652774268,
                "upper": 0.2317856385396792
              },
              {
                "event_time": -17,
                "estimate": 0.04187333069037397,
                "se": 0.10898203358553778,
                "pvalue": 0.7008541719006508,
                "lower": -0.17185578370155127,
                "upper": 0.25560244508229923
              },
              {
                "event_time": -16,
                "estimate": 0.06883798708793062,
                "se": 0.10550257451042863,
                "pvalue": 0.5141679564523157,
                "lower": -0.13806741809047235,
                "upper": 0.2757433922663336
              },
              {
                "event_time": -15,
                "estimate": 0.11145568921215036,
                "se": 0.10781694253097546,
                "pvalue": 0.3013773049547724,
                "lower": -0.09998851755706921,
                "upper": 0.3228998959813699
              },
              {
                "event_time": -14,
                "estimate": 0.10299421429660736,
                "se": 0.10512312311173408,
                "pvalue": 0.3273278140355758,
                "lower": -0.10316703325572131,
                "upper": 0.30915546184893605
              },
              {
                "event_time": -13,
                "estimate": 0.15705490431980573,
                "se": 0.10929876986436245,
                "pvalue": 0.15089240068816162,
                "lower": -0.057295374516769526,
                "upper": 0.371405183156381
              },
              {
                "event_time": -12,
                "estimate": 0.04699892008207009,
                "se": 0.1271982305989934,
                "pvalue": 0.7117987001046423,
                "lower": -0.2024547218047372,
                "upper": 0.29645256196887737
              },
              {
                "event_time": -11,
                "estimate": 0.13385074800621363,
                "se": 0.1066940769267097,
                "pvalue": 0.20979536808515342,
                "lower": -0.07539136119439604,
                "upper": 0.3430928572068233
              },
              {
                "event_time": -10,
                "estimate": 0.07968234548595433,
                "se": 0.10537759701953676,
                "pvalue": 0.44964145142024453,
                "lower": -0.12697796123384558,
                "upper": 0.2863426522057542
              },
              {
                "event_time": -9,
                "estimate": 0.12941200374391776,
                "se": 0.10972510448297032,
                "pvalue": 0.23836999383393598,
                "lower": -0.0857743773149395,
                "upper": 0.34459838480277505
              },
              {
                "event_time": -8,
                "estimate": 0.21341286299948284,
                "se": 0.10747816635772894,
                "pvalue": 0.04720859840631368,
                "lower": 0.0026330440114678832,
                "upper": 0.4241926819874978
              },
              {
                "event_time": -7,
                "estimate": 0.22714398183948606,
                "se": 0.10991659763451572,
                "pvalue": 0.038907522147132195,
                "lower": 0.011582055744943698,
                "upper": 0.4427059079340284
              },
              {
                "event_time": -6,
                "estimate": 0.20035148981943385,
                "se": 0.10503712928359023,
                "pvalue": 0.05660619296477914,
                "lower": -0.005641111726505804,
                "upper": 0.4063440913653735
              },
              {
                "event_time": -5,
                "estimate": 0.08945211752836835,
                "se": 0.1069709333586292,
                "pvalue": 0.40312555632550773,
                "lower": -0.12033294612134712,
                "upper": 0.29923718117808384
              },
              {
                "event_time": -4,
                "estimate": 0.09194194172223026,
                "se": 0.10772139729952629,
                "pvalue": 0.39347453798815324,
                "lower": -0.11931488739371791,
                "upper": 0.3031987708381784
              },
              {
                "event_time": -3,
                "estimate": 0.1218248519788781,
                "se": 0.10419930687285614,
                "pvalue": 0.2424804528711397,
                "lower": -0.08252466183991466,
                "upper": 0.3261743657976709
              },
              {
                "event_time": -2,
                "estimate": 0.07436130782607632,
                "se": 0.10542308423762284,
                "pvalue": 0.4806671997614701,
                "lower": -0.1323882057337672,
                "upper": 0.2811108213859198
              },
              {
                "event_time": 0,
                "estimate": 0.06191120791378572,
                "se": 0.09927655561461071,
                "pvalue": 0.5329452906362611,
                "lower": -0.13278409748017775,
                "upper": 0.2566065133077492
              },
              {
                "event_time": 1,
                "estimate": 0.027001025417765084,
                "se": 0.10000835452598568,
                "pvalue": 0.7871973374886803,
                "lower": -0.16912944069118344,
                "upper": 0.2231314915267136
              },
              {
                "event_time": 2,
                "estimate": 0.07494098335480338,
                "se": 0.10661935274793508,
                "pvalue": 0.48220947215914667,
                "lower": -0.13415458120878931,
                "upper": 0.2840365479183961
              },
              {
                "event_time": 3,
                "estimate": 0.05842645244306361,
                "se": 0.1314834437559813,
                "pvalue": 0.6568274196789051,
                "lower": -0.19943109587575936,
                "upper": 0.31628400076188656
              },
              {
                "event_time": 4,
                "estimate": 0.05890080170802851,
                "se": 0.10571678709188426,
                "pvalue": 0.577482283490439,
                "lower": -0.1484247045073971,
                "upper": 0.26622630792345414
              },
              {
                "event_time": 5,
                "estimate": 0.11637370720524626,
                "se": 0.11693019669049802,
                "pvalue": 0.31973852166284333,
                "lower": -0.11294287427254876,
                "upper": 0.3456902886830413
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -27,
                "estimate": -0.152063482308736,
                "se": 0.03667186895428064,
                "pvalue": 3.5143403650780585e-05,
                "lower": -0.22398218135322917,
                "upper": -0.08014478326424285
              },
              {
                "event_time": -26,
                "estimate": -0.15362432626078384,
                "se": 0.03486040132406073,
                "pvalue": 1.10392838750126e-05,
                "lower": -0.22199048219685114,
                "upper": -0.08525817032471657
              },
              {
                "event_time": -25,
                "estimate": -0.3059737361651298,
                "se": 0.09865184786958466,
                "pvalue": 0.0019517443267082796,
                "lower": -0.4994439017015827,
                "upper": -0.11250357062867689
              },
              {
                "event_time": -24,
                "estimate": -0.0560192427636476,
                "se": 0.02258946256062899,
                "pvalue": 0.01322361270774739,
                "lower": -0.10032035982697865,
                "upper": -0.01171812570031655
              },
              {
                "event_time": -23,
                "estimate": -0.0296643193967653,
                "se": 0.02174155773453441,
                "pvalue": 0.17259191679507985,
                "lower": -0.07230257569665137,
                "upper": 0.012973936903120774
              },
              {
                "event_time": -22,
                "estimate": -0.11243392044588373,
                "se": 0.022466283239702674,
                "pvalue": 6.084589955555312e-07,
                "lower": -0.1564934655151272,
                "upper": -0.06837437537664026
              },
              {
                "event_time": -21,
                "estimate": -0.1321962200908562,
                "se": 0.025402772548275273,
                "pvalue": 2.1483211431533477e-07,
                "lower": -0.18201463420203193,
                "upper": -0.08237780597968045
              },
              {
                "event_time": -20,
                "estimate": -0.10681170170838768,
                "se": 0.018996382916302366,
                "pvalue": 2.141076492655671e-08,
                "lower": -0.14406628362224533,
                "upper": -0.06955711979453003
              },
              {
                "event_time": -19,
                "estimate": 0.040073230932552335,
                "se": 0.03665162734347039,
                "pvalue": 0.2743686330780923,
                "lower": -0.0318057714627776,
                "upper": 0.11195223332788226
              },
              {
                "event_time": -18,
                "estimate": -0.03723407543110571,
                "se": 0.015329167713621175,
                "pvalue": 0.015228663754821042,
                "lower": -0.06729673192600452,
                "upper": -0.007171418936206906
              },
              {
                "event_time": -17,
                "estimate": -0.0332051225892423,
                "se": 0.03511531420933244,
                "pvalue": 0.3444647221669052,
                "lower": -0.10207119858941309,
                "upper": 0.035660953410928495
              },
              {
                "event_time": -16,
                "estimate": -0.004097430722586577,
                "se": 0.029860334392902307,
                "pvalue": 0.8908707136704987,
                "lower": -0.0626577513118756,
                "upper": 0.054462889866702446
              },
              {
                "event_time": -15,
                "estimate": 0.03253604395205943,
                "se": 0.03299443285291147,
                "pvalue": 0.3241988411239306,
                "lower": -0.03217068505187075,
                "upper": 0.09724277295598961
              },
              {
                "event_time": -14,
                "estimate": 0.0183297681922212,
                "se": 0.02440771411783611,
                "pvalue": 0.4527507420762786,
                "lower": -0.02953719621565038,
                "upper": 0.06619673260009279
              },
              {
                "event_time": -13,
                "estimate": 0.06378798776390286,
                "se": 0.035864606441178865,
                "pvalue": 0.0754596179547525,
                "lower": -0.006547555816055664,
                "upper": 0.1341235313438614
              },
              {
                "event_time": -12,
                "estimate": -0.04054454192506921,
                "se": 0.06696099714278365,
                "pvalue": 0.5449183374225314,
                "lower": -0.17186448657351044,
                "upper": 0.09077540272337203
              },
              {
                "event_time": -11,
                "estimate": 0.040090164166798094,
                "se": 0.025149265350308744,
                "pvalue": 0.11107280511515158,
                "lower": -0.009231086631024364,
                "upper": 0.08941141496462054
              },
              {
                "event_time": -10,
                "estimate": -0.008281687975701803,
                "se": 0.028190508605947084,
                "pvalue": 0.7689594874139988,
                "lower": -0.0635672450567964,
                "upper": 0.047003869105392795
              },
              {
                "event_time": -9,
                "estimate": 0.03318302429893882,
                "se": 0.04259871347526873,
                "pvalue": 0.43609008702689683,
                "lower": -0.05035905145209361,
                "upper": 0.11672510004997125
              },
              {
                "event_time": -8,
                "estimate": 0.11636645925942454,
                "se": 0.025402059552070793,
                "pvalue": 4.910615767065737e-06,
                "lower": 0.06654944343420782,
                "upper": 0.16618347508464126
              },
              {
                "event_time": -7,
                "estimate": 0.1259520496441671,
                "se": 0.040301730190604,
                "pvalue": 0.0018019723475295364,
                "lower": 0.046914681568818895,
                "upper": 0.2049894177195153
              },
              {
                "event_time": -6,
                "estimate": 0.09258085799430067,
                "se": 0.03240065671860481,
                "pvalue": 0.004315391105404847,
                "lower": 0.0290386076035615,
                "upper": 0.15612310838503984
              },
              {
                "event_time": -5,
                "estimate": -0.011244698189296494,
                "se": 0.030051525208648396,
                "pvalue": 0.7083092757382654,
                "lower": -0.07017997089119415,
                "upper": 0.04769057451260116
              },
              {
                "event_time": -4,
                "estimate": -0.011312437357193004,
                "se": 0.033787703109146666,
                "pvalue": 0.737803754876955,
                "lower": -0.07757488103959385,
                "upper": 0.05495000632520784
              },
              {
                "event_time": -3,
                "estimate": -0.00022548216926452318,
                "se": 0.02591722006233521,
                "pvalue": 0.9930592797731501,
                "lower": -0.051052800298503564,
                "upper": 0.050601835959974514
              },
              {
                "event_time": -2,
                "estimate": -0.04440530508452697,
                "se": 0.04059938584515617,
                "pvalue": 0.27419819314610083,
                "lower": -0.1240264178134492,
                "upper": 0.03521580764439527
              },
              {
                "event_time": -1,
                "estimate": -0.12686361187070916,
                "se": 0.07671585326778278,
                "pvalue": 0.09834778729183988,
                "lower": -0.2773142030305345,
                "upper": 0.023586979289116183
              },
              {
                "event_time": 0,
                "estimate": -0.07368811901841099,
                "se": 0.03157013751002471,
                "pvalue": 0.019687785264624814,
                "lower": -0.1356016042898428,
                "upper": -0.01177463374697918
              },
              {
                "event_time": 1,
                "estimate": -0.09947911877202235,
                "se": 0.027279824138551383,
                "pvalue": 0.00027244883990843876,
                "lower": -0.1529786953726353,
                "upper": -0.045979542171409406
              },
              {
                "event_time": 2,
                "estimate": -0.04910922329607403,
                "se": 0.05444569070167904,
                "pvalue": 0.36717226742492676,
                "lower": -0.15588488964472208,
                "upper": 0.05766644305257403
              },
              {
                "event_time": 3,
                "estimate": -0.059988115799445366,
                "se": 0.10237680480198631,
                "pvalue": 0.5579718715199162,
                "lower": -0.26076344641786015,
                "upper": 0.14078721481896944
              },
              {
                "event_time": 4,
                "estimate": -0.04598989083126937,
                "se": 0.03638771381718018,
                "pvalue": 0.20641730234435687,
                "lower": -0.11735132163801462,
                "upper": 0.025371539975475872
              },
              {
                "event_time": 5,
                "estimate": 0.01966062054100644,
                "se": 0.04627204164013211,
                "pvalue": 0.6709607240350433,
                "lower": -0.07108536900863352,
                "upper": 0.1104066100906464
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -27,
                "estimate": -0.18098989337755167,
                "se": 0.15621667790306124,
                "pvalue": 0.24676360099451308,
                "lower": -0.4873527967203702,
                "upper": 0.12537300996526685
              },
              {
                "event_time": -26,
                "estimate": -0.18290511095033218,
                "se": 0.1554730595896714,
                "pvalue": 0.2395569299512564,
                "lower": -0.48780967406644093,
                "upper": 0.12199945216577657
              },
              {
                "event_time": -25,
                "estimate": -0.40584991799231485,
                "se": 0.07910781803326124,
                "pvalue": 3.169374157590451e-07,
                "lower": -0.560991488886714,
                "upper": -0.2507083470979157
              },
              {
                "event_time": -24,
                "estimate": -0.1355458661346368,
                "se": 0.04018665530898319,
                "pvalue": 0.0007578468328635853,
                "lower": -0.21435755616261887,
                "upper": -0.056734176106654696
              },
              {
                "event_time": -23,
                "estimate": -0.11065892281264904,
                "se": 0.036563135813647556,
                "pvalue": 0.002505188746707361,
                "lower": -0.18236438085687842,
                "upper": -0.038953464768419654
              },
              {
                "event_time": -22,
                "estimate": -0.19439865562901806,
                "se": 0.03320311869908145,
                "pvalue": 5.5606943650974395e-09,
                "lower": -0.25951464696381704,
                "upper": -0.12928266429421909
              },
              {
                "event_time": -21,
                "estimate": -0.21260483853125292,
                "se": 0.037855761689776085,
                "pvalue": 2.2225896985369634e-08,
                "lower": -0.28684531794235923,
                "upper": -0.1383643591201466
              },
              {
                "event_time": -20,
                "estimate": -0.18110413306665546,
                "se": 0.03157819741289031,
                "pvalue": 1.1217108054257194e-08,
                "lower": -0.24303342494257862,
                "upper": -0.1191748411907323
              },
              {
                "event_time": -19,
                "estimate": 0.005767765298289658,
                "se": 0.030693662505080203,
                "pvalue": 0.850963061756757,
                "lower": -0.05442682906580359,
                "upper": 0.0659623596623829
              },
              {
                "event_time": -18,
                "estimate": -0.02090546256581751,
                "se": 0.027349987850077754,
                "pvalue": 0.44473722976981467,
                "lower": -0.07454264008498197,
                "upper": 0.03273171495334695
              },
              {
                "event_time": -17,
                "estimate": -0.009843429572708534,
                "se": 0.0257242745509653,
                "pvalue": 0.7020185744257618,
                "lower": -0.06029235438412953,
                "upper": 0.040605495238712465
              },
              {
                "event_time": -16,
                "estimate": 0.03779488137411932,
                "se": 0.025151482902830896,
                "pvalue": 0.1330755480971078,
                "lower": -0.01153071835646833,
                "upper": 0.08712048110470696
              },
              {
                "event_time": -15,
                "estimate": 0.08923854742667256,
                "se": 0.02558372422349459,
                "pvalue": 0.0004968964428192033,
                "lower": 0.03906526159930697,
                "upper": 0.13941183325403816
              },
              {
                "event_time": -14,
                "estimate": 0.0892312809876492,
                "se": 0.025152702528725254,
                "pvalue": 0.0003976655652448404,
                "lower": 0.039903289398938564,
                "upper": 0.13855927257635983
              },
              {
                "event_time": -13,
                "estimate": 0.15349677591988586,
                "se": 0.025703960236628104,
                "pvalue": 2.76734824408318e-09,
                "lower": 0.10308769033948234,
                "upper": 0.2039058615002894
              },
              {
                "event_time": -12,
                "estimate": 0.04423320462200911,
                "se": 0.025168886362287732,
                "pvalue": 0.07899184288654411,
                "lower": -0.005126525743277571,
                "upper": 0.09359293498729579
              },
              {
                "event_time": -11,
                "estimate": 0.12662425711789485,
                "se": 0.026696540911687515,
                "pvalue": 2.2522435760953144e-06,
                "lower": 0.07426858106139711,
                "upper": 0.1789799331743926
              },
              {
                "event_time": -10,
                "estimate": 0.07029632080453803,
                "se": 0.026399836479592154,
                "pvalue": 0.0078119619880332464,
                "lower": 0.01852252392042817,
                "upper": 0.1220701176886479
              },
              {
                "event_time": -9,
                "estimate": 0.12288619987487398,
                "se": 0.024738773603205713,
                "pvalue": 7.358798746997789e-07,
                "lower": 0.07436998119736578,
                "upper": 0.1714024185523822
              },
              {
                "event_time": -8,
                "estimate": 0.20536247133013716,
                "se": 0.023753221311550284,
                "pvalue": 1.0706842553749723e-17,
                "lower": 0.1587790594791516,
                "upper": 0.2519458831811227
              },
              {
                "event_time": -7,
                "estimate": 0.21288342927097442,
                "se": 0.021805428633113244,
                "pvalue": 4.9541858922025795e-22,
                "lower": 0.17011991314486244,
                "upper": 0.25564694539708643
              },
              {
                "event_time": -6,
                "estimate": 0.1917082101865291,
                "se": 0.02505612787350548,
                "pvalue": 3.0648313860882254e-14,
                "lower": 0.14256961509606444,
                "upper": 0.24084680527699373
              },
              {
                "event_time": -5,
                "estimate": 0.08927653070988428,
                "se": 0.024464587341833363,
                "pvalue": 0.0002697286869071808,
                "lower": 0.041298029901033304,
                "upper": 0.13725503151873525
              },
              {
                "event_time": -4,
                "estimate": 0.09466630518004214,
                "se": 0.023493617980606948,
                "pvalue": 5.798218480172305e-05,
                "lower": 0.04859201201761697,
                "upper": 0.14074059834246733
              },
              {
                "event_time": -3,
                "estimate": 0.12772829872286917,
                "se": 0.02064779675931238,
                "pvalue": 7.449011936706742e-10,
                "lower": 0.08723506171560966,
                "upper": 0.16822153573012869
              },
              {
                "event_time": -2,
                "estimate": 0.08030603530762259,
                "se": 0.01856559386150856,
                "pvalue": 1.595923781136983e-05,
                "lower": 0.043896291392668214,
                "upper": 0.11671577922257698
              },
              {
                "event_time": 0,
                "estimate": 0.06715248605309665,
                "se": 0.018017990708246334,
                "pvalue": 0.0001991320501867602,
                "lower": 0.03181666903356123,
                "upper": 0.10248830307263207
              },
              {
                "event_time": 1,
                "estimate": 0.0352276268197121,
                "se": 0.017782365995730024,
                "pvalue": 0.04772210246812249,
                "lower": 0.0003539030414028768,
                "upper": 0.07010135059802133
              },
              {
                "event_time": 2,
                "estimate": 0.08093328680201514,
                "se": 0.019685338187523653,
                "pvalue": 4.091241453572613e-05,
                "lower": 0.04232756658462968,
                "upper": 0.1195390070194006
              },
              {
                "event_time": 3,
                "estimate": 0.05934517097322051,
                "se": 0.021752417322888937,
                "pvalue": 0.006423125758978541,
                "lower": 0.01668561749135579,
                "upper": 0.10200472445508522
              },
              {
                "event_time": 4,
                "estimate": 0.06541348959181431,
                "se": 0.023914516405612554,
                "pvalue": 0.006286814843917136,
                "lower": 0.018513755348270038,
                "upper": 0.11231322383535858
              },
              {
                "event_time": 5,
                "estimate": 0.13017455049988966,
                "se": 0.02143774575167583,
                "pvalue": 1.5035324842537624e-09,
                "lower": 0.08813211228030261,
                "upper": 0.17221698871947672
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0
            ],
            "weights": [
              0.20520673813169985,
              0.18453292496171517,
              0.1697294538029607,
              0.1582440020418581,
              0.14701378254211334,
              0.13527309851965288
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 1.3877787807814457e-17,
            "package_aggregate_vs_estimable_cell_weights": 2.7755575615628914e-17,
            "saturated_vs_deviations_relative_rss_difference": 6.56264283827918e-11
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "F": 2.2079273827057837,
            "df_num": 20,
            "df_den": 145055,
            "pvalue": 0.0014348250836651384,
            "log10_pvalue": -2.8432010395775227,
            "inference": "Homoskedastic nested-model F",
            "observations": 159985,
            "design_columns": 131,
            "restricted_design_columns": 111,
            "fixed_effect_rank": 14799,
            "covariance_rank": 20,
            "rss_unrestricted": 124617.3395574447,
            "rss_restricted": 124655.2763450589,
            "test_horizon": null,
            "reference_cohort": 4,
            "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.-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]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-23.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-22.0]"
              ],
              "data": [
                [
                  -1.4406175123218905e-05,
                  -1.4484427495304002e-05,
                  -1.1500292821541391e-05,
                  -1.0900910959977027e-05,
                  -1.1294529870564056e-05,
                  -4.187003825392097e-05
                ],
                [
                  -1.0376289641298008e-05,
                  -1.0461500290463432e-05,
                  1.2540717995108467e-06,
                  6.413912011891953e-05,
                  7.023879963382789e-05,
                  5.975382779484076e-05
                ],
                [
                  -6.62287021659629e-06,
                  -6.7101481365948895e-06,
                  1.3764094167775158e-05,
                  0.00013291893680512364,
                  0.00015329010827546186,
                  0.00016544413171137536
                ],
                [
                  -3.9131001133478796e-06,
                  -3.982377694853976e-06,
                  2.0521422546636673e-05,
                  0.000175075147960576,
                  0.00021527665090343638,
                  0.00024660038983929163
                ],
                [
                  -2.031678664074511e-06,
                  -2.185698805192392e-06,
                  2.561873077638665e-05,
                  0.00020763587541654154,
                  0.00025241337997140346,
                  0.00029440895646624715
                ]
              ]
            },
            "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_18,ref=-1.0)+i(rel_time,cohort_dummy_20,ref=-1.0)+i(rel_time,cohort_dummy_26,ref=-1.0)+i(rel_time,cohort_dummy_29,ref=-1.0)+i(rel_time,cohort_dummy_34,ref=-1.0)|unit_fe+time_fe",
            "restriction_names": [
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_29",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_29",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_29",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_29",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_29"
            ],
            "deviations": [
              {
                "event_time": -17.0,
                "cohort": 18,
                "estimate": -0.2800074225744706
              },
              {
                "event_time": -16.0,
                "cohort": 18,
                "estimate": -0.1128347476295039
              },
              {
                "event_time": -15.0,
                "cohort": 18,
                "estimate": 0.44195932900616763
              },
              {
                "event_time": -14.0,
                "cohort": 18,
                "estimate": 0.9599814010793425
              },
              {
                "event_time": -13.0,
                "cohort": 18,
                "estimate": -0.5777150084598163
              },
              {
                "event_time": -12.0,
                "cohort": 18,
                "estimate": -0.00935982984096331
              },
              {
                "event_time": -11.0,
                "cohort": 18,
                "estimate": 0.08030140072236368
              },
              {
                "event_time": -10.0,
                "cohort": 18,
                "estimate": -0.6496941182823329
              },
              {
                "event_time": -9.0,
                "cohort": 18,
                "estimate": 0.24876161482996154
              },
              {
                "event_time": -8.0,
                "cohort": 18,
                "estimate": -0.20883495716837622
              },
              {
                "event_time": -7.0,
                "cohort": 18,
                "estimate": 0.227273950603821
              },
              {
                "event_time": -6.0,
                "cohort": 18,
                "estimate": 0.21404117833987615
              },
              {
                "event_time": -5.0,
                "cohort": 18,
                "estimate": 0.29541367109996364
              },
              {
                "event_time": -4.0,
                "cohort": 18,
                "estimate": 0.7345001666728651
              },
              {
                "event_time": -3.0,
                "cohort": 18,
                "estimate": 0.6417718628530451
              },
              {
                "event_time": -2.0,
                "cohort": 18,
                "estimate": 0.1507678451454264
              },
              {
                "event_time": 0.0,
                "cohort": 18,
                "estimate": 0.3070636945221492
              },
              {
                "event_time": 1.0,
                "cohort": 18,
                "estimate": -0.014263323185554011
              },
              {
                "event_time": 2.0,
                "cohort": 18,
                "estimate": 0.6522017936613008
              },
              {
                "event_time": 3.0,
                "cohort": 18,
                "estimate": 0.06331752568682836
              },
              {
                "event_time": 4.0,
                "cohort": 18,
                "estimate": 0.6753169786829495
              },
              {
                "event_time": 5.0,
                "cohort": 18,
                "estimate": 0.05455576144833203
              },
              {
                "event_time": -19.0,
                "cohort": 20,
                "estimate": 0.6816343049294562
              },
              {
                "event_time": -18.0,
                "cohort": 20,
                "estimate": 0.2874579625689225
              },
              {
                "event_time": -17.0,
                "cohort": 20,
                "estimate": -0.06318091948045099
              },
              {
                "event_time": -16.0,
                "cohort": 20,
                "estimate": 0.3546190359374225
              },
              {
                "event_time": -15.0,
                "cohort": 20,
                "estimate": 0.8071345288781768
              },
              {
                "event_time": -14.0,
                "cohort": 20,
                "estimate": 1.3385497390572965
              },
              {
                "event_time": -13.0,
                "cohort": 20,
                "estimate": -0.21282920311737868
              },
              {
                "event_time": -12.0,
                "cohort": 20,
                "estimate": 0.41267049815536383
              },
              {
                "event_time": -11.0,
                "cohort": 20,
                "estimate": 0.2568072633971213
              },
              {
                "event_time": -10.0,
                "cohort": 20,
                "estimate": -0.26790309132483026
              },
              {
                "event_time": -9.0,
                "cohort": 20,
                "estimate": 0.4818479298651639
              },
              {
                "event_time": -8.0,
                "cohort": 20,
                "estimate": 0.035677436773220564
              },
              {
                "event_time": -7.0,
                "cohort": 20,
                "estimate": 0.5614341987738671
              },
              {
                "event_time": -6.0,
                "cohort": 20,
                "estimate": 0.7216196281295425
              },
              {
                "event_time": -5.0,
                "cohort": 20,
                "estimate": 0.3169767923285311
              },
              {
                "event_time": -4.0,
                "cohort": 20,
                "estimate": 0.865310197616366
              },
              {
                "event_time": -3.0,
                "cohort": 20,
                "estimate": 0.791316035937651
              },
              {
                "event_time": -2.0,
                "cohort": 20,
                "estimate": 0.5191606429399847
              },
              {
                "event_time": 0.0,
                "cohort": 20,
                "estimate": 0.4064608651815858
              },
              {
                "event_time": 1.0,
                "cohort": 20,
                "estimate": 0.45426396323873375
              },
              {
                "event_time": 2.0,
                "cohort": 20,
                "estimate": 0.7813088498150004
              },
              {
                "event_time": 3.0,
                "cohort": 20,
                "estimate": 0.5718678176786295
              },
              {
                "event_time": 4.0,
                "cohort": 20,
                "estimate": 0.7318965705748894
              },
              {
                "event_time": 5.0,
                "cohort": 20,
                "estimate": 0.10187255186825024
              },
              {
                "event_time": -25.0,
                "cohort": 26,
                "estimate": -0.45330654966613954
              },
              {
                "event_time": -24.0,
                "cohort": 26,
                "estimate": -0.030243466307469997
              },
              {
                "event_time": -23.0,
                "cohort": 26,
                "estimate": -0.008189907507918592
              },
              {
                "event_time": -22.0,
                "cohort": 26,
                "estimate": -0.32432736274600105
              },
              {
                "event_time": -21.0,
                "cohort": 26,
                "estimate": -0.10968005052013541
              },
              {
                "event_time": -20.0,
                "cohort": 26,
                "estimate": -0.1296599206907485
              },
              {
                "event_time": -19.0,
                "cohort": 26,
                "estimate": -0.02920756977699754
              },
              {
                "event_time": -18.0,
                "cohort": 26,
                "estimate": -0.04155049149350895
              },
              {
                "event_time": -17.0,
                "cohort": 26,
                "estimate": -0.27341169929035275
              },
              {
                "event_time": -16.0,
                "cohort": 26,
                "estimate": -0.09613875379005732
              },
              {
                "event_time": -15.0,
                "cohort": 26,
                "estimate": 0.34787869720042214
              },
              {
                "event_time": -14.0,
                "cohort": 26,
                "estimate": 0.9159129090983524
              },
              {
                "event_time": -13.0,
                "cohort": 26,
                "estimate": -0.6659664037903047
              },
              {
                "event_time": -12.0,
                "cohort": 26,
                "estimate": -0.15705803640424146
              },
              {
                "event_time": -11.0,
                "cohort": 26,
                "estimate": -0.0052431702638073285
              },
              {
                "event_time": -10.0,
                "cohort": 26,
                "estimate": -0.6801678808724021
              },
              {
                "event_time": -9.0,
                "cohort": 26,
                "estimate": 0.023596622011699077
              },
              {
                "event_time": -8.0,
                "cohort": 26,
                "estimate": -0.2276917957276225
              },
              {
                "event_time": -7.0,
                "cohort": 26,
                "estimate": 0.1260646461007194
              },
              {
                "event_time": -6.0,
                "cohort": 26,
                "estimate": 0.3296186852413409
              },
              {
                "event_time": -5.0,
                "cohort": 26,
                "estimate": 0.05078971288095004
              },
              {
                "event_time": -4.0,
                "cohort": 26,
                "estimate": 0.6317526003505766
              },
              {
                "event_time": -3.0,
                "cohort": 26,
                "estimate": 0.4125245259637197
              },
              {
                "event_time": -2.0,
                "cohort": 26,
                "estimate": 0.30766245180349977
              },
              {
                "event_time": 0.0,
                "cohort": 26,
                "estimate": 0.14970377182669037
              },
              {
                "event_time": 1.0,
                "cohort": 26,
                "estimate": 0.1008040924056812
              },
              {
                "event_time": 2.0,
                "cohort": 26,
                "estimate": 0.32507330304271653
              },
              {
                "event_time": 3.0,
                "cohort": 26,
                "estimate": -0.002596168754904704
              },
              {
                "event_time": 4.0,
                "cohort": 26,
                "estimate": 0.4123410731411936
              },
              {
                "event_time": 5.0,
                "cohort": 26,
                "estimate": -0.06175095035068445
              },
              {
                "event_time": -15.0,
                "cohort": 29,
                "estimate": 0.6296945429579793
              },
              {
                "event_time": -14.0,
                "cohort": 29,
                "estimate": 0.8524224309847112
              },
              {
                "event_time": -13.0,
                "cohort": 29,
                "estimate": -0.8248937704044506
              },
              {
                "event_time": -12.0,
                "cohort": 29,
                "estimate": 0.03402136721123012
              },
              {
                "event_time": -11.0,
                "cohort": 29,
                "estimate": 0.01931667958479205
              },
              {
                "event_time": -10.0,
                "cohort": 29,
                "estimate": -0.53225990252648
              },
              {
                "event_time": -9.0,
                "cohort": 29,
                "estimate": 0.47562932635785826
              },
              {
                "event_time": -8.0,
                "cohort": 29,
                "estimate": -0.18215829398307845
              },
              {
                "event_time": -7.0,
                "cohort": 29,
                "estimate": 0.2871715105159653
              },
              {
                "event_time": -6.0,
                "cohort": 29,
                "estimate": 0.3270383314806794
              },
              {
                "event_time": -5.0,
                "cohort": 29,
                "estimate": 0.1409455701806689
              },
              {
                "event_time": -4.0,
                "cohort": 29,
                "estimate": 0.5917002242364953
              },
              {
                "event_time": -3.0,
                "cohort": 29,
                "estimate": 0.7795062453671087
              },
              {
                "event_time": -2.0,
                "cohort": 29,
                "estimate": 0.6665180627166767
              },
              {
                "event_time": 0.0,
                "cohort": 29,
                "estimate": 0.07477959232537403
              },
              {
                "event_time": 1.0,
                "cohort": 29,
                "estimate": 0.16455629342432332
              },
              {
                "event_time": 2.0,
                "cohort": 29,
                "estimate": 0.34715892898981127
              },
              {
                "event_time": 3.0,
                "cohort": 29,
                "estimate": 0.3779405496451427
              },
              {
                "event_time": 4.0,
                "cohort": 29,
                "estimate": 0.2513426473427912
              },
              {
                "event_time": 5.0,
                "cohort": 29,
                "estimate": 0.2093020049683694
              },
              {
                "event_time": -3.0,
                "cohort": 34,
                "estimate": 0.0708274455566417
              },
              {
                "event_time": -2.0,
                "cohort": 34,
                "estimate": -0.14659936754620878
              },
              {
                "event_time": 0.0,
                "cohort": 34,
                "estimate": 0.5042018079341992
              }
            ]
          }
        }
      },
      "alternative_models": {
        "y__d": [
          {
            "method": "CS-DID",
            "estimate": -0.020884251969508452,
            "se": 0.031614846231281336,
            "lower": -0.08284821195959173,
            "upper": 0.041079708020574826,
            "event_study": [
              {
                "event_time": -27,
                "estimate": -0.26164216499310616,
                "se": 0.037116614759882566,
                "lower": -0.3343893931505238,
                "upper": -0.18889493683568853,
                "n": 0.0,
                "relative_to_minus_one": -0.26164216499310616
              },
              {
                "event_time": -26,
                "estimate": -0.2714926147796136,
                "se": 0.03548231202148368,
                "lower": -0.34103666842993424,
                "upper": -0.201948561129293,
                "n": 0.0,
                "relative_to_minus_one": -0.2714926147796136
              },
              {
                "event_time": -25,
                "estimate": -0.41060747252199153,
                "se": 0.065087579802083,
                "lower": -0.5381767847749509,
                "upper": -0.28303816026903217,
                "n": 0.0,
                "relative_to_minus_one": -0.41060747252199153
              },
              {
                "event_time": -24,
                "estimate": -0.08371424646274722,
                "se": 0.03013869126843939,
                "lower": -0.14278499589006022,
                "upper": -0.02464349703543422,
                "n": 0.0,
                "relative_to_minus_one": -0.08371424646274722
              },
              {
                "event_time": -23,
                "estimate": -0.06476918742357271,
                "se": 0.028357015857896028,
                "lower": -0.12034791721408011,
                "upper": -0.009190457633065315,
                "n": 0.0,
                "relative_to_minus_one": -0.06476918742357271
              },
              {
                "event_time": -22,
                "estimate": -0.1389731785363497,
                "se": 0.028295510862909,
                "lower": -0.1944313607518132,
                "upper": -0.08351499632088619,
                "n": 0.0,
                "relative_to_minus_one": -0.1389731785363497
              },
              {
                "event_time": -21,
                "estimate": -0.1617153146926994,
                "se": 0.03473046610160099,
                "lower": -0.22978577741812656,
                "upper": -0.09364485196727224,
                "n": 0.0,
                "relative_to_minus_one": -0.1617153146926994
              },
              {
                "event_time": -20,
                "estimate": -0.14820337697200944,
                "se": 0.025982478521948404,
                "lower": -0.1991280991041138,
                "upper": -0.09727865483990508,
                "n": 0.0,
                "relative_to_minus_one": -0.14820337697200944
              },
              {
                "event_time": -19,
                "estimate": 0.22991129515254907,
                "se": 0.05225556209716898,
                "lower": 0.12749227545020153,
                "upper": 0.3323303148548966,
                "n": 0.0,
                "relative_to_minus_one": 0.22991129515254907
              },
              {
                "event_time": -18,
                "estimate": 0.06275752263824086,
                "se": 0.02700767865306364,
                "lower": 0.009823445172204882,
                "upper": 0.11569160010427684,
                "n": 0.0,
                "relative_to_minus_one": 0.06275752263824086
              },
              {
                "event_time": -17,
                "estimate": 0.050142187498805474,
                "se": 0.021746476908703502,
                "lower": 0.007519875967114682,
                "upper": 0.09276449903049627,
                "n": 0.0,
                "relative_to_minus_one": 0.050142187498805474
              },
              {
                "event_time": -16,
                "estimate": 0.10598142599881054,
                "se": 0.03285824900413548,
                "lower": 0.04158044135565589,
                "upper": 0.1703824106419652,
                "n": 0.0,
                "relative_to_minus_one": 0.10598142599881054
              },
              {
                "event_time": -15,
                "estimate": 0.1492053552489069,
                "se": 0.033728551602786934,
                "lower": 0.0830986088567438,
                "upper": 0.21531210164107,
                "n": 0.0,
                "relative_to_minus_one": 0.1492053552489069
              },
              {
                "event_time": -14,
                "estimate": 0.12744863161626024,
                "se": 0.03168680229954025,
                "lower": 0.0653436403239204,
                "upper": 0.1895536229086001,
                "n": 0.0,
                "relative_to_minus_one": 0.12744863161626024
              },
              {
                "event_time": -13,
                "estimate": 0.18420589551128785,
                "se": 0.03277180851010881,
                "lower": 0.11997433112323135,
                "upper": 0.24843745989934435,
                "n": 0.0,
                "relative_to_minus_one": 0.18420589551128785
              },
              {
                "event_time": -12,
                "estimate": 0.0674038367070199,
                "se": 0.039623871069595196,
                "lower": -0.010257523517445272,
                "upper": 0.14506519693148506,
                "n": 0.0,
                "relative_to_minus_one": 0.0674038367070199
              },
              {
                "event_time": -11,
                "estimate": 0.1522640296529497,
                "se": 0.026770662406227896,
                "lower": 0.09979449549446263,
                "upper": 0.20473356381143676,
                "n": 0.0,
                "relative_to_minus_one": 0.1522640296529497
              },
              {
                "event_time": -10,
                "estimate": 0.09335323594261666,
                "se": 0.0339811808471193,
                "lower": 0.02675134533012055,
                "upper": 0.15995512655511276,
                "n": 0.0,
                "relative_to_minus_one": 0.09335323594261666
              },
              {
                "event_time": -9,
                "estimate": 0.13291927240987958,
                "se": 0.035469051350942284,
                "lower": 0.06340120919623095,
                "upper": 0.20243733562352823,
                "n": 0.0,
                "relative_to_minus_one": 0.13291927240987958
              },
              {
                "event_time": -8,
                "estimate": 0.20396847428240641,
                "se": 0.026222162066032333,
                "lower": 0.15257398103621062,
                "upper": 0.2553629675286022,
                "n": 0.0,
                "relative_to_minus_one": 0.20396847428240641
              },
              {
                "event_time": -7,
                "estimate": 0.20427646923634166,
                "se": 0.03489283080485226,
                "lower": 0.1358877775401815,
                "upper": 0.2726651609325018,
                "n": 0.0,
                "relative_to_minus_one": 0.20427646923634166
              },
              {
                "event_time": -6,
                "estimate": 0.19272460025423238,
                "se": 0.03834562881097709,
                "lower": 0.11756854882017582,
                "upper": 0.26788065168828895,
                "n": 0.0,
                "relative_to_minus_one": 0.19272460025423238
              },
              {
                "event_time": -5,
                "estimate": 0.07733797322733894,
                "se": 0.031957665487042264,
                "lower": 0.014702099842757416,
                "upper": 0.13997384661192047,
                "n": 0.0,
                "relative_to_minus_one": 0.07733797322733894
              },
              {
                "event_time": -4,
                "estimate": 0.0816539528513269,
                "se": 0.02855767325455888,
                "lower": 0.025681941790128747,
                "upper": 0.13762596391252505,
                "n": 0.0,
                "relative_to_minus_one": 0.0816539528513269
              },
              {
                "event_time": -3,
                "estimate": 0.1076996029224135,
                "se": 0.0317684757113489,
                "lower": 0.04543453468443418,
                "upper": 0.16996467116039282,
                "n": 0.0,
                "relative_to_minus_one": 0.1076996029224135
              },
              {
                "event_time": -2,
                "estimate": 0.05672544698141315,
                "se": 0.025133146104920106,
                "lower": 0.007465385797586599,
                "upper": 0.1059855081652397,
                "n": 0.0,
                "relative_to_minus_one": 0.05672544698141315
              },
              {
                "event_time": -1,
                "estimate": 0.0,
                "se": 6.574325951021912e-20,
                "lower": -1.2885442086629987e-19,
                "upper": 1.2885442086629987e-19,
                "n": 0.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": 0.027400324514093483,
                "se": 0.028575121127799318,
                "lower": -0.02860588375026275,
                "upper": 0.08340653277844971,
                "n": 804.0,
                "relative_to_minus_one": 0.027400324514093483
              },
              {
                "event_time": 1,
                "estimate": -0.025841012573564713,
                "se": 0.03312660994149187,
                "lower": -0.0907679749887953,
                "upper": 0.039085949841665864,
                "n": 723.0,
                "relative_to_minus_one": -0.025841012573564713
              },
              {
                "event_time": 2,
                "estimate": 0.005390125545817172,
                "se": 0.04075240145112339,
                "lower": -0.07448311358190252,
                "upper": 0.08526336467353685,
                "n": 665.0,
                "relative_to_minus_one": 0.005390125545817172
              },
              {
                "event_time": 3,
                "estimate": -0.047612718806718246,
                "se": 0.05155461852749407,
                "lower": -0.14865791435730802,
                "upper": 0.053432476743871526,
                "n": 620.0,
                "relative_to_minus_one": -0.047612718806718246
              },
              {
                "event_time": 4,
                "estimate": -0.06974324761532479,
                "se": 0.03919967873454087,
                "lower": -0.14657320614056552,
                "upper": 0.007086710909915958,
                "n": 576.0,
                "relative_to_minus_one": -0.06974324761532479
              },
              {
                "event_time": 5,
                "estimate": -0.01489898288135361,
                "se": 0.023501232898090252,
                "lower": -0.06096055295389838,
                "upper": 0.031162587191191162,
                "n": 530.0,
                "relative_to_minus_one": -0.01489898288135361
              }
            ],
            "group_time_estimates": [
              {
                "group": 4,
                "year": 1,
                "event_time": -3,
                "att": -0.5129596993833356,
                "mass": 0.0,
                "base": 3
              },
              {
                "group": 4,
                "year": 2,
                "event_time": -2,
                "att": -0.2390215491881693,
                "mass": 0.0,
                "base": 3
              },
              {
                "group": 4,
                "year": 3,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 3
              },
              {
                "group": 4,
                "year": 4,
                "event_time": 0,
                "att": -0.21046600639161556,
                "mass": 8.0,
                "base": 3
              },
              {
                "group": 18,
                "year": 1,
                "event_time": -17,
                "att": -0.10106135470441518,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 2,
                "event_time": -16,
                "att": -0.06630756623567,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 3,
                "event_time": -15,
                "att": 0.07349793674445954,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 4,
                "event_time": -14,
                "att": 0.029358424959073814,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 5,
                "event_time": -13,
                "att": 0.09688313460869769,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 6,
                "event_time": -12,
                "att": -0.020493317870152378,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 7,
                "event_time": -11,
                "att": 0.16473124193625002,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 8,
                "event_time": -10,
                "att": 0.004955326321855857,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 9,
                "event_time": -9,
                "att": 0.22173374612869903,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 10,
                "event_time": -8,
                "att": 0.18518819543677983,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 11,
                "event_time": -7,
                "att": 0.19281777551377477,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 12,
                "event_time": -6,
                "att": -0.03998687057179068,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 13,
                "event_time": -5,
                "att": 0.2346910987555155,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 14,
                "event_time": -4,
                "att": 0.12012905440608268,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 15,
                "event_time": -3,
                "att": 0.2142793095357062,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 16,
                "event_time": -2,
                "att": -0.138586093548361,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 17,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 18,
                "event_time": 0,
                "att": 0.09104859592432468,
                "mass": 26.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 19,
                "event_time": 1,
                "att": -0.24296847507674285,
                "mass": 24.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 20,
                "event_time": 2,
                "att": 0.1216957329452018,
                "mass": 23.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 21,
                "event_time": 3,
                "att": -0.22359941994208354,
                "mass": 22.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 22,
                "event_time": 4,
                "att": 0.03860543242573969,
                "mass": 21.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 23,
                "event_time": 5,
                "att": -0.0009920456113111376,
                "mass": 19.0,
                "base": 17
              },
              {
                "group": 20,
                "year": 1,
                "event_time": -19,
                "att": 0.5899828440776369,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 2,
                "event_time": -18,
                "att": 0.23024168911810977,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 3,
                "event_time": -17,
                "att": 0.15723285092854264,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 4,
                "event_time": -16,
                "att": 0.3567640879439624,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 5,
                "event_time": -15,
                "att": 0.39908017600521967,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 6,
                "event_time": -14,
                "att": 0.37237835261772007,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 7,
                "event_time": -13,
                "att": 0.4326265127664899,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 8,
                "event_time": -12,
                "att": 0.38397107463409663,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 9,
                "event_time": -11,
                "att": 0.28711773214342623,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 10,
                "event_time": -10,
                "att": 0.3275076210464753,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 11,
                "event_time": -9,
                "att": 0.3965199925843497,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 12,
                "event_time": -8,
                "att": 0.3633529772065767,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 13,
                "event_time": -7,
                "att": 0.4859889976226406,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 14,
                "event_time": -6,
                "att": 0.46991790464630434,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 15,
                "event_time": -5,
                "att": 0.2639908044588303,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 16,
                "event_time": -4,
                "att": 0.24655625405099293,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 17,
                "event_time": -3,
                "att": 0.3328634228691169,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 18,
                "event_time": -2,
                "att": 0.1868270948499357,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 19,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 20,
                "event_time": 0,
                "att": 0.17562554257121676,
                "mass": 347.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 21,
                "event_time": 1,
                "att": 0.21018023565396854,
                "mass": 315.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 22,
                "event_time": 2,
                "att": 0.30400762259098985,
                "mass": 281.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 23,
                "event_time": 3,
                "att": 0.3438926419109401,
                "mass": 258.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 24,
                "event_time": 4,
                "att": 0.1827629677339637,
                "mass": 244.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 25,
                "event_time": 5,
                "att": 0.12178690621026447,
                "mass": 232.0,
                "base": 19
              },
              {
                "group": 26,
                "year": 1,
                "event_time": -25,
                "att": -0.41973158214984324,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 2,
                "event_time": -24,
                "att": -0.07746674435971102,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 3,
                "event_time": -23,
                "att": -0.05439398938405883,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 4,
                "event_time": -22,
                "att": -0.1415357295251774,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 5,
                "event_time": -21,
                "att": -0.155100454023722,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 6,
                "event_time": -20,
                "att": -0.14321708337962993,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 7,
                "event_time": -19,
                "att": 0.0010653291119261561,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 8,
                "event_time": -18,
                "att": -0.04055053595204923,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 9,
                "event_time": -17,
                "att": -0.01526370573669325,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 10,
                "event_time": -16,
                "att": -0.045447936296609065,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 11,
                "event_time": -15,
                "att": -0.009150994126913448,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 12,
                "event_time": -14,
                "att": -0.006060548265205606,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 13,
                "event_time": -13,
                "att": 0.03852373169016707,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 14,
                "event_time": -12,
                "att": -0.13318758116466173,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 15,
                "event_time": -11,
                "att": 0.07521844291547598,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 16,
                "event_time": -10,
                "att": -0.05395040401032508,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 17,
                "event_time": -9,
                "att": -0.05016620756917267,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 18,
                "event_time": -8,
                "att": 0.11126522714299106,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 19,
                "event_time": -7,
                "att": 0.028364233669931516,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 20,
                "event_time": -6,
                "att": 0.03861190109855789,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 21,
                "event_time": -5,
                "att": -0.04490262857569893,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 22,
                "event_time": -4,
                "att": -0.014851879013064423,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 23,
                "event_time": -3,
                "att": -0.0543251715508592,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 24,
                "event_time": -2,
                "att": -0.025673890325672688,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 25,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 26,
                "event_time": 0,
                "att": -0.07230650145465634,
                "mass": 398.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 27,
                "event_time": 1,
                "att": -0.1719149724296234,
                "mass": 360.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 28,
                "event_time": 2,
                "att": -0.19754372855569588,
                "mass": 338.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 29,
                "event_time": 3,
                "att": -0.30990521259313497,
                "mass": 320.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 30,
                "event_time": 4,
                "att": -0.22714646138051864,
                "mass": 294.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 31,
                "event_time": 5,
                "att": -0.11575575990536563,
                "mass": 264.0,
                "base": 25
              },
              {
                "group": 29,
                "year": 2,
                "event_time": -27,
                "att": -0.26164216499310616,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 3,
                "event_time": -26,
                "att": -0.2714926147796136,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 4,
                "event_time": -25,
                "att": -0.21485893651832785,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 5,
                "event_time": -24,
                "att": -0.21774807992481846,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 6,
                "event_time": -23,
                "att": -0.28735855886026007,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 7,
                "event_time": -22,
                "att": -0.08399624106438341,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 8,
                "event_time": -21,
                "att": -0.3036304543210063,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 9,
                "event_time": -20,
                "att": -0.255179258521403,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 10,
                "event_time": -19,
                "att": -0.22615894469395506,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 11,
                "event_time": -18,
                "att": -0.2166949895664043,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 12,
                "event_time": -17,
                "att": 0.03886292169780589,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 13,
                "event_time": -16,
                "att": -0.17573702759536508,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 14,
                "event_time": -15,
                "att": 0.02913533234673016,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 15,
                "event_time": -14,
                "att": -0.3220183624488804,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 16,
                "event_time": -13,
                "att": -0.34995403301608735,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 17,
                "event_time": -12,
                "att": -0.1997953270520233,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 18,
                "event_time": -11,
                "att": -0.17159876313083397,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 19,
                "event_time": -10,
                "att": -0.19014209229232878,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 20,
                "event_time": -9,
                "att": 0.10254856071131202,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 21,
                "event_time": -8,
                "att": -0.14349606581366356,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 22,
                "event_time": -7,
                "att": -0.10827267559682663,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 23,
                "event_time": -6,
                "att": -0.26551889997026235,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 24,
                "event_time": -5,
                "att": -0.2412386604178632,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 25,
                "event_time": -4,
                "att": -0.2132115708925541,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 26,
                "event_time": -3,
                "att": 0.24723914327113866,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 27,
                "event_time": -2,
                "att": 0.24781276879015884,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 28,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 29,
                "event_time": 0,
                "att": -0.15234730258123125,
                "mass": 19.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 30,
                "event_time": 1,
                "att": -0.12641214412435542,
                "mass": 19.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 31,
                "event_time": 2,
                "att": -0.15745086374051065,
                "mass": 18.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 32,
                "event_time": 3,
                "att": -0.024233384622943666,
                "mass": 15.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 33,
                "event_time": 4,
                "att": -0.513613875016991,
                "mass": 12.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 34,
                "event_time": 5,
                "att": 0.07046883552625897,
                "mass": 11.0,
                "base": 28
              },
              {
                "group": 34,
                "year": 19,
                "event_time": -15,
                "att": -0.48813606167195805,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 20,
                "event_time": -14,
                "att": -1.0797694983146542,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 21,
                "event_time": -13,
                "att": 0.52917252859576,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 22,
                "event_time": -12,
                "att": -0.1609444756671341,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 23,
                "event_time": -11,
                "att": -0.1114285569928282,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 24,
                "event_time": -10,
                "att": 0.42729755225853167,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 25,
                "event_time": -9,
                "att": -0.28908172495300327,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 26,
                "event_time": -8,
                "att": 0.11402143000122195,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 27,
                "event_time": -7,
                "att": -0.3356882237811331,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 28,
                "event_time": -6,
                "att": -0.28800910611421054,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 29,
                "event_time": -5,
                "att": -0.08330227465942491,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 30,
                "event_time": -4,
                "att": -0.6819256257220483,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 31,
                "event_time": -3,
                "att": -0.450118987232833,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 32,
                "event_time": -2,
                "att": -0.5290807712213603,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 33,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 34,
                "event_time": 0,
                "att": 0.3103066932826326,
                "mass": 6.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 35,
                "event_time": 1,
                "att": -0.14900918090884557,
                "mass": 5.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 36,
                "event_time": 2,
                "att": -0.39721589217084613,
                "mass": 5.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 37,
                "event_time": 3,
                "att": -0.15388735650448265,
                "mass": 5.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 38,
                "event_time": 4,
                "att": -0.4673640350083857,
                "mass": 5.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 39,
                "event_time": 5,
                "att": 0.12246928873544671,
                "mass": 4.0,
                "base": 33
              }
            ],
            "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": -0.020884251969508452,
                  "se": 0.031614846231281336,
                  "lower": -0.08284821195959173,
                  "upper": 0.041079708020574826
                },
                {
                  "typec": "simple",
                  "aggregation": "Native-equivalent CS-DID simple",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.020868962363275522,
                  "se": 0.03161218456237435,
                  "lower": -0.08282770557816234,
                  "upper": 0.04108978085161129
                },
                {
                  "typec": "group",
                  "aggregation": "Native-equivalent CS-DID group",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.02116867315054761,
                  "se": 0.03155961629951127,
                  "lower": -0.08302438446349296,
                  "upper": 0.04068703816239773
                },
                {
                  "typec": "treated_cells",
                  "aggregation": "Observed treated observations, configured weights",
                  "matches_treated_unit_year_target": true,
                  "estimate": -0.0009298996966274082,
                  "se": 0.06065526074697061,
                  "lower": -0.11981202623357587,
                  "upper": 0.11795222684032106
                }
              ],
              "same_group_time_effects": true,
              "additional_covariates": []
            },
            "treated_cell_att": -0.0009298996966274082,
            "treated_cell_se": 0.06065526074697061,
            "checks": {
              "input_rows": 159985,
              "retained_rows": 159985,
              "all_observed_post_cells_estimated": true,
              "post_weight_sum": 3918.0,
              "avoided_dense_if_bytes": 314850480
            },
            "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": 0.2901583332568407,
            "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": -0.09754448726614144,
            "event_study": [
              {
                "event_time": -27,
                "estimate": -0.16312650952323818,
                "raw_gap": -0.16312650952323818,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 3.0,
                "relative_to_minus_one": -0.12080100463848122
              },
              {
                "event_time": -26,
                "estimate": -0.16613208165820617,
                "raw_gap": -0.16613208165820617,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 3.0,
                "relative_to_minus_one": -0.12380657677344921
              },
              {
                "event_time": -25,
                "estimate": -0.2933278187200983,
                "raw_gap": -0.2933278187200983,
                "n": 11,
                "n_cells": 11,
                "weight_sum": 11.0,
                "relative_to_minus_one": -0.25100231383534133
              },
              {
                "event_time": -24,
                "estimate": -0.04917005561392283,
                "raw_gap": -0.04917005561392283,
                "n": 71,
                "n_cells": 71,
                "weight_sum": 71.0,
                "relative_to_minus_one": -0.006844550729165871
              },
              {
                "event_time": -23,
                "estimate": -0.0335217445189394,
                "raw_gap": -0.0335217445189394,
                "n": 85,
                "n_cells": 85,
                "weight_sum": 85.0,
                "relative_to_minus_one": 0.008803760365817564
              },
              {
                "event_time": -22,
                "estimate": -0.10252041788506971,
                "raw_gap": -0.10252041788506971,
                "n": 101,
                "n_cells": 101,
                "weight_sum": 101.0,
                "relative_to_minus_one": -0.06019491300031275
              },
              {
                "event_time": -21,
                "estimate": -0.09539107837048083,
                "raw_gap": -0.09539107837048083,
                "n": 115,
                "n_cells": 115,
                "weight_sum": 115.0,
                "relative_to_minus_one": -0.05306557348572387
              },
              {
                "event_time": -20,
                "estimate": -0.07594880432040904,
                "raw_gap": -0.07594880432040904,
                "n": 133,
                "n_cells": 133,
                "weight_sum": 133.0,
                "relative_to_minus_one": -0.03362329943565208
              },
              {
                "event_time": -19,
                "estimate": 0.039477217619489566,
                "raw_gap": 0.039477217619489566,
                "n": 160,
                "n_cells": 160,
                "weight_sum": 160.0,
                "relative_to_minus_one": 0.08180272250424653
              },
              {
                "event_time": -18,
                "estimate": -0.0333441528460947,
                "raw_gap": -0.0333441528460947,
                "n": 213,
                "n_cells": 213,
                "weight_sum": 213.0,
                "relative_to_minus_one": 0.008981352038662259
              },
              {
                "event_time": -17,
                "estimate": -0.027791143129533413,
                "raw_gap": -0.027791143129533413,
                "n": 225,
                "n_cells": 225,
                "weight_sum": 225.0,
                "relative_to_minus_one": 0.01453436175522355
              },
              {
                "event_time": -16,
                "estimate": 0.0014343000104960497,
                "raw_gap": 0.0014343000104960497,
                "n": 256,
                "n_cells": 256,
                "weight_sum": 256.0,
                "relative_to_minus_one": 0.04375980489525301
              },
              {
                "event_time": -15,
                "estimate": 0.03317887514237191,
                "raw_gap": 0.03317887514237191,
                "n": 286,
                "n_cells": 286,
                "weight_sum": 286.0,
                "relative_to_minus_one": 0.07550438002712886
              },
              {
                "event_time": -14,
                "estimate": 0.017857988122571562,
                "raw_gap": 0.017857988122571562,
                "n": 318,
                "n_cells": 318,
                "weight_sum": 318.0,
                "relative_to_minus_one": 0.060183493007328524
              },
              {
                "event_time": -13,
                "estimate": 0.04873759461415247,
                "raw_gap": 0.04873759461415247,
                "n": 340,
                "n_cells": 340,
                "weight_sum": 340.0,
                "relative_to_minus_one": 0.09106309949890942
              },
              {
                "event_time": -12,
                "estimate": -0.011036404118187673,
                "raw_gap": -0.011036404118187673,
                "n": 359,
                "n_cells": 359,
                "weight_sum": 359.0,
                "relative_to_minus_one": 0.03128910076656929
              },
              {
                "event_time": -11,
                "estimate": 0.02494543334871801,
                "raw_gap": 0.02494543334871801,
                "n": 382,
                "n_cells": 381,
                "weight_sum": 382.0,
                "relative_to_minus_one": 0.06727093823347496
              },
              {
                "event_time": -10,
                "estimate": -0.0037991516990406554,
                "raw_gap": -0.0037991516990406554,
                "n": 402,
                "n_cells": 400,
                "weight_sum": 402.0,
                "relative_to_minus_one": 0.03852635318571631
              },
              {
                "event_time": -9,
                "estimate": 0.024264123556061102,
                "raw_gap": 0.024264123556061102,
                "n": 427,
                "n_cells": 426,
                "weight_sum": 427.0,
                "relative_to_minus_one": 0.06658962844081806
              },
              {
                "event_time": -8,
                "estimate": 0.05204669433652765,
                "raw_gap": 0.05204669433652765,
                "n": 443,
                "n_cells": 442,
                "weight_sum": 443.0,
                "relative_to_minus_one": 0.09437219922128462
              },
              {
                "event_time": -7,
                "estimate": 0.05418913990163461,
                "raw_gap": 0.05418913990163461,
                "n": 471,
                "n_cells": 469,
                "weight_sum": 471.0,
                "relative_to_minus_one": 0.09651464478639157
              },
              {
                "event_time": -6,
                "estimate": 0.03372551241544083,
                "raw_gap": 0.03372551241544083,
                "n": 542,
                "n_cells": 538,
                "weight_sum": 542.0,
                "relative_to_minus_one": 0.07605101730019778
              },
              {
                "event_time": -5,
                "estimate": -0.009867390675708285,
                "raw_gap": -0.009867390675708285,
                "n": 589,
                "n_cells": 587,
                "weight_sum": 589.0,
                "relative_to_minus_one": 0.03245811420904868
              },
              {
                "event_time": -4,
                "estimate": -0.0070495331977607585,
                "raw_gap": -0.0070495331977607585,
                "n": 617,
                "n_cells": 615,
                "weight_sum": 617.0,
                "relative_to_minus_one": 0.035275971686996206
              },
              {
                "event_time": -3,
                "estimate": -0.0054241975560779575,
                "raw_gap": -0.0054241975560779575,
                "n": 659,
                "n_cells": 658,
                "weight_sum": 659.0,
                "relative_to_minus_one": 0.036901307328679
              },
              {
                "event_time": -2,
                "estimate": -0.022805952779218295,
                "raw_gap": -0.022805952779218295,
                "n": 714,
                "n_cells": 709,
                "weight_sum": 714.0,
                "relative_to_minus_one": 0.019519552105538667
              },
              {
                "event_time": -1,
                "estimate": -0.04232550488475696,
                "raw_gap": -0.04232550488475696,
                "n": 809,
                "n_cells": 801,
                "weight_sum": 809.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.10258078995344214,
                "raw_gap": -0.10258078995344214,
                "n": 804,
                "n_cells": 801,
                "weight_sum": 804.0,
                "relative_to_minus_one": -0.060255285068685174
              },
              {
                "event_time": 1,
                "estimate": -0.12963450079867436,
                "raw_gap": -0.12963450079867436,
                "n": 723,
                "n_cells": 722,
                "weight_sum": 723.0,
                "relative_to_minus_one": -0.0873089959139174
              },
              {
                "event_time": 2,
                "estimate": -0.09069680288116902,
                "raw_gap": -0.09069680288116902,
                "n": 665,
                "n_cells": 663,
                "weight_sum": 665.0,
                "relative_to_minus_one": -0.04837129799641206
              },
              {
                "event_time": 3,
                "estimate": -0.10524598469694649,
                "raw_gap": -0.10524598469694649,
                "n": 620,
                "n_cells": 619,
                "weight_sum": 620.0,
                "relative_to_minus_one": -0.06292047981218953
              },
              {
                "event_time": 4,
                "estimate": -0.10162669517005116,
                "raw_gap": -0.10162669517005116,
                "n": 576,
                "n_cells": 575,
                "weight_sum": 576.0,
                "relative_to_minus_one": -0.059301190285294195
              },
              {
                "event_time": 5,
                "estimate": -0.04127498313716874,
                "raw_gap": -0.04127498313716874,
                "n": 530,
                "n_cells": 529,
                "weight_sum": 530.0,
                "relative_to_minus_one": 0.0010505217475882192
              }
            ],
            "package_event_study": {
              "event_time": [
                -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
              ],
              "estimate": [
                -0.16312650952323818,
                -0.16613208165820617,
                -0.2933278187200983,
                -0.0491700556139228,
                -0.033521744518939384,
                -0.10252041788506978,
                -0.09539107837048087,
                -0.0759488043204091,
                0.03947721761948954,
                -0.033344152846094696,
                -0.027791143129533413,
                0.0014343000104960525,
                0.0331788751423719,
                0.01785798812257159,
                0.04873759461415249,
                -0.011036404118187694,
                0.026774853119050233,
                -0.003487913728159768,
                0.024281268763573876,
                0.051835395963057564,
                0.05465553915699279,
                0.03403856911715634,
                -0.009531698114862092,
                -0.006977979509200917,
                -0.0056279203527523965,
                -0.024199709468957137,
                -0.042926830152864824,
                -0.1038453644210839,
                -0.13118473359096203,
                -0.0949145501599866,
                -0.1071250567532838,
                -0.10397531159220667,
                -0.04437807764882363
              ],
              "n": [
                3.0,
                3.0,
                11.0,
                71.0,
                85.0,
                101.0,
                115.0,
                133.0,
                160.0,
                213.0,
                225.0,
                256.0,
                286.0,
                318.0,
                340.0,
                359.0,
                381.0,
                400.0,
                426.0,
                442.0,
                469.0,
                538.0,
                587.0,
                615.0,
                658.0,
                709.0,
                801.0,
                801.0,
                722.0,
                663.0,
                619.0,
                575.0,
                529.0
              ]
            },
            "sdid_pre_gap_correction": [],
            "diagnostics": {
              "converged": true,
              "iterations": 185,
              "termination_reason": "Relative objective tolerance reached",
              "objective": 0.4769456981813134,
              "lambda_l": 0.00030952746687825327,
              "singular_values": [
                75.66095717732917,
                73.06283582440085,
                64.68491814689065,
                59.188450949954444,
                56.67987762325393,
                54.75339997917163,
                51.531287831944056,
                47.00968248762352,
                45.47240501131911,
                41.22979541896953,
                37.339618156786784,
                36.46721032322847,
                35.45490177776513,
                34.74007756227701,
                33.329390654435656,
                31.738792223525774,
                30.395978957706145,
                26.74533648753621,
                25.36294093749368,
                24.710961373540176,
                22.19041537711544,
                21.81297124168727,
                20.72411392751631,
                18.900381232040832,
                18.24140331595267,
                15.875467828894468,
                13.637099613983263,
                12.623286200915427,
                8.678491999725654,
                7.86778254648933,
                7.072744142219371,
                6.501321971230741,
                6.011944284504331,
                4.853608606714495,
                2.2784486886554163,
                0.32391667291724247,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0
              ],
              "history_objective": [
                0.47957078477911586,
                0.4779684038265234,
                0.47746882476842445,
                0.477265825215828,
                0.47716470110505904,
                0.4771063304738491,
                0.47706922628404025,
                0.47704386168341784,
                0.47702553144997506,
                0.47701171665971065,
                0.4770009723967143,
                0.4769924169310332,
                0.47698548166084864,
                0.4769797818379703,
                0.4769750462832969,
                0.47697107729404575,
                0.4769677266994138,
                0.4769648809295187,
                0.47696245132784615,
                0.47696036763780103,
                0.476958573483955,
                0.4769570231510606,
                0.4769556792338988,
                0.4769545108882626,
                0.4769534925068474,
                0.476952602702167,
                0.4769518235153418,
                0.4769511397937358,
                0.476950538696694,
                0.4769500092996054,
                0.4769495422742336,
                0.4769491296289034,
                0.4769487644959345,
                0.4769484409567567,
                0.4769481538972721,
                0.47694789888764094,
                0.4769476720818984,
                0.47694747013383026,
                0.4769472901261622,
                0.47694712951073787,
                0.47694698605784225,
                0.47694685781311874,
                0.47694674306079854,
                0.4769466402923018,
                0.47694654817933774,
                0.47694646555069675,
                0.47694639137236416,
                0.4769463247303082,
                0.4769462648155677,
                0.4769462109113863,
                0.47694616238197085,
                0.4769461186627846,
                0.4769460792520339,
                0.4769460437032572,
                0.47694601161886013,
                0.4769459826444372,
                0.4769459564638061,
                0.47694593279463726,
                0.4769459113846429,
                0.47694589200817616,
                0.4769458744632749,
                0.47694585856903626,
                0.47694584416330804,
                0.4769458311006396,
                0.4769458192504612,
                0.47694580849551027,
                0.47694579873037607,
                0.4769457898602586,
                0.47694578179984726,
                0.4769457744723218,
                0.47694576780846387,
                0.47694576174587916,
                0.47694575622828017,
                0.47694575120488053,
                0.47694574662980294,
                0.47694574246161336,
                0.47694573866285694,
                0.47694573519965416,
                0.4769457320413706,
                0.47694572916025346,
                0.4769457265311812,
                0.47694572413139524,
                0.47694572194026524,
                0.47694571993907486,
                0.4769457181108602,
                0.4769457164402094,
                0.47694571491314874,
                0.4769457135169656,
                0.4769457122401266,
                0.4769457110721329,
                0.47694571000345864,
                0.47694570902542066,
                0.476945708130119,
                0.47694570731037156,
                0.47694570655964585,
                0.47694570587196716,
                0.47694570524191565,
                0.476945704664537,
                0.47694570413532184,
                0.476945703650155,
                0.47694570320528196,
                0.4769457027972803,
                0.4769457024230258,
                0.4769457020796627,
                0.4769457017645782,
                0.4769457014753993,
                0.4769457012099488,
                0.4769457009662318,
                0.47694570074244425,
                0.4769457005369141,
                0.47694570034812717,
                0.47694570017468707,
                0.4769457000153201,
                0.4769456998688685,
                0.4769456997342657,
                0.47694569961052813,
                0.4769456994967667,
                0.4769456993921667,
                0.4769456992959722,
                0.4769456992074953,
                0.47694569912611096,
                0.4769456990512343,
                0.47694569898234473,
                0.4769456989189468,
                0.47694569886059757,
                0.47694569880689475,
                0.4769456987574516,
                0.4769456987119379,
                0.47694569867003145,
                0.47694569863143377,
                0.47694569859588876,
                0.47694569856315183,
                0.4769456985329945,
                0.47694569850520974,
                0.47694569847961327,
                0.47694569845602464,
                0.47694569843428863,
                0.47694569841425705,
                0.4769456983957896,
                0.4769456983787689,
                0.4769456983630751,
                0.47694569834860945,
                0.47694569833527045,
                0.4769456983229679,
                0.4769456983116249,
                0.47694569830116235,
                0.47694569829150846,
                0.47694569828260724,
                0.47694569827439826,
                0.47694569826682176,
                0.4769456982598309,
                0.47694569825338246,
                0.4769456982474276,
                0.47694569824193234,
                0.4769456982368605,
                0.476945698232182,
                0.4769456982278615,
                0.476945698223875,
                0.47694569822019056,
                0.476945698216797,
                0.47694569821365723,
                0.47694569821075883,
                0.47694569820808397,
                0.4769456982056125,
                0.47694569820332866,
                0.4769456982012201,
                0.47694569819927457,
                0.47694569819747795,
                0.4769456981958159,
                0.4769456981942818,
                0.4769456981928615,
                0.4769456981915511,
                0.4769456981903416,
                0.4769456981892228,
                0.476945698188188,
                0.4769456981872368,
                0.4769456981863489,
                0.4769456981855329,
                0.4769456981847782,
                0.4769456981840838,
                0.47694569818344024,
                0.4769456981828473,
                0.47694569818229116,
                0.4769456981817859,
                0.4769456981813134
              ],
              "history_rmse": [
                0.3811110803449884,
                0.3807105668237571,
                0.3806562855469223,
                0.38051599139010867,
                0.38050992663401323,
                0.3805222269660376,
                0.38053258685160773,
                0.3805390754865434,
                0.3805424861701123,
                0.3805437784294104,
                0.3805436712086745,
                0.38054265345681154,
                0.3805410522045679,
                0.38053908812931336,
                0.3805369123973898,
                0.3805346298879888,
                0.3805323138574168,
                0.38053001542110393,
                0.3805277698822741,
                0.3805256010919775,
                0.3805235245365923,
                0.3805215495724841,
                0.38051968106931466,
                0.3805179206321453,
                0.38051626751646367,
                0.38051471931591024,
                0.3805132724796199,
                0.3805119227007364,
                0.38051066520711246,
                0.38050949497743386,
                0.3805084069003201,
                0.38050739589000543,
                0.3805064569688115,
                0.3805055853243964,
                0.3805047763479193,
                0.3805040256578017,
                0.38050332911270435,
                0.3805026828165884,
                0.3805020831179532,
                0.38050152660489334,
                0.3805010100972862,
                0.3805005306370415,
                0.38050008547707254,
                0.38049967206966234,
                0.38049928805456673,
                0.38049893124700873,
                0.38049859962605903,
                0.3804982913233201,
                0.38049800461205485,
                0.38049773789694297,
                0.38049748970430314,
                0.3804972586730153,
                0.38049704354594444,
                0.38049684316196963,
                0.3804966564485922,
                0.3804964824150502,
                0.38049632014595464,
                0.38049616879539294,
                0.38049602758151874,
                0.380495895781501,
                0.3804957727269208,
                0.3804956577995012,
                0.3804955504271979,
                0.3804954500805758,
                0.3804953562694797,
                0.3804952685400112,
                0.3804951864716727,
                0.3804951096748084,
                0.3804950377882217,
                0.3804949704769827,
                0.3804949074304105,
                0.3804948483602359,
                0.38049479299887523,
                0.38049474109789183,
                0.380494692426506,
                0.3804946467703113,
                0.38049460393002354,
                0.3804945637203477,
                0.380494525968973,
                0.38049449051555834,
                0.38049445721089264,
                0.3804944259160673,
                0.38049439650172046,
                0.38049436884732646,
                0.38049434284059414,
                0.3804943183768263,
                0.38049429535842433,
                0.3804942736943236,
                0.3804942532995834,
                0.38049423409490374,
                0.3804942160062792,
                0.38049419896457215,
                0.3804941829051987,
                0.3804941677678215,
                0.38049415349605015,
                0.3804941400371303,
                0.38049412734175303,
                0.3804941153637717,
                0.38049410406001166,
                0.3804940933900574,
                0.38049408331606505,
                0.380494073802598,
                0.38049406481645814,
                0.38049405632653127,
                0.3804940483036486,
                0.38049404072047904,
                0.38049403355138095,
                0.38049402677229305,
                0.3804940203606659,
                0.380494014295305,
                0.38049400855633486,
                0.3804940031250763,
                0.3804939979839899,
                0.3804939931166096,
                0.38049398850745236,
                0.3804939841419564,
                0.38049398000644546,
                0.3804939760880593,
                0.3804939723746885,
                0.3804939688549459,
                0.380493965518124,
                0.38049396235412714,
                0.38049395935347186,
                0.38049395650720264,
                0.3804939538069015,
                0.3804939512446399,
                0.38049394881292603,
                0.38049394650472984,
                0.38049394431339834,
                0.3804939422326538,
                0.38049394025660116,
                0.3804939383796655,
                0.3804939365965812,
                0.38049393490238276,
                0.3804939332923913,
                0.38049393176217416,
                0.38049393030755946,
                0.38049392892459916,
                0.3804939276095579,
                0.3804939263589221,
                0.38049392516935543,
                0.38049392403771815,
                0.3804939229610283,
                0.38049392193647047,
                0.38049392096138934,
                0.380493920033262,
                0.3804939191497022,
                0.3804939183084655,
                0.3804939175074162,
                0.38049391674452526,
                0.3804939160178833,
                0.380493915325683,
                0.3804939146661979,
                0.3804939140378087,
                0.380493913438975,
                0.3804939128682388,
                0.38049391232421054,
                0.3804939118055836,
                0.38049391131110427,
                0.38049391083960965,
                0.38049391038995967,
                0.3804939099611048,
                0.380493909552036,
                0.3804939091617946,
                0.3804939087894728,
                0.380493908434212,
                0.38049390809519557,
                0.38049390777164466,
                0.38049390746281797,
                0.3804939071680194,
                0.380493906886579,
                0.38049390661786836,
                0.3804939063612871,
                0.3804939061162605,
                0.38049390588224596,
                0.3804939056587351,
                0.3804939054452175,
                0.38049390524124566,
                0.3804939050463681,
                0.38049390486016793,
                0.3804939046822353,
                0.38049390451219434,
                0.38049390434966673,
                0.38049390419433005,
                0.3804939040458342
              ],
              "n_observed": 159692,
              "n_missing": 445427,
              "n_treated_observed": 3909,
              "n_untreated_observed": 155783
            },
            "checks": {
              "scalar_vs_treated_cell_average": 0.0,
              "native_scalar_vs_unweighted_matrix_average": 4.163336342344337e-17
            },
            "native_matrix_att": -0.09987108689743232,
            "matrix_preparation": {
              "source_rows": 159985,
              "matrix_shape": [
                14759,
                41
              ],
              "observed_cells": 159692,
              "missing_cells": 445427,
              "repeated_cells": 293,
              "minimum_cell_count": 1,
              "maximum_cell_count": 2,
              "observation_mass": 159985.0,
              "treated_observation_mass": 3918.0,
              "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": 5.754940667189658,
            "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 3, period 3: 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)": -0.032262235476981815,
          "SE": 0.029038712745296222,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": 0.06405396467278625,
          "SE": 0.10076871248327322,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.05540810721863137,
          "SE": 0.028172583817915032,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": 0.07063437888563168,
          "SE": 0.015098008958115392,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID",
          "Estimate (SDs)": -0.020884251969508452,
          "SE": 0.031614846231281336,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (treated cells)",
          "Estimate (SDs)": -0.0009298996966274082,
          "SE": 0.06065526074697061,
          "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)": -0.09754448726614144,
          "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 3, period 3: 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)": -0.032262235476981815,
          "SE": 0.029038712745296222,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": "",
          "lower": -0.089211240316962,
          "upper": 0.024686769362998365,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": 0.06405396467278625,
          "SE": 0.10076871248327322,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.13356767046178308,
          "upper": 0.26167559980735555,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.05540810721863137,
          "SE": 0.028172583817915032,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.11065851126627897,
          "upper": -0.00015770317098376396,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": 0.07063437888563168,
          "SE": 0.015098008958115392,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": 0.041025057261378436,
          "upper": 0.10024370050988492,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (equal event-time)",
          "Estimate (SDs)": -0.020884251969508452,
          "SE": 0.031614846231281336,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.08284821195959173,
          "upper": 0.041079708020574826,
          "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)": -0.0009298996966274082,
          "SE": 0.06065526074697061,
          "Aggregation": "Treated cells",
          "Event study": "Same CS-DID path",
          "Status": "estimated",
          "Note": "",
          "lower": -0.11981202623357587,
          "upper": 0.11795222684032106,
          "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)": -0.09754448726614144,
          "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 3, period 3: 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": 1791602123.051332,
    "scalar_ranges": [
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Static TWFE",
        "Estimate (SDs)": -0.032262235476981815,
        "SE": 0.029038712745296222,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": "",
        "lower": -0.089211240316962,
        "upper": 0.024686769362998365,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": 0.06405396467278625,
        "SE": 0.10076871248327322,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.13356767046178308,
        "upper": 0.26167559980735555,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": -0.05540810721863137,
        "SE": 0.028172583817915032,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.11065851126627897,
        "upper": -0.00015770317098376396,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": 0.07063437888563168,
        "SE": 0.015098008958115392,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": 0.041025057261378436,
        "upper": 0.10024370050988492,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (equal event-time)",
        "Estimate (SDs)": -0.020884251969508452,
        "SE": 0.031614846231281336,
        "Aggregation": "Equal post-event times",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.08284821195959173,
        "upper": 0.041079708020574826,
        "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)": -0.0009298996966274082,
        "SE": 0.06065526074697061,
        "Aggregation": "Treated cells",
        "Event study": "Same CS-DID path",
        "Status": "estimated",
        "Note": "",
        "lower": -0.11981202623357587,
        "upper": 0.11795222684032106,
        "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)": -0.09754448726614144,
        "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 3, period 3: 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"
      }
    ]
  },
  {
    "study_id": 2,
    "specification_id": "S02-P007",
    "source_specification_id": "AM005-P2587-T2-DEMP-NOOV-M1",
    "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": "Do Powerful Politicians Really Cause Corporate Downsizing?",
    "status": "ready",
    "reason": "",
    "config": "analyses/full-archive/configs/S02-P007.json",
    "input_bytes": 1458485,
    "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": "s02-p007",
        "specification_id": "S02-P007",
        "source_specification_id": "AM005-P2587-T2-DEMP-NOOV-M1",
        "study_id": 2,
        "study": "Do Powerful Politicians Really Cause Corporate Downsizing?",
        "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204",
        "description": "AM005-P2587-T2-DEMP-NOOV-M1",
        "data": "analyses/full-archive/prepared/S02-P007.parquet",
        "output_dir": "analyses/full-archive/results/S02-P007"
      },
      "source": {
        "file": "S02-P007.parquet",
        "bytes": 1458485,
        "sha256": "b510274d5554377b133831647924ce5000f8f0ef19ab7d306e92148ef732da9f"
      },
      "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": 168267,
            "source_sd": 0.3181313377096774,
            "rows": 157949,
            "units": 14885,
            "clusters": 2013,
            "treated_units": 790,
            "never_treated_units": 14095,
            "treated_cohorts": 6,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 157665,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 87,
            "post_adoption_untreated_rows_removed": 8406,
            "units_without_minus_one_removed": 12,
            "additional_rows_removed": 1824
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.21617031982145912,
              "se": 0.12472637721842869,
              "pvalue": 0.08322108460285026,
              "lower": -0.4607766741321435,
              "upper": 0.028436034489225243
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.13005611459890704,
              "se": 0.12345888083491549,
              "pvalue": 0.29226738684396414,
              "lower": -0.37217672630736554,
              "upper": 0.11206449710955146
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.21144540379525428,
              "se": 0.15153816314356702,
              "pvalue": 0.1630710121307229,
              "lower": -0.5086335243206443,
              "upper": 0.08574271673013573
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": -0.13345018549320065,
              "se": 0.016665984554053447,
              "pvalue": 1.9633460470336177e-15,
              "lower": -0.16613457682788987,
              "upper": -0.10076579415851142
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -31,
                "estimate": -0.28118341888478976,
                "se": 0.07959355704502696,
                "pvalue": 0.0004205461505770079,
                "lower": -0.4372778252933719,
                "upper": -0.1250890124762076
              },
              {
                "event_time": -30,
                "estimate": -0.16639344693384858,
                "se": 0.07823532096137828,
                "pvalue": 0.03355535088419629,
                "lower": -0.31982415714501217,
                "upper": -0.012962736722684998
              },
              {
                "event_time": -29,
                "estimate": -0.27462303176769903,
                "se": 0.07704681653890483,
                "pvalue": 0.00037323985042565815,
                "lower": -0.42572291396680356,
                "upper": -0.1235231495685945
              },
              {
                "event_time": -28,
                "estimate": -0.17819912192768542,
                "se": 0.07917367816774218,
                "pvalue": 0.024509777831520117,
                "lower": -0.3334700855031223,
                "upper": -0.022928158352248568
              },
              {
                "event_time": -27,
                "estimate": -0.08602643634313595,
                "se": 0.07698974219715131,
                "pvalue": 0.26396729799586577,
                "lower": -0.23701438755400564,
                "upper": 0.06496151486773374
              },
              {
                "event_time": -26,
                "estimate": -0.010876087583391286,
                "se": 0.122721740192476,
                "pvalue": 0.9293895792679057,
                "lower": -0.2515510605329721,
                "upper": 0.22979888536618953
              },
              {
                "event_time": -25,
                "estimate": -0.034111408144844105,
                "se": 0.10028691359663904,
                "pvalue": 0.7337879773778687,
                "lower": -0.23078846128320768,
                "upper": 0.16256564499351944
              },
              {
                "event_time": -24,
                "estimate": -0.24098389062937955,
                "se": 0.1185037148027255,
                "pvalue": 0.04212740838161435,
                "lower": -0.47338670947662564,
                "upper": -0.008581071782133465
              },
              {
                "event_time": -23,
                "estimate": 0.012195933697974247,
                "se": 0.0622757690372964,
                "pvalue": 0.8447570985923148,
                "lower": -0.10993580111085607,
                "upper": 0.13432766850680458
              },
              {
                "event_time": -22,
                "estimate": 0.04935672180572771,
                "se": 0.05982087196279557,
                "pvalue": 0.4094266704974602,
                "lower": -0.06796060696491546,
                "upper": 0.16667405057637089
              },
              {
                "event_time": -21,
                "estimate": -0.05086536709818807,
                "se": 0.058255908587837565,
                "pvalue": 0.382692808394047,
                "lower": -0.16511357773748492,
                "upper": 0.06338284354110876
              },
              {
                "event_time": -20,
                "estimate": -0.06428952932412083,
                "se": 0.05949198260960401,
                "pvalue": 0.27998594786991426,
                "lower": -0.1809618587975031,
                "upper": 0.05238280014926143
              },
              {
                "event_time": -19,
                "estimate": -0.03650819771978332,
                "se": 0.055511023399527744,
                "pvalue": 0.5108223915288105,
                "lower": -0.14537329394585516,
                "upper": 0.07235689850628851
              },
              {
                "event_time": -18,
                "estimate": 0.11524582477843322,
                "se": 0.0644119128644592,
                "pvalue": 0.07373290721054684,
                "lower": -0.011075195131899793,
                "upper": 0.2415668446887662
              },
              {
                "event_time": -17,
                "estimate": 0.02671664450236648,
                "se": 0.050589745053905136,
                "pvalue": 0.597485423729459,
                "lower": -0.07249711748698065,
                "upper": 0.1259304064917136
              },
              {
                "event_time": -16,
                "estimate": 0.03333551166173709,
                "se": 0.06101894548189547,
                "pvalue": 0.584910603015178,
                "lower": -0.08633141149494344,
                "upper": 0.15300243481841763
              },
              {
                "event_time": -15,
                "estimate": 0.06388412941625352,
                "se": 0.06163712555712776,
                "pvalue": 0.3001143013625262,
                "lower": -0.0569951337272228,
                "upper": 0.18476339255972984
              },
              {
                "event_time": -14,
                "estimate": 0.0950918840574887,
                "se": 0.05647313480153485,
                "pvalue": 0.09236716168269836,
                "lower": -0.015660050925020028,
                "upper": 0.20584381903999743
              },
              {
                "event_time": -13,
                "estimate": 0.10016178882175747,
                "se": 0.048856238945729054,
                "pvalue": 0.04048079429631736,
                "lower": 0.004347681490491792,
                "upper": 0.19597589615302313
              },
              {
                "event_time": -12,
                "estimate": 0.16417039544123715,
                "se": 0.06486977222448158,
                "pvalue": 0.011456932610506326,
                "lower": 0.03695144751166918,
                "upper": 0.29138934337080513
              },
              {
                "event_time": -11,
                "estimate": 0.07020559162029055,
                "se": 0.09903836631186716,
                "pvalue": 0.4784856188311246,
                "lower": -0.12402288082228552,
                "upper": 0.2644340640628666
              },
              {
                "event_time": -10,
                "estimate": 0.1296558829071822,
                "se": 0.050111251116601564,
                "pvalue": 0.009740970885029752,
                "lower": 0.0313805163092014,
                "upper": 0.22793124950516297
              },
              {
                "event_time": -9,
                "estimate": 0.07757051903727909,
                "se": 0.0580454814259448,
                "pvalue": 0.1815779044874589,
                "lower": -0.036265013690044146,
                "upper": 0.19140605176460232
              },
              {
                "event_time": -8,
                "estimate": 0.10508773126060933,
                "se": 0.0807070475628238,
                "pvalue": 0.19303512091199834,
                "lower": -0.05319039011021226,
                "upper": 0.2633658526314309
              },
              {
                "event_time": -7,
                "estimate": 0.21370760571151812,
                "se": 0.044455259282148996,
                "pvalue": 1.643567181081648e-06,
                "lower": 0.1265244521120243,
                "upper": 0.30089075931101195
              },
              {
                "event_time": -6,
                "estimate": 0.2233551195445476,
                "se": 0.0589319343306865,
                "pvalue": 0.00015504661387827714,
                "lower": 0.1077811252493296,
                "upper": 0.3389291138397656
              },
              {
                "event_time": -5,
                "estimate": 0.18109500005746001,
                "se": 0.05904377209779076,
                "pvalue": 0.0021900218565049437,
                "lower": 0.065301675825017,
                "upper": 0.296888324289903
              },
              {
                "event_time": -4,
                "estimate": 0.07613460377277005,
                "se": 0.053691708659611814,
                "pvalue": 0.15634691985136973,
                "lower": -0.029162554733959664,
                "upper": 0.18143176227949975
              },
              {
                "event_time": -3,
                "estimate": 0.05275606626810826,
                "se": 0.05046147371351962,
                "pvalue": 0.29593038248174613,
                "lower": -0.04620613718459268,
                "upper": 0.1517182697208092
              },
              {
                "event_time": -2,
                "estimate": 0.05889514946036371,
                "se": 0.045218838209008974,
                "pvalue": 0.19291261856229427,
                "lower": -0.029785492174083536,
                "upper": 0.14757579109481095
              },
              {
                "event_time": 0,
                "estimate": -0.13005611459890704,
                "se": 0.12345888083491549,
                "pvalue": 0.29226738684396414,
                "lower": -0.37217672630736554,
                "upper": 0.11206449710955146
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -31,
                "estimate": -0.2768029226496013,
                "se": 0.04749089323974304,
                "pvalue": 6.496549736478914e-09,
                "lower": -0.36993939079208404,
                "upper": -0.18366645450711858
              },
              {
                "event_time": -30,
                "estimate": -0.16211631886333602,
                "se": 0.04619689437130415,
                "pvalue": 0.0004592556538187482,
                "lower": -0.2527150692210981,
                "upper": -0.07151756850557396
              },
              {
                "event_time": -29,
                "estimate": -0.26697848020536713,
                "se": 0.045756018642218024,
                "pvalue": 6.260452483521718e-09,
                "lower": -0.35671260988544395,
                "upper": -0.1772443505252903
              },
              {
                "event_time": -28,
                "estimate": -0.17179165742453148,
                "se": 0.04718951570699338,
                "pvalue": 0.0002790203153836666,
                "lower": -0.2643370809042807,
                "upper": -0.07924623394478227
              },
              {
                "event_time": -27,
                "estimate": -0.08133004334120264,
                "se": 0.04551363572100097,
                "pvalue": 0.07409801564697754,
                "lower": -0.17058882527184355,
                "upper": 0.007928738589438267
              },
              {
                "event_time": -26,
                "estimate": -0.053699579400558334,
                "se": 0.11495994848748665,
                "pvalue": 0.6404677906527779,
                "lower": -0.2791525631108347,
                "upper": 0.171753404309718
              },
              {
                "event_time": -25,
                "estimate": -0.07482917204915213,
                "se": 0.0940474035608098,
                "pvalue": 0.4263271559339745,
                "lower": -0.25926964911927713,
                "upper": 0.10961130502097288
              },
              {
                "event_time": -24,
                "estimate": -0.28462638066678353,
                "se": 0.09395620968951204,
                "pvalue": 0.0024819791189433687,
                "lower": -0.46888801344678255,
                "upper": -0.10036474788678454
              },
              {
                "event_time": -23,
                "estimate": -0.04387380759051492,
                "se": 0.023960802546354843,
                "pvalue": 0.06723852287433475,
                "lower": -0.09086438558956905,
                "upper": 0.0031167704085392003
              },
              {
                "event_time": -22,
                "estimate": -0.006466488629289044,
                "se": 0.022510338018290946,
                "pvalue": 0.7739370840974892,
                "lower": -0.050612497194202216,
                "upper": 0.03767951993562413
              },
              {
                "event_time": -21,
                "estimate": -0.10620358423851314,
                "se": 0.022932218130795816,
                "pvalue": 3.868022007209912e-06,
                "lower": -0.15117696034650244,
                "upper": -0.06123020813052385
              },
              {
                "event_time": -20,
                "estimate": -0.12250903696100658,
                "se": 0.024916128522646262,
                "pvalue": 9.50718621731657e-07,
                "lower": -0.17137314652130942,
                "upper": -0.07364492740070375
              },
              {
                "event_time": -19,
                "estimate": -0.09628395872603446,
                "se": 0.020971276887812924,
                "pvalue": 4.6786559392357286e-06,
                "lower": -0.13741164718430152,
                "upper": -0.05515627026776739
              },
              {
                "event_time": -18,
                "estimate": 0.04244772191962888,
                "se": 0.0360106515832185,
                "pvalue": 0.23863527902088164,
                "lower": -0.02817434212619413,
                "upper": 0.11306978596545189
              },
              {
                "event_time": -17,
                "estimate": -0.046051615266527055,
                "se": 0.01540790219369745,
                "pvalue": 0.0028343875670532336,
                "lower": -0.07626872625160477,
                "upper": -0.015834504281449332
              },
              {
                "event_time": -16,
                "estimate": -0.044010519309015964,
                "se": 0.03892315213594933,
                "pvalue": 0.2583149412991825,
                "lower": -0.12034441559128495,
                "upper": 0.03232337697325302
              },
              {
                "event_time": -15,
                "estimate": -0.015429475259424867,
                "se": 0.02958715814433468,
                "pvalue": 0.6020812618543515,
                "lower": -0.07345414533723148,
                "upper": 0.04259519481838174
              },
              {
                "event_time": -14,
                "estimate": 0.00854955175082359,
                "se": 0.022467125057353227,
                "pvalue": 0.7035876879604492,
                "lower": -0.03551170998611562,
                "upper": 0.052610813487762795
              },
              {
                "event_time": -13,
                "estimate": 0.008113526722935352,
                "se": 0.015450144993397887,
                "pvalue": 0.5995420413057772,
                "lower": -0.022186428464475813,
                "upper": 0.03841348191034651
              },
              {
                "event_time": -12,
                "estimate": 0.061986504599008715,
                "se": 0.03238572051082039,
                "pvalue": 0.05576095594077175,
                "lower": -0.0015265485541623852,
                "upper": 0.1254995577521798
              },
              {
                "event_time": -11,
                "estimate": -0.024909183321335647,
                "se": 0.06516628143286701,
                "pvalue": 0.7023234523690752,
                "lower": -0.15270962842976973,
                "upper": 0.10289126178709843
              },
              {
                "event_time": -10,
                "estimate": 0.0333525343174332,
                "se": 0.03218679063697481,
                "pvalue": 0.30022493593305705,
                "lower": -0.02977038875828334,
                "upper": 0.09647545739314975
              },
              {
                "event_time": -9,
                "estimate": -0.016019125343297375,
                "se": 0.026460811682197213,
                "pvalue": 0.5449878055921406,
                "lower": -0.06791258061738753,
                "upper": 0.03587432993079279
              },
              {
                "event_time": -8,
                "estimate": 0.009632022738064738,
                "se": 0.04655717050655554,
                "pvalue": 0.836119892630662,
                "lower": -0.0816732809082183,
                "upper": 0.10093732638434777
              },
              {
                "event_time": -7,
                "estimate": 0.11308622806025793,
                "se": 0.03134631741163588,
                "pvalue": 0.00031653390830872346,
                "lower": 0.051611593791854905,
                "upper": 0.17456086232866097
              },
              {
                "event_time": -6,
                "estimate": 0.11081368659272828,
                "se": 0.03140321252277018,
                "pvalue": 0.00042691962106012097,
                "lower": 0.04922747283309789,
                "upper": 0.17239990035235866
              },
              {
                "event_time": -5,
                "estimate": 0.08079926400668411,
                "se": 0.029380089077763235,
                "pvalue": 0.0060103484517061755,
                "lower": 0.023180686133222175,
                "upper": 0.13841784188014605
              },
              {
                "event_time": -4,
                "estimate": -0.019713812777631075,
                "se": 0.04450303674219276,
                "pvalue": 0.6578301377804465,
                "lower": -0.10699066484396214,
                "upper": 0.0675630392887
              },
              {
                "event_time": -3,
                "estimate": -0.03905087431685457,
                "se": 0.048953454113914906,
                "pvalue": 0.42513039129173796,
                "lower": -0.13505563456696512,
                "upper": 0.056953885933255996
              },
              {
                "event_time": -2,
                "estimate": -0.030328577454984143,
                "se": 0.026767199091378032,
                "pvalue": 0.257328215365444,
                "lower": -0.0828229024796257,
                "upper": 0.02216574756965741
              },
              {
                "event_time": -1,
                "estimate": -0.07471860314657548,
                "se": 0.04597192280052503,
                "pvalue": 0.10425324324964406,
                "lower": -0.16487615191587596,
                "upper": 0.015438945622725006
              },
              {
                "event_time": 0,
                "estimate": -0.21144540379525428,
                "se": 0.15153816314356702,
                "pvalue": 0.1630710121307229,
                "lower": -0.5086335243206443,
                "upper": 0.08574271673013573
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -31,
                "estimate": 0.1600072472041563,
                "se": 0.1076491902077502,
                "pvalue": 0.13733618735114317,
                "lower": -0.051108288646784905,
                "upper": 0.3711227830550975
              },
              {
                "event_time": -30,
                "estimate": 0.2733046345923559,
                "se": 0.10661973135164304,
                "pvalue": 0.010438590787563236,
                "lower": 0.06420801553608937,
                "upper": 0.4824012536486224
              },
              {
                "event_time": -29,
                "estimate": 0.17160349419833235,
                "se": 0.10586844178169985,
                "pvalue": 0.1051930726498624,
                "lower": -0.03601973801840769,
                "upper": 0.3792267264150724
              },
              {
                "event_time": -28,
                "estimate": 0.26707657942586754,
                "se": 0.10731343321335181,
                "pvalue": 0.012899517306380103,
                "lower": 0.05661951130377149,
                "upper": 0.47753364754796357
              },
              {
                "event_time": -27,
                "estimate": 0.35733810983476216,
                "se": 0.10578624098195837,
                "pvalue": 0.00074426165005609,
                "lower": 0.14987608520213222,
                "upper": 0.5648001344673921
              },
              {
                "event_time": -26,
                "estimate": 0.003757272819346069,
                "se": 0.10184617504081878,
                "pvalue": 0.9705750621605598,
                "lower": -0.1959777161444931,
                "upper": 0.20349226178318525
              },
              {
                "event_time": -25,
                "estimate": -0.0198779579624839,
                "se": 0.1012392521099547,
                "pvalue": 0.8443589118721653,
                "lower": -0.21842268381777283,
                "upper": 0.17866676789280503
              },
              {
                "event_time": -24,
                "estimate": -0.2919161572555388,
                "se": 0.0674363138181249,
                "pvalue": 1.573042600092714e-05,
                "lower": -0.4241684621734878,
                "upper": -0.1596638523375898
              },
              {
                "event_time": -23,
                "estimate": -0.07373082602604215,
                "se": 0.04508547578589922,
                "pvalue": 0.10213075465537523,
                "lower": -0.1621499247788118,
                "upper": 0.0146882727267275
              },
              {
                "event_time": -22,
                "estimate": -0.03912999358655862,
                "se": 0.04071899215775184,
                "pvalue": 0.3366794659293521,
                "lower": -0.11898579029161507,
                "upper": 0.04072580311849783
              },
              {
                "event_time": -21,
                "estimate": -0.13380316276619378,
                "se": 0.03628183268441925,
                "pvalue": 0.00023212374940177722,
                "lower": -0.2049570519319472,
                "upper": -0.06264927360044038
              },
              {
                "event_time": -20,
                "estimate": -0.14847788637660359,
                "se": 0.040589099121719034,
                "pvalue": 0.0002606532338485918,
                "lower": -0.22807894416674157,
                "upper": -0.06887682858646559
              },
              {
                "event_time": -19,
                "estimate": -0.12301639025888984,
                "se": 0.03490436900024226,
                "pvalue": 0.00043395240610223407,
                "lower": -0.19146887513874922,
                "upper": -0.05456390537903047
              },
              {
                "event_time": -18,
                "estimate": 0.04858817740604666,
                "se": 0.03406236982978692,
                "pvalue": 0.15389439817590675,
                "lower": -0.018213026068781495,
                "upper": 0.1153893808808748
              },
              {
                "event_time": -17,
                "estimate": -0.0075888548770751095,
                "se": 0.03234120193452439,
                "pvalue": 0.8145044703872117,
                "lower": -0.07101460070288115,
                "upper": 0.05583689094873093
              },
              {
                "event_time": -16,
                "estimate": -0.0016251249251520283,
                "se": 0.031315309669408826,
                "pvalue": 0.9586170791098529,
                "lower": -0.06303894855389156,
                "upper": 0.059788698703587495
              },
              {
                "event_time": -15,
                "estimate": 0.046144492478295614,
                "se": 0.030658950671453054,
                "pvalue": 0.13245779663801086,
                "lower": -0.013982116808221728,
                "upper": 0.10627110176481296
              },
              {
                "event_time": -14,
                "estimate": 0.08471630868851307,
                "se": 0.029889677250841566,
                "pvalue": 0.0046384561822070715,
                "lower": 0.02609835515774138,
                "upper": 0.14333426221928475
              },
              {
                "event_time": -13,
                "estimate": 0.09365482651973268,
                "se": 0.02958441117248434,
                "pvalue": 0.0015703559830238937,
                "lower": 0.035635543648583484,
                "upper": 0.15167410939088188
              },
              {
                "event_time": -12,
                "estimate": 0.16391156387897177,
                "se": 0.029712231940935183,
                "pvalue": 3.90130649286349e-08,
                "lower": 0.105641606107507,
                "upper": 0.22218152165043653
              },
              {
                "event_time": -11,
                "estimate": 0.07066050677474314,
                "se": 0.029575597179250745,
                "pvalue": 0.016979077832056037,
                "lower": 0.012658509411277802,
                "upper": 0.12866250413820848
              },
              {
                "event_time": -10,
                "estimate": 0.12685284771847505,
                "se": 0.030808506854166206,
                "pvalue": 3.9855228630703024e-05,
                "lower": 0.06643293725995283,
                "upper": 0.18727275817699726
              },
              {
                "event_time": -9,
                "estimate": 0.07440996062212421,
                "se": 0.029658673478464168,
                "pvalue": 0.012189629991472755,
                "lower": 0.016245038694237088,
                "upper": 0.13257488255001132
              },
              {
                "event_time": -8,
                "estimate": 0.10504598129181328,
                "se": 0.02886789719385813,
                "pvalue": 0.00028076002492218196,
                "lower": 0.048431885326858486,
                "upper": 0.16166007725676806
              },
              {
                "event_time": -7,
                "estimate": 0.21106337029214894,
                "se": 0.023001746031222157,
                "pvalue": 1.0761698849344103e-19,
                "lower": 0.16595363997725135,
                "upper": 0.2561731006070465
              },
              {
                "event_time": -6,
                "estimate": 0.21331123735623292,
                "se": 0.029725613432948307,
                "pvalue": 1.004900828986819e-12,
                "lower": 0.15501503655543014,
                "upper": 0.2716074381570357
              },
              {
                "event_time": -5,
                "estimate": 0.1789952375587654,
                "se": 0.02655215326551644,
                "pvalue": 2.0441910351393562e-11,
                "lower": 0.12692264831004246,
                "upper": 0.23106782680748833
              },
              {
                "event_time": -4,
                "estimate": 0.0765415274416547,
                "se": 0.02298655639565147,
                "pvalue": 0.0008846550648234289,
                "lower": 0.031461586185520085,
                "upper": 0.12162146869778931
              },
              {
                "event_time": -3,
                "estimate": 0.05083691885724735,
                "se": 0.022082200599032167,
                "pvalue": 0.02142740655130477,
                "lower": 0.007530549313400865,
                "upper": 0.09414328840109384
              },
              {
                "event_time": -2,
                "estimate": 0.054655646720492806,
                "se": 0.01830015729306265,
                "pvalue": 0.0028548565701560845,
                "lower": 0.01876640774316808,
                "upper": 0.09054488569781753
              },
              {
                "event_time": 0,
                "estimate": -0.13345018549320065,
                "se": 0.016665984554053447,
                "pvalue": 1.9633460470336177e-15,
                "lower": -0.16613457682788987,
                "upper": -0.10076579415851142
              }
            ]
          },
          "target": {
            "event_times": [
              0.0
            ],
            "weights": [
              1.0
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 2.7755575615628914e-17,
            "package_aggregate_vs_estimable_cell_weights": 2.7755575615628914e-17
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "status": "not_identified",
            "pvalue": null,
            "reason": "No identified positive-event-time cohort deviations remain to test."
          }
        }
      },
      "code_sha256": {
        "replication_engine.py": "cd3acc93d19b09e121e2366dbaaccd6cc5c4f902ca3ac3d3c1c27b3cc1d436f0",
        "reference_f_test.py": "5f044e72270f04daf518d8b9667920b0bdce87bdaa9b134f2625697b9eff1909",
        "sparse_did2s.py": "16f2083b77e2a6a0fd9a4dda23961f99f24def371aa785b956cc08b5c86929f3",
        "frequency.py": "f8b8062ee5e78fff474749beed9c4a3c20ced533b2e327a18f101ff35bca26b2",
        "sparse_models.py": "fd6fc12f18694fa56b8e0a68bec3d72bf57339ae0aecab45d7f13a834468feec"
      }
    },
    "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": "s02-p007",
        "specification_id": "S02-P007",
        "source_specification_id": "AM005-P2587-T2-DEMP-NOOV-M1",
        "study_id": 2,
        "study": "Do Powerful Politicians Really Cause Corporate Downsizing?",
        "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204",
        "description": "AM005-P2587-T2-DEMP-NOOV-M1",
        "data": "analyses/full-archive/prepared/S02-P007.parquet",
        "output_dir": "analyses/archive-expanded/fits/S02-P007"
      },
      "options": {
        "output_dir": "analyses/archive-expanded/fits/S02-P007",
        "regression_results": "analyses/archive-expanded/baselines/S02-P007.json",
        "display_window": [
          -10,
          10
        ],
        "timeout_seconds": 3600
      },
      "source": {
        "file": "S02-P007.parquet",
        "bytes": 1458485,
        "sha256": "b510274d5554377b133831647924ce5000f8f0ef19ab7d306e92148ef732da9f"
      },
      "regressions": {
        "y__d": {
          "sample": {
            "outcome": "y",
            "treatment": "d",
            "source_rows": 168267,
            "source_sd": 0.3181313377096774,
            "rows": 157949,
            "units": 14885,
            "clusters": 2013,
            "treated_units": 790,
            "never_treated_units": 14095,
            "treated_cohorts": 6,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 157665,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 87,
            "post_adoption_untreated_rows_removed": 8406,
            "units_without_minus_one_removed": 12,
            "additional_rows_removed": 1824
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.21617031982145912,
              "se": 0.12472637721842869,
              "pvalue": 0.08322108460285026,
              "lower": -0.4607766741321435,
              "upper": 0.028436034489225243
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.13005611459890704,
              "se": 0.12345888083491549,
              "pvalue": 0.29226738684396414,
              "lower": -0.37217672630736554,
              "upper": 0.11206449710955146
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.21144540379525428,
              "se": 0.15153816314356702,
              "pvalue": 0.1630710121307229,
              "lower": -0.5086335243206443,
              "upper": 0.08574271673013573
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": -0.13345018549320065,
              "se": 0.016665984554053447,
              "pvalue": 1.9633460470336177e-15,
              "lower": -0.16613457682788987,
              "upper": -0.10076579415851142
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -31,
                "estimate": -0.28118341888478976,
                "se": 0.07959355704502696,
                "pvalue": 0.0004205461505770079,
                "lower": -0.4372778252933719,
                "upper": -0.1250890124762076
              },
              {
                "event_time": -30,
                "estimate": -0.16639344693384858,
                "se": 0.07823532096137828,
                "pvalue": 0.03355535088419629,
                "lower": -0.31982415714501217,
                "upper": -0.012962736722684998
              },
              {
                "event_time": -29,
                "estimate": -0.27462303176769903,
                "se": 0.07704681653890483,
                "pvalue": 0.00037323985042565815,
                "lower": -0.42572291396680356,
                "upper": -0.1235231495685945
              },
              {
                "event_time": -28,
                "estimate": -0.17819912192768542,
                "se": 0.07917367816774218,
                "pvalue": 0.024509777831520117,
                "lower": -0.3334700855031223,
                "upper": -0.022928158352248568
              },
              {
                "event_time": -27,
                "estimate": -0.08602643634313595,
                "se": 0.07698974219715131,
                "pvalue": 0.26396729799586577,
                "lower": -0.23701438755400564,
                "upper": 0.06496151486773374
              },
              {
                "event_time": -26,
                "estimate": -0.010876087583391286,
                "se": 0.122721740192476,
                "pvalue": 0.9293895792679057,
                "lower": -0.2515510605329721,
                "upper": 0.22979888536618953
              },
              {
                "event_time": -25,
                "estimate": -0.034111408144844105,
                "se": 0.10028691359663904,
                "pvalue": 0.7337879773778687,
                "lower": -0.23078846128320768,
                "upper": 0.16256564499351944
              },
              {
                "event_time": -24,
                "estimate": -0.24098389062937955,
                "se": 0.1185037148027255,
                "pvalue": 0.04212740838161435,
                "lower": -0.47338670947662564,
                "upper": -0.008581071782133465
              },
              {
                "event_time": -23,
                "estimate": 0.012195933697974247,
                "se": 0.0622757690372964,
                "pvalue": 0.8447570985923148,
                "lower": -0.10993580111085607,
                "upper": 0.13432766850680458
              },
              {
                "event_time": -22,
                "estimate": 0.04935672180572771,
                "se": 0.05982087196279557,
                "pvalue": 0.4094266704974602,
                "lower": -0.06796060696491546,
                "upper": 0.16667405057637089
              },
              {
                "event_time": -21,
                "estimate": -0.05086536709818807,
                "se": 0.058255908587837565,
                "pvalue": 0.382692808394047,
                "lower": -0.16511357773748492,
                "upper": 0.06338284354110876
              },
              {
                "event_time": -20,
                "estimate": -0.06428952932412083,
                "se": 0.05949198260960401,
                "pvalue": 0.27998594786991426,
                "lower": -0.1809618587975031,
                "upper": 0.05238280014926143
              },
              {
                "event_time": -19,
                "estimate": -0.03650819771978332,
                "se": 0.055511023399527744,
                "pvalue": 0.5108223915288105,
                "lower": -0.14537329394585516,
                "upper": 0.07235689850628851
              },
              {
                "event_time": -18,
                "estimate": 0.11524582477843322,
                "se": 0.0644119128644592,
                "pvalue": 0.07373290721054684,
                "lower": -0.011075195131899793,
                "upper": 0.2415668446887662
              },
              {
                "event_time": -17,
                "estimate": 0.02671664450236648,
                "se": 0.050589745053905136,
                "pvalue": 0.597485423729459,
                "lower": -0.07249711748698065,
                "upper": 0.1259304064917136
              },
              {
                "event_time": -16,
                "estimate": 0.03333551166173709,
                "se": 0.06101894548189547,
                "pvalue": 0.584910603015178,
                "lower": -0.08633141149494344,
                "upper": 0.15300243481841763
              },
              {
                "event_time": -15,
                "estimate": 0.06388412941625352,
                "se": 0.06163712555712776,
                "pvalue": 0.3001143013625262,
                "lower": -0.0569951337272228,
                "upper": 0.18476339255972984
              },
              {
                "event_time": -14,
                "estimate": 0.0950918840574887,
                "se": 0.05647313480153485,
                "pvalue": 0.09236716168269836,
                "lower": -0.015660050925020028,
                "upper": 0.20584381903999743
              },
              {
                "event_time": -13,
                "estimate": 0.10016178882175747,
                "se": 0.048856238945729054,
                "pvalue": 0.04048079429631736,
                "lower": 0.004347681490491792,
                "upper": 0.19597589615302313
              },
              {
                "event_time": -12,
                "estimate": 0.16417039544123715,
                "se": 0.06486977222448158,
                "pvalue": 0.011456932610506326,
                "lower": 0.03695144751166918,
                "upper": 0.29138934337080513
              },
              {
                "event_time": -11,
                "estimate": 0.07020559162029055,
                "se": 0.09903836631186716,
                "pvalue": 0.4784856188311246,
                "lower": -0.12402288082228552,
                "upper": 0.2644340640628666
              },
              {
                "event_time": -10,
                "estimate": 0.1296558829071822,
                "se": 0.050111251116601564,
                "pvalue": 0.009740970885029752,
                "lower": 0.0313805163092014,
                "upper": 0.22793124950516297
              },
              {
                "event_time": -9,
                "estimate": 0.07757051903727909,
                "se": 0.0580454814259448,
                "pvalue": 0.1815779044874589,
                "lower": -0.036265013690044146,
                "upper": 0.19140605176460232
              },
              {
                "event_time": -8,
                "estimate": 0.10508773126060933,
                "se": 0.0807070475628238,
                "pvalue": 0.19303512091199834,
                "lower": -0.05319039011021226,
                "upper": 0.2633658526314309
              },
              {
                "event_time": -7,
                "estimate": 0.21370760571151812,
                "se": 0.044455259282148996,
                "pvalue": 1.643567181081648e-06,
                "lower": 0.1265244521120243,
                "upper": 0.30089075931101195
              },
              {
                "event_time": -6,
                "estimate": 0.2233551195445476,
                "se": 0.0589319343306865,
                "pvalue": 0.00015504661387827714,
                "lower": 0.1077811252493296,
                "upper": 0.3389291138397656
              },
              {
                "event_time": -5,
                "estimate": 0.18109500005746001,
                "se": 0.05904377209779076,
                "pvalue": 0.0021900218565049437,
                "lower": 0.065301675825017,
                "upper": 0.296888324289903
              },
              {
                "event_time": -4,
                "estimate": 0.07613460377277005,
                "se": 0.053691708659611814,
                "pvalue": 0.15634691985136973,
                "lower": -0.029162554733959664,
                "upper": 0.18143176227949975
              },
              {
                "event_time": -3,
                "estimate": 0.05275606626810826,
                "se": 0.05046147371351962,
                "pvalue": 0.29593038248174613,
                "lower": -0.04620613718459268,
                "upper": 0.1517182697208092
              },
              {
                "event_time": -2,
                "estimate": 0.05889514946036371,
                "se": 0.045218838209008974,
                "pvalue": 0.19291261856229427,
                "lower": -0.029785492174083536,
                "upper": 0.14757579109481095
              },
              {
                "event_time": 0,
                "estimate": -0.13005611459890704,
                "se": 0.12345888083491549,
                "pvalue": 0.29226738684396414,
                "lower": -0.37217672630736554,
                "upper": 0.11206449710955146
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -31,
                "estimate": -0.2768029226496013,
                "se": 0.04749089323974304,
                "pvalue": 6.496549736478914e-09,
                "lower": -0.36993939079208404,
                "upper": -0.18366645450711858
              },
              {
                "event_time": -30,
                "estimate": -0.16211631886333602,
                "se": 0.04619689437130415,
                "pvalue": 0.0004592556538187482,
                "lower": -0.2527150692210981,
                "upper": -0.07151756850557396
              },
              {
                "event_time": -29,
                "estimate": -0.26697848020536713,
                "se": 0.045756018642218024,
                "pvalue": 6.260452483521718e-09,
                "lower": -0.35671260988544395,
                "upper": -0.1772443505252903
              },
              {
                "event_time": -28,
                "estimate": -0.17179165742453148,
                "se": 0.04718951570699338,
                "pvalue": 0.0002790203153836666,
                "lower": -0.2643370809042807,
                "upper": -0.07924623394478227
              },
              {
                "event_time": -27,
                "estimate": -0.08133004334120264,
                "se": 0.04551363572100097,
                "pvalue": 0.07409801564697754,
                "lower": -0.17058882527184355,
                "upper": 0.007928738589438267
              },
              {
                "event_time": -26,
                "estimate": -0.053699579400558334,
                "se": 0.11495994848748665,
                "pvalue": 0.6404677906527779,
                "lower": -0.2791525631108347,
                "upper": 0.171753404309718
              },
              {
                "event_time": -25,
                "estimate": -0.07482917204915213,
                "se": 0.0940474035608098,
                "pvalue": 0.4263271559339745,
                "lower": -0.25926964911927713,
                "upper": 0.10961130502097288
              },
              {
                "event_time": -24,
                "estimate": -0.28462638066678353,
                "se": 0.09395620968951204,
                "pvalue": 0.0024819791189433687,
                "lower": -0.46888801344678255,
                "upper": -0.10036474788678454
              },
              {
                "event_time": -23,
                "estimate": -0.04387380759051492,
                "se": 0.023960802546354843,
                "pvalue": 0.06723852287433475,
                "lower": -0.09086438558956905,
                "upper": 0.0031167704085392003
              },
              {
                "event_time": -22,
                "estimate": -0.006466488629289044,
                "se": 0.022510338018290946,
                "pvalue": 0.7739370840974892,
                "lower": -0.050612497194202216,
                "upper": 0.03767951993562413
              },
              {
                "event_time": -21,
                "estimate": -0.10620358423851314,
                "se": 0.022932218130795816,
                "pvalue": 3.868022007209912e-06,
                "lower": -0.15117696034650244,
                "upper": -0.06123020813052385
              },
              {
                "event_time": -20,
                "estimate": -0.12250903696100658,
                "se": 0.024916128522646262,
                "pvalue": 9.50718621731657e-07,
                "lower": -0.17137314652130942,
                "upper": -0.07364492740070375
              },
              {
                "event_time": -19,
                "estimate": -0.09628395872603446,
                "se": 0.020971276887812924,
                "pvalue": 4.6786559392357286e-06,
                "lower": -0.13741164718430152,
                "upper": -0.05515627026776739
              },
              {
                "event_time": -18,
                "estimate": 0.04244772191962888,
                "se": 0.0360106515832185,
                "pvalue": 0.23863527902088164,
                "lower": -0.02817434212619413,
                "upper": 0.11306978596545189
              },
              {
                "event_time": -17,
                "estimate": -0.046051615266527055,
                "se": 0.01540790219369745,
                "pvalue": 0.0028343875670532336,
                "lower": -0.07626872625160477,
                "upper": -0.015834504281449332
              },
              {
                "event_time": -16,
                "estimate": -0.044010519309015964,
                "se": 0.03892315213594933,
                "pvalue": 0.2583149412991825,
                "lower": -0.12034441559128495,
                "upper": 0.03232337697325302
              },
              {
                "event_time": -15,
                "estimate": -0.015429475259424867,
                "se": 0.02958715814433468,
                "pvalue": 0.6020812618543515,
                "lower": -0.07345414533723148,
                "upper": 0.04259519481838174
              },
              {
                "event_time": -14,
                "estimate": 0.00854955175082359,
                "se": 0.022467125057353227,
                "pvalue": 0.7035876879604492,
                "lower": -0.03551170998611562,
                "upper": 0.052610813487762795
              },
              {
                "event_time": -13,
                "estimate": 0.008113526722935352,
                "se": 0.015450144993397887,
                "pvalue": 0.5995420413057772,
                "lower": -0.022186428464475813,
                "upper": 0.03841348191034651
              },
              {
                "event_time": -12,
                "estimate": 0.061986504599008715,
                "se": 0.03238572051082039,
                "pvalue": 0.05576095594077175,
                "lower": -0.0015265485541623852,
                "upper": 0.1254995577521798
              },
              {
                "event_time": -11,
                "estimate": -0.024909183321335647,
                "se": 0.06516628143286701,
                "pvalue": 0.7023234523690752,
                "lower": -0.15270962842976973,
                "upper": 0.10289126178709843
              },
              {
                "event_time": -10,
                "estimate": 0.0333525343174332,
                "se": 0.03218679063697481,
                "pvalue": 0.30022493593305705,
                "lower": -0.02977038875828334,
                "upper": 0.09647545739314975
              },
              {
                "event_time": -9,
                "estimate": -0.016019125343297375,
                "se": 0.026460811682197213,
                "pvalue": 0.5449878055921406,
                "lower": -0.06791258061738753,
                "upper": 0.03587432993079279
              },
              {
                "event_time": -8,
                "estimate": 0.009632022738064738,
                "se": 0.04655717050655554,
                "pvalue": 0.836119892630662,
                "lower": -0.0816732809082183,
                "upper": 0.10093732638434777
              },
              {
                "event_time": -7,
                "estimate": 0.11308622806025793,
                "se": 0.03134631741163588,
                "pvalue": 0.00031653390830872346,
                "lower": 0.051611593791854905,
                "upper": 0.17456086232866097
              },
              {
                "event_time": -6,
                "estimate": 0.11081368659272828,
                "se": 0.03140321252277018,
                "pvalue": 0.00042691962106012097,
                "lower": 0.04922747283309789,
                "upper": 0.17239990035235866
              },
              {
                "event_time": -5,
                "estimate": 0.08079926400668411,
                "se": 0.029380089077763235,
                "pvalue": 0.0060103484517061755,
                "lower": 0.023180686133222175,
                "upper": 0.13841784188014605
              },
              {
                "event_time": -4,
                "estimate": -0.019713812777631075,
                "se": 0.04450303674219276,
                "pvalue": 0.6578301377804465,
                "lower": -0.10699066484396214,
                "upper": 0.0675630392887
              },
              {
                "event_time": -3,
                "estimate": -0.03905087431685457,
                "se": 0.048953454113914906,
                "pvalue": 0.42513039129173796,
                "lower": -0.13505563456696512,
                "upper": 0.056953885933255996
              },
              {
                "event_time": -2,
                "estimate": -0.030328577454984143,
                "se": 0.026767199091378032,
                "pvalue": 0.257328215365444,
                "lower": -0.0828229024796257,
                "upper": 0.02216574756965741
              },
              {
                "event_time": -1,
                "estimate": -0.07471860314657548,
                "se": 0.04597192280052503,
                "pvalue": 0.10425324324964406,
                "lower": -0.16487615191587596,
                "upper": 0.015438945622725006
              },
              {
                "event_time": 0,
                "estimate": -0.21144540379525428,
                "se": 0.15153816314356702,
                "pvalue": 0.1630710121307229,
                "lower": -0.5086335243206443,
                "upper": 0.08574271673013573
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -31,
                "estimate": 0.1600072472041563,
                "se": 0.1076491902077502,
                "pvalue": 0.13733618735114317,
                "lower": -0.051108288646784905,
                "upper": 0.3711227830550975
              },
              {
                "event_time": -30,
                "estimate": 0.2733046345923559,
                "se": 0.10661973135164304,
                "pvalue": 0.010438590787563236,
                "lower": 0.06420801553608937,
                "upper": 0.4824012536486224
              },
              {
                "event_time": -29,
                "estimate": 0.17160349419833235,
                "se": 0.10586844178169985,
                "pvalue": 0.1051930726498624,
                "lower": -0.03601973801840769,
                "upper": 0.3792267264150724
              },
              {
                "event_time": -28,
                "estimate": 0.26707657942586754,
                "se": 0.10731343321335181,
                "pvalue": 0.012899517306380103,
                "lower": 0.05661951130377149,
                "upper": 0.47753364754796357
              },
              {
                "event_time": -27,
                "estimate": 0.35733810983476216,
                "se": 0.10578624098195837,
                "pvalue": 0.00074426165005609,
                "lower": 0.14987608520213222,
                "upper": 0.5648001344673921
              },
              {
                "event_time": -26,
                "estimate": 0.003757272819346069,
                "se": 0.10184617504081878,
                "pvalue": 0.9705750621605598,
                "lower": -0.1959777161444931,
                "upper": 0.20349226178318525
              },
              {
                "event_time": -25,
                "estimate": -0.0198779579624839,
                "se": 0.1012392521099547,
                "pvalue": 0.8443589118721653,
                "lower": -0.21842268381777283,
                "upper": 0.17866676789280503
              },
              {
                "event_time": -24,
                "estimate": -0.2919161572555388,
                "se": 0.0674363138181249,
                "pvalue": 1.573042600092714e-05,
                "lower": -0.4241684621734878,
                "upper": -0.1596638523375898
              },
              {
                "event_time": -23,
                "estimate": -0.07373082602604215,
                "se": 0.04508547578589922,
                "pvalue": 0.10213075465537523,
                "lower": -0.1621499247788118,
                "upper": 0.0146882727267275
              },
              {
                "event_time": -22,
                "estimate": -0.03912999358655862,
                "se": 0.04071899215775184,
                "pvalue": 0.3366794659293521,
                "lower": -0.11898579029161507,
                "upper": 0.04072580311849783
              },
              {
                "event_time": -21,
                "estimate": -0.13380316276619378,
                "se": 0.03628183268441925,
                "pvalue": 0.00023212374940177722,
                "lower": -0.2049570519319472,
                "upper": -0.06264927360044038
              },
              {
                "event_time": -20,
                "estimate": -0.14847788637660359,
                "se": 0.040589099121719034,
                "pvalue": 0.0002606532338485918,
                "lower": -0.22807894416674157,
                "upper": -0.06887682858646559
              },
              {
                "event_time": -19,
                "estimate": -0.12301639025888984,
                "se": 0.03490436900024226,
                "pvalue": 0.00043395240610223407,
                "lower": -0.19146887513874922,
                "upper": -0.05456390537903047
              },
              {
                "event_time": -18,
                "estimate": 0.04858817740604666,
                "se": 0.03406236982978692,
                "pvalue": 0.15389439817590675,
                "lower": -0.018213026068781495,
                "upper": 0.1153893808808748
              },
              {
                "event_time": -17,
                "estimate": -0.0075888548770751095,
                "se": 0.03234120193452439,
                "pvalue": 0.8145044703872117,
                "lower": -0.07101460070288115,
                "upper": 0.05583689094873093
              },
              {
                "event_time": -16,
                "estimate": -0.0016251249251520283,
                "se": 0.031315309669408826,
                "pvalue": 0.9586170791098529,
                "lower": -0.06303894855389156,
                "upper": 0.059788698703587495
              },
              {
                "event_time": -15,
                "estimate": 0.046144492478295614,
                "se": 0.030658950671453054,
                "pvalue": 0.13245779663801086,
                "lower": -0.013982116808221728,
                "upper": 0.10627110176481296
              },
              {
                "event_time": -14,
                "estimate": 0.08471630868851307,
                "se": 0.029889677250841566,
                "pvalue": 0.0046384561822070715,
                "lower": 0.02609835515774138,
                "upper": 0.14333426221928475
              },
              {
                "event_time": -13,
                "estimate": 0.09365482651973268,
                "se": 0.02958441117248434,
                "pvalue": 0.0015703559830238937,
                "lower": 0.035635543648583484,
                "upper": 0.15167410939088188
              },
              {
                "event_time": -12,
                "estimate": 0.16391156387897177,
                "se": 0.029712231940935183,
                "pvalue": 3.90130649286349e-08,
                "lower": 0.105641606107507,
                "upper": 0.22218152165043653
              },
              {
                "event_time": -11,
                "estimate": 0.07066050677474314,
                "se": 0.029575597179250745,
                "pvalue": 0.016979077832056037,
                "lower": 0.012658509411277802,
                "upper": 0.12866250413820848
              },
              {
                "event_time": -10,
                "estimate": 0.12685284771847505,
                "se": 0.030808506854166206,
                "pvalue": 3.9855228630703024e-05,
                "lower": 0.06643293725995283,
                "upper": 0.18727275817699726
              },
              {
                "event_time": -9,
                "estimate": 0.07440996062212421,
                "se": 0.029658673478464168,
                "pvalue": 0.012189629991472755,
                "lower": 0.016245038694237088,
                "upper": 0.13257488255001132
              },
              {
                "event_time": -8,
                "estimate": 0.10504598129181328,
                "se": 0.02886789719385813,
                "pvalue": 0.00028076002492218196,
                "lower": 0.048431885326858486,
                "upper": 0.16166007725676806
              },
              {
                "event_time": -7,
                "estimate": 0.21106337029214894,
                "se": 0.023001746031222157,
                "pvalue": 1.0761698849344103e-19,
                "lower": 0.16595363997725135,
                "upper": 0.2561731006070465
              },
              {
                "event_time": -6,
                "estimate": 0.21331123735623292,
                "se": 0.029725613432948307,
                "pvalue": 1.004900828986819e-12,
                "lower": 0.15501503655543014,
                "upper": 0.2716074381570357
              },
              {
                "event_time": -5,
                "estimate": 0.1789952375587654,
                "se": 0.02655215326551644,
                "pvalue": 2.0441910351393562e-11,
                "lower": 0.12692264831004246,
                "upper": 0.23106782680748833
              },
              {
                "event_time": -4,
                "estimate": 0.0765415274416547,
                "se": 0.02298655639565147,
                "pvalue": 0.0008846550648234289,
                "lower": 0.031461586185520085,
                "upper": 0.12162146869778931
              },
              {
                "event_time": -3,
                "estimate": 0.05083691885724735,
                "se": 0.022082200599032167,
                "pvalue": 0.02142740655130477,
                "lower": 0.007530549313400865,
                "upper": 0.09414328840109384
              },
              {
                "event_time": -2,
                "estimate": 0.054655646720492806,
                "se": 0.01830015729306265,
                "pvalue": 0.0028548565701560845,
                "lower": 0.01876640774316808,
                "upper": 0.09054488569781753
              },
              {
                "event_time": 0,
                "estimate": -0.13345018549320065,
                "se": 0.016665984554053447,
                "pvalue": 1.9633460470336177e-15,
                "lower": -0.16613457682788987,
                "upper": -0.10076579415851142
              }
            ]
          },
          "target": {
            "event_times": [
              0.0
            ],
            "weights": [
              1.0
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 2.7755575615628914e-17,
            "package_aggregate_vs_estimable_cell_weights": 2.7755575615628914e-17
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "status": "not_identified",
            "pvalue": null,
            "reason": "No identified positive-event-time cohort deviations remain to test."
          }
        }
      },
      "alternative_models": {
        "y__d": [
          {
            "method": "CS-DID",
            "estimate": -0.14540571524653478,
            "se": 0.02809157527387679,
            "lower": -0.2004641910523292,
            "upper": -0.09034723944074037,
            "event_study": [
              {
                "event_time": -31,
                "estimate": 0.28231204757673856,
                "se": 0.03491870224412902,
                "lower": 0.21387264879136772,
                "upper": 0.3507514463621094,
                "n": 0.0,
                "relative_to_minus_one": 0.28231204757673856
              },
              {
                "event_time": -30,
                "estimate": 0.38732280618833187,
                "se": 0.03364162761634232,
                "lower": 0.32138642767899284,
                "upper": 0.4532591846976709,
                "n": 0.0,
                "relative_to_minus_one": 0.38732280618833187
              },
              {
                "event_time": -29,
                "estimate": 0.27627181982836235,
                "se": 0.032656159799709865,
                "lower": 0.21226692274754627,
                "upper": 0.34027671690917843,
                "n": 0.0,
                "relative_to_minus_one": 0.27627181982836235
              },
              {
                "event_time": -28,
                "estimate": 0.35587844757751097,
                "se": 0.037740999638845724,
                "lower": 0.28190744754483416,
                "upper": 0.4298494476101878,
                "n": 0.0,
                "relative_to_minus_one": 0.35587844757751097
              },
              {
                "event_time": -27,
                "estimate": 0.4273228527798433,
                "se": 0.03269992484197973,
                "lower": 0.36323217779239636,
                "upper": 0.4914135277672902,
                "n": 0.0,
                "relative_to_minus_one": 0.4273228527798433
              },
              {
                "event_time": -26,
                "estimate": -0.2196762349558321,
                "se": 0.05931564205748497,
                "lower": -0.33593275710837195,
                "upper": -0.10341971280329225,
                "n": 0.0,
                "relative_to_minus_one": -0.2196762349558321
              },
              {
                "event_time": -25,
                "estimate": -0.24368297986821685,
                "se": 0.05578673514670301,
                "lower": -0.35302297157082957,
                "upper": -0.13434298816560414,
                "n": 0.0,
                "relative_to_minus_one": -0.24368297986821685
              },
              {
                "event_time": -24,
                "estimate": -0.373566096321307,
                "se": 0.06438401922468978,
                "lower": -0.4997564551816334,
                "upper": -0.24737573746098057,
                "n": 0.0,
                "relative_to_minus_one": -0.373566096321307
              },
              {
                "event_time": -23,
                "estimate": -0.029571194788237016,
                "se": 0.030268451734106427,
                "lower": -0.08889627005487456,
                "upper": 0.029753880478400527,
                "n": 0.0,
                "relative_to_minus_one": -0.029571194788237016
              },
              {
                "event_time": -22,
                "estimate": -0.007459791206143123,
                "se": 0.0291871027464898,
                "lower": -0.06466546140233323,
                "upper": 0.04974587899004698,
                "n": 0.0,
                "relative_to_minus_one": -0.007459791206143123
              },
              {
                "event_time": -21,
                "estimate": -0.09690599198712359,
                "se": 0.02870752717114311,
                "lower": -0.1531717113277691,
                "upper": -0.04064027264647807,
                "n": 0.0,
                "relative_to_minus_one": -0.09690599198712359
              },
              {
                "event_time": -20,
                "estimate": -0.11770301059745106,
                "se": 0.03505408550131228,
                "lower": -0.1864077556910108,
                "upper": -0.0489982655038913,
                "n": 0.0,
                "relative_to_minus_one": -0.11770301059745106
              },
              {
                "event_time": -19,
                "estimate": -0.10622300525154348,
                "se": 0.02726533356562887,
                "lower": -0.15966207706664712,
                "upper": -0.05278393343643984,
                "n": 0.0,
                "relative_to_minus_one": -0.10622300525154348
              },
              {
                "event_time": -18,
                "estimate": 0.17155066017181622,
                "se": 0.04247146828754615,
                "lower": 0.08830811195769071,
                "upper": 0.2547932083859417,
                "n": 0.0,
                "relative_to_minus_one": 0.17155066017181622
              },
              {
                "event_time": -17,
                "estimate": 0.0031453653656692143,
                "se": 0.019024597595755477,
                "lower": -0.03414216074237882,
                "upper": 0.04043289147371725,
                "n": 0.0,
                "relative_to_minus_one": 0.0031453653656692143
              },
              {
                "event_time": -16,
                "estimate": -0.005125767072473045,
                "se": 0.018866870836336366,
                "lower": -0.04210415441266141,
                "upper": 0.03185262026771532,
                "n": 0.0,
                "relative_to_minus_one": -0.005125767072473045
              },
              {
                "event_time": -15,
                "estimate": 0.05058863308849366,
                "se": 0.023292360647124644,
                "lower": 0.004936445105211289,
                "upper": 0.09624082107177603,
                "n": 0.0,
                "relative_to_minus_one": 0.05058863308849366
              },
              {
                "event_time": -14,
                "estimate": 0.08348307856720603,
                "se": 0.023305363164515494,
                "lower": 0.03780540611812924,
                "upper": 0.12916075101628283,
                "n": 0.0,
                "relative_to_minus_one": 0.08348307856720603
              },
              {
                "event_time": -13,
                "estimate": 0.08207890037664912,
                "se": 0.020890036242416928,
                "lower": 0.04113518170577551,
                "upper": 0.12302261904752274,
                "n": 0.0,
                "relative_to_minus_one": 0.08207890037664912
              },
              {
                "event_time": -12,
                "estimate": 0.14723454199320016,
                "se": 0.024397831374017707,
                "lower": 0.09941567119924408,
                "upper": 0.19505341278715624,
                "n": 0.0,
                "relative_to_minus_one": 0.14723454199320016
              },
              {
                "event_time": -11,
                "estimate": 0.046000722282221726,
                "se": 0.03161180791595087,
                "lower": -0.015957282719240164,
                "upper": 0.10795872728368361,
                "n": 0.0,
                "relative_to_minus_one": 0.046000722282221726
              },
              {
                "event_time": -10,
                "estimate": 0.11580924641471868,
                "se": 0.021923459970142858,
                "lower": 0.07284005445673311,
                "upper": 0.15877843837270425,
                "n": 0.0,
                "relative_to_minus_one": 0.11580924641471868
              },
              {
                "event_time": -9,
                "estimate": 0.05121888406782085,
                "se": 0.026079671993132648,
                "lower": 0.00010366623266293284,
                "upper": 0.10233410190297877,
                "n": 0.0,
                "relative_to_minus_one": 0.05121888406782085
              },
              {
                "event_time": -8,
                "estimate": 0.06834965544296095,
                "se": 0.029551688772259756,
                "lower": 0.010429409766995149,
                "upper": 0.12626990111892678,
                "n": 0.0,
                "relative_to_minus_one": 0.06834965544296095
              },
              {
                "event_time": -7,
                "estimate": 0.16394225671101914,
                "se": 0.01651616472626721,
                "lower": 0.13157116868480456,
                "upper": 0.19631334473723372,
                "n": 0.0,
                "relative_to_minus_one": 0.16394225671101914
              },
              {
                "event_time": -6,
                "estimate": 0.1596019350462933,
                "se": 0.027257152075571858,
                "lower": 0.10617889865704128,
                "upper": 0.21302497143554533,
                "n": 0.0,
                "relative_to_minus_one": 0.1596019350462933
              },
              {
                "event_time": -5,
                "estimate": 0.1404548639666522,
                "se": 0.030755782546546716,
                "lower": 0.08017463785907503,
                "upper": 0.20073509007422935,
                "n": 0.0,
                "relative_to_minus_one": 0.1404548639666522
              },
              {
                "event_time": -4,
                "estimate": 0.04001901162596042,
                "se": 0.023672353837401173,
                "lower": -0.006377949324634417,
                "upper": 0.08641597257655526,
                "n": 0.0,
                "relative_to_minus_one": 0.04001901162596042
              },
              {
                "event_time": -3,
                "estimate": 0.02510899604974582,
                "se": 0.022920736801180053,
                "lower": -0.01981482257968889,
                "upper": 0.07003281467918053,
                "n": 0.0,
                "relative_to_minus_one": 0.02510899604974582
              },
              {
                "event_time": -2,
                "estimate": 0.055174538918167794,
                "se": 0.02300045175080798,
                "lower": 0.010094481858432924,
                "upper": 0.10025459597790266,
                "n": 0.0,
                "relative_to_minus_one": 0.055174538918167794
              },
              {
                "event_time": -1,
                "estimate": 0.0,
                "se": 1.6111730712528536e-20,
                "lower": -3.157841192516379e-20,
                "upper": 3.157841192516379e-20,
                "n": 0.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.14540571524653478,
                "se": 0.02809157527387679,
                "lower": -0.2004641910523292,
                "upper": -0.09034723944074037,
                "n": 797.0,
                "relative_to_minus_one": -0.14540571524653478
              }
            ],
            "group_time_estimates": [
              {
                "group": 3,
                "year": 1,
                "event_time": -2,
                "att": -0.2741826131290382,
                "mass": 0.0,
                "base": 2
              },
              {
                "group": 3,
                "year": 2,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 2
              },
              {
                "group": 3,
                "year": 3,
                "event_time": 0,
                "att": 0.2628392278199762,
                "mass": 7.0,
                "base": 2
              },
              {
                "group": 17,
                "year": 1,
                "event_time": -16,
                "att": 0.06762120487322915,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 2,
                "event_time": -15,
                "att": 0.10262143120366188,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 3,
                "event_time": -14,
                "att": 0.24219693716192583,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 4,
                "event_time": -13,
                "att": 0.19737504043672877,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 5,
                "event_time": -12,
                "att": 0.26440192594094203,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 6,
                "event_time": -11,
                "att": 0.14777160758882815,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 7,
                "event_time": -10,
                "att": 0.33250716920197354,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 8,
                "event_time": -9,
                "att": 0.12501387783491943,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 9,
                "event_time": -8,
                "att": 0.3949218043589074,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 10,
                "event_time": -7,
                "att": 0.4618308256484873,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 11,
                "event_time": -6,
                "att": 0.3321078831701842,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 12,
                "event_time": -5,
                "att": 0.05450948018201557,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 13,
                "event_time": -4,
                "att": 0.36223743199558306,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 14,
                "event_time": -3,
                "att": 0.24867813717658027,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 15,
                "event_time": -2,
                "att": 0.300993869182722,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 16,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 17,
                "event_time": 0,
                "att": 0.14689571953551817,
                "mass": 26.0,
                "base": 16
              },
              {
                "group": 19,
                "year": 1,
                "event_time": -18,
                "att": 0.4016304328133986,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 2,
                "event_time": -17,
                "att": 0.035486036297765006,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 3,
                "event_time": -16,
                "att": -0.04397187459935242,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 4,
                "event_time": -15,
                "att": 0.16972222456517116,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 5,
                "event_time": -14,
                "att": 0.18214350919370087,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 6,
                "event_time": -13,
                "att": 0.1587835026489321,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 7,
                "event_time": -12,
                "att": 0.2745501918397299,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 8,
                "event_time": -11,
                "att": 0.249441141922342,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 9,
                "event_time": -10,
                "att": 0.11620988072434499,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 10,
                "event_time": -9,
                "att": 0.1669714671990694,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 11,
                "event_time": -8,
                "att": 0.2407502177655887,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 12,
                "event_time": -7,
                "att": 0.20727873681347275,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 13,
                "event_time": -6,
                "att": 0.3213708910526103,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 14,
                "event_time": -5,
                "att": 0.3093276833542259,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 15,
                "event_time": -4,
                "att": 0.0623138473133181,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 16,
                "event_time": -3,
                "att": 0.049893161536383096,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 17,
                "event_time": -2,
                "att": 0.14956755855689102,
                "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": -0.3066947444986994,
                "mass": 353.0,
                "base": 18
              },
              {
                "group": 25,
                "year": 1,
                "event_time": -24,
                "att": -0.3823503703170598,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 2,
                "event_time": -23,
                "att": -0.016729504927908492,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 3,
                "event_time": -22,
                "att": 0.009032856551391855,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 4,
                "event_time": -21,
                "att": -0.09832603502033775,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 5,
                "event_time": -20,
                "att": -0.10866362218895807,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 6,
                "event_time": -19,
                "att": -0.09168506698264518,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 7,
                "event_time": -18,
                "att": 0.03994034811645493,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 8,
                "event_time": -17,
                "att": -0.0037827548245834425,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 9,
                "event_time": -16,
                "att": 0.019520007103209294,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 10,
                "event_time": -15,
                "att": -0.015400317352597823,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 11,
                "event_time": -14,
                "att": 0.01938744366172497,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 12,
                "event_time": -13,
                "att": 0.03876702815315901,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 13,
                "event_time": -12,
                "att": 0.07738792402203258,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 14,
                "event_time": -11,
                "att": -0.08193747203308278,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 15,
                "event_time": -10,
                "att": 0.11616898557839045,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 16,
                "event_time": -9,
                "att": -0.020208618128814762,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 17,
                "event_time": -8,
                "att": -0.052512661595939994,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 18,
                "event_time": -7,
                "att": 0.14550824670365686,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 19,
                "event_time": -6,
                "att": 0.06799193164468469,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 20,
                "event_time": -5,
                "att": 0.06470119522127525,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 21,
                "event_time": -4,
                "att": 0.017355387530975416,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 22,
                "event_time": -3,
                "att": 0.019557172901643924,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 23,
                "event_time": -2,
                "att": -0.01592046703103389,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 24,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 25,
                "event_time": 0,
                "att": -0.04367809186773282,
                "mass": 385.0,
                "base": 24
              },
              {
                "group": 28,
                "year": 2,
                "event_time": -26,
                "att": -0.43291946465347286,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 3,
                "event_time": -25,
                "att": -0.44309289417729397,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 4,
                "event_time": -24,
                "att": -0.3875182634025648,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 5,
                "event_time": -23,
                "att": -0.39203117460360304,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 6,
                "event_time": -22,
                "att": -0.46049120861797604,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 7,
                "event_time": -21,
                "att": -0.25508659582232973,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 8,
                "event_time": -20,
                "att": -0.4852907403653679,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 9,
                "event_time": -19,
                "att": -0.5380002401507917,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 10,
                "event_time": -18,
                "att": -0.4022879017366241,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 11,
                "event_time": -17,
                "att": -0.36897441451271545,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 12,
                "event_time": -16,
                "att": -0.17912733124171523,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 13,
                "event_time": -15,
                "att": -0.38351486450671274,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 14,
                "event_time": -14,
                "att": -0.1470772250683064,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 15,
                "event_time": -13,
                "att": -0.14297389144861158,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 16,
                "event_time": -12,
                "att": -0.36723012215625284,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 17,
                "event_time": -11,
                "att": -0.28551673922163456,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 18,
                "event_time": -10,
                "att": -0.18478634940425392,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 19,
                "event_time": -9,
                "att": -0.28971747708984896,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 20,
                "event_time": -8,
                "att": -0.22092613116524906,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 21,
                "event_time": -7,
                "att": -0.4065974482954604,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 22,
                "event_time": -6,
                "att": -0.2995920321930818,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 23,
                "event_time": -5,
                "att": -0.4884274005224734,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 24,
                "event_time": -4,
                "att": -0.19624359362290572,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 25,
                "event_time": -3,
                "att": -0.3901104463181506,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 26,
                "event_time": -2,
                "att": -0.04151008835174713,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 27,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 28,
                "event_time": 0,
                "att": -0.5404981896720338,
                "mass": 22.0,
                "base": 27
              },
              {
                "group": 33,
                "year": 2,
                "event_time": -31,
                "att": 0.2823120475767385,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 3,
                "event_time": -30,
                "att": 0.38732280618833187,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 4,
                "event_time": -29,
                "att": 0.27627181982836235,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 5,
                "event_time": -28,
                "att": 0.35587844757751097,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 6,
                "event_time": -27,
                "att": 0.4273228527798433,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 7,
                "event_time": -26,
                "att": 0.7877141949950917,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 8,
                "event_time": -25,
                "att": 0.6983569601436304,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 9,
                "event_time": -24,
                "att": 0.4814159950258859,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 10,
                "event_time": -23,
                "att": 0.529201741368637,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 11,
                "event_time": -22,
                "att": 0.6512283735194601,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 12,
                "event_time": -21,
                "att": 0.7779200365282619,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 13,
                "event_time": -20,
                "att": 0.8068456850604934,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 14,
                "event_time": -19,
                "att": 0.6276443047731817,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 15,
                "event_time": -18,
                "att": 0.9038603627800946,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 16,
                "event_time": -17,
                "att": 0.44354418786795324,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 17,
                "event_time": -16,
                "att": 0.5944582120265123,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 18,
                "event_time": -15,
                "att": 0.6407984589629175,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 19,
                "event_time": -14,
                "att": 0.2734727524212893,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 20,
                "event_time": -13,
                "att": -0.10181678715764453,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 21,
                "event_time": -12,
                "att": 0.6696114062133025,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 22,
                "event_time": -11,
                "att": 0.42783551321378954,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 23,
                "event_time": -10,
                "att": 0.47075245841333546,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 24,
                "event_time": -9,
                "att": 0.7913217180495915,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 25,
                "event_time": -8,
                "att": 0.43038759984979225,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 26,
                "event_time": -7,
                "att": 0.5289688674106807,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 27,
                "event_time": -6,
                "att": 0.05160987998667543,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 28,
                "event_time": -5,
                "att": 0.18678365027556948,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 29,
                "event_time": -4,
                "att": 0.35468674467674854,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 30,
                "event_time": -3,
                "att": -0.042005728464769576,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 31,
                "event_time": -2,
                "att": 0.17711232604675164,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 32,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 33,
                "event_time": 0,
                "att": 0.7913855161354879,
                "mass": 4.0,
                "base": 32
              }
            ],
            "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": -0.14540571524653478,
                  "se": 0.02809157527387679,
                  "lower": -0.2004641910523292,
                  "upper": -0.09034723944074037
                },
                {
                  "typec": "simple",
                  "aggregation": "Native-equivalent CS-DID simple",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.14540571524653478,
                  "se": 0.02809157527387679,
                  "lower": -0.2004641910523292,
                  "upper": -0.09034723944074037
                },
                {
                  "typec": "group",
                  "aggregation": "Native-equivalent CS-DID group",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.14540571524653478,
                  "se": 0.02809157527387679,
                  "lower": -0.2004641910523292,
                  "upper": -0.09034723944074037
                },
                {
                  "typec": "treated_cells",
                  "aggregation": "Observed treated observations, configured weights",
                  "matches_treated_unit_year_target": true,
                  "estimate": -0.16078489960187894,
                  "se": 0.08925042424366474,
                  "lower": -0.3357125167243823,
                  "upper": 0.014142717520624432
                }
              ],
              "same_group_time_effects": true,
              "additional_covariates": []
            },
            "treated_cell_att": -0.16078489960187894,
            "treated_cell_se": 0.08925042424366474,
            "checks": {
              "input_rows": 157949,
              "retained_rows": 157949,
              "all_observed_post_cells_estimated": true,
              "post_weight_sum": 797.0,
              "avoided_dense_if_bytes": 310843632
            },
            "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": 0.27730991691350937,
            "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": -0.22014962361750356,
            "event_study": [
              {
                "event_time": -31,
                "estimate": -0.2699904104140491,
                "raw_gap": -0.2699904104140491,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 1.0,
                "relative_to_minus_one": -0.23594683037215208
              },
              {
                "event_time": -30,
                "estimate": -0.20376581187284126,
                "raw_gap": -0.20376581187284126,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 1.0,
                "relative_to_minus_one": -0.16972223183094426
              },
              {
                "event_time": -29,
                "estimate": -0.24521669986793554,
                "raw_gap": -0.24521669986793554,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 1.0,
                "relative_to_minus_one": -0.21117311982603854
              },
              {
                "event_time": -28,
                "estimate": -0.08325585412054812,
                "raw_gap": -0.08325585412054812,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 1.0,
                "relative_to_minus_one": -0.0492122740786511
              },
              {
                "event_time": -27,
                "estimate": -0.03138363597422794,
                "raw_gap": -0.03138363597422794,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 1.0,
                "relative_to_minus_one": 0.002659944067669076
              },
              {
                "event_time": -26,
                "estimate": -0.08170923037383435,
                "raw_gap": -0.08170923037383435,
                "n": 4,
                "n_cells": 4,
                "weight_sum": 4.0,
                "relative_to_minus_one": -0.04766565033193733
              },
              {
                "event_time": -25,
                "estimate": -0.09106428620037305,
                "raw_gap": -0.09106428620037305,
                "n": 4,
                "n_cells": 4,
                "weight_sum": 4.0,
                "relative_to_minus_one": -0.05702070615847603
              },
              {
                "event_time": -24,
                "estimate": -0.27037392837829305,
                "raw_gap": -0.27037392837829305,
                "n": 12,
                "n_cells": 12,
                "weight_sum": 12.0,
                "relative_to_minus_one": -0.23633034833639605
              },
              {
                "event_time": -23,
                "estimate": -0.037489778935531896,
                "raw_gap": -0.037489778935531896,
                "n": 75,
                "n_cells": 75,
                "weight_sum": 75.0,
                "relative_to_minus_one": -0.003446198893634879
              },
              {
                "event_time": -22,
                "estimate": -0.01087619056132801,
                "raw_gap": -0.01087619056132801,
                "n": 88,
                "n_cells": 88,
                "weight_sum": 88.0,
                "relative_to_minus_one": 0.023167389480569008
              },
              {
                "event_time": -21,
                "estimate": -0.0993706355098872,
                "raw_gap": -0.0993706355098872,
                "n": 104,
                "n_cells": 104,
                "weight_sum": 104.0,
                "relative_to_minus_one": -0.06532705546799018
              },
              {
                "event_time": -20,
                "estimate": -0.0895940689448742,
                "raw_gap": -0.0895940689448742,
                "n": 120,
                "n_cells": 120,
                "weight_sum": 120.0,
                "relative_to_minus_one": -0.05555048890297719
              },
              {
                "event_time": -19,
                "estimate": -0.06761144166587812,
                "raw_gap": -0.06761144166587812,
                "n": 139,
                "n_cells": 139,
                "weight_sum": 139.0,
                "relative_to_minus_one": -0.03356786162398111
              },
              {
                "event_time": -18,
                "estimate": 0.04026133693008348,
                "raw_gap": 0.04026133693008348,
                "n": 166,
                "n_cells": 166,
                "weight_sum": 166.0,
                "relative_to_minus_one": 0.0743049169719805
              },
              {
                "event_time": -17,
                "estimate": -0.03985488220512372,
                "raw_gap": -0.03985488220512372,
                "n": 221,
                "n_cells": 220,
                "weight_sum": 221.0,
                "relative_to_minus_one": -0.0058113021632267
              },
              {
                "event_time": -16,
                "estimate": -0.0367156894870406,
                "raw_gap": -0.0367156894870406,
                "n": 232,
                "n_cells": 232,
                "weight_sum": 232.0,
                "relative_to_minus_one": -0.0026721094451435806
              },
              {
                "event_time": -15,
                "estimate": -0.006608202603062208,
                "raw_gap": -0.006608202603062208,
                "n": 264,
                "n_cells": 264,
                "weight_sum": 264.0,
                "relative_to_minus_one": 0.02743537743883481
              },
              {
                "event_time": -14,
                "estimate": 0.015906575308706487,
                "raw_gap": 0.015906575308706487,
                "n": 297,
                "n_cells": 297,
                "weight_sum": 297.0,
                "relative_to_minus_one": 0.0499501553506035
              },
              {
                "event_time": -13,
                "estimate": 0.010175334443678123,
                "raw_gap": 0.010175334443678123,
                "n": 338,
                "n_cells": 338,
                "weight_sum": 338.0,
                "relative_to_minus_one": 0.04421891448557514
              },
              {
                "event_time": -12,
                "estimate": 0.04821965852271787,
                "raw_gap": 0.04821965852271787,
                "n": 363,
                "n_cells": 363,
                "weight_sum": 363.0,
                "relative_to_minus_one": 0.08226323856461489
              },
              {
                "event_time": -11,
                "estimate": -0.00016846529041255752,
                "raw_gap": -0.00016846529041255752,
                "n": 383,
                "n_cells": 382,
                "weight_sum": 383.0,
                "relative_to_minus_one": 0.03387511475148446
              },
              {
                "event_time": -10,
                "estimate": 0.018553039216511778,
                "raw_gap": 0.018553039216511778,
                "n": 407,
                "n_cells": 406,
                "weight_sum": 407.0,
                "relative_to_minus_one": 0.05259661925840879
              },
              {
                "event_time": -9,
                "estimate": -0.00919338452868431,
                "raw_gap": -0.00919338452868431,
                "n": 432,
                "n_cells": 430,
                "weight_sum": 432.0,
                "relative_to_minus_one": 0.024850195513212707
              },
              {
                "event_time": -8,
                "estimate": 0.018112141749783806,
                "raw_gap": 0.018112141749783806,
                "n": 459,
                "n_cells": 458,
                "weight_sum": 459.0,
                "relative_to_minus_one": 0.05215572179168082
              },
              {
                "event_time": -7,
                "estimate": 0.05438578420341635,
                "raw_gap": 0.05438578420341635,
                "n": 473,
                "n_cells": 472,
                "weight_sum": 473.0,
                "relative_to_minus_one": 0.08842936424531336
              },
              {
                "event_time": -6,
                "estimate": 0.04955256132153297,
                "raw_gap": 0.04955256132153297,
                "n": 505,
                "n_cells": 503,
                "weight_sum": 505.0,
                "relative_to_minus_one": 0.08359614136343
              },
              {
                "event_time": -5,
                "estimate": 0.03231150539479186,
                "raw_gap": 0.03231150539479186,
                "n": 580,
                "n_cells": 575,
                "weight_sum": 580.0,
                "relative_to_minus_one": 0.06635508543668889
              },
              {
                "event_time": -4,
                "estimate": -0.012335165548592398,
                "raw_gap": -0.012335165548592398,
                "n": 636,
                "n_cells": 634,
                "weight_sum": 636.0,
                "relative_to_minus_one": 0.02170841449330462
              },
              {
                "event_time": -3,
                "estimate": -0.016562149859452605,
                "raw_gap": -0.016562149859452605,
                "n": 673,
                "n_cells": 671,
                "weight_sum": 673.0,
                "relative_to_minus_one": 0.017481430182444413
              },
              {
                "event_time": -2,
                "estimate": -0.014088148472612406,
                "raw_gap": -0.014088148472612406,
                "n": 734,
                "n_cells": 733,
                "weight_sum": 734.0,
                "relative_to_minus_one": 0.01995543156928461
              },
              {
                "event_time": -1,
                "estimate": -0.03404358004189702,
                "raw_gap": -0.03404358004189702,
                "n": 795,
                "n_cells": 790,
                "weight_sum": 795.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.22014962361750356,
                "raw_gap": -0.22014962361750356,
                "n": 797,
                "n_cells": 790,
                "weight_sum": 797.0,
                "relative_to_minus_one": -0.18610604357560656
              }
            ],
            "package_event_study": {
              "event_time": [
                -31.0,
                -30.0,
                -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
              ],
              "estimate": [
                -0.2699904104140491,
                -0.20376581187284126,
                -0.24521669986793554,
                -0.08325585412054812,
                -0.03138363597422794,
                -0.08170923037383435,
                -0.09106428620037305,
                -0.270373928378293,
                -0.03748977893553188,
                -0.01087619056132801,
                -0.0993706355098872,
                -0.08959406894487419,
                -0.06761144166587812,
                0.04026133693008351,
                -0.037729250807535177,
                -0.0367156894870406,
                -0.006608202603062204,
                0.01590657530870649,
                0.010175334443678144,
                0.048219658522717875,
                -0.0007781413563493285,
                0.020390606050847387,
                -0.009022539188493243,
                0.018073442179496232,
                0.054127975607773604,
                0.05005661567055094,
                0.03247265488085896,
                -0.011916519588405824,
                -0.01643163887709726,
                -0.014273262934391424,
                -0.03481097375921583,
                -0.21994229187541067
              ],
              "n": [
                1.0,
                1.0,
                1.0,
                1.0,
                1.0,
                4.0,
                4.0,
                12.0,
                75.0,
                88.0,
                104.0,
                120.0,
                139.0,
                166.0,
                220.0,
                232.0,
                264.0,
                297.0,
                338.0,
                363.0,
                382.0,
                406.0,
                430.0,
                458.0,
                472.0,
                503.0,
                575.0,
                634.0,
                671.0,
                733.0,
                790.0,
                790.0
              ]
            },
            "sdid_pre_gap_correction": [],
            "diagnostics": {
              "converged": true,
              "iterations": 186,
              "termination_reason": "Relative objective tolerance reached",
              "objective": 0.48258475356436065,
              "lambda_l": 0.0003123552938571341,
              "singular_values": [
                76.66069643151467,
                73.8855816629159,
                65.30326985785197,
                60.19135545979988,
                56.87005174615901,
                52.309472180755236,
                50.74869086642673,
                47.619008038220656,
                45.989449449546655,
                42.155221111073544,
                37.12900736209055,
                36.87048662406545,
                35.3939396730939,
                33.68110559881235,
                32.69126149386315,
                31.891719498563358,
                30.26052824543544,
                26.580659572633348,
                25.645331552009562,
                24.89726286679377,
                21.937170634116196,
                21.8672572501664,
                20.850865302233284,
                18.73296235254828,
                18.148937982805254,
                15.414660231456136,
                13.42563831474951,
                12.289501446370021,
                8.25661918863624,
                7.572123768127572,
                6.813403450355466,
                6.086251620872684,
                5.721576167044212,
                4.601719819915985,
                1.9177350524833372,
                0.10799279601268097,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0
              ],
              "history_objective": [
                0.4851824455457746,
                0.4835915112907223,
                0.48310095645869305,
                0.48290264199918004,
                0.48280305739769475,
                0.4827454012590553,
                0.48270864011027387,
                0.482683425805271,
                0.482665144318705,
                0.4826513258837991,
                0.48264055227029395,
                0.4826319561736392,
                0.48262497670737237,
                0.4826192331561997,
                0.4826144563459889,
                0.48261044946138354,
                0.4826070646076859,
                0.48260418816446604,
                0.48260173125933137,
                0.48259962334595485,
                0.4825978077366977,
                0.4825962384095107,
                0.48259487767223075,
                0.4825936944198488,
                0.4825926628123326,
                0.48259176125691555,
                0.4825909716149115,
                0.4825902785769275,
                0.4825896691659335,
                0.4825891323387775,
                0.4825886586641709,
                0.48258824006073947,
                0.48258786958261024,
                0.4825875412428954,
                0.4825872498677104,
                0.48258699097471414,
                0.48258676067177864,
                0.48258655557196256,
                0.4825863727219847,
                0.4825862095417811,
                0.4825860637733169,
                0.4825859334370022,
                0.48258581679459794,
                0.48258571231745717,
                0.4825856186592994,
                0.4825855346328535,
                0.4825854591896629,
                0.48258539140272927,
                0.4825853304514539,
                0.48258527560858444,
                0.48258522622890565,
                0.4825851817393696,
                0.48258514163050853,
                0.48258510544895605,
                0.4825850727908736,
                0.4825850432962178,
                0.4825850166437222,
                0.4825849925464574,
                0.4825849707479817,
                0.48258495101889864,
                0.48258493315384693,
                0.4825849169688696,
                0.48258490229902773,
                0.482584888996366,
                0.48258487692805596,
                0.48258486597476963,
                0.4825848560292467,
                0.4825848469950066,
                0.4825848387852316,
                0.48258483132171287,
                0.4825848245340008,
                0.48258481835856537,
                0.48258481273810644,
                0.4825848076209108,
                0.48258480296027384,
                0.48258479871401017,
                0.4825847948439647,
                0.48258479131565624,
                0.48258478809787564,
                0.48258478516236936,
                0.4825847824835571,
                0.48258478003825456,
                0.48258477780545456,
                0.48258477576610265,
                0.4825847739029204,
                0.48258477220021523,
                0.48258477064375116,
                0.4825847692205933,
                0.4825847679189841,
                0.4825847667282466,
                0.4825847656386697,
                0.48258476464141375,
                0.4825847637284445,
                0.48258476289243946,
                0.48258476212674223,
                0.4825847614252763,
                0.4825847607825219,
                0.48258476019343405,
                0.4825847596534243,
                0.4825847591582965,
                0.4825847587042307,
                0.48258475828774516,
                0.48258475790564714,
                0.482584757555034,
                0.48258475723325717,
                0.4825847569378899,
                0.4825847566667131,
                0.48258475641770204,
                0.48258475618900665,
                0.4825847559789352,
                0.48258475578593885,
                0.482584755608605,
                0.48258475544562857,
                0.48258475529583233,
                0.48258475515812416,
                0.4825847550315099,
                0.4825847549150818,
                0.4825847548080058,
                0.4825847547095083,
                0.48258475461889805,
                0.4825847545355332,
                0.48258475445882043,
                0.4825847543882176,
                0.4825847543232335,
                0.4825847542634138,
                0.48258475420833924,
                0.48258475415762736,
                0.48258475411092816,
                0.4825847540679153,
                0.48258475402830286,
                0.482584753991807,
                0.482584753958186,
                0.48258475392720657,
                0.4825847538986606,
                0.48258475387234956,
                0.4825847538481012,
                0.4825847538257492,
                0.48258475380514726,
                0.4825847537861464,
                0.48258475376863286,
                0.48258475375247956,
                0.4825847537375826,
                0.48258475372384396,
                0.4825847537111748,
                0.4825847536994876,
                0.48258475368869813,
                0.4825847536787517,
                0.4825847536695699,
                0.48258475366109665,
                0.4825847536532818,
                0.48258475364606623,
                0.48258475363940784,
                0.48258475363326175,
                0.4825847536275884,
                0.48258475362234887,
                0.48258475361751346,
                0.48258475361304676,
                0.48258475360892694,
                0.48258475360511766,
                0.48258475360159836,
                0.48258475359835207,
                0.48258475359535596,
                0.48258475359258857,
                0.4825847535900244,
                0.4825847535876602,
                0.4825847535854764,
                0.4825847535834621,
                0.48258475358159736,
                0.48258475357987185,
                0.48258475357828223,
                0.4825847535768101,
                0.4825847535754505,
                0.4825847535741952,
                0.48258475357303204,
                0.4825847535719602,
                0.48258475357096714,
                0.4825847535700487,
                0.48258475356920294,
                0.4825847535684189,
                0.48258475356769703,
                0.48258475356702574,
                0.48258475356640385,
                0.4825847535658321,
                0.48258475356530617,
                0.4825847535648121,
                0.48258475356436065
              ],
              "history_rmse": [
                0.3856113556919244,
                0.38524866174131994,
                0.385079268496545,
                0.3849535005793693,
                0.38495760092655673,
                0.3849737286583087,
                0.3849867288848561,
                0.38499539456353304,
                0.38500069263647796,
                0.38500364279300137,
                0.38500499911057334,
                0.3850052796465529,
                0.38500483719502776,
                0.3850039145423381,
                0.38500268109629615,
                0.3850012563683528,
                0.3849997251749387,
                0.3849981477309558,
                0.384996566545128,
                0.384995011252881,
                0.38499350207442606,
                0.3849920523278461,
                0.38499067027594863,
                0.38498936049356297,
                0.3849881248848561,
                0.38498696344207123,
                0.38498587481175045,
                0.38498485671697724,
                0.3849839062712827,
                0.38498302021106756,
                0.3849821950664349,
                0.38498142728564394,
                0.3849807133245414,
                0.3849800497096223,
                0.3849794330813955,
                0.38497886022283223,
                0.3849783280769545,
                0.38497783375622624,
                0.3849773745460816,
                0.384976947904166,
                0.3849765514566231,
                0.38497618299224057,
                0.38497584045534317,
                0.38497552193780393,
                0.3849752256706326,
                0.38497495001546433,
                0.3849746934560094,
                0.3849744545898101,
                0.3849742321202393,
                0.384974024848855,
                0.3849738316682077,
                0.38497365155501173,
                0.3849734835637815,
                0.3849733268208951,
                0.3849731805190413,
                0.3849730439120801,
                0.3849729163103019,
                0.38497279707599175,
                0.38497268561940845,
                0.38497258139499924,
                0.3849724838979421,
                0.38497239266099614,
                0.3849723072515167,
                0.3849722272688048,
                0.38497215234160165,
                0.3849720821258015,
                0.3849720163023661,
                0.3849719545753769,
                0.3849718966702887,
                0.3849718423322389,
                0.3849717913246048,
                0.38497174342757556,
                0.38497169843690615,
                0.3849716561627401,
                0.38497161642851774,
                0.3849715790700043,
                0.3849715439343332,
                0.38497151087922427,
                0.38497147977215745,
                0.38497145048966785,
                0.38497142291669945,
                0.38497139694597005,
                0.3849713724774343,
                0.38497134941774436,
                0.38497132767978554,
                0.38497130718220884,
                0.384971287849051,
                0.384971269609335,
                0.3849712523967172,
                0.3849712361491843,
                0.3849712208087338,
                0.38497120632109344,
                0.384971192635484,
                0.38497117970435385,
                0.38497116748318705,
                0.3849711559302645,
                0.38497114500651397,
                0.3849711346752923,
                0.3849711249022551,
                0.3849711156551737,
                0.38497110690382186,
                0.3849710986198359,
                0.38497109077657005,
                0.38497108334901836,
                0.384971076313695,
                0.38497106964852207,
                0.38497106333274955,
                0.3849710573468714,
                0.3849710516725479,
                0.38497104629252665,
                0.38497104119057296,
                0.384971036351414,
                0.384971031760655,
                0.38497102740476336,
                0.3849710232709756,
                0.3849710193472732,
                0.38497101562233416,
                0.3849710120854841,
                0.38497100872664564,
                0.3849710055363386,
                0.38497100250561045,
                0.3849709996260064,
                0.38497099688955133,
                0.3849709942887245,
                0.3849709918164205,
                0.3849709894659265,
                0.38497098723090317,
                0.3849709851053632,
                0.38497098308364314,
                0.38497098116040596,
                0.38497097933057906,
                0.3849709775893921,
                0.3849709759323149,
                0.3849709743550737,
                0.38497097285361354,
                0.3849709714241108,
                0.38497097006293507,
                0.3849709687666587,
                0.3849709675320169,
                0.384970966355948,
                0.38497096523552216,
                0.3849709641679809,
                0.3849709631507063,
                0.3849709621812198,
                0.3849709612571633,
                0.3849709603762971,
                0.38497095953652816,
                0.3849709587358309,
                0.3849709579723092,
                0.38497095724416386,
                0.3849709565496701,
                0.38497095588720903,
                0.384970955255234,
                0.3849709546522805,
                0.3849709540769544,
                0.384970953527939,
                0.38497095300397405,
                0.38497095250387536,
                0.38497095202649806,
                0.38497095157077055,
                0.3849709511356761,
                0.3849709507202412,
                0.38497095032353684,
                0.3849709499446741,
                0.38497094958283545,
                0.3849709492372179,
                0.38497094890707073,
                0.384970948591665,
                0.3849709482903182,
                0.38497094800238907,
                0.38497094772724655,
                0.38497094746430666,
                0.38497094721300923,
                0.3849709469728136,
                0.38497094674321897,
                0.38497094652373376,
                0.38497094631389805,
                0.3849709461132783,
                0.38497094592144754,
                0.3849709457380148,
                0.38497094556259,
                0.38497094539481574,
                0.3849709452343508,
                0.3849709450808671,
                0.3849709449340366,
                0.3849709447935785
              ],
              "n_observed": 157665,
              "n_missing": 452620,
              "n_treated_observed": 790,
              "n_untreated_observed": 156875
            },
            "checks": {
              "scalar_vs_treated_cell_average": 0.0,
              "native_scalar_vs_unweighted_matrix_average": 5.551115123125783e-17
            },
            "native_matrix_att": -0.21994229187541076,
            "matrix_preparation": {
              "source_rows": 157949,
              "matrix_shape": [
                14885,
                41
              ],
              "observed_cells": 157665,
              "missing_cells": 452620,
              "repeated_cells": 284,
              "minimum_cell_count": 1,
              "maximum_cell_count": 2,
              "observation_mass": 157949.0,
              "treated_observation_mass": 797.0,
              "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": 5.7851963746361434,
            "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 2, period 2: 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)": -0.21617031982145912,
          "SE": 0.12472637721842869,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.13005611459890704,
          "SE": 0.12345888083491549,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.21144540379525428,
          "SE": 0.15153816314356702,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": -0.13345018549320065,
          "SE": 0.016665984554053447,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID",
          "Estimate (SDs)": -0.14540571524653478,
          "SE": 0.02809157527387679,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (treated cells)",
          "Estimate (SDs)": -0.16078489960187894,
          "SE": 0.08925042424366474,
          "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)": -0.22014962361750356,
          "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 2, period 2: 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)": -0.21617031982145912,
          "SE": 0.12472637721842869,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": "",
          "lower": -0.4607766741321435,
          "upper": 0.028436034489225243,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.13005611459890704,
          "SE": 0.12345888083491549,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.37217672630736554,
          "upper": 0.11206449710955146,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.21144540379525428,
          "SE": 0.15153816314356702,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.5086335243206443,
          "upper": 0.08574271673013573,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": -0.13345018549320065,
          "SE": 0.016665984554053447,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.16613457682788987,
          "upper": -0.10076579415851142,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (equal event-time)",
          "Estimate (SDs)": -0.14540571524653478,
          "SE": 0.02809157527387679,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.2004641910523292,
          "upper": -0.09034723944074037,
          "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)": -0.16078489960187894,
          "SE": 0.08925042424366474,
          "Aggregation": "Treated cells",
          "Event study": "Same CS-DID path",
          "Status": "estimated",
          "Note": "",
          "lower": -0.3357125167243823,
          "upper": 0.014142717520624432,
          "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)": -0.22014962361750356,
          "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 2, period 2: 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": 1791602131.319833,
    "scalar_ranges": [
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Static TWFE",
        "Estimate (SDs)": -0.21617031982145912,
        "SE": 0.12472637721842869,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": "",
        "lower": -0.4607766741321435,
        "upper": 0.028436034489225243,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": -0.13005611459890704,
        "SE": 0.12345888083491549,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.37217672630736554,
        "upper": 0.11206449710955146,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": -0.21144540379525428,
        "SE": 0.15153816314356702,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.5086335243206443,
        "upper": 0.08574271673013573,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": -0.13345018549320065,
        "SE": 0.016665984554053447,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.16613457682788987,
        "upper": -0.10076579415851142,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (equal event-time)",
        "Estimate (SDs)": -0.14540571524653478,
        "SE": 0.02809157527387679,
        "Aggregation": "Equal post-event times",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.2004641910523292,
        "upper": -0.09034723944074037,
        "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)": -0.16078489960187894,
        "SE": 0.08925042424366474,
        "Aggregation": "Treated cells",
        "Event study": "Same CS-DID path",
        "Status": "estimated",
        "Note": "",
        "lower": -0.3357125167243823,
        "upper": 0.014142717520624432,
        "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)": -0.22014962361750356,
        "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 2, period 2: 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"
      }
    ]
  },
  {
    "study_id": 2,
    "specification_id": "S02-P008",
    "source_specification_id": "AM005-P2587-T2-DEMP-NOOV-M4M1",
    "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": "Do Powerful Politicians Really Cause Corporate Downsizing?",
    "status": "ready",
    "reason": "",
    "config": "analyses/full-archive/configs/S02-P008.json",
    "input_bytes": 1719800,
    "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": "original_fe",
        "frequency_weights": false,
        "source_sd": null,
        "require_never_control_periods": false,
        "latest_cohort_control": true,
        "slug": "s02-p008",
        "specification_id": "S02-P008",
        "source_specification_id": "AM005-P2587-T2-DEMP-NOOV-M4M1",
        "study_id": 2,
        "study": "Do Powerful Politicians Really Cause Corporate Downsizing?",
        "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204",
        "description": "AM005-P2587-T2-DEMP-NOOV-M4M1",
        "data": "analyses/full-archive/prepared/S02-P008.parquet",
        "output_dir": "analyses/full-archive/results/S02-P008"
      },
      "source": {
        "file": "S02-P008.parquet",
        "bytes": 1719800,
        "sha256": "5b1276f10813a5af13f7464a07634f13522620ed7802eb45e3c13105614896de"
      },
      "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": 168267,
            "source_sd": 0.3181313377096774,
            "rows": 157219,
            "units": 14831,
            "clusters": 2010,
            "treated_units": 866,
            "never_treated_units": 13965,
            "treated_cohorts": 5,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 157122,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 296,
            "post_adoption_untreated_rows_removed": 8490,
            "units_without_minus_one_removed": 19,
            "additional_rows_removed": 1951
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.17790853296648323,
              "se": 0.04427083379035747,
              "pvalue": 6.0693036660878614e-05,
              "lower": -0.2647300797052349,
              "upper": -0.0910869862277316
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.10663905376826897,
              "se": 0.059977136340417306,
              "pvalue": 0.07555588160401285,
              "lower": -0.22426294517033724,
              "upper": 0.010984837633799274
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.21958342941118966,
              "se": 0.05229806567451168,
              "pvalue": 2.8018279536466825e-05,
              "lower": -0.32214754588588085,
              "upper": -0.11701931293649846
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": -0.1096685911292791,
              "se": 0.0253296525069613,
              "pvalue": 1.566908411285214e-05,
              "lower": -0.15934372531409022,
              "upper": -0.05999345694446797
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -28,
                "estimate": -0.3327819116839311,
                "se": 0.08383856183073708,
                "pvalue": 7.461279261659775e-05,
                "lower": -0.4972015304552062,
                "upper": -0.16836229291265603
              },
              {
                "event_time": -27,
                "estimate": -0.21504037314118946,
                "se": 0.08227169990534451,
                "pvalue": 0.009021452637139155,
                "lower": -0.37638714768881965,
                "upper": -0.05369359859355924
              },
              {
                "event_time": -26,
                "estimate": -0.3258626564977013,
                "se": 0.08108016318940808,
                "pvalue": 6.0596410932450374e-05,
                "lower": -0.4848726541695333,
                "upper": -0.16685265882586928
              },
              {
                "event_time": -25,
                "estimate": -0.2247517581215369,
                "se": 0.08287696115632666,
                "pvalue": 0.006747441196984108,
                "lower": -0.3872855380515403,
                "upper": -0.06221797819153349
              },
              {
                "event_time": -24,
                "estimate": -0.13396472212450541,
                "se": 0.08087216789265422,
                "pvalue": 0.09777682092343025,
                "lower": -0.29256681075482105,
                "upper": 0.02463736650581022
              },
              {
                "event_time": -23,
                "estimate": -0.06217219949758351,
                "se": 0.12716661363254214,
                "pvalue": 0.6249634006015999,
                "lower": -0.31156443234753944,
                "upper": 0.18722003335237244
              },
              {
                "event_time": -22,
                "estimate": -0.08327243724834653,
                "se": 0.10459705085716799,
                "pvalue": 0.42605283339156746,
                "lower": -0.28840247348699455,
                "upper": 0.1218575989903015
              },
              {
                "event_time": -21,
                "estimate": -0.1956041897216361,
                "se": 0.08303143939198256,
                "pvalue": 0.01857924319742206,
                "lower": -0.3584409239492845,
                "upper": -0.03276745549398766
              },
              {
                "event_time": -20,
                "estimate": -0.04898410039085062,
                "se": 0.06766219142245176,
                "pvalue": 0.4691802052024977,
                "lower": -0.18167950303109354,
                "upper": 0.08371130224939229
              },
              {
                "event_time": -19,
                "estimate": -0.03515311938827104,
                "se": 0.06541952927259517,
                "pvalue": 0.591086066412579,
                "lower": -0.16345033523164787,
                "upper": 0.0931440964551058
              },
              {
                "event_time": -18,
                "estimate": -0.11239774350464823,
                "se": 0.06592506822580577,
                "pvalue": 0.08836175284264028,
                "lower": -0.2416863947942667,
                "upper": 0.016890907784970238
              },
              {
                "event_time": -17,
                "estimate": -0.08161672819296639,
                "se": 0.06545281674374524,
                "pvalue": 0.21255928929631487,
                "lower": -0.20997922561079824,
                "upper": 0.04674576922486545
              },
              {
                "event_time": -16,
                "estimate": -0.08734291796135589,
                "se": 0.06317631750248422,
                "pvalue": 0.1669638357986521,
                "lower": -0.21124086912257473,
                "upper": 0.036555033199862946
              },
              {
                "event_time": -15,
                "estimate": 0.06823266979218338,
                "se": 0.06863779759667324,
                "pvalue": 0.3202950696987777,
                "lower": -0.0663760385123462,
                "upper": 0.202841378096713
              },
              {
                "event_time": -14,
                "estimate": -0.006789988093171919,
                "se": 0.06846824506741152,
                "pvalue": 0.9210132779483035,
                "lower": -0.14106617921689393,
                "upper": 0.1274862030305501
              },
              {
                "event_time": -13,
                "estimate": 0.007056677421324736,
                "se": 0.06812280148051804,
                "pvalue": 0.9175069687031097,
                "lower": -0.12654204856435403,
                "upper": 0.1406554034070035
              },
              {
                "event_time": -12,
                "estimate": 0.010472920549961956,
                "se": 0.061837800588306034,
                "pvalue": 0.8655296364194909,
                "lower": -0.11080000418019285,
                "upper": 0.13174584528011676
              },
              {
                "event_time": -11,
                "estimate": 0.0677865981377453,
                "se": 0.07394769041580725,
                "pvalue": 0.3594187483945613,
                "lower": -0.07723558260684067,
                "upper": 0.2128087788823313
              },
              {
                "event_time": -10,
                "estimate": 0.08597400087952965,
                "se": 0.05860951461443799,
                "pvalue": 0.14256114988385774,
                "lower": -0.02896778532060522,
                "upper": 0.2009157870796645
              },
              {
                "event_time": -9,
                "estimate": 0.11909924596654488,
                "se": 0.06829905767346486,
                "pvalue": 0.08134858739785807,
                "lower": -0.014845144059851809,
                "upper": 0.25304363599294155
              },
              {
                "event_time": -8,
                "estimate": 0.014525579280832458,
                "se": 0.08599906673329369,
                "pvalue": 0.8658892209979104,
                "lower": -0.15413110397097374,
                "upper": 0.18318226253263864
              },
              {
                "event_time": -7,
                "estimate": 0.09017971285701308,
                "se": 0.0688312843536661,
                "pvalue": 0.19029287932411137,
                "lower": -0.0448084511314807,
                "upper": 0.22516787684550688
              },
              {
                "event_time": -6,
                "estimate": 0.06218149463065423,
                "se": 0.06565538824537455,
                "pvalue": 0.3437073403879509,
                "lower": -0.06657827497725952,
                "upper": 0.19094126423856797
              },
              {
                "event_time": -5,
                "estimate": 0.06305682004463353,
                "se": 0.065118702773628,
                "pvalue": 0.3329928737672433,
                "lower": -0.06465043126218148,
                "upper": 0.19076407135144854
              },
              {
                "event_time": -4,
                "estimate": 0.11537249551990102,
                "se": 0.05241791883286461,
                "pvalue": 0.02784851770133462,
                "lower": 0.012573329562315452,
                "upper": 0.21817166147748657
              },
              {
                "event_time": -3,
                "estimate": 0.17848813421465914,
                "se": 0.06806189166870825,
                "pvalue": 0.008796263024436713,
                "lower": 0.04500886123268785,
                "upper": 0.3119674071966304
              },
              {
                "event_time": -2,
                "estimate": 0.1567396615500427,
                "se": 0.06965445820514471,
                "pvalue": 0.024541128703879176,
                "lower": 0.02013713386199209,
                "upper": 0.2933421892380933
              },
              {
                "event_time": 0,
                "estimate": -0.09474079326736183,
                "se": 0.05758816093846325,
                "pvalue": 0.10009664201207938,
                "lower": -0.20767955629573184,
                "upper": 0.01819796976100818
              },
              {
                "event_time": 1,
                "estimate": -0.05470764122857285,
                "se": 0.055407231630520234,
                "pvalue": 0.32357838939565775,
                "lower": -0.16336928454557365,
                "upper": 0.05395400208842795
              },
              {
                "event_time": 2,
                "estimate": -0.094534848203084,
                "se": 0.07786381203875381,
                "pvalue": 0.2248503069001462,
                "lower": -0.24723711326980774,
                "upper": 0.05816741686363974
              },
              {
                "event_time": 3,
                "estimate": -0.19767518175918136,
                "se": 0.13679567677952187,
                "pvalue": 0.14860269208572205,
                "lower": -0.46595140852767924,
                "upper": 0.07060104500931652
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -28,
                "estimate": -0.2996782784396889,
                "se": 0.04846481282103704,
                "pvalue": 7.577496615646559e-10,
                "lower": -0.3947248283070873,
                "upper": -0.20463172857229053
              },
              {
                "event_time": -27,
                "estimate": -0.1835854527851686,
                "se": 0.04698524695200633,
                "pvalue": 9.642251681180053e-05,
                "lower": -0.27573035869755547,
                "upper": -0.09144054687278176
              },
              {
                "event_time": -26,
                "estimate": -0.28969275232776837,
                "se": 0.046338205567904876,
                "pvalue": 4.944946281565933e-10,
                "lower": -0.3805687159374713,
                "upper": -0.1988167887180654
              },
              {
                "event_time": -25,
                "estimate": -0.1932355157943403,
                "se": 0.047842697000776334,
                "pvalue": 5.570295550708608e-05,
                "lower": -0.28706200601656784,
                "upper": -0.09940902557211279
              },
              {
                "event_time": -24,
                "estimate": -0.10180560740110828,
                "se": 0.046130976475213546,
                "pvalue": 0.027435045072526042,
                "lower": -0.19227516460694885,
                "upper": -0.011336050195267705
              },
              {
                "event_time": -23,
                "estimate": -0.07131716785954247,
                "se": 0.11358651209761367,
                "pvalue": 0.5301627465161847,
                "lower": -0.29407684561204755,
                "upper": 0.1514425098929626
              },
              {
                "event_time": -22,
                "estimate": -0.09128404357260657,
                "se": 0.09254403457961996,
                "pvalue": 0.3240630219799211,
                "lower": -0.27277636110372944,
                "upper": 0.09020827395851631
              },
              {
                "event_time": -21,
                "estimate": -0.1879350692598385,
                "se": 0.05212764527911034,
                "pvalue": 0.00031940978001984824,
                "lower": -0.2901649665419425,
                "upper": -0.08570517197773447
              },
              {
                "event_time": -20,
                "estimate": -0.028828542897334844,
                "se": 0.02199257841558478,
                "pvalue": 0.19006484874560695,
                "lower": -0.07195918922435846,
                "upper": 0.014302103429688774
              },
              {
                "event_time": -19,
                "estimate": -0.020390258572995867,
                "se": 0.02094908053597181,
                "pvalue": 0.33050910026073776,
                "lower": -0.0614744537228036,
                "upper": 0.020693936576811865
              },
              {
                "event_time": -18,
                "estimate": -0.10052094812908687,
                "se": 0.020817005164027888,
                "pvalue": 1.4774061421179697e-06,
                "lower": -0.1413461242567418,
                "upper": -0.059695772001431925
              },
              {
                "event_time": -17,
                "estimate": -0.074634508666117,
                "se": 0.02246873989595158,
                "pvalue": 0.0009107290366568774,
                "lower": -0.11869897694053441,
                "upper": -0.030570040391699575
              },
              {
                "event_time": -16,
                "estimate": -0.08264550362972768,
                "se": 0.022139524094176244,
                "pvalue": 0.00019452145906111352,
                "lower": -0.12606433181396007,
                "upper": -0.03922667544549529
              },
              {
                "event_time": -15,
                "estimate": 0.05550539533077115,
                "se": 0.02902984400034731,
                "pvalue": 0.05601682230536838,
                "lower": -0.001426352772960944,
                "upper": 0.11243714343450326
              },
              {
                "event_time": -14,
                "estimate": -0.02691891448745966,
                "se": 0.019241010205151156,
                "pvalue": 0.16195579695845766,
                "lower": -0.06465333518389532,
                "upper": 0.010815506208976002
              },
              {
                "event_time": -13,
                "estimate": -0.018388505056776326,
                "se": 0.04269254292324355,
                "pvalue": 0.6667186399001511,
                "lower": -0.10211479375418694,
                "upper": 0.06533778364063428
              },
              {
                "event_time": -12,
                "estimate": -0.01833945216094006,
                "se": 0.014479856922514907,
                "pvalue": 0.20546332586017368,
                "lower": -0.04673655849333501,
                "upper": 0.010057654171454891
              },
              {
                "event_time": -11,
                "estimate": 0.02616255916034247,
                "se": 0.026761737694644037,
                "pvalue": 0.328384642489705,
                "lower": -0.026321102454628605,
                "upper": 0.07864622077531355
              },
              {
                "event_time": -10,
                "estimate": 0.03426921711170124,
                "se": 0.01744033019264023,
                "pvalue": 0.0495586966383567,
                "lower": 6.61919297048133e-05,
                "upper": 0.06847224229369767
              },
              {
                "event_time": -9,
                "estimate": 0.05457017173699928,
                "se": 0.017155346119520902,
                "pvalue": 0.0014903648472191697,
                "lower": 0.020926041789307626,
                "upper": 0.08821430168469094
              },
              {
                "event_time": -8,
                "estimate": -0.04369628685955746,
                "se": 0.03605514442162914,
                "pvalue": 0.22568195038547556,
                "lower": -0.11440567131340826,
                "upper": 0.02701309759429333
              },
              {
                "event_time": -7,
                "estimate": 0.03009554004731122,
                "se": 0.056032030087443015,
                "pvalue": 0.5912489391395058,
                "lower": -0.07979142395569475,
                "upper": 0.13998250405031717
              },
              {
                "event_time": -6,
                "estimate": -0.006224963174022129,
                "se": 0.02263305578259947,
                "pvalue": 0.7833148920427951,
                "lower": -0.05061167881111801,
                "upper": 0.03816175246307375
              },
              {
                "event_time": -5,
                "estimate": -0.0037197873808544495,
                "se": 0.020695502601096906,
                "pvalue": 0.8573756599151587,
                "lower": -0.044306679303239054,
                "upper": 0.03686710454153016
              },
              {
                "event_time": -4,
                "estimate": 0.0295458288424096,
                "se": 0.02106167612830071,
                "pvalue": 0.16082378721678037,
                "lower": -0.011759182647299336,
                "upper": 0.07085084033211854
              },
              {
                "event_time": -3,
                "estimate": 0.08379461532741152,
                "se": 0.03040137841428911,
                "pvalue": 0.005899169565305567,
                "lower": 0.0241730886713317,
                "upper": 0.14341614198349134
              },
              {
                "event_time": -2,
                "estimate": 0.0645473998919841,
                "se": 0.035330820238133685,
                "pvalue": 0.06785661717514503,
                "lower": -0.004741479444453328,
                "upper": 0.13383627922842153
              },
              {
                "event_time": -1,
                "estimate": -0.1287185779946675,
                "se": 0.05905043884094117,
                "pvalue": 0.029387500570258455,
                "lower": -0.24452508076013463,
                "upper": -0.012912075229200348
              },
              {
                "event_time": 0,
                "estimate": -0.2138007150954074,
                "se": 0.05527990975130573,
                "pvalue": 0.00011340926934333486,
                "lower": -0.3222126616811599,
                "upper": -0.10538876850965487
              },
              {
                "event_time": 1,
                "estimate": -0.1619120372698028,
                "se": 0.035038194510803304,
                "pvalue": 4.061046977896873e-06,
                "lower": -0.23062703497612036,
                "upper": -0.09319703956348523
              },
              {
                "event_time": 2,
                "estimate": -0.2055937955654252,
                "se": 0.09579847927407047,
                "pvalue": 0.03198390222476064,
                "lower": -0.39346855268388337,
                "upper": -0.017719038446967067
              },
              {
                "event_time": 3,
                "estimate": -0.31120611253150576,
                "se": 0.16793461483990638,
                "pvalue": 0.06400903503873967,
                "lower": -0.6405503277414957,
                "upper": 0.018138102678484147
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -28,
                "estimate": -0.13658017288851637,
                "se": 0.08890632353405374,
                "pvalue": 0.12464051900037915,
                "lower": -0.31093840975017845,
                "upper": 0.037778063973145704
              },
              {
                "event_time": -27,
                "estimate": -0.026981888940902823,
                "se": 0.08759502604377385,
                "pvalue": 0.7580914971066696,
                "lower": -0.19876848062235736,
                "upper": 0.14480470274055168
              },
              {
                "event_time": -26,
                "estimate": -0.13109477972428904,
                "se": 0.0865689357031836,
                "pvalue": 0.1300969965569388,
                "lower": -0.3008690589454541,
                "upper": 0.038679499496876046
              },
              {
                "event_time": -25,
                "estimate": -0.027077636525295736,
                "se": 0.08832728408601669,
                "pvalue": 0.7592098621805793,
                "lower": -0.20030029277559197,
                "upper": 0.1461450197250005
              },
              {
                "event_time": -24,
                "estimate": 0.060628393655307776,
                "se": 0.08653407709518976,
                "pvalue": 0.48361491677947605,
                "lower": -0.10907752276344168,
                "upper": 0.23033431007405725
              },
              {
                "event_time": -23,
                "estimate": -0.17276065701498897,
                "se": 0.05059008962312509,
                "pvalue": 0.0006507089784040829,
                "lower": -0.27197518393199654,
                "upper": -0.0735461300979814
              },
              {
                "event_time": -22,
                "estimate": -0.20008936092342677,
                "se": 0.049323128832463065,
                "pvalue": 5.167257113641326e-05,
                "lower": -0.29681919337943713,
                "upper": -0.10335952846741642
              },
              {
                "event_time": -21,
                "estimate": -0.2690446286448708,
                "se": 0.06200188013093696,
                "pvalue": 1.5003067839755603e-05,
                "lower": -0.3906393372326973,
                "upper": -0.14744992005704427
              },
              {
                "event_time": -20,
                "estimate": -0.10658298298402892,
                "se": 0.05346537720060086,
                "pvalue": 0.04634224035157166,
                "lower": -0.21143636721231523,
                "upper": -0.0017295987557425924
              },
              {
                "event_time": -19,
                "estimate": -0.10165630155036103,
                "se": 0.04958110962286698,
                "pvalue": 0.0404643834279954,
                "lower": -0.1988920718741292,
                "upper": -0.004420531226592861
              },
              {
                "event_time": -18,
                "estimate": -0.1717656083827213,
                "se": 0.0464793578875702,
                "pvalue": 0.0002253068455399958,
                "lower": -0.2629183922298099,
                "upper": -0.08061282453563272
              },
              {
                "event_time": -17,
                "estimate": -0.1384106397534578,
                "se": 0.049306538419599893,
                "pvalue": 0.005046506843422051,
                "lower": -0.2351079359958374,
                "upper": -0.041713343511078194
              },
              {
                "event_time": -16,
                "estimate": -0.1462359316868254,
                "se": 0.04624161044146604,
                "pvalue": 0.001587936433842677,
                "lower": -0.2369224581984028,
                "upper": -0.05554940517524799
              },
              {
                "event_time": -15,
                "estimate": 0.028423619775198646,
                "se": 0.0438368013859164,
                "pvalue": 0.5168027647399623,
                "lower": -0.057546726264086585,
                "upper": 0.11439396581448388
              },
              {
                "event_time": -14,
                "estimate": -0.020290596758204223,
                "se": 0.038708632672261,
                "pvalue": 0.6002056835503142,
                "lower": -0.09620385777024038,
                "upper": 0.05562266425383194
              },
              {
                "event_time": -13,
                "estimate": -0.01174305896625219,
                "se": 0.03739132117969455,
                "pvalue": 0.7535092821184388,
                "lower": -0.0850728804645229,
                "upper": 0.061586762532018516
              },
              {
                "event_time": -12,
                "estimate": 0.0018322185504042743,
                "se": 0.03604595787115828,
                "pvalue": 0.959465982745407,
                "lower": -0.06885914974127413,
                "upper": 0.07252358684208268
              },
              {
                "event_time": -11,
                "estimate": 0.0621899991834291,
                "se": 0.0350012137867883,
                "pvalue": 0.07575317747204345,
                "lower": -0.006452473942174533,
                "upper": 0.13083247230903272
              },
              {
                "event_time": -10,
                "estimate": 0.08471421157994123,
                "se": 0.03466852415680993,
                "pvalue": 0.014629151145837904,
                "lower": 0.016724191227091914,
                "upper": 0.15270423193279054
              },
              {
                "event_time": -9,
                "estimate": 0.12459416776588218,
                "se": 0.03439615684488795,
                "pvalue": 0.000299208084685837,
                "lower": 0.05713829934281407,
                "upper": 0.19205003618895028
              },
              {
                "event_time": -8,
                "estimate": 0.01793444687623358,
                "se": 0.03287740473240183,
                "pvalue": 0.5854739483804706,
                "lower": -0.04654292766656992,
                "upper": 0.08241182141903708
              },
              {
                "event_time": -7,
                "estimate": 0.08653463316952834,
                "se": 0.028819453199311725,
                "pvalue": 0.002709447379728457,
                "lower": 0.03001549203976954,
                "upper": 0.14305377429928712
              },
              {
                "event_time": -6,
                "estimate": 0.055750849326435675,
                "se": 0.03149174063176122,
                "pvalue": 0.07682341177969178,
                "lower": -0.006009036292448283,
                "upper": 0.11751073494531963
              },
              {
                "event_time": -5,
                "estimate": 0.05916435469278525,
                "se": 0.03131221635654713,
                "pvalue": 0.05896906813180973,
                "lower": -0.002243457700528806,
                "upper": 0.1205721670860993
              },
              {
                "event_time": -4,
                "estimate": 0.10740239046744855,
                "se": 0.027902997784790176,
                "pvalue": 0.00012224074257771662,
                "lower": 0.05268055175540919,
                "upper": 0.1621242291794879
              },
              {
                "event_time": -3,
                "estimate": 0.16797547702558668,
                "se": 0.0311655186600752,
                "pvalue": 7.883018933849057e-08,
                "lower": 0.1068553601604621,
                "upper": 0.22909559389071127
              },
              {
                "event_time": -2,
                "estimate": 0.1545714052663589,
                "se": 0.030998501909509854,
                "pvalue": 6.679030603679338e-07,
                "lower": 0.09377883255104705,
                "upper": 0.21536397798167076
              },
              {
                "event_time": 0,
                "estimate": -0.09666346514703494,
                "se": 0.026721944583379936,
                "pvalue": 0.00030494508113496484,
                "lower": -0.14906908668067714,
                "upper": -0.044257843613392744
              },
              {
                "event_time": 1,
                "estimate": -0.058983666482240564,
                "se": 0.030554740547563453,
                "pvalue": 0.05369466327539276,
                "lower": -0.11890595859679551,
                "upper": 0.0009386256323143799
              },
              {
                "event_time": 2,
                "estimate": -0.09645402088641472,
                "se": 0.026956301053625824,
                "pvalue": 0.0003542156658489871,
                "lower": -0.1493192495585024,
                "upper": -0.04358879221432703
              },
              {
                "event_time": 3,
                "estimate": -0.20192820549691698,
                "se": 0.02818257383670406,
                "pvalue": 1.0873806990343595e-12,
                "lower": -0.25719833352677723,
                "upper": -0.14665807746705672
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0
            ],
            "weights": [
              0.2926664413653261,
              0.2568435282189929,
              0.23453869550523826,
              0.21595133491044272
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 5.551115123125783e-17,
            "package_aggregate_vs_estimable_cell_weights": null
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "status": "not_identified",
            "pvalue": null,
            "reason": "The saturated and imported deviations designs do not span the same fitted model on this sparse panel. Test withheld.",
            "relative_rss_difference": 4.0273939271859725e-05
          },
          "method_status": {
            "Sun\u2013Abraham": "unvalidated: saturated and reference deviations fits disagree"
          }
        }
      },
      "code_sha256": {
        "replication_engine.py": "cd3acc93d19b09e121e2366dbaaccd6cc5c4f902ca3ac3d3c1c27b3cc1d436f0",
        "reference_f_test.py": "5f044e72270f04daf518d8b9667920b0bdce87bdaa9b134f2625697b9eff1909",
        "sparse_did2s.py": "16f2083b77e2a6a0fd9a4dda23961f99f24def371aa785b956cc08b5c86929f3",
        "frequency.py": "f8b8062ee5e78fff474749beed9c4a3c20ced533b2e327a18f101ff35bca26b2",
        "sparse_models.py": "fd6fc12f18694fa56b8e0a68bec3d72bf57339ae0aecab45d7f13a834468feec"
      }
    },
    "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": "original_fe",
        "frequency_weights": false,
        "source_sd": null,
        "require_never_control_periods": false,
        "latest_cohort_control": true,
        "slug": "s02-p008",
        "specification_id": "S02-P008",
        "source_specification_id": "AM005-P2587-T2-DEMP-NOOV-M4M1",
        "study_id": 2,
        "study": "Do Powerful Politicians Really Cause Corporate Downsizing?",
        "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204",
        "description": "AM005-P2587-T2-DEMP-NOOV-M4M1",
        "data": "analyses/full-archive/prepared/S02-P008.parquet",
        "output_dir": "analyses/archive-expanded/fits/S02-P008"
      },
      "options": {
        "output_dir": "analyses/archive-expanded/fits/S02-P008",
        "regression_results": "analyses/archive-expanded/baselines/S02-P008.json",
        "display_window": [
          -10,
          10
        ],
        "timeout_seconds": 3600
      },
      "source": {
        "file": "S02-P008.parquet",
        "bytes": 1719800,
        "sha256": "5b1276f10813a5af13f7464a07634f13522620ed7802eb45e3c13105614896de"
      },
      "regressions": {
        "y__d": {
          "sample": {
            "outcome": "y",
            "treatment": "d",
            "source_rows": 168267,
            "source_sd": 0.3181313377096774,
            "rows": 157219,
            "units": 14831,
            "clusters": 2010,
            "treated_units": 866,
            "never_treated_units": 13965,
            "treated_cohorts": 5,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 157122,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 296,
            "post_adoption_untreated_rows_removed": 8490,
            "units_without_minus_one_removed": 19,
            "additional_rows_removed": 1951
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.17790853296648323,
              "se": 0.04427083379035747,
              "pvalue": 6.0693036660878614e-05,
              "lower": -0.2647300797052349,
              "upper": -0.0910869862277316
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.10663905376826897,
              "se": 0.059977136340417306,
              "pvalue": 0.07555588160401285,
              "lower": -0.22426294517033724,
              "upper": 0.010984837633799274
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.21958342941118966,
              "se": 0.05229806567451168,
              "pvalue": 2.8018279536466825e-05,
              "lower": -0.32214754588588085,
              "upper": -0.11701931293649846
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": null,
              "se": null,
              "pvalue": null,
              "lower": null,
              "upper": null,
              "status": "unvalidated",
              "reason": "unvalidated: saturated and reference deviations fits disagree"
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -28,
                "estimate": -0.3327819116839311,
                "se": 0.08383856183073708,
                "pvalue": 7.461279261659775e-05,
                "lower": -0.4972015304552062,
                "upper": -0.16836229291265603
              },
              {
                "event_time": -27,
                "estimate": -0.21504037314118946,
                "se": 0.08227169990534451,
                "pvalue": 0.009021452637139155,
                "lower": -0.37638714768881965,
                "upper": -0.05369359859355924
              },
              {
                "event_time": -26,
                "estimate": -0.3258626564977013,
                "se": 0.08108016318940808,
                "pvalue": 6.0596410932450374e-05,
                "lower": -0.4848726541695333,
                "upper": -0.16685265882586928
              },
              {
                "event_time": -25,
                "estimate": -0.2247517581215369,
                "se": 0.08287696115632666,
                "pvalue": 0.006747441196984108,
                "lower": -0.3872855380515403,
                "upper": -0.06221797819153349
              },
              {
                "event_time": -24,
                "estimate": -0.13396472212450541,
                "se": 0.08087216789265422,
                "pvalue": 0.09777682092343025,
                "lower": -0.29256681075482105,
                "upper": 0.02463736650581022
              },
              {
                "event_time": -23,
                "estimate": -0.06217219949758351,
                "se": 0.12716661363254214,
                "pvalue": 0.6249634006015999,
                "lower": -0.31156443234753944,
                "upper": 0.18722003335237244
              },
              {
                "event_time": -22,
                "estimate": -0.08327243724834653,
                "se": 0.10459705085716799,
                "pvalue": 0.42605283339156746,
                "lower": -0.28840247348699455,
                "upper": 0.1218575989903015
              },
              {
                "event_time": -21,
                "estimate": -0.1956041897216361,
                "se": 0.08303143939198256,
                "pvalue": 0.01857924319742206,
                "lower": -0.3584409239492845,
                "upper": -0.03276745549398766
              },
              {
                "event_time": -20,
                "estimate": -0.04898410039085062,
                "se": 0.06766219142245176,
                "pvalue": 0.4691802052024977,
                "lower": -0.18167950303109354,
                "upper": 0.08371130224939229
              },
              {
                "event_time": -19,
                "estimate": -0.03515311938827104,
                "se": 0.06541952927259517,
                "pvalue": 0.591086066412579,
                "lower": -0.16345033523164787,
                "upper": 0.0931440964551058
              },
              {
                "event_time": -18,
                "estimate": -0.11239774350464823,
                "se": 0.06592506822580577,
                "pvalue": 0.08836175284264028,
                "lower": -0.2416863947942667,
                "upper": 0.016890907784970238
              },
              {
                "event_time": -17,
                "estimate": -0.08161672819296639,
                "se": 0.06545281674374524,
                "pvalue": 0.21255928929631487,
                "lower": -0.20997922561079824,
                "upper": 0.04674576922486545
              },
              {
                "event_time": -16,
                "estimate": -0.08734291796135589,
                "se": 0.06317631750248422,
                "pvalue": 0.1669638357986521,
                "lower": -0.21124086912257473,
                "upper": 0.036555033199862946
              },
              {
                "event_time": -15,
                "estimate": 0.06823266979218338,
                "se": 0.06863779759667324,
                "pvalue": 0.3202950696987777,
                "lower": -0.0663760385123462,
                "upper": 0.202841378096713
              },
              {
                "event_time": -14,
                "estimate": -0.006789988093171919,
                "se": 0.06846824506741152,
                "pvalue": 0.9210132779483035,
                "lower": -0.14106617921689393,
                "upper": 0.1274862030305501
              },
              {
                "event_time": -13,
                "estimate": 0.007056677421324736,
                "se": 0.06812280148051804,
                "pvalue": 0.9175069687031097,
                "lower": -0.12654204856435403,
                "upper": 0.1406554034070035
              },
              {
                "event_time": -12,
                "estimate": 0.010472920549961956,
                "se": 0.061837800588306034,
                "pvalue": 0.8655296364194909,
                "lower": -0.11080000418019285,
                "upper": 0.13174584528011676
              },
              {
                "event_time": -11,
                "estimate": 0.0677865981377453,
                "se": 0.07394769041580725,
                "pvalue": 0.3594187483945613,
                "lower": -0.07723558260684067,
                "upper": 0.2128087788823313
              },
              {
                "event_time": -10,
                "estimate": 0.08597400087952965,
                "se": 0.05860951461443799,
                "pvalue": 0.14256114988385774,
                "lower": -0.02896778532060522,
                "upper": 0.2009157870796645
              },
              {
                "event_time": -9,
                "estimate": 0.11909924596654488,
                "se": 0.06829905767346486,
                "pvalue": 0.08134858739785807,
                "lower": -0.014845144059851809,
                "upper": 0.25304363599294155
              },
              {
                "event_time": -8,
                "estimate": 0.014525579280832458,
                "se": 0.08599906673329369,
                "pvalue": 0.8658892209979104,
                "lower": -0.15413110397097374,
                "upper": 0.18318226253263864
              },
              {
                "event_time": -7,
                "estimate": 0.09017971285701308,
                "se": 0.0688312843536661,
                "pvalue": 0.19029287932411137,
                "lower": -0.0448084511314807,
                "upper": 0.22516787684550688
              },
              {
                "event_time": -6,
                "estimate": 0.06218149463065423,
                "se": 0.06565538824537455,
                "pvalue": 0.3437073403879509,
                "lower": -0.06657827497725952,
                "upper": 0.19094126423856797
              },
              {
                "event_time": -5,
                "estimate": 0.06305682004463353,
                "se": 0.065118702773628,
                "pvalue": 0.3329928737672433,
                "lower": -0.06465043126218148,
                "upper": 0.19076407135144854
              },
              {
                "event_time": -4,
                "estimate": 0.11537249551990102,
                "se": 0.05241791883286461,
                "pvalue": 0.02784851770133462,
                "lower": 0.012573329562315452,
                "upper": 0.21817166147748657
              },
              {
                "event_time": -3,
                "estimate": 0.17848813421465914,
                "se": 0.06806189166870825,
                "pvalue": 0.008796263024436713,
                "lower": 0.04500886123268785,
                "upper": 0.3119674071966304
              },
              {
                "event_time": -2,
                "estimate": 0.1567396615500427,
                "se": 0.06965445820514471,
                "pvalue": 0.024541128703879176,
                "lower": 0.02013713386199209,
                "upper": 0.2933421892380933
              },
              {
                "event_time": 0,
                "estimate": -0.09474079326736183,
                "se": 0.05758816093846325,
                "pvalue": 0.10009664201207938,
                "lower": -0.20767955629573184,
                "upper": 0.01819796976100818
              },
              {
                "event_time": 1,
                "estimate": -0.05470764122857285,
                "se": 0.055407231630520234,
                "pvalue": 0.32357838939565775,
                "lower": -0.16336928454557365,
                "upper": 0.05395400208842795
              },
              {
                "event_time": 2,
                "estimate": -0.094534848203084,
                "se": 0.07786381203875381,
                "pvalue": 0.2248503069001462,
                "lower": -0.24723711326980774,
                "upper": 0.05816741686363974
              },
              {
                "event_time": 3,
                "estimate": -0.19767518175918136,
                "se": 0.13679567677952187,
                "pvalue": 0.14860269208572205,
                "lower": -0.46595140852767924,
                "upper": 0.07060104500931652
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -28,
                "estimate": -0.2996782784396889,
                "se": 0.04846481282103704,
                "pvalue": 7.577496615646559e-10,
                "lower": -0.3947248283070873,
                "upper": -0.20463172857229053
              },
              {
                "event_time": -27,
                "estimate": -0.1835854527851686,
                "se": 0.04698524695200633,
                "pvalue": 9.642251681180053e-05,
                "lower": -0.27573035869755547,
                "upper": -0.09144054687278176
              },
              {
                "event_time": -26,
                "estimate": -0.28969275232776837,
                "se": 0.046338205567904876,
                "pvalue": 4.944946281565933e-10,
                "lower": -0.3805687159374713,
                "upper": -0.1988167887180654
              },
              {
                "event_time": -25,
                "estimate": -0.1932355157943403,
                "se": 0.047842697000776334,
                "pvalue": 5.570295550708608e-05,
                "lower": -0.28706200601656784,
                "upper": -0.09940902557211279
              },
              {
                "event_time": -24,
                "estimate": -0.10180560740110828,
                "se": 0.046130976475213546,
                "pvalue": 0.027435045072526042,
                "lower": -0.19227516460694885,
                "upper": -0.011336050195267705
              },
              {
                "event_time": -23,
                "estimate": -0.07131716785954247,
                "se": 0.11358651209761367,
                "pvalue": 0.5301627465161847,
                "lower": -0.29407684561204755,
                "upper": 0.1514425098929626
              },
              {
                "event_time": -22,
                "estimate": -0.09128404357260657,
                "se": 0.09254403457961996,
                "pvalue": 0.3240630219799211,
                "lower": -0.27277636110372944,
                "upper": 0.09020827395851631
              },
              {
                "event_time": -21,
                "estimate": -0.1879350692598385,
                "se": 0.05212764527911034,
                "pvalue": 0.00031940978001984824,
                "lower": -0.2901649665419425,
                "upper": -0.08570517197773447
              },
              {
                "event_time": -20,
                "estimate": -0.028828542897334844,
                "se": 0.02199257841558478,
                "pvalue": 0.19006484874560695,
                "lower": -0.07195918922435846,
                "upper": 0.014302103429688774
              },
              {
                "event_time": -19,
                "estimate": -0.020390258572995867,
                "se": 0.02094908053597181,
                "pvalue": 0.33050910026073776,
                "lower": -0.0614744537228036,
                "upper": 0.020693936576811865
              },
              {
                "event_time": -18,
                "estimate": -0.10052094812908687,
                "se": 0.020817005164027888,
                "pvalue": 1.4774061421179697e-06,
                "lower": -0.1413461242567418,
                "upper": -0.059695772001431925
              },
              {
                "event_time": -17,
                "estimate": -0.074634508666117,
                "se": 0.02246873989595158,
                "pvalue": 0.0009107290366568774,
                "lower": -0.11869897694053441,
                "upper": -0.030570040391699575
              },
              {
                "event_time": -16,
                "estimate": -0.08264550362972768,
                "se": 0.022139524094176244,
                "pvalue": 0.00019452145906111352,
                "lower": -0.12606433181396007,
                "upper": -0.03922667544549529
              },
              {
                "event_time": -15,
                "estimate": 0.05550539533077115,
                "se": 0.02902984400034731,
                "pvalue": 0.05601682230536838,
                "lower": -0.001426352772960944,
                "upper": 0.11243714343450326
              },
              {
                "event_time": -14,
                "estimate": -0.02691891448745966,
                "se": 0.019241010205151156,
                "pvalue": 0.16195579695845766,
                "lower": -0.06465333518389532,
                "upper": 0.010815506208976002
              },
              {
                "event_time": -13,
                "estimate": -0.018388505056776326,
                "se": 0.04269254292324355,
                "pvalue": 0.6667186399001511,
                "lower": -0.10211479375418694,
                "upper": 0.06533778364063428
              },
              {
                "event_time": -12,
                "estimate": -0.01833945216094006,
                "se": 0.014479856922514907,
                "pvalue": 0.20546332586017368,
                "lower": -0.04673655849333501,
                "upper": 0.010057654171454891
              },
              {
                "event_time": -11,
                "estimate": 0.02616255916034247,
                "se": 0.026761737694644037,
                "pvalue": 0.328384642489705,
                "lower": -0.026321102454628605,
                "upper": 0.07864622077531355
              },
              {
                "event_time": -10,
                "estimate": 0.03426921711170124,
                "se": 0.01744033019264023,
                "pvalue": 0.0495586966383567,
                "lower": 6.61919297048133e-05,
                "upper": 0.06847224229369767
              },
              {
                "event_time": -9,
                "estimate": 0.05457017173699928,
                "se": 0.017155346119520902,
                "pvalue": 0.0014903648472191697,
                "lower": 0.020926041789307626,
                "upper": 0.08821430168469094
              },
              {
                "event_time": -8,
                "estimate": -0.04369628685955746,
                "se": 0.03605514442162914,
                "pvalue": 0.22568195038547556,
                "lower": -0.11440567131340826,
                "upper": 0.02701309759429333
              },
              {
                "event_time": -7,
                "estimate": 0.03009554004731122,
                "se": 0.056032030087443015,
                "pvalue": 0.5912489391395058,
                "lower": -0.07979142395569475,
                "upper": 0.13998250405031717
              },
              {
                "event_time": -6,
                "estimate": -0.006224963174022129,
                "se": 0.02263305578259947,
                "pvalue": 0.7833148920427951,
                "lower": -0.05061167881111801,
                "upper": 0.03816175246307375
              },
              {
                "event_time": -5,
                "estimate": -0.0037197873808544495,
                "se": 0.020695502601096906,
                "pvalue": 0.8573756599151587,
                "lower": -0.044306679303239054,
                "upper": 0.03686710454153016
              },
              {
                "event_time": -4,
                "estimate": 0.0295458288424096,
                "se": 0.02106167612830071,
                "pvalue": 0.16082378721678037,
                "lower": -0.011759182647299336,
                "upper": 0.07085084033211854
              },
              {
                "event_time": -3,
                "estimate": 0.08379461532741152,
                "se": 0.03040137841428911,
                "pvalue": 0.005899169565305567,
                "lower": 0.0241730886713317,
                "upper": 0.14341614198349134
              },
              {
                "event_time": -2,
                "estimate": 0.0645473998919841,
                "se": 0.035330820238133685,
                "pvalue": 0.06785661717514503,
                "lower": -0.004741479444453328,
                "upper": 0.13383627922842153
              },
              {
                "event_time": -1,
                "estimate": -0.1287185779946675,
                "se": 0.05905043884094117,
                "pvalue": 0.029387500570258455,
                "lower": -0.24452508076013463,
                "upper": -0.012912075229200348
              },
              {
                "event_time": 0,
                "estimate": -0.2138007150954074,
                "se": 0.05527990975130573,
                "pvalue": 0.00011340926934333486,
                "lower": -0.3222126616811599,
                "upper": -0.10538876850965487
              },
              {
                "event_time": 1,
                "estimate": -0.1619120372698028,
                "se": 0.035038194510803304,
                "pvalue": 4.061046977896873e-06,
                "lower": -0.23062703497612036,
                "upper": -0.09319703956348523
              },
              {
                "event_time": 2,
                "estimate": -0.2055937955654252,
                "se": 0.09579847927407047,
                "pvalue": 0.03198390222476064,
                "lower": -0.39346855268388337,
                "upper": -0.017719038446967067
              },
              {
                "event_time": 3,
                "estimate": -0.31120611253150576,
                "se": 0.16793461483990638,
                "pvalue": 0.06400903503873967,
                "lower": -0.6405503277414957,
                "upper": 0.018138102678484147
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0
            ],
            "weights": [
              0.2926664413653261,
              0.2568435282189929,
              0.23453869550523826,
              0.21595133491044272
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 5.551115123125783e-17,
            "package_aggregate_vs_estimable_cell_weights": null
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "status": "not_identified",
            "pvalue": null,
            "reason": "The saturated and imported deviations designs do not span the same fitted model on this sparse panel. Test withheld.",
            "relative_rss_difference": 4.0273939271859725e-05
          },
          "method_status": {
            "Sun\u2013Abraham": "unvalidated: saturated and reference deviations fits disagree"
          }
        }
      },
      "alternative_models": {
        "y__d": [
          {
            "method": "CS-DID",
            "status": "unsupported",
            "reason": "csdid: matching the configured nonstandard fixed effects is not implemented."
          },
          {
            "method": "SDID",
            "status": "unsupported",
            "reason": "sdid: matching the configured nonstandard fixed effects is not implemented."
          },
          {
            "method": "Matrix completion",
            "status": "unsupported",
            "reason": "matrix-completion: matching the configured nonstandard fixed effects is not implemented."
          },
          {
            "method": "Horizontal ridge",
            "status": "unsupported",
            "reason": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented."
          },
          {
            "method": "Multisynth (cohort-averaged)",
            "status": "unsupported",
            "reason": "multisynth-cohort: matching the configured nonstandard fixed effects is not implemented."
          },
          {
            "method": "Multisynth (individual)",
            "status": "unsupported",
            "reason": "multisynth-individual: matching the configured nonstandard fixed effects is not implemented."
          }
        ]
      },
      "combined_table": [
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Static TWFE",
          "Estimate (SDs)": -0.17790853296648323,
          "SE": 0.04427083379035747,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.10663905376826897,
          "SE": 0.059977136340417306,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.21958342941118966,
          "SE": 0.05229806567451168,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "observations",
          "Event study": "No",
          "Status": "unvalidated",
          "Note": "unvalidated: saturated and reference deviations fits disagree"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Equal post-event times",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "csdid: matching the configured nonstandard fixed effects is not implemented."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "SDID",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "sdid: matching the configured nonstandard fixed effects is not implemented."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Matrix completion",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "matrix-completion: matching the configured nonstandard fixed effects is not implemented."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Horizontal ridge",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (cohort-averaged)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-cohort: matching the configured nonstandard fixed effects is not implemented."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (individual)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-individual: matching the configured nonstandard fixed effects is not implemented."
        }
      ],
      "adapter_sha256": {
        "validate_template.py": "acaff11c7459081dc8abf2f6a6eaf882aed70c073f4681e9f5ce6d63eae93e39",
        "mtgpax_worker.py": "7279b1b2aaa3f5909cd39ac1964d2e9c75907219011fe661a015511131affa85",
        "csdid_general.py": "9c3093549e3591900c0b1a99c7db688f4caa1d4817d030b274032427ca8cf2bf",
        "runner.py": "71623aa3539f4145e073f9cc3c8a2f195bccbcf0ad3a2192b3003f0dea035e1e",
        "csdid_model.py": "4b6272d878b20bb48b16ead3a1f7bd7410cb5806b800e08f01889b503e1b74fb",
        "multisynth_model.R": "3ae0740c5b75b14f563dacc9961688e8286655866a6b435045a3ef6f453c1604",
        "csdid_streaming.py": "2285286ffa353ca347d1a61fd3a11f867e2033953a1494fec5aaeb460ba36a01",
        "multisynth_sparse.R": "f9ab3d8d7f7b52a79ccd694c7173f626276a0830f23bb79e527c88c0f0292540",
        "matrix_models.py": "dc1afacddc30a8244338144e1f7647ff6026bcdf1fc2768ae21e6c5fa61a4c29",
        "csdid_aggregations.py": "cbed0fb13450d9398f9a59d53dbfdf8e275a74daa01158c38c0f3396a3e8c6ee",
        "bootstrap_matrix.py": "9815529a8ae1abb9440939848b5f003758a359e14d400747488c6af340bf6be4",
        "eligibility.py": "aba2b72cf19a45e82f49e4ddac2bc10bc82da1a3c872a408f94508eaea001bd5"
      },
      "scalar_ranges": [
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Static TWFE",
          "Estimate (SDs)": -0.17790853296648323,
          "SE": 0.04427083379035747,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": "",
          "lower": -0.2647300797052349,
          "upper": -0.0910869862277316,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.10663905376826897,
          "SE": 0.059977136340417306,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.22426294517033724,
          "upper": 0.010984837633799274,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.21958342941118966,
          "SE": 0.05229806567451168,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.32214754588588085,
          "upper": -0.11701931293649846,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unvalidated",
          "Note": "unvalidated: saturated and reference deviations fits disagree",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (equal event-time)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Equal post-event times",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "csdid: matching the configured nonstandard fixed effects is not implemented.",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "SDID",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "sdid: matching the configured nonstandard fixed effects is not implemented.",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Matrix completion",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "matrix-completion: matching the configured nonstandard fixed effects is not implemented.",
          "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": "unsupported",
          "Note": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented.",
          "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: matching the configured nonstandard fixed effects is not implemented.",
          "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: matching the configured nonstandard fixed effects is not implemented.",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        }
      ],
      "reporting_source": {
        "path": "templates/reporting/comparison_report.py",
        "sha256": "94e9c5116a13335ead2db81834cac48593160291aea51c30c12fe3e11e5da1ce"
      }
    },
    "finished": 1791580986.7987998,
    "scalar_ranges": [
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Static TWFE",
        "Estimate (SDs)": -0.17790853296648323,
        "SE": 0.04427083379035747,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": "",
        "lower": -0.2647300797052349,
        "upper": -0.0910869862277316,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": -0.10663905376826897,
        "SE": 0.059977136340417306,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.22426294517033724,
        "upper": 0.010984837633799274,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": -0.21958342941118966,
        "SE": 0.05229806567451168,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.32214754588588085,
        "upper": -0.11701931293649846,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unvalidated",
        "Note": "unvalidated: saturated and reference deviations fits disagree",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (equal event-time)",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Equal post-event times",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "csdid: matching the configured nonstandard fixed effects is not implemented.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "SDID",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "sdid: matching the configured nonstandard fixed effects is not implemented.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Matrix completion",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "matrix-completion: matching the configured nonstandard fixed effects is not implemented.",
        "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": "unsupported",
        "Note": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented.",
        "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: matching the configured nonstandard fixed effects is not implemented.",
        "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: matching the configured nonstandard fixed effects is not implemented.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      }
    ]
  },
  {
    "study_id": 2,
    "specification_id": "S02-P009",
    "source_specification_id": "AM005-P2587-T2-DEMP-QP-M1",
    "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": "Do Powerful Politicians Really Cause Corporate Downsizing?",
    "status": "ready",
    "reason": "",
    "config": "analyses/full-archive/configs/S02-P009.json",
    "input_bytes": 1459671,
    "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": "s02-p009",
        "specification_id": "S02-P009",
        "source_specification_id": "AM005-P2587-T2-DEMP-QP-M1",
        "study_id": 2,
        "study": "Do Powerful Politicians Really Cause Corporate Downsizing?",
        "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204",
        "description": "AM005-P2587-T2-DEMP-QP-M1",
        "data": "analyses/full-archive/prepared/S02-P009.parquet",
        "output_dir": "analyses/full-archive/results/S02-P009"
      },
      "source": {
        "file": "S02-P009.parquet",
        "bytes": 1459671,
        "sha256": "0333b7e85ed021a4c6a5163940667841842e0309d15f02865f3ef196a8dac18a"
      },
      "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": 168267,
            "source_sd": 0.3181313377096774,
            "rows": 158933,
            "units": 14681,
            "clusters": 2018,
            "treated_units": 792,
            "never_treated_units": 13889,
            "treated_cohorts": 8,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 158639,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 286,
            "post_adoption_untreated_rows_removed": 6132,
            "units_without_minus_one_removed": 36,
            "additional_rows_removed": 2068
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.08543758521702213,
              "se": 0.040893257759548066,
              "pvalue": 0.0368072975065947,
              "lower": -0.1656350221522489,
              "upper": -0.005240148281795351
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.024149093274566148,
              "se": 0.049449436010379905,
              "pvalue": 0.6253484329284327,
              "lower": -0.12112640061562846,
              "upper": 0.07282821406649617
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.09135880636764052,
              "se": 0.04155857067060034,
              "pvalue": 0.02803993756904423,
              "lower": -0.17286101560885578,
              "upper": -0.009856597126425254
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": -0.02445158515512512,
              "se": 0.013256197082919415,
              "pvalue": 0.06525103447781172,
              "lower": -0.050448854333566724,
              "upper": 0.0015456840233164862
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -31,
                "estimate": -0.3186995184443159,
                "se": 0.0779957287058334,
                "pvalue": 4.558291632447692e-05,
                "lower": -0.471660125566468,
                "upper": -0.16573891132216373
              },
              {
                "event_time": -30,
                "estimate": -0.20356475393937723,
                "se": 0.07660759254743288,
                "pvalue": 0.007940489567095095,
                "lower": -0.3538030305816389,
                "upper": -0.05332647729711554
              },
              {
                "event_time": -29,
                "estimate": -0.31114581801092317,
                "se": 0.07543805024857826,
                "pvalue": 3.8658565927358634e-05,
                "lower": -0.45909045751361083,
                "upper": -0.1632011785082355
              },
              {
                "event_time": -28,
                "estimate": -0.21369540520473376,
                "se": 0.07757376967144577,
                "pvalue": 0.005926668697099447,
                "lower": -0.36582849124141675,
                "upper": -0.06156231916805077
              },
              {
                "event_time": -27,
                "estimate": -0.1229352822101254,
                "se": 0.07534998676429769,
                "pvalue": 0.1029359924674136,
                "lower": -0.270707216819297,
                "upper": 0.0248366523990462
              },
              {
                "event_time": -26,
                "estimate": -0.07950490110200319,
                "se": 0.13658047141767693,
                "pvalue": 0.5605574355022448,
                "lower": -0.3473584384139139,
                "upper": 0.1883486362099075
              },
              {
                "event_time": -25,
                "estimate": -0.10245191360067477,
                "se": 0.11439645864808864,
                "pvalue": 0.37058056237876236,
                "lower": -0.326799477983737,
                "upper": 0.12189565078238743
              },
              {
                "event_time": -24,
                "estimate": -0.30997969006599757,
                "se": 0.1187914124657066,
                "pvalue": 0.009135965305373682,
                "lower": -0.5429463777699293,
                "upper": -0.07701300236206585
              },
              {
                "event_time": -23,
                "estimate": -0.024203352222334436,
                "se": 0.05333797815213794,
                "pvalue": 0.650040796097319,
                "lower": -0.12880663827649644,
                "upper": 0.08039993383182756
              },
              {
                "event_time": -22,
                "estimate": 0.01228786646740328,
                "se": 0.05153968739355938,
                "pvalue": 0.8115829730592219,
                "lower": -0.08878871817914999,
                "upper": 0.11336445111395654
              },
              {
                "event_time": -21,
                "estimate": -0.09147009366376964,
                "se": 0.05116087940363791,
                "pvalue": 0.07394361143608247,
                "lower": -0.19180378249945554,
                "upper": 0.008863595171916261
              },
              {
                "event_time": -20,
                "estimate": -0.10674435096494915,
                "se": 0.05172421857308277,
                "pvalue": 0.03917184292463184,
                "lower": -0.20818282723968784,
                "upper": -0.0053058746902104464
              },
              {
                "event_time": -19,
                "estimate": -0.07536438970622557,
                "se": 0.047561855698655765,
                "pvalue": 0.11322417406533267,
                "lower": -0.1686398862524674,
                "upper": 0.017911106840016247
              },
              {
                "event_time": -18,
                "estimate": 0.07365680604475063,
                "se": 0.057677739062322424,
                "pvalue": 0.20173495444480488,
                "lower": -0.03945736226670035,
                "upper": 0.1867709743562016
              },
              {
                "event_time": -17,
                "estimate": -0.018589681409877764,
                "se": 0.04441654506732375,
                "pvalue": 0.6756038076926348,
                "lower": -0.10569678089464919,
                "upper": 0.06851741807489366
              },
              {
                "event_time": -16,
                "estimate": -0.011847772347073984,
                "se": 0.06074028458890062,
                "pvalue": 0.8453685548053113,
                "lower": -0.13096802369483354,
                "upper": 0.10727247900068557
              },
              {
                "event_time": -15,
                "estimate": 0.014058746740304922,
                "se": 0.05252042436217144,
                "pvalue": 0.7889718489494555,
                "lower": -0.08894120120620325,
                "upper": 0.1170586946868131
              },
              {
                "event_time": -14,
                "estimate": 0.04705858759463283,
                "se": 0.049106462178814085,
                "pvalue": 0.33802774127639784,
                "lower": -0.04924609976615876,
                "upper": 0.14336327495542442
              },
              {
                "event_time": -13,
                "estimate": 0.05313909624592241,
                "se": 0.04421474780701318,
                "pvalue": 0.2295662281985867,
                "lower": -0.033572250394880994,
                "upper": 0.13985044288672582
              },
              {
                "event_time": -12,
                "estimate": 0.11976678358708828,
                "se": 0.05835072918908147,
                "pvalue": 0.040246696276010366,
                "lower": 0.005332786868564823,
                "upper": 0.23420078030561176
              },
              {
                "event_time": -11,
                "estimate": 0.02609356604284508,
                "se": 0.08943288904892638,
                "pvalue": 0.7704947793790184,
                "lower": -0.14929692305952455,
                "upper": 0.2014840551452147
              },
              {
                "event_time": -10,
                "estimate": 0.08988607165622593,
                "se": 0.05201945511798676,
                "pvalue": 0.08415350931221807,
                "lower": -0.012131405057414793,
                "upper": 0.19190354836986667
              },
              {
                "event_time": -9,
                "estimate": 0.03412270802782062,
                "se": 0.050252838283306636,
                "pvalue": 0.49720277018648873,
                "lower": -0.06443018430320538,
                "upper": 0.13267560035884662
              },
              {
                "event_time": -8,
                "estimate": 0.06424831238402222,
                "se": 0.06963591946388291,
                "pvalue": 0.35630947735216484,
                "lower": -0.07231753161081923,
                "upper": 0.20081415637886368
              },
              {
                "event_time": -7,
                "estimate": 0.17071836282719252,
                "se": 0.04799209768080478,
                "pvalue": 0.00038345267773223806,
                "lower": 0.07659910116854105,
                "upper": 0.264837624485844
              },
              {
                "event_time": -6,
                "estimate": 0.1829563597874907,
                "se": 0.05029714408983274,
                "pvalue": 0.0002821986685962337,
                "lower": 0.08431657753085314,
                "upper": 0.28159614204412825
              },
              {
                "event_time": -5,
                "estimate": 0.15167416924047042,
                "se": 0.049851919979876876,
                "pvalue": 0.00237652288118439,
                "lower": 0.0539075341586111,
                "upper": 0.24944080432232973
              },
              {
                "event_time": -4,
                "estimate": 0.049620680509263736,
                "se": 0.05782714810155236,
                "pvalue": 0.39094679300307145,
                "lower": -0.06378649996746033,
                "upper": 0.1630278609859878
              },
              {
                "event_time": -3,
                "estimate": 0.033749258408383734,
                "se": 0.056087505126348816,
                "pvalue": 0.5474247796979876,
                "lower": -0.07624623722253904,
                "upper": 0.1437447540393065
              },
              {
                "event_time": -2,
                "estimate": 0.05416497629702208,
                "se": 0.045280372447462185,
                "pvalue": 0.2317539928454818,
                "lower": -0.03463621032184175,
                "upper": 0.1429661629158859
              },
              {
                "event_time": 0,
                "estimate": -0.12957986856224768,
                "se": 0.12349804972457475,
                "pvalue": 0.2941904885251465,
                "lower": -0.3717769347056896,
                "upper": 0.11261719758119429
              },
              {
                "event_time": 1,
                "estimate": -0.005634663807181347,
                "se": 0.05283399683991627,
                "pvalue": 0.9150784869480476,
                "lower": -0.10924957153890477,
                "upper": 0.09798024392454208
              },
              {
                "event_time": 2,
                "estimate": -0.0420147702022572,
                "se": 0.044283548668643584,
                "pvalue": 0.3428527817204925,
                "lower": -0.12886104502105358,
                "upper": 0.044831504616539196
              },
              {
                "event_time": 3,
                "estimate": 0.01972716170750977,
                "se": 0.06112553417916672,
                "pvalue": 0.7469317175709194,
                "lower": -0.10014861833648024,
                "upper": 0.1396029417514998
              },
              {
                "event_time": 4,
                "estimate": 0.013022385717713992,
                "se": 0.11028276267231868,
                "pvalue": 0.9060146116853303,
                "lower": -0.20325764157824786,
                "upper": 0.22930241301367585
              },
              {
                "event_time": 5,
                "estimate": 0.043601163550500734,
                "se": 0.04347737925605168,
                "pvalue": 0.31605493303653565,
                "lower": -0.041664099527788094,
                "upper": 0.12886642662878955
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -31,
                "estimate": -0.2773448514923687,
                "se": 0.047555077661804945,
                "pvalue": 6.360483942161579e-09,
                "lower": -0.3706070553538828,
                "upper": -0.18408264763085463
              },
              {
                "event_time": -30,
                "estimate": -0.16225820313608655,
                "se": 0.046254084133117025,
                "pvalue": 0.0004614178619556766,
                "lower": -0.25296897548574643,
                "upper": -0.07154743078642668
              },
              {
                "event_time": -29,
                "estimate": -0.26656575393845594,
                "se": 0.04583843546915074,
                "pvalue": 7.019427345551594e-09,
                "lower": -0.35646138072765077,
                "upper": -0.1766701271492611
              },
              {
                "event_time": -28,
                "estimate": -0.17060262258610678,
                "se": 0.047258227144168094,
                "pvalue": 0.00031365684727949764,
                "lower": -0.2632826607809148,
                "upper": -0.07792258439129879
              },
              {
                "event_time": -27,
                "estimate": -0.08050019584860635,
                "se": 0.04557655040579132,
                "pvalue": 0.07750289978748608,
                "lower": -0.16988222915066598,
                "upper": 0.008881837453453278
              },
              {
                "event_time": -26,
                "estimate": -0.054355179944884646,
                "se": 0.1153104081381465,
                "pvalue": 0.6374193872231866,
                "lower": -0.28049512797763987,
                "upper": 0.17178476808787058
              },
              {
                "event_time": -25,
                "estimate": -0.07523973096178238,
                "se": 0.09424660835442843,
                "pvalue": 0.4247740055733773,
                "lower": -0.2600706014760914,
                "upper": 0.10959113955252664
              },
              {
                "event_time": -24,
                "estimate": -0.2846946338498049,
                "se": 0.09399722179261419,
                "pvalue": 0.002486777148962182,
                "lower": -0.4690364221985112,
                "upper": -0.10035284550109863
              },
              {
                "event_time": -23,
                "estimate": -0.04461189958094714,
                "se": 0.023970393015408296,
                "pvalue": 0.06287190804063886,
                "lower": -0.09162121572468135,
                "upper": 0.0023974165627870733
              },
              {
                "event_time": -22,
                "estimate": -0.006660033026173445,
                "se": 0.022194374216588722,
                "pvalue": 0.7641489394432799,
                "lower": -0.050186326211658416,
                "upper": 0.03686626015931152
              },
              {
                "event_time": -21,
                "estimate": -0.10399929750923734,
                "se": 0.02291701683550732,
                "pvalue": 6.011026464218347e-06,
                "lower": -0.14894279463083815,
                "upper": -0.05905580038763652
              },
              {
                "event_time": -20,
                "estimate": -0.12214352770650815,
                "se": 0.02483666802531772,
                "pvalue": 9.456848934435256e-07,
                "lower": -0.17085173113098373,
                "upper": -0.07343532428203257
              },
              {
                "event_time": -19,
                "estimate": -0.09621163301013884,
                "se": 0.021017311785347454,
                "pvalue": 4.986770302853369e-06,
                "lower": -0.13742954101747654,
                "upper": -0.054993725002801135
              },
              {
                "event_time": -18,
                "estimate": 0.04321303071967466,
                "se": 0.036126137975269784,
                "pvalue": 0.23177051314612618,
                "lower": -0.027635413026740586,
                "upper": 0.11406147446608991
              },
              {
                "event_time": -17,
                "estimate": -0.04453287716053242,
                "se": 0.01564949062466904,
                "pvalue": 0.004476941268441236,
                "lower": -0.07522373199092998,
                "upper": -0.013842022330134863
              },
              {
                "event_time": -16,
                "estimate": -0.043508462671367425,
                "se": 0.03880760643356225,
                "pvalue": 0.2623649944768546,
                "lower": -0.11961564366102662,
                "upper": 0.03259871831829176
              },
              {
                "event_time": -15,
                "estimate": -0.015550080713253422,
                "se": 0.029673607964976437,
                "pvalue": 0.6003100961932234,
                "lower": -0.07374420448311128,
                "upper": 0.04264404305660444
              },
              {
                "event_time": -14,
                "estimate": 0.009219710295090531,
                "se": 0.02275627463881135,
                "pvalue": 0.6854100395097296,
                "lower": -0.03540854874354428,
                "upper": 0.053847969333725335
              },
              {
                "event_time": -13,
                "estimate": 0.007952041762663875,
                "se": 0.015579752970509633,
                "pvalue": 0.6098210012024715,
                "lower": -0.022602047707674933,
                "upper": 0.038506131233002686
              },
              {
                "event_time": -12,
                "estimate": 0.062415424388260816,
                "se": 0.03275844454117268,
                "pvalue": 0.05688014265139453,
                "lower": -0.0018284983051669243,
                "upper": 0.12665934708168855
              },
              {
                "event_time": -11,
                "estimate": -0.025316703895771082,
                "se": 0.06499159535531594,
                "pvalue": 0.6969192413057044,
                "lower": -0.1527743743135982,
                "upper": 0.10214096652205602
              },
              {
                "event_time": -10,
                "estimate": 0.03341129325566555,
                "se": 0.031977075988794235,
                "pvalue": 0.29621684783198654,
                "lower": -0.029300255676517672,
                "upper": 0.09612284218784878
              },
              {
                "event_time": -9,
                "estimate": -0.01689677653548775,
                "se": 0.026413668375569337,
                "pvalue": 0.5224414643391113,
                "lower": -0.06869769971537594,
                "upper": 0.03490414664440043
              },
              {
                "event_time": -8,
                "estimate": 0.008470227170488068,
                "se": 0.04656161590188539,
                "pvalue": 0.8556682041598226,
                "lower": -0.08284365828344926,
                "upper": 0.0997841126244254
              },
              {
                "event_time": -7,
                "estimate": 0.11204987693050361,
                "se": 0.03162392223817483,
                "pvalue": 0.0004042911574380868,
                "lower": 0.050030912233361556,
                "upper": 0.17406884162764566
              },
              {
                "event_time": -6,
                "estimate": 0.11089069363405095,
                "se": 0.030954987123225097,
                "pvalue": 0.00034862601701049023,
                "lower": 0.05018360489480844,
                "upper": 0.17159778237329346
              },
              {
                "event_time": -5,
                "estimate": 0.08480164457517948,
                "se": 0.030794591577745615,
                "pvalue": 0.005943908771263676,
                "lower": 0.02440911408705304,
                "upper": 0.14519417506330592
              },
              {
                "event_time": -4,
                "estimate": -0.017916756418942557,
                "se": 0.04527129492638003,
                "pvalue": 0.6923208685490865,
                "lower": -0.10670014074069435,
                "upper": 0.07086662790280925
              },
              {
                "event_time": -3,
                "estimate": -0.038238518227493114,
                "se": 0.050435682795800546,
                "pvalue": 0.4484413925694393,
                "lower": -0.13714999439514824,
                "upper": 0.06067295794016201
              },
              {
                "event_time": -2,
                "estimate": -0.0333684657115615,
                "se": 0.026801516861379406,
                "pvalue": 0.21326846150474968,
                "lower": -0.08593001438781073,
                "upper": 0.019193082964687733
              },
              {
                "event_time": -1,
                "estimate": -0.07608518596248696,
                "se": 0.04485288519257581,
                "pvalue": 0.08997816709040264,
                "lower": -0.1640480098770158,
                "upper": 0.011877637952041845
              },
              {
                "event_time": 0,
                "estimate": -0.21107687573975614,
                "se": 0.1506641819700041,
                "pvalue": 0.16137513505478743,
                "lower": -0.5065505526716394,
                "upper": 0.08439680119212717
              },
              {
                "event_time": 1,
                "estimate": -0.08600318100439285,
                "se": 0.06314776945669312,
                "pvalue": 0.17337036519588767,
                "lower": -0.2098448491928594,
                "upper": 0.03783848718407369
              },
              {
                "event_time": 2,
                "estimate": -0.11055974628754862,
                "se": 0.02460249252970923,
                "pvalue": 7.391193367568517e-06,
                "lower": -0.15880869858922872,
                "upper": -0.06231079398586853
              },
              {
                "event_time": 3,
                "estimate": -0.03420882281195632,
                "se": 0.04250402071029074,
                "pvalue": 0.4210084105889604,
                "lower": -0.11756519271650917,
                "upper": 0.04914754709259653
              },
              {
                "event_time": 4,
                "estimate": -0.04899420380855881,
                "se": 0.09718307800889736,
                "pvalue": 0.6142156993063189,
                "lower": -0.2395839048203352,
                "upper": 0.14159549720321757
              },
              {
                "event_time": 5,
                "estimate": -0.003056177981218323,
                "se": 0.03606895096293172,
                "pvalue": 0.9324832249002543,
                "lower": -0.07379246994353109,
                "upper": 0.06768011398109444
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -31,
                "estimate": 0.13622468881839422,
                "se": 0.09665997043182531,
                "pvalue": 0.15889515176519423,
                "lower": -0.053339124572267416,
                "upper": 0.32578850220905586
              },
              {
                "event_time": -30,
                "estimate": 0.25006814170076846,
                "se": 0.09549272303214905,
                "pvalue": 0.008892275479767661,
                "lower": 0.06279346482923112,
                "upper": 0.43734281857230584
              },
              {
                "event_time": -29,
                "estimate": 0.1488020351105983,
                "se": 0.09463624098406732,
                "pvalue": 0.1160244264526925,
                "lower": -0.036792959857357976,
                "upper": 0.3343970300785546
              },
              {
                "event_time": -28,
                "estimate": 0.24516124735882736,
                "se": 0.0962701244585062,
                "pvalue": 0.010951622483756767,
                "lower": 0.05636197681881233,
                "upper": 0.4339605178988424
              },
              {
                "event_time": -27,
                "estimate": 0.33516714265356584,
                "se": 0.09454522531079798,
                "pvalue": 0.00040148804080231517,
                "lower": 0.1497506422374512,
                "upper": 0.5205836430696805
              },
              {
                "event_time": -26,
                "estimate": -0.18277987826893685,
                "se": 0.10079012890617017,
                "pvalue": 0.06990791785076036,
                "lower": -0.380443514024605,
                "upper": 0.01488375748673132
              },
              {
                "event_time": -25,
                "estimate": -0.20609911670868278,
                "se": 0.10016990593450283,
                "pvalue": 0.0397668853249451,
                "lower": -0.4025464078789295,
                "upper": -0.009651825538436076
              },
              {
                "event_time": -24,
                "estimate": -0.4017557184734999,
                "se": 0.06387794296534785,
                "pvalue": 3.895957496029315e-10,
                "lower": -0.5270293597333326,
                "upper": -0.27648207721366713
              },
              {
                "event_time": -23,
                "estimate": -0.10398149309831536,
                "se": 0.038206392265525316,
                "pvalue": 0.006553056676263941,
                "lower": -0.17890960844323633,
                "upper": -0.02905337775339438
              },
              {
                "event_time": -22,
                "estimate": -0.07354009782108298,
                "se": 0.033739025783828,
                "pvalue": 0.029396897785804506,
                "lower": -0.1397070784139356,
                "upper": -0.007373117228230364
              },
              {
                "event_time": -21,
                "estimate": -0.1695902799708594,
                "se": 0.030693189610440142,
                "pvalue": 3.714392770054867e-08,
                "lower": -0.22978394692197185,
                "upper": -0.10939661301974696
              },
              {
                "event_time": -20,
                "estimate": -0.18580445779349536,
                "se": 0.03547667390028207,
                "pvalue": 1.7984592640648095e-07,
                "lower": -0.25537921103323136,
                "upper": -0.11622970455375933
              },
              {
                "event_time": -19,
                "estimate": -0.15406146348927602,
                "se": 0.02908800162942078,
                "pvalue": 1.30986024371744e-07,
                "lower": -0.2111071307717407,
                "upper": -0.09701579620681132
              },
              {
                "event_time": -18,
                "estimate": 0.012581628352936969,
                "se": 0.02912056156816311,
                "pvalue": 0.6657490163715356,
                "lower": -0.044527893554396625,
                "upper": 0.06969115026027056
              },
              {
                "event_time": -17,
                "estimate": -0.05560872038684174,
                "se": 0.026050431590727268,
                "pvalue": 0.032909318660533864,
                "lower": -0.10669728508171475,
                "upper": -0.004520155691968723
              },
              {
                "event_time": -16,
                "estimate": -0.05023117634417247,
                "se": 0.02433772958061177,
                "pvalue": 0.03915274532563275,
                "lower": -0.09796089121952962,
                "upper": -0.0025014614688153164
              },
              {
                "event_time": -15,
                "estimate": -0.008415780412168969,
                "se": 0.02407955517225204,
                "pvalue": 0.7267512079051586,
                "lower": -0.05563917891736888,
                "upper": 0.03880761809303094
              },
              {
                "event_time": -14,
                "estimate": 0.031251861860938736,
                "se": 0.023981008286819892,
                "pvalue": 0.1926579102233311,
                "lower": -0.015778272324845036,
                "upper": 0.07828199604672251
              },
              {
                "event_time": -13,
                "estimate": 0.04011378812853318,
                "se": 0.024128275720953198,
                "pvalue": 0.0965635401416233,
                "lower": -0.0072051582333546305,
                "upper": 0.087432734490421
              },
              {
                "event_time": -12,
                "estimate": 0.11171324559742317,
                "se": 0.024699448931529755,
                "pvalue": 6.454088379662589e-06,
                "lower": 0.06327414813865657,
                "upper": 0.16015234305618975
              },
              {
                "event_time": -11,
                "estimate": 0.018673320268924615,
                "se": 0.02483472041887915,
                "pvalue": 0.45219665069974513,
                "lower": -0.030031063625068685,
                "upper": 0.06737770416291791
              },
              {
                "event_time": -10,
                "estimate": 0.08164717565473414,
                "se": 0.026672657129425976,
                "pvalue": 0.0022344765526999006,
                "lower": 0.029338339058495526,
                "upper": 0.13395601225097276
              },
              {
                "event_time": -9,
                "estimate": 0.02491910851186528,
                "se": 0.025261974084897013,
                "pvalue": 0.3240416380471566,
                "lower": -0.024623179985798577,
                "upper": 0.07446139700952914
              },
              {
                "event_time": -8,
                "estimate": 0.0586727723850913,
                "se": 0.02471522483273424,
                "pvalue": 0.017691951454690758,
                "lower": 0.010202736162546522,
                "upper": 0.10714280860763607
              },
              {
                "event_time": -7,
                "estimate": 0.1635060628533561,
                "se": 0.01974842397865744,
                "pvalue": 2.223813129265221e-16,
                "lower": 0.124776622516001,
                "upper": 0.20223550319071118
              },
              {
                "event_time": -6,
                "estimate": 0.1681800211363244,
                "se": 0.024319412752265443,
                "pvalue": 6.236502649749811e-12,
                "lower": 0.1204862281406765,
                "upper": 0.21587381413197232
              },
              {
                "event_time": -5,
                "estimate": 0.14414546330817174,
                "se": 0.023673608519623655,
                "pvalue": 1.3577266780785237e-09,
                "lower": 0.09771818335299443,
                "upper": 0.19057274326334905
              },
              {
                "event_time": -4,
                "estimate": 0.04864954417404508,
                "se": 0.0218702218473106,
                "pvalue": 0.02622746189364296,
                "lower": 0.005758959430901489,
                "upper": 0.09154012891718867
              },
              {
                "event_time": -3,
                "estimate": 0.031996801904923024,
                "se": 0.02056528156153723,
                "pvalue": 0.11989707932747383,
                "lower": -0.008334611179951025,
                "upper": 0.07232821498979708
              },
              {
                "event_time": -2,
                "estimate": 0.05298930360217826,
                "se": 0.01801147547646582,
                "pvalue": 0.003298453852444076,
                "lower": 0.01766626386962028,
                "upper": 0.08831234333473624
              },
              {
                "event_time": 0,
                "estimate": -0.13219927720877842,
                "se": 0.0166739944535259,
                "pvalue": 3.6398450512664786e-15,
                "lower": -0.16489932831519197,
                "upper": -0.09949922610236486
              },
              {
                "event_time": 1,
                "estimate": -0.007808330080758292,
                "se": 0.01744585137501318,
                "pvalue": 0.654507881196398,
                "lower": -0.042022101300838784,
                "upper": 0.0264054411393222
              },
              {
                "event_time": 2,
                "estimate": -0.042199690794714736,
                "se": 0.01744590588265204,
                "pvalue": 0.01565602856050992,
                "lower": -0.07641356891195064,
                "upper": -0.007985812677478839
              },
              {
                "event_time": 3,
                "estimate": 0.020598238659890716,
                "se": 0.018650949689211094,
                "pvalue": 0.26954837306234475,
                "lower": -0.015978900052745923,
                "upper": 0.057175377372527356
              },
              {
                "event_time": 4,
                "estimate": 0.01200520938139288,
                "se": 0.020783290767175614,
                "pvalue": 0.5635733168124281,
                "lower": -0.02875375045515568,
                "upper": 0.052764169217941435
              },
              {
                "event_time": 5,
                "estimate": 0.04865986811906401,
                "se": 0.02086476189834974,
                "pvalue": 0.01979047195209666,
                "lower": 0.0077411319217569816,
                "upper": 0.08957860431637105
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0
            ],
            "weights": [
              0.20758638607430502,
              0.18472330475448168,
              0.16939464796050924,
              0.1558846453624318,
              0.1465315666406859,
              0.13587944920758638
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 1.3877787807814457e-17,
            "package_aggregate_vs_estimable_cell_weights": 2.7755575615628914e-17,
            "saturated_vs_deviations_relative_rss_difference": 2.9534156907009315e-11
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "F": 1.253099602797619,
            "df_num": 26,
            "df_den": 144036,
            "pvalue": 0.17464635282314106,
            "log10_pvalue": -0.757840479395491,
            "inference": "Homoskedastic nested-model F",
            "observations": 158933,
            "design_columns": 176,
            "restricted_design_columns": 150,
            "fixed_effect_rank": 14721,
            "covariance_rank": 26,
            "rss_unrestricted": 123260.97502256309,
            "rss_restricted": 123288.85635257691,
            "test_horizon": null,
            "reference_cohort": 3,
            "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.-31.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-30.0]",
                "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]"
              ],
              "data": [
                [
                  -4.078271317269437e-06,
                  -4.088767869652299e-06,
                  -4.505505143285e-06,
                  -4.712841826748393e-06,
                  -5.03532585073542e-06,
                  -1.7590611430607248e-05
                ],
                [
                  -2.747798904257305e-06,
                  -2.7626692462244555e-06,
                  -3.153683995234479e-06,
                  -3.2847041287333957e-06,
                  -3.506613277334991e-06,
                  -1.201645281891921e-05
                ],
                [
                  -1.5266182456917919e-06,
                  -1.543340969538012e-06,
                  -1.864152626206384e-06,
                  -1.972217236715994e-06,
                  -2.1155112423680953e-06,
                  -6.9123780911460195e-06
                ],
                [
                  -6.673649907463753e-07,
                  -6.77355151464401e-07,
                  -9.210866266801626e-07,
                  -1.0404453519698981e-06,
                  -1.1249890436930595e-06,
                  -3.2667261165021862e-06
                ],
                [
                  2.5204395719800058e-08,
                  -1.0265041002695305e-08,
                  -2.096525564360571e-07,
                  -3.1997406913733174e-07,
                  -3.8501628616149373e-07,
                  -4.34073074232132e-07
                ]
              ]
            },
            "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_17,ref=-1.0)+i(rel_time,cohort_dummy_19,ref=-1.0)+i(rel_time,cohort_dummy_20,ref=-1.0)+i(rel_time,cohort_dummy_24,ref=-1.0)+i(rel_time,cohort_dummy_25,ref=-1.0)+i(rel_time,cohort_dummy_28,ref=-1.0)+i(rel_time,cohort_dummy_33,ref=-1.0)|unit_fe+time_fe",
            "restriction_names": [
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_17",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_17",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_17",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_17",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_17",
              "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.4.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_25",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_25",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_25",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_25",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_25",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_28",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_28",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_28",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_28",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_28",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_33",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_33",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_33",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_33",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_33"
            ],
            "deviations": [
              {
                "event_time": -16.0,
                "cohort": 17,
                "estimate": 3.805820994684279
              },
              {
                "event_time": -15.0,
                "cohort": 17,
                "estimate": -0.5986748097399779
              },
              {
                "event_time": -14.0,
                "cohort": 17,
                "estimate": 0.007693395437162354
              },
              {
                "event_time": -13.0,
                "cohort": 17,
                "estimate": 0.3053294301681614
              },
              {
                "event_time": -12.0,
                "cohort": 17,
                "estimate": -0.4006430519201094
              },
              {
                "event_time": -11.0,
                "cohort": 17,
                "estimate": -0.2807147358005716
              },
              {
                "event_time": -10.0,
                "cohort": 17,
                "estimate": -0.1758571940229534
              },
              {
                "event_time": -9.0,
                "cohort": 17,
                "estimate": -0.7081493157707299
              },
              {
                "event_time": -8.0,
                "cohort": 17,
                "estimate": -0.11465558003481838
              },
              {
                "event_time": -7.0,
                "cohort": 17,
                "estimate": -0.1677443297621471
              },
              {
                "event_time": -6.0,
                "cohort": 17,
                "estimate": 0.1532517420770027
              },
              {
                "event_time": -5.0,
                "cohort": 17,
                "estimate": -0.0531899429120833
              },
              {
                "event_time": -4.0,
                "cohort": 17,
                "estimate": 0.12883233805677352
              },
              {
                "event_time": -3.0,
                "cohort": 17,
                "estimate": 0.363576904875236
              },
              {
                "event_time": -2.0,
                "cohort": 17,
                "estimate": 0.47406446453872503
              },
              {
                "event_time": 0.0,
                "cohort": 17,
                "estimate": -0.07712552434345665
              },
              {
                "event_time": 1.0,
                "cohort": 17,
                "estimate": 0.2382491835609709
              },
              {
                "event_time": 2.0,
                "cohort": 17,
                "estimate": 0.24797307612417513
              },
              {
                "event_time": 3.0,
                "cohort": 17,
                "estimate": -0.1405824302756319
              },
              {
                "event_time": 4.0,
                "cohort": 17,
                "estimate": -0.39965835974373776
              },
              {
                "event_time": 5.0,
                "cohort": 17,
                "estimate": -0.06507528214066668
              },
              {
                "event_time": -18.0,
                "cohort": 19,
                "estimate": -0.3983449362375072
              },
              {
                "event_time": -17.0,
                "cohort": 19,
                "estimate": -0.4019048641439076
              },
              {
                "event_time": -16.0,
                "cohort": 19,
                "estimate": 3.6386140104286295
              },
              {
                "event_time": -15.0,
                "cohort": 19,
                "estimate": -0.5216996789443868
              },
              {
                "event_time": -14.0,
                "cohort": 19,
                "estimate": -0.05373313811598446
              },
              {
                "event_time": -13.0,
                "cohort": 19,
                "estimate": 0.2573196715799557
              },
              {
                "event_time": -12.0,
                "cohort": 19,
                "estimate": -0.4080365245449421
              },
              {
                "event_time": -11.0,
                "cohort": 19,
                "estimate": -0.21234360440458236
              },
              {
                "event_time": -10.0,
                "cohort": 19,
                "estimate": -0.3883709077338575
              },
              {
                "event_time": -9.0,
                "cohort": 19,
                "estimate": -0.6812072213111542
              },
              {
                "event_time": -8.0,
                "cohort": 19,
                "estimate": -0.28370859898719525
              },
              {
                "event_time": -7.0,
                "cohort": 19,
                "estimate": -0.428754018459759
              },
              {
                "event_time": -6.0,
                "cohort": 19,
                "estimate": 0.10470449095202022
              },
              {
                "event_time": -5.0,
                "cohort": 19,
                "estimate": 0.13008510177728205
              },
              {
                "event_time": -4.0,
                "cohort": 19,
                "estimate": -0.24781448437842013
              },
              {
                "event_time": -3.0,
                "cohort": 19,
                "estimate": 0.09516787261942378
              },
              {
                "event_time": -2.0,
                "cohort": 19,
                "estimate": 0.2636400786629616
              },
              {
                "event_time": 0.0,
                "cohort": 19,
                "estimate": -0.5553636309691015
              },
              {
                "event_time": 1.0,
                "cohort": 19,
                "estimate": -0.1726398156271355
              },
              {
                "event_time": 2.0,
                "cohort": 19,
                "estimate": 0.03644785052083327
              },
              {
                "event_time": 3.0,
                "cohort": 19,
                "estimate": -0.11732898085036503
              },
              {
                "event_time": 4.0,
                "cohort": 19,
                "estimate": -0.31213539294965054
              },
              {
                "event_time": 5.0,
                "cohort": 19,
                "estimate": -0.2602366499684906
              },
              {
                "event_time": -5.0,
                "cohort": 20,
                "estimate": 3.3957612099345007
              },
              {
                "event_time": -4.0,
                "cohort": 20,
                "estimate": 0.5635164597548515
              },
              {
                "event_time": -3.0,
                "cohort": 20,
                "estimate": -1.0380971171458373
              },
              {
                "event_time": -2.0,
                "cohort": 20,
                "estimate": -0.9819183928615379
              },
              {
                "event_time": 0.0,
                "cohort": 20,
                "estimate": 1.1271249037851014
              },
              {
                "event_time": 4.0,
                "cohort": 20,
                "estimate": 0.3549333901900986
              },
              {
                "event_time": -22.0,
                "cohort": 24,
                "estimate": -0.8885469362592522
              },
              {
                "event_time": -21.0,
                "cohort": 24,
                "estimate": -0.9155385545311746
              },
              {
                "event_time": -20.0,
                "cohort": 24,
                "estimate": -1.2370184858145548
              },
              {
                "event_time": -19.0,
                "cohort": 24,
                "estimate": -1.0507813038924976
              },
              {
                "event_time": -18.0,
                "cohort": 24,
                "estimate": -1.0328187296801785
              },
              {
                "event_time": -17.0,
                "cohort": 24,
                "estimate": -0.39679559209431964
              },
              {
                "event_time": -16.0,
                "cohort": 24,
                "estimate": 3.425605233756004
              },
              {
                "event_time": -15.0,
                "cohort": 24,
                "estimate": -0.9743829234736664
              },
              {
                "event_time": -14.0,
                "cohort": 24,
                "estimate": -0.4362842315233442
              },
              {
                "event_time": -13.0,
                "cohort": 24,
                "estimate": -0.09170366925471943
              },
              {
                "event_time": -12.0,
                "cohort": 24,
                "estimate": -0.7103407305309815
              },
              {
                "event_time": -11.0,
                "cohort": 24,
                "estimate": -0.9342127127473862
              },
              {
                "event_time": -10.0,
                "cohort": 24,
                "estimate": -0.7105701417762212
              },
              {
                "event_time": -9.0,
                "cohort": 24,
                "estimate": -1.2307834121204282
              },
              {
                "event_time": -8.0,
                "cohort": 24,
                "estimate": -1.2855608182982405
              },
              {
                "event_time": -7.0,
                "cohort": 24,
                "estimate": -1.120351260870201
              },
              {
                "event_time": -6.0,
                "cohort": 24,
                "estimate": -0.5559921028688172
              },
              {
                "event_time": -5.0,
                "cohort": 24,
                "estimate": -0.9326470782852061
              },
              {
                "event_time": -4.0,
                "cohort": 24,
                "estimate": -0.9912194728857825
              },
              {
                "event_time": -3.0,
                "cohort": 24,
                "estimate": 0.3093569060548442
              },
              {
                "event_time": -2.0,
                "cohort": 24,
                "estimate": -0.12283596585615537
              },
              {
                "event_time": 0.0,
                "cohort": 24,
                "estimate": -1.7838724865677598
              },
              {
                "event_time": -24.0,
                "cohort": 25,
                "estimate": -0.9117439014920289
              },
              {
                "event_time": -23.0,
                "cohort": 25,
                "estimate": -0.543745981639616
              },
              {
                "event_time": -22.0,
                "cohort": 25,
                "estimate": -0.6342288766756705
              },
              {
                "event_time": -21.0,
                "cohort": 25,
                "estimate": -0.8901254438111992
              },
              {
                "event_time": -20.0,
                "cohort": 25,
                "estimate": -0.9246593316572727
              },
              {
                "event_time": -19.0,
                "cohort": 25,
                "estimate": -0.7213094009003483
              },
              {
                "event_time": -18.0,
                "cohort": 25,
                "estimate": -0.8907129676201159
              },
              {
                "event_time": -17.0,
                "cohort": 25,
                "estimate": -0.5106412085229463
              },
              {
                "event_time": -16.0,
                "cohort": 25,
                "estimate": 3.6480011448560146
              },
              {
                "event_time": -15.0,
                "cohort": 25,
                "estimate": -0.770032902105747
              },
              {
                "event_time": -14.0,
                "cohort": 25,
                "estimate": -0.2747968041548615
              },
              {
                "event_time": -13.0,
                "cohort": 25,
                "estimate": 0.0931357067012292
              },
              {
                "event_time": -12.0,
                "cohort": 25,
                "estimate": -0.6618829622931608
              },
              {
                "event_time": -11.0,
                "cohort": 25,
                "estimate": -0.5891274459057352
              },
              {
                "event_time": -10.0,
                "cohort": 25,
                "estimate": -0.4376646666912215
              },
              {
                "event_time": -9.0,
                "cohort": 25,
                "estimate": -0.9013111182784352
              },
              {
                "event_time": -8.0,
                "cohort": 25,
                "estimate": -0.587692876496609
              },
              {
                "event_time": -7.0,
                "cohort": 25,
                "estimate": -0.49715472235206043
              },
              {
                "event_time": -6.0,
                "cohort": 25,
                "estimate": -0.11381974494167688
              },
              {
                "event_time": -5.0,
                "cohort": 25,
                "estimate": -0.06806576508643813
              },
              {
                "event_time": -4.0,
                "cohort": 25,
                "estimate": -0.2508376196254841
              },
              {
                "event_time": -3.0,
                "cohort": 25,
                "estimate": 0.09642066780043457
              },
              {
                "event_time": -2.0,
                "cohort": 25,
                "estimate": 0.11417270063443347
              },
              {
                "event_time": 0.0,
                "cohort": 25,
                "estimate": -0.279686292995309
              },
              {
                "event_time": 1.0,
                "cohort": 25,
                "estimate": -0.18257053969170572
              },
              {
                "event_time": 2.0,
                "cohort": 25,
                "estimate": -0.13696426588352686
              },
              {
                "event_time": 3.0,
                "cohort": 25,
                "estimate": -0.3828493609893237
              },
              {
                "event_time": 4.0,
                "cohort": 25,
                "estimate": -0.7486352920685997
              },
              {
                "event_time": 5.0,
                "cohort": 25,
                "estimate": -0.3409560679097109
              },
              {
                "event_time": -26.0,
                "cohort": 28,
                "estimate": -1.1842745133428214
              },
              {
                "event_time": -25.0,
                "cohort": 28,
                "estimate": -1.095971397261895
              },
              {
                "event_time": -24.0,
                "cohort": 28,
                "estimate": -0.8166277370267898
              },
              {
                "event_time": -23.0,
                "cohort": 28,
                "estimate": -0.8582152594221948
              },
              {
                "event_time": -22.0,
                "cohort": 28,
                "estimate": -0.9794744350924381
              },
              {
                "event_time": -21.0,
                "cohort": 28,
                "estimate": -0.8970701718436104
              },
              {
                "event_time": -20.0,
                "cohort": 28,
                "estimate": -1.1505943022212126
              },
              {
                "event_time": -19.0,
                "cohort": 28,
                "estimate": -1.0331848917081103
              },
              {
                "event_time": -18.0,
                "cohort": 28,
                "estimate": -1.1869256162312376
              },
              {
                "event_time": -17.0,
                "cohort": 28,
                "estimate": -0.7571939944767625
              },
              {
                "event_time": -16.0,
                "cohort": 28,
                "estimate": 3.568759579857716
              },
              {
                "event_time": -15.0,
                "cohort": 28,
                "estimate": -1.010103587406751
              },
              {
                "event_time": -14.0,
                "cohort": 28,
                "estimate": -0.2995757873147529
              },
              {
                "event_time": -13.0,
                "cohort": 28,
                "estimate": 0.030851101782086277
              },
              {
                "event_time": -12.0,
                "cohort": 28,
                "estimate": -1.0008564362881731
              },
              {
                "event_time": -11.0,
                "cohort": 28,
                "estimate": -0.6233985216053689
              },
              {
                "event_time": -10.0,
                "cohort": 28,
                "estimate": -0.5655887267727282
              },
              {
                "event_time": -9.0,
                "cohort": 28,
                "estimate": -1.0033415813777713
              },
              {
                "event_time": -8.0,
                "cohort": 28,
                "estimate": -0.5758450201925631
              },
              {
                "event_time": -7.0,
                "cohort": 28,
                "estimate": -0.867007135549771
              },
              {
                "event_time": -6.0,
                "cohort": 28,
                "estimate": -0.3036043697700602
              },
              {
                "event_time": -5.0,
                "cohort": 28,
                "estimate": -0.4462657509601758
              },
              {
                "event_time": -4.0,
                "cohort": 28,
                "estimate": -0.35939474953055317
              },
              {
                "event_time": -3.0,
                "cohort": 28,
                "estimate": -0.3104369411408018
              },
              {
                "event_time": -2.0,
                "cohort": 28,
                "estimate": 0.04351936594952808
              },
              {
                "event_time": 0.0,
                "cohort": 28,
                "estimate": -0.789877255650402
              },
              {
                "event_time": 1.0,
                "cohort": 28,
                "estimate": -0.7746345274819293
              },
              {
                "event_time": 2.0,
                "cohort": 28,
                "estimate": -0.344426469547214
              },
              {
                "event_time": 3.0,
                "cohort": 28,
                "estimate": -0.5508827554787147
              },
              {
                "event_time": 4.0,
                "cohort": 28,
                "estimate": -0.8309779638530497
              },
              {
                "event_time": 5.0,
                "cohort": 28,
                "estimate": -0.8239353859818023
              },
              {
                "event_time": -16.0,
                "cohort": 33,
                "estimate": 4.313692111700004
              },
              {
                "event_time": -2.0,
                "cohort": 33,
                "estimate": 0.3088733833825058
              },
              {
                "event_time": 0.0,
                "cohort": 33,
                "estimate": 0.5191879837921233
              },
              {
                "event_time": 1.0,
                "cohort": 33,
                "estimate": 0.28944455723941587
              },
              {
                "event_time": 2.0,
                "cohort": 33,
                "estimate": 0.26922801017683995
              },
              {
                "event_time": 3.0,
                "cohort": 33,
                "estimate": -0.4291529607722828
              },
              {
                "event_time": 4.0,
                "cohort": 33,
                "estimate": -0.036967988790286385
              },
              {
                "event_time": 5.0,
                "cohort": 33,
                "estimate": -0.13738030864470707
              }
            ]
          }
        }
      },
      "code_sha256": {
        "replication_engine.py": "cd3acc93d19b09e121e2366dbaaccd6cc5c4f902ca3ac3d3c1c27b3cc1d436f0",
        "reference_f_test.py": "5f044e72270f04daf518d8b9667920b0bdce87bdaa9b134f2625697b9eff1909",
        "sparse_did2s.py": "16f2083b77e2a6a0fd9a4dda23961f99f24def371aa785b956cc08b5c86929f3",
        "frequency.py": "f8b8062ee5e78fff474749beed9c4a3c20ced533b2e327a18f101ff35bca26b2",
        "sparse_models.py": "fd6fc12f18694fa56b8e0a68bec3d72bf57339ae0aecab45d7f13a834468feec"
      }
    },
    "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": "s02-p009",
        "specification_id": "S02-P009",
        "source_specification_id": "AM005-P2587-T2-DEMP-QP-M1",
        "study_id": 2,
        "study": "Do Powerful Politicians Really Cause Corporate Downsizing?",
        "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204",
        "description": "AM005-P2587-T2-DEMP-QP-M1",
        "data": "analyses/full-archive/prepared/S02-P009.parquet",
        "output_dir": "analyses/archive-expanded/fits/S02-P009"
      },
      "options": {
        "output_dir": "analyses/archive-expanded/fits/S02-P009",
        "regression_results": "analyses/archive-expanded/baselines/S02-P009.json",
        "display_window": [
          -10,
          10
        ],
        "timeout_seconds": 3600
      },
      "source": {
        "file": "S02-P009.parquet",
        "bytes": 1459671,
        "sha256": "0333b7e85ed021a4c6a5163940667841842e0309d15f02865f3ef196a8dac18a"
      },
      "regressions": {
        "y__d": {
          "sample": {
            "outcome": "y",
            "treatment": "d",
            "source_rows": 168267,
            "source_sd": 0.3181313377096774,
            "rows": 158933,
            "units": 14681,
            "clusters": 2018,
            "treated_units": 792,
            "never_treated_units": 13889,
            "treated_cohorts": 8,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 158639,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 286,
            "post_adoption_untreated_rows_removed": 6132,
            "units_without_minus_one_removed": 36,
            "additional_rows_removed": 2068
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.08543758521702213,
              "se": 0.040893257759548066,
              "pvalue": 0.0368072975065947,
              "lower": -0.1656350221522489,
              "upper": -0.005240148281795351
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.024149093274566148,
              "se": 0.049449436010379905,
              "pvalue": 0.6253484329284327,
              "lower": -0.12112640061562846,
              "upper": 0.07282821406649617
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.09135880636764052,
              "se": 0.04155857067060034,
              "pvalue": 0.02803993756904423,
              "lower": -0.17286101560885578,
              "upper": -0.009856597126425254
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": -0.02445158515512512,
              "se": 0.013256197082919415,
              "pvalue": 0.06525103447781172,
              "lower": -0.050448854333566724,
              "upper": 0.0015456840233164862
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -31,
                "estimate": -0.3186995184443159,
                "se": 0.0779957287058334,
                "pvalue": 4.558291632447692e-05,
                "lower": -0.471660125566468,
                "upper": -0.16573891132216373
              },
              {
                "event_time": -30,
                "estimate": -0.20356475393937723,
                "se": 0.07660759254743288,
                "pvalue": 0.007940489567095095,
                "lower": -0.3538030305816389,
                "upper": -0.05332647729711554
              },
              {
                "event_time": -29,
                "estimate": -0.31114581801092317,
                "se": 0.07543805024857826,
                "pvalue": 3.8658565927358634e-05,
                "lower": -0.45909045751361083,
                "upper": -0.1632011785082355
              },
              {
                "event_time": -28,
                "estimate": -0.21369540520473376,
                "se": 0.07757376967144577,
                "pvalue": 0.005926668697099447,
                "lower": -0.36582849124141675,
                "upper": -0.06156231916805077
              },
              {
                "event_time": -27,
                "estimate": -0.1229352822101254,
                "se": 0.07534998676429769,
                "pvalue": 0.1029359924674136,
                "lower": -0.270707216819297,
                "upper": 0.0248366523990462
              },
              {
                "event_time": -26,
                "estimate": -0.07950490110200319,
                "se": 0.13658047141767693,
                "pvalue": 0.5605574355022448,
                "lower": -0.3473584384139139,
                "upper": 0.1883486362099075
              },
              {
                "event_time": -25,
                "estimate": -0.10245191360067477,
                "se": 0.11439645864808864,
                "pvalue": 0.37058056237876236,
                "lower": -0.326799477983737,
                "upper": 0.12189565078238743
              },
              {
                "event_time": -24,
                "estimate": -0.30997969006599757,
                "se": 0.1187914124657066,
                "pvalue": 0.009135965305373682,
                "lower": -0.5429463777699293,
                "upper": -0.07701300236206585
              },
              {
                "event_time": -23,
                "estimate": -0.024203352222334436,
                "se": 0.05333797815213794,
                "pvalue": 0.650040796097319,
                "lower": -0.12880663827649644,
                "upper": 0.08039993383182756
              },
              {
                "event_time": -22,
                "estimate": 0.01228786646740328,
                "se": 0.05153968739355938,
                "pvalue": 0.8115829730592219,
                "lower": -0.08878871817914999,
                "upper": 0.11336445111395654
              },
              {
                "event_time": -21,
                "estimate": -0.09147009366376964,
                "se": 0.05116087940363791,
                "pvalue": 0.07394361143608247,
                "lower": -0.19180378249945554,
                "upper": 0.008863595171916261
              },
              {
                "event_time": -20,
                "estimate": -0.10674435096494915,
                "se": 0.05172421857308277,
                "pvalue": 0.03917184292463184,
                "lower": -0.20818282723968784,
                "upper": -0.0053058746902104464
              },
              {
                "event_time": -19,
                "estimate": -0.07536438970622557,
                "se": 0.047561855698655765,
                "pvalue": 0.11322417406533267,
                "lower": -0.1686398862524674,
                "upper": 0.017911106840016247
              },
              {
                "event_time": -18,
                "estimate": 0.07365680604475063,
                "se": 0.057677739062322424,
                "pvalue": 0.20173495444480488,
                "lower": -0.03945736226670035,
                "upper": 0.1867709743562016
              },
              {
                "event_time": -17,
                "estimate": -0.018589681409877764,
                "se": 0.04441654506732375,
                "pvalue": 0.6756038076926348,
                "lower": -0.10569678089464919,
                "upper": 0.06851741807489366
              },
              {
                "event_time": -16,
                "estimate": -0.011847772347073984,
                "se": 0.06074028458890062,
                "pvalue": 0.8453685548053113,
                "lower": -0.13096802369483354,
                "upper": 0.10727247900068557
              },
              {
                "event_time": -15,
                "estimate": 0.014058746740304922,
                "se": 0.05252042436217144,
                "pvalue": 0.7889718489494555,
                "lower": -0.08894120120620325,
                "upper": 0.1170586946868131
              },
              {
                "event_time": -14,
                "estimate": 0.04705858759463283,
                "se": 0.049106462178814085,
                "pvalue": 0.33802774127639784,
                "lower": -0.04924609976615876,
                "upper": 0.14336327495542442
              },
              {
                "event_time": -13,
                "estimate": 0.05313909624592241,
                "se": 0.04421474780701318,
                "pvalue": 0.2295662281985867,
                "lower": -0.033572250394880994,
                "upper": 0.13985044288672582
              },
              {
                "event_time": -12,
                "estimate": 0.11976678358708828,
                "se": 0.05835072918908147,
                "pvalue": 0.040246696276010366,
                "lower": 0.005332786868564823,
                "upper": 0.23420078030561176
              },
              {
                "event_time": -11,
                "estimate": 0.02609356604284508,
                "se": 0.08943288904892638,
                "pvalue": 0.7704947793790184,
                "lower": -0.14929692305952455,
                "upper": 0.2014840551452147
              },
              {
                "event_time": -10,
                "estimate": 0.08988607165622593,
                "se": 0.05201945511798676,
                "pvalue": 0.08415350931221807,
                "lower": -0.012131405057414793,
                "upper": 0.19190354836986667
              },
              {
                "event_time": -9,
                "estimate": 0.03412270802782062,
                "se": 0.050252838283306636,
                "pvalue": 0.49720277018648873,
                "lower": -0.06443018430320538,
                "upper": 0.13267560035884662
              },
              {
                "event_time": -8,
                "estimate": 0.06424831238402222,
                "se": 0.06963591946388291,
                "pvalue": 0.35630947735216484,
                "lower": -0.07231753161081923,
                "upper": 0.20081415637886368
              },
              {
                "event_time": -7,
                "estimate": 0.17071836282719252,
                "se": 0.04799209768080478,
                "pvalue": 0.00038345267773223806,
                "lower": 0.07659910116854105,
                "upper": 0.264837624485844
              },
              {
                "event_time": -6,
                "estimate": 0.1829563597874907,
                "se": 0.05029714408983274,
                "pvalue": 0.0002821986685962337,
                "lower": 0.08431657753085314,
                "upper": 0.28159614204412825
              },
              {
                "event_time": -5,
                "estimate": 0.15167416924047042,
                "se": 0.049851919979876876,
                "pvalue": 0.00237652288118439,
                "lower": 0.0539075341586111,
                "upper": 0.24944080432232973
              },
              {
                "event_time": -4,
                "estimate": 0.049620680509263736,
                "se": 0.05782714810155236,
                "pvalue": 0.39094679300307145,
                "lower": -0.06378649996746033,
                "upper": 0.1630278609859878
              },
              {
                "event_time": -3,
                "estimate": 0.033749258408383734,
                "se": 0.056087505126348816,
                "pvalue": 0.5474247796979876,
                "lower": -0.07624623722253904,
                "upper": 0.1437447540393065
              },
              {
                "event_time": -2,
                "estimate": 0.05416497629702208,
                "se": 0.045280372447462185,
                "pvalue": 0.2317539928454818,
                "lower": -0.03463621032184175,
                "upper": 0.1429661629158859
              },
              {
                "event_time": 0,
                "estimate": -0.12957986856224768,
                "se": 0.12349804972457475,
                "pvalue": 0.2941904885251465,
                "lower": -0.3717769347056896,
                "upper": 0.11261719758119429
              },
              {
                "event_time": 1,
                "estimate": -0.005634663807181347,
                "se": 0.05283399683991627,
                "pvalue": 0.9150784869480476,
                "lower": -0.10924957153890477,
                "upper": 0.09798024392454208
              },
              {
                "event_time": 2,
                "estimate": -0.0420147702022572,
                "se": 0.044283548668643584,
                "pvalue": 0.3428527817204925,
                "lower": -0.12886104502105358,
                "upper": 0.044831504616539196
              },
              {
                "event_time": 3,
                "estimate": 0.01972716170750977,
                "se": 0.06112553417916672,
                "pvalue": 0.7469317175709194,
                "lower": -0.10014861833648024,
                "upper": 0.1396029417514998
              },
              {
                "event_time": 4,
                "estimate": 0.013022385717713992,
                "se": 0.11028276267231868,
                "pvalue": 0.9060146116853303,
                "lower": -0.20325764157824786,
                "upper": 0.22930241301367585
              },
              {
                "event_time": 5,
                "estimate": 0.043601163550500734,
                "se": 0.04347737925605168,
                "pvalue": 0.31605493303653565,
                "lower": -0.041664099527788094,
                "upper": 0.12886642662878955
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -31,
                "estimate": -0.2773448514923687,
                "se": 0.047555077661804945,
                "pvalue": 6.360483942161579e-09,
                "lower": -0.3706070553538828,
                "upper": -0.18408264763085463
              },
              {
                "event_time": -30,
                "estimate": -0.16225820313608655,
                "se": 0.046254084133117025,
                "pvalue": 0.0004614178619556766,
                "lower": -0.25296897548574643,
                "upper": -0.07154743078642668
              },
              {
                "event_time": -29,
                "estimate": -0.26656575393845594,
                "se": 0.04583843546915074,
                "pvalue": 7.019427345551594e-09,
                "lower": -0.35646138072765077,
                "upper": -0.1766701271492611
              },
              {
                "event_time": -28,
                "estimate": -0.17060262258610678,
                "se": 0.047258227144168094,
                "pvalue": 0.00031365684727949764,
                "lower": -0.2632826607809148,
                "upper": -0.07792258439129879
              },
              {
                "event_time": -27,
                "estimate": -0.08050019584860635,
                "se": 0.04557655040579132,
                "pvalue": 0.07750289978748608,
                "lower": -0.16988222915066598,
                "upper": 0.008881837453453278
              },
              {
                "event_time": -26,
                "estimate": -0.054355179944884646,
                "se": 0.1153104081381465,
                "pvalue": 0.6374193872231866,
                "lower": -0.28049512797763987,
                "upper": 0.17178476808787058
              },
              {
                "event_time": -25,
                "estimate": -0.07523973096178238,
                "se": 0.09424660835442843,
                "pvalue": 0.4247740055733773,
                "lower": -0.2600706014760914,
                "upper": 0.10959113955252664
              },
              {
                "event_time": -24,
                "estimate": -0.2846946338498049,
                "se": 0.09399722179261419,
                "pvalue": 0.002486777148962182,
                "lower": -0.4690364221985112,
                "upper": -0.10035284550109863
              },
              {
                "event_time": -23,
                "estimate": -0.04461189958094714,
                "se": 0.023970393015408296,
                "pvalue": 0.06287190804063886,
                "lower": -0.09162121572468135,
                "upper": 0.0023974165627870733
              },
              {
                "event_time": -22,
                "estimate": -0.006660033026173445,
                "se": 0.022194374216588722,
                "pvalue": 0.7641489394432799,
                "lower": -0.050186326211658416,
                "upper": 0.03686626015931152
              },
              {
                "event_time": -21,
                "estimate": -0.10399929750923734,
                "se": 0.02291701683550732,
                "pvalue": 6.011026464218347e-06,
                "lower": -0.14894279463083815,
                "upper": -0.05905580038763652
              },
              {
                "event_time": -20,
                "estimate": -0.12214352770650815,
                "se": 0.02483666802531772,
                "pvalue": 9.456848934435256e-07,
                "lower": -0.17085173113098373,
                "upper": -0.07343532428203257
              },
              {
                "event_time": -19,
                "estimate": -0.09621163301013884,
                "se": 0.021017311785347454,
                "pvalue": 4.986770302853369e-06,
                "lower": -0.13742954101747654,
                "upper": -0.054993725002801135
              },
              {
                "event_time": -18,
                "estimate": 0.04321303071967466,
                "se": 0.036126137975269784,
                "pvalue": 0.23177051314612618,
                "lower": -0.027635413026740586,
                "upper": 0.11406147446608991
              },
              {
                "event_time": -17,
                "estimate": -0.04453287716053242,
                "se": 0.01564949062466904,
                "pvalue": 0.004476941268441236,
                "lower": -0.07522373199092998,
                "upper": -0.013842022330134863
              },
              {
                "event_time": -16,
                "estimate": -0.043508462671367425,
                "se": 0.03880760643356225,
                "pvalue": 0.2623649944768546,
                "lower": -0.11961564366102662,
                "upper": 0.03259871831829176
              },
              {
                "event_time": -15,
                "estimate": -0.015550080713253422,
                "se": 0.029673607964976437,
                "pvalue": 0.6003100961932234,
                "lower": -0.07374420448311128,
                "upper": 0.04264404305660444
              },
              {
                "event_time": -14,
                "estimate": 0.009219710295090531,
                "se": 0.02275627463881135,
                "pvalue": 0.6854100395097296,
                "lower": -0.03540854874354428,
                "upper": 0.053847969333725335
              },
              {
                "event_time": -13,
                "estimate": 0.007952041762663875,
                "se": 0.015579752970509633,
                "pvalue": 0.6098210012024715,
                "lower": -0.022602047707674933,
                "upper": 0.038506131233002686
              },
              {
                "event_time": -12,
                "estimate": 0.062415424388260816,
                "se": 0.03275844454117268,
                "pvalue": 0.05688014265139453,
                "lower": -0.0018284983051669243,
                "upper": 0.12665934708168855
              },
              {
                "event_time": -11,
                "estimate": -0.025316703895771082,
                "se": 0.06499159535531594,
                "pvalue": 0.6969192413057044,
                "lower": -0.1527743743135982,
                "upper": 0.10214096652205602
              },
              {
                "event_time": -10,
                "estimate": 0.03341129325566555,
                "se": 0.031977075988794235,
                "pvalue": 0.29621684783198654,
                "lower": -0.029300255676517672,
                "upper": 0.09612284218784878
              },
              {
                "event_time": -9,
                "estimate": -0.01689677653548775,
                "se": 0.026413668375569337,
                "pvalue": 0.5224414643391113,
                "lower": -0.06869769971537594,
                "upper": 0.03490414664440043
              },
              {
                "event_time": -8,
                "estimate": 0.008470227170488068,
                "se": 0.04656161590188539,
                "pvalue": 0.8556682041598226,
                "lower": -0.08284365828344926,
                "upper": 0.0997841126244254
              },
              {
                "event_time": -7,
                "estimate": 0.11204987693050361,
                "se": 0.03162392223817483,
                "pvalue": 0.0004042911574380868,
                "lower": 0.050030912233361556,
                "upper": 0.17406884162764566
              },
              {
                "event_time": -6,
                "estimate": 0.11089069363405095,
                "se": 0.030954987123225097,
                "pvalue": 0.00034862601701049023,
                "lower": 0.05018360489480844,
                "upper": 0.17159778237329346
              },
              {
                "event_time": -5,
                "estimate": 0.08480164457517948,
                "se": 0.030794591577745615,
                "pvalue": 0.005943908771263676,
                "lower": 0.02440911408705304,
                "upper": 0.14519417506330592
              },
              {
                "event_time": -4,
                "estimate": -0.017916756418942557,
                "se": 0.04527129492638003,
                "pvalue": 0.6923208685490865,
                "lower": -0.10670014074069435,
                "upper": 0.07086662790280925
              },
              {
                "event_time": -3,
                "estimate": -0.038238518227493114,
                "se": 0.050435682795800546,
                "pvalue": 0.4484413925694393,
                "lower": -0.13714999439514824,
                "upper": 0.06067295794016201
              },
              {
                "event_time": -2,
                "estimate": -0.0333684657115615,
                "se": 0.026801516861379406,
                "pvalue": 0.21326846150474968,
                "lower": -0.08593001438781073,
                "upper": 0.019193082964687733
              },
              {
                "event_time": -1,
                "estimate": -0.07608518596248696,
                "se": 0.04485288519257581,
                "pvalue": 0.08997816709040264,
                "lower": -0.1640480098770158,
                "upper": 0.011877637952041845
              },
              {
                "event_time": 0,
                "estimate": -0.21107687573975614,
                "se": 0.1506641819700041,
                "pvalue": 0.16137513505478743,
                "lower": -0.5065505526716394,
                "upper": 0.08439680119212717
              },
              {
                "event_time": 1,
                "estimate": -0.08600318100439285,
                "se": 0.06314776945669312,
                "pvalue": 0.17337036519588767,
                "lower": -0.2098448491928594,
                "upper": 0.03783848718407369
              },
              {
                "event_time": 2,
                "estimate": -0.11055974628754862,
                "se": 0.02460249252970923,
                "pvalue": 7.391193367568517e-06,
                "lower": -0.15880869858922872,
                "upper": -0.06231079398586853
              },
              {
                "event_time": 3,
                "estimate": -0.03420882281195632,
                "se": 0.04250402071029074,
                "pvalue": 0.4210084105889604,
                "lower": -0.11756519271650917,
                "upper": 0.04914754709259653
              },
              {
                "event_time": 4,
                "estimate": -0.04899420380855881,
                "se": 0.09718307800889736,
                "pvalue": 0.6142156993063189,
                "lower": -0.2395839048203352,
                "upper": 0.14159549720321757
              },
              {
                "event_time": 5,
                "estimate": -0.003056177981218323,
                "se": 0.03606895096293172,
                "pvalue": 0.9324832249002543,
                "lower": -0.07379246994353109,
                "upper": 0.06768011398109444
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -31,
                "estimate": 0.13622468881839422,
                "se": 0.09665997043182531,
                "pvalue": 0.15889515176519423,
                "lower": -0.053339124572267416,
                "upper": 0.32578850220905586
              },
              {
                "event_time": -30,
                "estimate": 0.25006814170076846,
                "se": 0.09549272303214905,
                "pvalue": 0.008892275479767661,
                "lower": 0.06279346482923112,
                "upper": 0.43734281857230584
              },
              {
                "event_time": -29,
                "estimate": 0.1488020351105983,
                "se": 0.09463624098406732,
                "pvalue": 0.1160244264526925,
                "lower": -0.036792959857357976,
                "upper": 0.3343970300785546
              },
              {
                "event_time": -28,
                "estimate": 0.24516124735882736,
                "se": 0.0962701244585062,
                "pvalue": 0.010951622483756767,
                "lower": 0.05636197681881233,
                "upper": 0.4339605178988424
              },
              {
                "event_time": -27,
                "estimate": 0.33516714265356584,
                "se": 0.09454522531079798,
                "pvalue": 0.00040148804080231517,
                "lower": 0.1497506422374512,
                "upper": 0.5205836430696805
              },
              {
                "event_time": -26,
                "estimate": -0.18277987826893685,
                "se": 0.10079012890617017,
                "pvalue": 0.06990791785076036,
                "lower": -0.380443514024605,
                "upper": 0.01488375748673132
              },
              {
                "event_time": -25,
                "estimate": -0.20609911670868278,
                "se": 0.10016990593450283,
                "pvalue": 0.0397668853249451,
                "lower": -0.4025464078789295,
                "upper": -0.009651825538436076
              },
              {
                "event_time": -24,
                "estimate": -0.4017557184734999,
                "se": 0.06387794296534785,
                "pvalue": 3.895957496029315e-10,
                "lower": -0.5270293597333326,
                "upper": -0.27648207721366713
              },
              {
                "event_time": -23,
                "estimate": -0.10398149309831536,
                "se": 0.038206392265525316,
                "pvalue": 0.006553056676263941,
                "lower": -0.17890960844323633,
                "upper": -0.02905337775339438
              },
              {
                "event_time": -22,
                "estimate": -0.07354009782108298,
                "se": 0.033739025783828,
                "pvalue": 0.029396897785804506,
                "lower": -0.1397070784139356,
                "upper": -0.007373117228230364
              },
              {
                "event_time": -21,
                "estimate": -0.1695902799708594,
                "se": 0.030693189610440142,
                "pvalue": 3.714392770054867e-08,
                "lower": -0.22978394692197185,
                "upper": -0.10939661301974696
              },
              {
                "event_time": -20,
                "estimate": -0.18580445779349536,
                "se": 0.03547667390028207,
                "pvalue": 1.7984592640648095e-07,
                "lower": -0.25537921103323136,
                "upper": -0.11622970455375933
              },
              {
                "event_time": -19,
                "estimate": -0.15406146348927602,
                "se": 0.02908800162942078,
                "pvalue": 1.30986024371744e-07,
                "lower": -0.2111071307717407,
                "upper": -0.09701579620681132
              },
              {
                "event_time": -18,
                "estimate": 0.012581628352936969,
                "se": 0.02912056156816311,
                "pvalue": 0.6657490163715356,
                "lower": -0.044527893554396625,
                "upper": 0.06969115026027056
              },
              {
                "event_time": -17,
                "estimate": -0.05560872038684174,
                "se": 0.026050431590727268,
                "pvalue": 0.032909318660533864,
                "lower": -0.10669728508171475,
                "upper": -0.004520155691968723
              },
              {
                "event_time": -16,
                "estimate": -0.05023117634417247,
                "se": 0.02433772958061177,
                "pvalue": 0.03915274532563275,
                "lower": -0.09796089121952962,
                "upper": -0.0025014614688153164
              },
              {
                "event_time": -15,
                "estimate": -0.008415780412168969,
                "se": 0.02407955517225204,
                "pvalue": 0.7267512079051586,
                "lower": -0.05563917891736888,
                "upper": 0.03880761809303094
              },
              {
                "event_time": -14,
                "estimate": 0.031251861860938736,
                "se": 0.023981008286819892,
                "pvalue": 0.1926579102233311,
                "lower": -0.015778272324845036,
                "upper": 0.07828199604672251
              },
              {
                "event_time": -13,
                "estimate": 0.04011378812853318,
                "se": 0.024128275720953198,
                "pvalue": 0.0965635401416233,
                "lower": -0.0072051582333546305,
                "upper": 0.087432734490421
              },
              {
                "event_time": -12,
                "estimate": 0.11171324559742317,
                "se": 0.024699448931529755,
                "pvalue": 6.454088379662589e-06,
                "lower": 0.06327414813865657,
                "upper": 0.16015234305618975
              },
              {
                "event_time": -11,
                "estimate": 0.018673320268924615,
                "se": 0.02483472041887915,
                "pvalue": 0.45219665069974513,
                "lower": -0.030031063625068685,
                "upper": 0.06737770416291791
              },
              {
                "event_time": -10,
                "estimate": 0.08164717565473414,
                "se": 0.026672657129425976,
                "pvalue": 0.0022344765526999006,
                "lower": 0.029338339058495526,
                "upper": 0.13395601225097276
              },
              {
                "event_time": -9,
                "estimate": 0.02491910851186528,
                "se": 0.025261974084897013,
                "pvalue": 0.3240416380471566,
                "lower": -0.024623179985798577,
                "upper": 0.07446139700952914
              },
              {
                "event_time": -8,
                "estimate": 0.0586727723850913,
                "se": 0.02471522483273424,
                "pvalue": 0.017691951454690758,
                "lower": 0.010202736162546522,
                "upper": 0.10714280860763607
              },
              {
                "event_time": -7,
                "estimate": 0.1635060628533561,
                "se": 0.01974842397865744,
                "pvalue": 2.223813129265221e-16,
                "lower": 0.124776622516001,
                "upper": 0.20223550319071118
              },
              {
                "event_time": -6,
                "estimate": 0.1681800211363244,
                "se": 0.024319412752265443,
                "pvalue": 6.236502649749811e-12,
                "lower": 0.1204862281406765,
                "upper": 0.21587381413197232
              },
              {
                "event_time": -5,
                "estimate": 0.14414546330817174,
                "se": 0.023673608519623655,
                "pvalue": 1.3577266780785237e-09,
                "lower": 0.09771818335299443,
                "upper": 0.19057274326334905
              },
              {
                "event_time": -4,
                "estimate": 0.04864954417404508,
                "se": 0.0218702218473106,
                "pvalue": 0.02622746189364296,
                "lower": 0.005758959430901489,
                "upper": 0.09154012891718867
              },
              {
                "event_time": -3,
                "estimate": 0.031996801904923024,
                "se": 0.02056528156153723,
                "pvalue": 0.11989707932747383,
                "lower": -0.008334611179951025,
                "upper": 0.07232821498979708
              },
              {
                "event_time": -2,
                "estimate": 0.05298930360217826,
                "se": 0.01801147547646582,
                "pvalue": 0.003298453852444076,
                "lower": 0.01766626386962028,
                "upper": 0.08831234333473624
              },
              {
                "event_time": 0,
                "estimate": -0.13219927720877842,
                "se": 0.0166739944535259,
                "pvalue": 3.6398450512664786e-15,
                "lower": -0.16489932831519197,
                "upper": -0.09949922610236486
              },
              {
                "event_time": 1,
                "estimate": -0.007808330080758292,
                "se": 0.01744585137501318,
                "pvalue": 0.654507881196398,
                "lower": -0.042022101300838784,
                "upper": 0.0264054411393222
              },
              {
                "event_time": 2,
                "estimate": -0.042199690794714736,
                "se": 0.01744590588265204,
                "pvalue": 0.01565602856050992,
                "lower": -0.07641356891195064,
                "upper": -0.007985812677478839
              },
              {
                "event_time": 3,
                "estimate": 0.020598238659890716,
                "se": 0.018650949689211094,
                "pvalue": 0.26954837306234475,
                "lower": -0.015978900052745923,
                "upper": 0.057175377372527356
              },
              {
                "event_time": 4,
                "estimate": 0.01200520938139288,
                "se": 0.020783290767175614,
                "pvalue": 0.5635733168124281,
                "lower": -0.02875375045515568,
                "upper": 0.052764169217941435
              },
              {
                "event_time": 5,
                "estimate": 0.04865986811906401,
                "se": 0.02086476189834974,
                "pvalue": 0.01979047195209666,
                "lower": 0.0077411319217569816,
                "upper": 0.08957860431637105
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0
            ],
            "weights": [
              0.20758638607430502,
              0.18472330475448168,
              0.16939464796050924,
              0.1558846453624318,
              0.1465315666406859,
              0.13587944920758638
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 1.3877787807814457e-17,
            "package_aggregate_vs_estimable_cell_weights": 2.7755575615628914e-17,
            "saturated_vs_deviations_relative_rss_difference": 2.9534156907009315e-11
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "F": 1.253099602797619,
            "df_num": 26,
            "df_den": 144036,
            "pvalue": 0.17464635282314106,
            "log10_pvalue": -0.757840479395491,
            "inference": "Homoskedastic nested-model F",
            "observations": 158933,
            "design_columns": 176,
            "restricted_design_columns": 150,
            "fixed_effect_rank": 14721,
            "covariance_rank": 26,
            "rss_unrestricted": 123260.97502256309,
            "rss_restricted": 123288.85635257691,
            "test_horizon": null,
            "reference_cohort": 3,
            "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.-31.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-30.0]",
                "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]"
              ],
              "data": [
                [
                  -4.078271317269437e-06,
                  -4.088767869652299e-06,
                  -4.505505143285e-06,
                  -4.712841826748393e-06,
                  -5.03532585073542e-06,
                  -1.7590611430607248e-05
                ],
                [
                  -2.747798904257305e-06,
                  -2.7626692462244555e-06,
                  -3.153683995234479e-06,
                  -3.2847041287333957e-06,
                  -3.506613277334991e-06,
                  -1.201645281891921e-05
                ],
                [
                  -1.5266182456917919e-06,
                  -1.543340969538012e-06,
                  -1.864152626206384e-06,
                  -1.972217236715994e-06,
                  -2.1155112423680953e-06,
                  -6.9123780911460195e-06
                ],
                [
                  -6.673649907463753e-07,
                  -6.77355151464401e-07,
                  -9.210866266801626e-07,
                  -1.0404453519698981e-06,
                  -1.1249890436930595e-06,
                  -3.2667261165021862e-06
                ],
                [
                  2.5204395719800058e-08,
                  -1.0265041002695305e-08,
                  -2.096525564360571e-07,
                  -3.1997406913733174e-07,
                  -3.8501628616149373e-07,
                  -4.34073074232132e-07
                ]
              ]
            },
            "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_17,ref=-1.0)+i(rel_time,cohort_dummy_19,ref=-1.0)+i(rel_time,cohort_dummy_20,ref=-1.0)+i(rel_time,cohort_dummy_24,ref=-1.0)+i(rel_time,cohort_dummy_25,ref=-1.0)+i(rel_time,cohort_dummy_28,ref=-1.0)+i(rel_time,cohort_dummy_33,ref=-1.0)|unit_fe+time_fe",
            "restriction_names": [
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_17",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_17",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_17",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_17",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_17",
              "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.4.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_25",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_25",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_25",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_25",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_25",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_28",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_28",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_28",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_28",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_28",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_33",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_33",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_33",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_33",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_33"
            ],
            "deviations": [
              {
                "event_time": -16.0,
                "cohort": 17,
                "estimate": 3.805820994684279
              },
              {
                "event_time": -15.0,
                "cohort": 17,
                "estimate": -0.5986748097399779
              },
              {
                "event_time": -14.0,
                "cohort": 17,
                "estimate": 0.007693395437162354
              },
              {
                "event_time": -13.0,
                "cohort": 17,
                "estimate": 0.3053294301681614
              },
              {
                "event_time": -12.0,
                "cohort": 17,
                "estimate": -0.4006430519201094
              },
              {
                "event_time": -11.0,
                "cohort": 17,
                "estimate": -0.2807147358005716
              },
              {
                "event_time": -10.0,
                "cohort": 17,
                "estimate": -0.1758571940229534
              },
              {
                "event_time": -9.0,
                "cohort": 17,
                "estimate": -0.7081493157707299
              },
              {
                "event_time": -8.0,
                "cohort": 17,
                "estimate": -0.11465558003481838
              },
              {
                "event_time": -7.0,
                "cohort": 17,
                "estimate": -0.1677443297621471
              },
              {
                "event_time": -6.0,
                "cohort": 17,
                "estimate": 0.1532517420770027
              },
              {
                "event_time": -5.0,
                "cohort": 17,
                "estimate": -0.0531899429120833
              },
              {
                "event_time": -4.0,
                "cohort": 17,
                "estimate": 0.12883233805677352
              },
              {
                "event_time": -3.0,
                "cohort": 17,
                "estimate": 0.363576904875236
              },
              {
                "event_time": -2.0,
                "cohort": 17,
                "estimate": 0.47406446453872503
              },
              {
                "event_time": 0.0,
                "cohort": 17,
                "estimate": -0.07712552434345665
              },
              {
                "event_time": 1.0,
                "cohort": 17,
                "estimate": 0.2382491835609709
              },
              {
                "event_time": 2.0,
                "cohort": 17,
                "estimate": 0.24797307612417513
              },
              {
                "event_time": 3.0,
                "cohort": 17,
                "estimate": -0.1405824302756319
              },
              {
                "event_time": 4.0,
                "cohort": 17,
                "estimate": -0.39965835974373776
              },
              {
                "event_time": 5.0,
                "cohort": 17,
                "estimate": -0.06507528214066668
              },
              {
                "event_time": -18.0,
                "cohort": 19,
                "estimate": -0.3983449362375072
              },
              {
                "event_time": -17.0,
                "cohort": 19,
                "estimate": -0.4019048641439076
              },
              {
                "event_time": -16.0,
                "cohort": 19,
                "estimate": 3.6386140104286295
              },
              {
                "event_time": -15.0,
                "cohort": 19,
                "estimate": -0.5216996789443868
              },
              {
                "event_time": -14.0,
                "cohort": 19,
                "estimate": -0.05373313811598446
              },
              {
                "event_time": -13.0,
                "cohort": 19,
                "estimate": 0.2573196715799557
              },
              {
                "event_time": -12.0,
                "cohort": 19,
                "estimate": -0.4080365245449421
              },
              {
                "event_time": -11.0,
                "cohort": 19,
                "estimate": -0.21234360440458236
              },
              {
                "event_time": -10.0,
                "cohort": 19,
                "estimate": -0.3883709077338575
              },
              {
                "event_time": -9.0,
                "cohort": 19,
                "estimate": -0.6812072213111542
              },
              {
                "event_time": -8.0,
                "cohort": 19,
                "estimate": -0.28370859898719525
              },
              {
                "event_time": -7.0,
                "cohort": 19,
                "estimate": -0.428754018459759
              },
              {
                "event_time": -6.0,
                "cohort": 19,
                "estimate": 0.10470449095202022
              },
              {
                "event_time": -5.0,
                "cohort": 19,
                "estimate": 0.13008510177728205
              },
              {
                "event_time": -4.0,
                "cohort": 19,
                "estimate": -0.24781448437842013
              },
              {
                "event_time": -3.0,
                "cohort": 19,
                "estimate": 0.09516787261942378
              },
              {
                "event_time": -2.0,
                "cohort": 19,
                "estimate": 0.2636400786629616
              },
              {
                "event_time": 0.0,
                "cohort": 19,
                "estimate": -0.5553636309691015
              },
              {
                "event_time": 1.0,
                "cohort": 19,
                "estimate": -0.1726398156271355
              },
              {
                "event_time": 2.0,
                "cohort": 19,
                "estimate": 0.03644785052083327
              },
              {
                "event_time": 3.0,
                "cohort": 19,
                "estimate": -0.11732898085036503
              },
              {
                "event_time": 4.0,
                "cohort": 19,
                "estimate": -0.31213539294965054
              },
              {
                "event_time": 5.0,
                "cohort": 19,
                "estimate": -0.2602366499684906
              },
              {
                "event_time": -5.0,
                "cohort": 20,
                "estimate": 3.3957612099345007
              },
              {
                "event_time": -4.0,
                "cohort": 20,
                "estimate": 0.5635164597548515
              },
              {
                "event_time": -3.0,
                "cohort": 20,
                "estimate": -1.0380971171458373
              },
              {
                "event_time": -2.0,
                "cohort": 20,
                "estimate": -0.9819183928615379
              },
              {
                "event_time": 0.0,
                "cohort": 20,
                "estimate": 1.1271249037851014
              },
              {
                "event_time": 4.0,
                "cohort": 20,
                "estimate": 0.3549333901900986
              },
              {
                "event_time": -22.0,
                "cohort": 24,
                "estimate": -0.8885469362592522
              },
              {
                "event_time": -21.0,
                "cohort": 24,
                "estimate": -0.9155385545311746
              },
              {
                "event_time": -20.0,
                "cohort": 24,
                "estimate": -1.2370184858145548
              },
              {
                "event_time": -19.0,
                "cohort": 24,
                "estimate": -1.0507813038924976
              },
              {
                "event_time": -18.0,
                "cohort": 24,
                "estimate": -1.0328187296801785
              },
              {
                "event_time": -17.0,
                "cohort": 24,
                "estimate": -0.39679559209431964
              },
              {
                "event_time": -16.0,
                "cohort": 24,
                "estimate": 3.425605233756004
              },
              {
                "event_time": -15.0,
                "cohort": 24,
                "estimate": -0.9743829234736664
              },
              {
                "event_time": -14.0,
                "cohort": 24,
                "estimate": -0.4362842315233442
              },
              {
                "event_time": -13.0,
                "cohort": 24,
                "estimate": -0.09170366925471943
              },
              {
                "event_time": -12.0,
                "cohort": 24,
                "estimate": -0.7103407305309815
              },
              {
                "event_time": -11.0,
                "cohort": 24,
                "estimate": -0.9342127127473862
              },
              {
                "event_time": -10.0,
                "cohort": 24,
                "estimate": -0.7105701417762212
              },
              {
                "event_time": -9.0,
                "cohort": 24,
                "estimate": -1.2307834121204282
              },
              {
                "event_time": -8.0,
                "cohort": 24,
                "estimate": -1.2855608182982405
              },
              {
                "event_time": -7.0,
                "cohort": 24,
                "estimate": -1.120351260870201
              },
              {
                "event_time": -6.0,
                "cohort": 24,
                "estimate": -0.5559921028688172
              },
              {
                "event_time": -5.0,
                "cohort": 24,
                "estimate": -0.9326470782852061
              },
              {
                "event_time": -4.0,
                "cohort": 24,
                "estimate": -0.9912194728857825
              },
              {
                "event_time": -3.0,
                "cohort": 24,
                "estimate": 0.3093569060548442
              },
              {
                "event_time": -2.0,
                "cohort": 24,
                "estimate": -0.12283596585615537
              },
              {
                "event_time": 0.0,
                "cohort": 24,
                "estimate": -1.7838724865677598
              },
              {
                "event_time": -24.0,
                "cohort": 25,
                "estimate": -0.9117439014920289
              },
              {
                "event_time": -23.0,
                "cohort": 25,
                "estimate": -0.543745981639616
              },
              {
                "event_time": -22.0,
                "cohort": 25,
                "estimate": -0.6342288766756705
              },
              {
                "event_time": -21.0,
                "cohort": 25,
                "estimate": -0.8901254438111992
              },
              {
                "event_time": -20.0,
                "cohort": 25,
                "estimate": -0.9246593316572727
              },
              {
                "event_time": -19.0,
                "cohort": 25,
                "estimate": -0.7213094009003483
              },
              {
                "event_time": -18.0,
                "cohort": 25,
                "estimate": -0.8907129676201159
              },
              {
                "event_time": -17.0,
                "cohort": 25,
                "estimate": -0.5106412085229463
              },
              {
                "event_time": -16.0,
                "cohort": 25,
                "estimate": 3.6480011448560146
              },
              {
                "event_time": -15.0,
                "cohort": 25,
                "estimate": -0.770032902105747
              },
              {
                "event_time": -14.0,
                "cohort": 25,
                "estimate": -0.2747968041548615
              },
              {
                "event_time": -13.0,
                "cohort": 25,
                "estimate": 0.0931357067012292
              },
              {
                "event_time": -12.0,
                "cohort": 25,
                "estimate": -0.6618829622931608
              },
              {
                "event_time": -11.0,
                "cohort": 25,
                "estimate": -0.5891274459057352
              },
              {
                "event_time": -10.0,
                "cohort": 25,
                "estimate": -0.4376646666912215
              },
              {
                "event_time": -9.0,
                "cohort": 25,
                "estimate": -0.9013111182784352
              },
              {
                "event_time": -8.0,
                "cohort": 25,
                "estimate": -0.587692876496609
              },
              {
                "event_time": -7.0,
                "cohort": 25,
                "estimate": -0.49715472235206043
              },
              {
                "event_time": -6.0,
                "cohort": 25,
                "estimate": -0.11381974494167688
              },
              {
                "event_time": -5.0,
                "cohort": 25,
                "estimate": -0.06806576508643813
              },
              {
                "event_time": -4.0,
                "cohort": 25,
                "estimate": -0.2508376196254841
              },
              {
                "event_time": -3.0,
                "cohort": 25,
                "estimate": 0.09642066780043457
              },
              {
                "event_time": -2.0,
                "cohort": 25,
                "estimate": 0.11417270063443347
              },
              {
                "event_time": 0.0,
                "cohort": 25,
                "estimate": -0.279686292995309
              },
              {
                "event_time": 1.0,
                "cohort": 25,
                "estimate": -0.18257053969170572
              },
              {
                "event_time": 2.0,
                "cohort": 25,
                "estimate": -0.13696426588352686
              },
              {
                "event_time": 3.0,
                "cohort": 25,
                "estimate": -0.3828493609893237
              },
              {
                "event_time": 4.0,
                "cohort": 25,
                "estimate": -0.7486352920685997
              },
              {
                "event_time": 5.0,
                "cohort": 25,
                "estimate": -0.3409560679097109
              },
              {
                "event_time": -26.0,
                "cohort": 28,
                "estimate": -1.1842745133428214
              },
              {
                "event_time": -25.0,
                "cohort": 28,
                "estimate": -1.095971397261895
              },
              {
                "event_time": -24.0,
                "cohort": 28,
                "estimate": -0.8166277370267898
              },
              {
                "event_time": -23.0,
                "cohort": 28,
                "estimate": -0.8582152594221948
              },
              {
                "event_time": -22.0,
                "cohort": 28,
                "estimate": -0.9794744350924381
              },
              {
                "event_time": -21.0,
                "cohort": 28,
                "estimate": -0.8970701718436104
              },
              {
                "event_time": -20.0,
                "cohort": 28,
                "estimate": -1.1505943022212126
              },
              {
                "event_time": -19.0,
                "cohort": 28,
                "estimate": -1.0331848917081103
              },
              {
                "event_time": -18.0,
                "cohort": 28,
                "estimate": -1.1869256162312376
              },
              {
                "event_time": -17.0,
                "cohort": 28,
                "estimate": -0.7571939944767625
              },
              {
                "event_time": -16.0,
                "cohort": 28,
                "estimate": 3.568759579857716
              },
              {
                "event_time": -15.0,
                "cohort": 28,
                "estimate": -1.010103587406751
              },
              {
                "event_time": -14.0,
                "cohort": 28,
                "estimate": -0.2995757873147529
              },
              {
                "event_time": -13.0,
                "cohort": 28,
                "estimate": 0.030851101782086277
              },
              {
                "event_time": -12.0,
                "cohort": 28,
                "estimate": -1.0008564362881731
              },
              {
                "event_time": -11.0,
                "cohort": 28,
                "estimate": -0.6233985216053689
              },
              {
                "event_time": -10.0,
                "cohort": 28,
                "estimate": -0.5655887267727282
              },
              {
                "event_time": -9.0,
                "cohort": 28,
                "estimate": -1.0033415813777713
              },
              {
                "event_time": -8.0,
                "cohort": 28,
                "estimate": -0.5758450201925631
              },
              {
                "event_time": -7.0,
                "cohort": 28,
                "estimate": -0.867007135549771
              },
              {
                "event_time": -6.0,
                "cohort": 28,
                "estimate": -0.3036043697700602
              },
              {
                "event_time": -5.0,
                "cohort": 28,
                "estimate": -0.4462657509601758
              },
              {
                "event_time": -4.0,
                "cohort": 28,
                "estimate": -0.35939474953055317
              },
              {
                "event_time": -3.0,
                "cohort": 28,
                "estimate": -0.3104369411408018
              },
              {
                "event_time": -2.0,
                "cohort": 28,
                "estimate": 0.04351936594952808
              },
              {
                "event_time": 0.0,
                "cohort": 28,
                "estimate": -0.789877255650402
              },
              {
                "event_time": 1.0,
                "cohort": 28,
                "estimate": -0.7746345274819293
              },
              {
                "event_time": 2.0,
                "cohort": 28,
                "estimate": -0.344426469547214
              },
              {
                "event_time": 3.0,
                "cohort": 28,
                "estimate": -0.5508827554787147
              },
              {
                "event_time": 4.0,
                "cohort": 28,
                "estimate": -0.8309779638530497
              },
              {
                "event_time": 5.0,
                "cohort": 28,
                "estimate": -0.8239353859818023
              },
              {
                "event_time": -16.0,
                "cohort": 33,
                "estimate": 4.313692111700004
              },
              {
                "event_time": -2.0,
                "cohort": 33,
                "estimate": 0.3088733833825058
              },
              {
                "event_time": 0.0,
                "cohort": 33,
                "estimate": 0.5191879837921233
              },
              {
                "event_time": 1.0,
                "cohort": 33,
                "estimate": 0.28944455723941587
              },
              {
                "event_time": 2.0,
                "cohort": 33,
                "estimate": 0.26922801017683995
              },
              {
                "event_time": 3.0,
                "cohort": 33,
                "estimate": -0.4291529607722828
              },
              {
                "event_time": 4.0,
                "cohort": 33,
                "estimate": -0.036967988790286385
              },
              {
                "event_time": 5.0,
                "cohort": 33,
                "estimate": -0.13738030864470707
              }
            ]
          }
        }
      },
      "alternative_models": {
        "y__d": [
          {
            "method": "CS-DID",
            "estimate": -0.11233680961787894,
            "se": 0.019237292098996536,
            "lower": -0.15004120929198908,
            "upper": -0.0746324099437688,
            "event_study": [
              {
                "event_time": -31,
                "estimate": 0.28086063326359706,
                "se": 0.03508961404417539,
                "lower": 0.21208625350560242,
                "upper": 0.3496350130215917,
                "n": 0.0,
                "relative_to_minus_one": 0.28086063326359706
              },
              {
                "event_time": -30,
                "estimate": 0.38634941086068353,
                "se": 0.033773505318609065,
                "lower": 0.3201545568045378,
                "upper": 0.45254426491682925,
                "n": 0.0,
                "relative_to_minus_one": 0.38634941086068353
              },
              {
                "event_time": -29,
                "estimate": 0.2759978288773379,
                "se": 0.03278735975872345,
                "lower": 0.2117357846020821,
                "upper": 0.34025987315259376,
                "n": 0.0,
                "relative_to_minus_one": 0.2759978288773379
              },
              {
                "event_time": -28,
                "estimate": 0.3562750880550105,
                "se": 0.03787497900533198,
                "lower": 0.28204149328934913,
                "upper": 0.4305086828206719,
                "n": 0.0,
                "relative_to_minus_one": 0.3562750880550105
              },
              {
                "event_time": -27,
                "estimate": 0.4273949663776434,
                "se": 0.03279481246261287,
                "lower": 0.36311831507117687,
                "upper": 0.49167161768410994,
                "n": 0.0,
                "relative_to_minus_one": 0.4273949663776434
              },
              {
                "event_time": -26,
                "estimate": -0.23093921910349327,
                "se": 0.054679358821980634,
                "lower": -0.3381087930923178,
                "upper": -0.12376964511466876,
                "n": 0.0,
                "relative_to_minus_one": -0.23093921910349327
              },
              {
                "event_time": -25,
                "estimate": -0.2544813230775679,
                "se": 0.05138788508318222,
                "lower": -0.3551997270822881,
                "upper": -0.15376291907284764,
                "n": 0.0,
                "relative_to_minus_one": -0.2544813230775679
              },
              {
                "event_time": -24,
                "estimate": -0.37380311317839765,
                "se": 0.06448495061215753,
                "lower": -0.5001912939230705,
                "upper": -0.24741493243372478,
                "n": 0.0,
                "relative_to_minus_one": -0.37380311317839765
              },
              {
                "event_time": -23,
                "estimate": -0.029882636100099773,
                "se": 0.03047342668516116,
                "lower": -0.08960945488853744,
                "upper": 0.029844182688337904,
                "n": 0.0,
                "relative_to_minus_one": -0.029882636100099773
              },
              {
                "event_time": -22,
                "estimate": -0.007347474903951082,
                "se": 0.029213953417664862,
                "lower": -0.06460577144860503,
                "upper": 0.049910821640702874,
                "n": 0.0,
                "relative_to_minus_one": -0.007347474903951082
              },
              {
                "event_time": -21,
                "estimate": -0.09585363633837422,
                "se": 0.028774625577987992,
                "lower": -0.15225086613985572,
                "upper": -0.039456406536892724,
                "n": 0.0,
                "relative_to_minus_one": -0.09585363633837422
              },
              {
                "event_time": -20,
                "estimate": -0.11675993061362576,
                "se": 0.035092334266405636,
                "lower": -0.18553964190922162,
                "upper": -0.0479802193180299,
                "n": 0.0,
                "relative_to_minus_one": -0.11675993061362576
              },
              {
                "event_time": -19,
                "estimate": -0.1054810275866088,
                "se": 0.0272514826807595,
                "lower": -0.15889295216621446,
                "upper": -0.052069103007003126,
                "n": 0.0,
                "relative_to_minus_one": -0.1054810275866088
              },
              {
                "event_time": -18,
                "estimate": 0.17683738133392476,
                "se": 0.041227841942551795,
                "lower": 0.09603229596621339,
                "upper": 0.25764246670163615,
                "n": 0.0,
                "relative_to_minus_one": 0.17683738133392476
              },
              {
                "event_time": -17,
                "estimate": 0.004254821407584061,
                "se": 0.01906498262659129,
                "lower": -0.03311185790641671,
                "upper": 0.04162150072158483,
                "n": 0.0,
                "relative_to_minus_one": 0.004254821407584061
              },
              {
                "event_time": -16,
                "estimate": -0.005755997028201247,
                "se": 0.018637817180730293,
                "lower": -0.042285447452874464,
                "upper": 0.030773453396471973,
                "n": 0.0,
                "relative_to_minus_one": -0.005755997028201247
              },
              {
                "event_time": -15,
                "estimate": 0.05317083403656556,
                "se": 0.022704597493831497,
                "lower": 0.008670640665177455,
                "upper": 0.09767102740795366,
                "n": 0.0,
                "relative_to_minus_one": 0.05317083403656556
              },
              {
                "event_time": -14,
                "estimate": 0.08647491523028969,
                "se": 0.022892833610599423,
                "lower": 0.04160578584944677,
                "upper": 0.1313440446111326,
                "n": 0.0,
                "relative_to_minus_one": 0.08647491523028969
              },
              {
                "event_time": -13,
                "estimate": 0.08373388195317928,
                "se": 0.020639375031649736,
                "lower": 0.04328145022773056,
                "upper": 0.12418631367862801,
                "n": 0.0,
                "relative_to_minus_one": 0.08373388195317928
              },
              {
                "event_time": -12,
                "estimate": 0.15033733909563077,
                "se": 0.02367889582585005,
                "lower": 0.10392755608328885,
                "upper": 0.19674712210797268,
                "n": 0.0,
                "relative_to_minus_one": 0.15033733909563077
              },
              {
                "event_time": -11,
                "estimate": 0.05015695687464461,
                "se": 0.02980222567960585,
                "lower": -0.00825433211651759,
                "upper": 0.10856824586580681,
                "n": 0.0,
                "relative_to_minus_one": 0.05015695687464461
              },
              {
                "event_time": -10,
                "estimate": 0.11639483902950493,
                "se": 0.021625328483394674,
                "lower": 0.07400997404820317,
                "upper": 0.15877970401080668,
                "n": 0.0,
                "relative_to_minus_one": 0.11639483902950493
              },
              {
                "event_time": -9,
                "estimate": 0.05251465271679133,
                "se": 0.02516802061505764,
                "lower": 0.003186238749116735,
                "upper": 0.10184306668446592,
                "n": 0.0,
                "relative_to_minus_one": 0.05251465271679133
              },
              {
                "event_time": -8,
                "estimate": 0.07108045265222261,
                "se": 0.028014277378569017,
                "lower": 0.016173477937312178,
                "upper": 0.12598742736713303,
                "n": 0.0,
                "relative_to_minus_one": 0.07108045265222261
              },
              {
                "event_time": -7,
                "estimate": 0.16435629777212846,
                "se": 0.016062646469459096,
                "lower": 0.13287408919558918,
                "upper": 0.19583850634866773,
                "n": 0.0,
                "relative_to_minus_one": 0.16435629777212846
              },
              {
                "event_time": -6,
                "estimate": 0.16377519914418462,
                "se": 0.025774130547378534,
                "lower": 0.11325883153848906,
                "upper": 0.21429156674988017,
                "n": 0.0,
                "relative_to_minus_one": 0.16377519914418462
              },
              {
                "event_time": -5,
                "estimate": 0.14557543954473678,
                "se": 0.0298353970343789,
                "lower": 0.087099135892901,
                "upper": 0.20405174319657257,
                "n": 0.0,
                "relative_to_minus_one": 0.14557543954473678
              },
              {
                "event_time": -4,
                "estimate": 0.04380250439614458,
                "se": 0.023651194308105594,
                "lower": -0.0025529846391011066,
                "upper": 0.09015799343139028,
                "n": 0.0,
                "relative_to_minus_one": 0.04380250439614458
              },
              {
                "event_time": -3,
                "estimate": 0.03014273831077715,
                "se": 0.022590996274944375,
                "lower": -0.014134800762992346,
                "upper": 0.07442027738454665,
                "n": 0.0,
                "relative_to_minus_one": 0.03014273831077715
              },
              {
                "event_time": -2,
                "estimate": 0.056131956231443084,
                "se": 0.021559550187034832,
                "lower": 0.013876014341971027,
                "upper": 0.09838789812091514,
                "n": 0.0,
                "relative_to_minus_one": 0.056131956231443084
              },
              {
                "event_time": -1,
                "estimate": 0.0,
                "se": 3.167991750427085e-20,
                "lower": -6.20914973415709e-20,
                "upper": 6.20914973415709e-20,
                "n": 0.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.1480880927747309,
                "se": 0.026045876268408742,
                "lower": -0.19913707220659854,
                "upper": -0.09703911334286326,
                "n": 799.0,
                "relative_to_minus_one": -0.1480880927747309
              },
              {
                "event_time": 1,
                "estimate": -0.06996802134929862,
                "se": 0.02268358821503268,
                "lower": -0.1144270372908999,
                "upper": -0.025509005407697356,
                "n": 711.0,
                "relative_to_minus_one": -0.06996802134929862
              },
              {
                "event_time": 2,
                "estimate": -0.12536698201587074,
                "se": 0.02505049921014061,
                "lower": -0.17446505826249542,
                "upper": -0.07626890576924607,
                "n": 652.0,
                "relative_to_minus_one": -0.12536698201587074
              },
              {
                "event_time": 3,
                "estimate": -0.08417761126829329,
                "se": 0.03141802201533613,
                "lower": -0.14575580288383863,
                "upper": -0.02259941965274795,
                "n": 600.0,
                "relative_to_minus_one": -0.08417761126829329
              },
              {
                "event_time": 4,
                "estimate": -0.12727371760108744,
                "se": 0.044597868715853445,
                "lower": -0.2146839340714058,
                "upper": -0.0398635011307691,
                "n": 564.0,
                "relative_to_minus_one": -0.12727371760108744
              },
              {
                "event_time": 5,
                "estimate": -0.11914643269799263,
                "se": 0.02702908763516771,
                "lower": -0.17212247099789824,
                "upper": -0.06617039439808703,
                "n": 523.0,
                "relative_to_minus_one": -0.11914643269799263
              }
            ],
            "group_time_estimates": [
              {
                "group": 3,
                "year": 1,
                "event_time": -2,
                "att": -0.2739608648861877,
                "mass": 0.0,
                "base": 2
              },
              {
                "group": 3,
                "year": 2,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 2
              },
              {
                "group": 3,
                "year": 3,
                "event_time": 0,
                "att": 0.2631890856826381,
                "mass": 7.0,
                "base": 2
              },
              {
                "group": 3,
                "year": 4,
                "event_time": 1,
                "att": 0.14779084837217632,
                "mass": 7.0,
                "base": 2
              },
              {
                "group": 3,
                "year": 5,
                "event_time": 2,
                "att": -0.02707380994987607,
                "mass": 7.0,
                "base": 2
              },
              {
                "group": 3,
                "year": 6,
                "event_time": 3,
                "att": 0.22946916688180452,
                "mass": 7.0,
                "base": 2
              },
              {
                "group": 3,
                "year": 7,
                "event_time": 4,
                "att": 0.4771921158056023,
                "mass": 7.0,
                "base": 2
              },
              {
                "group": 3,
                "year": 8,
                "event_time": 5,
                "att": 0.276547552496906,
                "mass": 7.0,
                "base": 2
              },
              {
                "group": 17,
                "year": 1,
                "event_time": -16,
                "att": 0.06840846056018435,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 2,
                "event_time": -15,
                "att": 0.10318461074693328,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 3,
                "event_time": -14,
                "att": 0.24311287968520057,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 4,
                "event_time": -13,
                "att": 0.19905361236854413,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 5,
                "event_time": -12,
                "att": 0.2666511159340726,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 6,
                "event_time": -11,
                "att": 0.1495868552766846,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 7,
                "event_time": -10,
                "att": 0.3338561024854051,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 8,
                "event_time": -9,
                "att": 0.12612900168900526,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 9,
                "event_time": -8,
                "att": 0.39647155816441393,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 10,
                "event_time": -7,
                "att": 0.462475579336316,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 11,
                "event_time": -6,
                "att": 0.3332657898125466,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 12,
                "event_time": -5,
                "att": 0.05451178937886017,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 13,
                "event_time": -4,
                "att": 0.362857006921252,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 14,
                "event_time": -3,
                "att": 0.24960551641405043,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 15,
                "event_time": -2,
                "att": 0.30159309544765406,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 16,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 17,
                "event_time": 0,
                "att": 0.1474878703229579,
                "mass": 26.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 18,
                "event_time": 1,
                "att": 0.32771823889420726,
                "mass": 23.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 19,
                "event_time": 2,
                "att": 0.21071653871973933,
                "mass": 22.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 20,
                "event_time": 3,
                "att": 0.05534985945880838,
                "mass": 21.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 21,
                "event_time": 4,
                "att": 0.051306820456822194,
                "mass": 20.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 22,
                "event_time": 5,
                "att": 0.12655368457718352,
                "mass": 19.0,
                "base": 16
              },
              {
                "group": 19,
                "year": 1,
                "event_time": -18,
                "att": 0.4010163454652739,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 2,
                "event_time": -17,
                "att": 0.03463122743152028,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 3,
                "event_time": -16,
                "att": -0.04446515846512386,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 4,
                "event_time": -15,
                "att": 0.17004881301211144,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 5,
                "event_time": -14,
                "att": 0.18307436640754127,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 6,
                "event_time": -13,
                "att": 0.159259146275885,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 7,
                "event_time": -12,
                "att": 0.27455737722364476,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 8,
                "event_time": -11,
                "att": 0.24919281748860364,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 9,
                "event_time": -10,
                "att": 0.11639550311269817,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 10,
                "event_time": -9,
                "att": 0.16621516699198569,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 11,
                "event_time": -8,
                "att": 0.24054384463845824,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 12,
                "event_time": -7,
                "att": 0.20585021939456366,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 13,
                "event_time": -6,
                "att": 0.3206119807592598,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 14,
                "event_time": -5,
                "att": 0.3088997423730971,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 15,
                "event_time": -4,
                "att": 0.06148803041999731,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 16,
                "event_time": -3,
                "att": 0.04841318354901594,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 17,
                "event_time": -2,
                "att": 0.1487519593331318,
                "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": -0.3053910689562868,
                "mass": 353.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 20,
                "event_time": 1,
                "att": -0.06213951353819172,
                "mass": 307.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 21,
                "event_time": 2,
                "att": -0.009948411236385901,
                "mass": 281.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 22,
                "event_time": 3,
                "att": 0.10216393287386027,
                "mass": 251.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 23,
                "event_time": 4,
                "att": 0.17557621898444462,
                "mass": 232.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 24,
                "event_time": 5,
                "att": 0.001386578780552511,
                "mass": 221.0,
                "base": 18
              },
              {
                "group": 20,
                "year": 15,
                "event_time": -5,
                "att": 3.6265146884861945,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 16,
                "event_time": -4,
                "att": 0.9316234797251097,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 17,
                "event_time": -3,
                "att": -1.0477834085896958,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 18,
                "event_time": -2,
                "att": -1.0980721715863297,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 19,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 20,
                "event_time": 0,
                "att": 1.3642888687219832,
                "mass": 1.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 24,
                "event_time": 4,
                "att": 0.8247553791940435,
                "mass": 1.0,
                "base": 19
              },
              {
                "group": 24,
                "year": 2,
                "event_time": -22,
                "att": -0.023984709339200855,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 3,
                "event_time": -21,
                "att": 0.07220271201817258,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 4,
                "event_time": -20,
                "att": -0.21874017102530421,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 5,
                "event_time": -19,
                "att": -0.21504643168506918,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 6,
                "event_time": -18,
                "att": 0.07605831595409437,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 7,
                "event_time": -17,
                "att": 0.2558311947785706,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 8,
                "event_time": -16,
                "att": -0.04902945982940518,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 9,
                "event_time": -15,
                "att": -0.07315902873351895,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 10,
                "event_time": -14,
                "att": 0.00025944836032928964,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 11,
                "event_time": -13,
                "att": -0.002264849357830445,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 12,
                "event_time": -12,
                "att": 0.16010191022315612,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 13,
                "event_time": -11,
                "att": -0.29625595998279675,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 14,
                "event_time": -10,
                "att": -0.028289243209647458,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 15,
                "event_time": -9,
                "att": -0.23986836088599753,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 16,
                "event_time": -8,
                "att": -0.6341320669081357,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 17,
                "event_time": -7,
                "att": -0.37551376902356604,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 18,
                "event_time": -6,
                "att": -0.2836350530714752,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 19,
                "event_time": -5,
                "att": -0.7315252372984143,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 20,
                "event_time": -4,
                "att": -0.6719044143076132,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 21,
                "event_time": -3,
                "att": 0.2716395861635388,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 22,
                "event_time": -2,
                "att": -0.25010799596893774,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 23,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 24,
                "event_time": 0,
                "att": -1.5332529577548204,
                "mass": 1.0,
                "base": 23
              },
              {
                "group": 25,
                "year": 1,
                "event_time": -24,
                "att": -0.3818467407140544,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 2,
                "event_time": -23,
                "att": -0.01669156063719661,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 3,
                "event_time": -22,
                "att": 0.00954665462415713,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 4,
                "event_time": -21,
                "att": -0.09711402322279768,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 5,
                "event_time": -20,
                "att": -0.10678261628467091,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 6,
                "event_time": -19,
                "att": -0.09012694725804608,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 7,
                "event_time": -18,
                "att": 0.041110392591548826,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 8,
                "event_time": -17,
                "att": -0.0029894270106469653,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 9,
                "event_time": -16,
                "att": 0.02076749510919164,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 10,
                "event_time": -15,
                "att": -0.015124466282058505,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 11,
                "event_time": -14,
                "att": 0.020248866611331115,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 12,
                "event_time": -13,
                "att": 0.038391534647523665,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 13,
                "event_time": -12,
                "att": 0.07758967730640837,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 14,
                "event_time": -11,
                "att": -0.08133458844860433,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 15,
                "event_time": -10,
                "att": 0.11709303816140616,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 16,
                "event_time": -9,
                "att": -0.02089849435961287,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 17,
                "event_time": -8,
                "att": -0.052956578154341225,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 18,
                "event_time": -7,
                "att": 0.14600386196516374,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 19,
                "event_time": -6,
                "att": 0.07003166686383046,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 20,
                "event_time": -5,
                "att": 0.06723332283905771,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 21,
                "event_time": -4,
                "att": 0.02474743344157744,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 22,
                "event_time": -3,
                "att": 0.02835929349428272,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 23,
                "event_time": -2,
                "att": -0.01436267118790012,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 24,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 25,
                "event_time": 0,
                "att": -0.04243473362692145,
                "mass": 385.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 26,
                "event_time": 1,
                "att": -0.07728394762962863,
                "mass": 354.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 27,
                "event_time": 2,
                "att": -0.21778105899867972,
                "mass": 322.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 28,
                "event_time": 3,
                "att": -0.21432265861411787,
                "mass": 302.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 29,
                "event_time": 4,
                "att": -0.35045734345654456,
                "mass": 287.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 30,
                "event_time": 5,
                "att": -0.19520898999385572,
                "mass": 262.0,
                "base": 24
              },
              {
                "group": 28,
                "year": 2,
                "event_time": -26,
                "att": -0.44394435352603207,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 3,
                "event_time": -25,
                "att": -0.45364050125241456,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 4,
                "event_time": -24,
                "att": -0.3973664997453548,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 5,
                "event_time": -23,
                "att": -0.4012092537726799,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 6,
                "event_time": -22,
                "att": -0.4699938145179078,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 7,
                "event_time": -21,
                "att": -0.26497558752996014,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 8,
                "event_time": -20,
                "att": -0.49555930591594494,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 9,
                "event_time": -19,
                "att": -0.5478140445714593,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 10,
                "event_time": -18,
                "att": -0.413073948549993,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 11,
                "event_time": -17,
                "att": -0.3791732725200588,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 12,
                "event_time": -16,
                "att": -0.19056468663641296,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 13,
                "event_time": -15,
                "att": -0.3943751934610302,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 14,
                "event_time": -14,
                "att": -0.15753355802476832,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 15,
                "event_time": -13,
                "att": -0.15310812426080536,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 16,
                "event_time": -12,
                "att": -0.3789864681150242,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 17,
                "event_time": -11,
                "att": -0.2970245694869027,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 18,
                "event_time": -10,
                "att": -0.19535051889582827,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 19,
                "event_time": -9,
                "att": -0.2987341353418127,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 20,
                "event_time": -8,
                "att": -0.22944924942758782,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 21,
                "event_time": -7,
                "att": -0.41025993471204997,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 22,
                "event_time": -6,
                "att": -0.3018330886581992,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 23,
                "event_time": -5,
                "att": -0.4979487366683777,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 24,
                "event_time": -4,
                "att": -0.20730609061156582,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 25,
                "event_time": -3,
                "att": -0.39994037323019044,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 26,
                "event_time": -2,
                "att": -0.04807960066243144,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 27,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 28,
                "event_time": 0,
                "att": -0.5485880778871828,
                "mass": 22.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 29,
                "event_time": 1,
                "att": -0.6305418616375842,
                "mass": 17.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 30,
                "event_time": 2,
                "att": -0.40320090340912884,
                "mass": 17.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 31,
                "event_time": 3,
                "att": -0.32181002270176423,
                "mass": 16.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 32,
                "event_time": 4,
                "att": -0.40919134011924096,
                "mass": 14.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 33,
                "event_time": 5,
                "att": -0.7024457660186143,
                "mass": 11.0,
                "base": 27
              },
              {
                "group": 33,
                "year": 2,
                "event_time": -31,
                "att": 0.28086063326359706,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 3,
                "event_time": -30,
                "att": 0.38634941086068353,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 4,
                "event_time": -29,
                "att": 0.2759978288773379,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 5,
                "event_time": -28,
                "att": 0.3562750880550105,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 6,
                "event_time": -27,
                "att": 0.4273949663776434,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 7,
                "event_time": -26,
                "att": 0.7874003961494662,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 8,
                "event_time": -25,
                "att": 0.6976632410734116,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 9,
                "event_time": -24,
                "att": 0.4811768953091041,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 10,
                "event_time": -23,
                "att": 0.5279901608060901,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 11,
                "event_time": -22,
                "att": 0.6506042824442216,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 12,
                "event_time": -21,
                "att": 0.7760572046756493,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 13,
                "event_time": -20,
                "att": 0.8055600813837593,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 14,
                "event_time": -19,
                "att": 0.6267626443099733,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 15,
                "event_time": -18,
                "att": 0.9033011884564333,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 16,
                "event_time": -17,
                "att": 0.44136189875878107,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 17,
                "event_time": -16,
                "att": 0.5925247345881124,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 18,
                "event_time": -15,
                "att": 0.639808980998564,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 19,
                "event_time": -14,
                "att": 0.2740308633493206,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 20,
                "event_time": -13,
                "att": -0.10076899753113466,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 21,
                "event_time": -12,
                "att": 0.6755284737724265,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 22,
                "event_time": -11,
                "att": 0.4351718574317067,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 23,
                "event_time": -10,
                "att": 0.47080516942602124,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 24,
                "event_time": -9,
                "att": 0.7898362106280181,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 25,
                "event_time": -8,
                "att": 0.4301314497229152,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 26,
                "event_time": -7,
                "att": 0.5319755588350294,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 27,
                "event_time": -6,
                "att": 0.06118134476855175,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 28,
                "event_time": -5,
                "att": 0.1882622695096106,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 29,
                "event_time": -4,
                "att": 0.348382530078019,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 30,
                "event_time": -3,
                "att": -0.04330530054065229,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 31,
                "event_time": -2,
                "att": 0.17916983468426717,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 32,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 33,
                "event_time": 0,
                "att": 0.788180697187187,
                "mass": 4.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 34,
                "event_time": 1,
                "att": 0.5815054549111845,
                "mass": 3.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 35,
                "event_time": 2,
                "att": 0.3944918553999618,
                "mass": 3.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 36,
                "event_time": 3,
                "att": -0.04746188487488423,
                "mass": 3.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 37,
                "event_time": 4,
                "att": 0.6018371464791876,
                "mass": 3.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 38,
                "event_time": 5,
                "att": 0.2783833594807965,
                "mass": 3.0,
                "base": 32
              }
            ],
            "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": -0.11233680961787894,
                  "se": 0.019237292098996536,
                  "lower": -0.15004120929198908,
                  "upper": -0.0746324099437688
                },
                {
                  "typec": "simple",
                  "aggregation": "Native-equivalent CS-DID simple",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.11235268051532099,
                  "se": 0.019230773504664525,
                  "lower": -0.15004430397931057,
                  "upper": -0.07466105705133141
                },
                {
                  "typec": "group",
                  "aggregation": "Native-equivalent CS-DID group",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.11409687426255946,
                  "se": 0.01916278615697602,
                  "lower": -0.15165524497367516,
                  "upper": -0.07653850355144376
                },
                {
                  "typec": "treated_cells",
                  "aggregation": "Observed treated observations, configured weights",
                  "matches_treated_unit_year_target": true,
                  "estimate": -0.1044703854737469,
                  "se": 0.04240149933205747,
                  "lower": -0.1875757970550787,
                  "upper": -0.02136497389241511
                }
              ],
              "same_group_time_effects": true,
              "additional_covariates": []
            },
            "treated_cell_att": -0.1044703854737469,
            "treated_cell_se": 0.04240149933205747,
            "checks": {
              "input_rows": 158933,
              "retained_rows": 158933,
              "all_observed_post_cells_estimated": true,
              "post_weight_sum": 3849.0,
              "avoided_dense_if_bytes": 417040192
            },
            "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": 0.37900541722774506,
            "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": -0.11968655766566162,
            "event_study": [
              {
                "event_time": -31,
                "estimate": -0.26873821618889865,
                "raw_gap": -0.26873821618889865,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 1.0,
                "relative_to_minus_one": -0.23424535728703647
              },
              {
                "event_time": -30,
                "estimate": -0.20486889584845855,
                "raw_gap": -0.20486889584845855,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 1.0,
                "relative_to_minus_one": -0.17037603694659637
              },
              {
                "event_time": -29,
                "estimate": -0.23867621396155975,
                "raw_gap": -0.23867621396155975,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 1.0,
                "relative_to_minus_one": -0.20418335505969756
              },
              {
                "event_time": -28,
                "estimate": -0.07922190202448184,
                "raw_gap": -0.07922190202448184,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 1.0,
                "relative_to_minus_one": -0.044729043122619654
              },
              {
                "event_time": -27,
                "estimate": -0.029069310953197258,
                "raw_gap": -0.029069310953197258,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 1.0,
                "relative_to_minus_one": 0.005423547948664932
              },
              {
                "event_time": -26,
                "estimate": -0.0820356290153009,
                "raw_gap": -0.0820356290153009,
                "n": 4,
                "n_cells": 4,
                "weight_sum": 4.0,
                "relative_to_minus_one": -0.04754277011343871
              },
              {
                "event_time": -25,
                "estimate": -0.09140051013727449,
                "raw_gap": -0.09140051013727449,
                "n": 4,
                "n_cells": 4,
                "weight_sum": 4.0,
                "relative_to_minus_one": -0.0569076512354123
              },
              {
                "event_time": -24,
                "estimate": -0.2694593736959972,
                "raw_gap": -0.2694593736959972,
                "n": 12,
                "n_cells": 12,
                "weight_sum": 12.0,
                "relative_to_minus_one": -0.23496651479413502
              },
              {
                "event_time": -23,
                "estimate": -0.03778548505422372,
                "raw_gap": -0.03778548505422372,
                "n": 75,
                "n_cells": 75,
                "weight_sum": 75.0,
                "relative_to_minus_one": -0.003292626152361533
              },
              {
                "event_time": -22,
                "estimate": -0.011290966574758579,
                "raw_gap": -0.011290966574758579,
                "n": 89,
                "n_cells": 89,
                "weight_sum": 89.0,
                "relative_to_minus_one": 0.02320189232710361
              },
              {
                "event_time": -21,
                "estimate": -0.09695182264265417,
                "raw_gap": -0.09695182264265417,
                "n": 105,
                "n_cells": 105,
                "weight_sum": 105.0,
                "relative_to_minus_one": -0.06245896374079198
              },
              {
                "event_time": -20,
                "estimate": -0.08946383934821946,
                "raw_gap": -0.08946383934821946,
                "n": 121,
                "n_cells": 121,
                "weight_sum": 121.0,
                "relative_to_minus_one": -0.054970980446357266
              },
              {
                "event_time": -19,
                "estimate": -0.06698539492824114,
                "raw_gap": -0.06698539492824114,
                "n": 140,
                "n_cells": 140,
                "weight_sum": 140.0,
                "relative_to_minus_one": -0.03249253602637895
              },
              {
                "event_time": -18,
                "estimate": 0.039931657283571544,
                "raw_gap": 0.039931657283571544,
                "n": 167,
                "n_cells": 167,
                "weight_sum": 167.0,
                "relative_to_minus_one": 0.07442451618543373
              },
              {
                "event_time": -17,
                "estimate": -0.03867417659826853,
                "raw_gap": -0.03867417659826853,
                "n": 222,
                "n_cells": 221,
                "weight_sum": 222.0,
                "relative_to_minus_one": -0.004181317696406339
              },
              {
                "event_time": -16,
                "estimate": -0.036453459282177025,
                "raw_gap": -0.036453459282177025,
                "n": 233,
                "n_cells": 233,
                "weight_sum": 233.0,
                "relative_to_minus_one": -0.001960600380314835
              },
              {
                "event_time": -15,
                "estimate": -0.006328675305037661,
                "raw_gap": -0.006328675305037661,
                "n": 265,
                "n_cells": 265,
                "weight_sum": 265.0,
                "relative_to_minus_one": 0.02816418359682453
              },
              {
                "event_time": -14,
                "estimate": 0.016119014046553037,
                "raw_gap": 0.016119014046553037,
                "n": 298,
                "n_cells": 298,
                "weight_sum": 298.0,
                "relative_to_minus_one": 0.050611872948415224
              },
              {
                "event_time": -13,
                "estimate": 0.010184559788263796,
                "raw_gap": 0.010184559788263796,
                "n": 339,
                "n_cells": 339,
                "weight_sum": 339.0,
                "relative_to_minus_one": 0.04467741869012599
              },
              {
                "event_time": -12,
                "estimate": 0.04795643808681258,
                "raw_gap": 0.04795643808681258,
                "n": 364,
                "n_cells": 364,
                "weight_sum": 364.0,
                "relative_to_minus_one": 0.08244929698867477
              },
              {
                "event_time": -11,
                "estimate": -0.0006204457601546101,
                "raw_gap": -0.0006204457601546101,
                "n": 384,
                "n_cells": 383,
                "weight_sum": 384.0,
                "relative_to_minus_one": 0.03387241314170758
              },
              {
                "event_time": -10,
                "estimate": 0.019047100794254024,
                "raw_gap": 0.019047100794254024,
                "n": 408,
                "n_cells": 407,
                "weight_sum": 408.0,
                "relative_to_minus_one": 0.05353995969611622
              },
              {
                "event_time": -9,
                "estimate": -0.009245795280896538,
                "raw_gap": -0.009245795280896538,
                "n": 433,
                "n_cells": 431,
                "weight_sum": 433.0,
                "relative_to_minus_one": 0.025247063620965654
              },
              {
                "event_time": -8,
                "estimate": 0.017393221381568888,
                "raw_gap": 0.017393221381568888,
                "n": 460,
                "n_cells": 459,
                "weight_sum": 460.0,
                "relative_to_minus_one": 0.05188608028343108
              },
              {
                "event_time": -7,
                "estimate": 0.053412658720310396,
                "raw_gap": 0.053412658720310396,
                "n": 474,
                "n_cells": 473,
                "weight_sum": 474.0,
                "relative_to_minus_one": 0.08790551762217258
              },
              {
                "event_time": -6,
                "estimate": 0.04889551832699719,
                "raw_gap": 0.04889551832699719,
                "n": 506,
                "n_cells": 504,
                "weight_sum": 506.0,
                "relative_to_minus_one": 0.08338837722885939
              },
              {
                "event_time": -5,
                "estimate": 0.03412460421807261,
                "raw_gap": 0.03412460421807261,
                "n": 582,
                "n_cells": 577,
                "weight_sum": 582.0,
                "relative_to_minus_one": 0.0686174631199348
              },
              {
                "event_time": -4,
                "estimate": -0.011561243003930369,
                "raw_gap": -0.011561243003930369,
                "n": 638,
                "n_cells": 636,
                "weight_sum": 638.0,
                "relative_to_minus_one": 0.02293161589793182
              },
              {
                "event_time": -3,
                "estimate": -0.016084349314377237,
                "raw_gap": -0.016084349314377237,
                "n": 675,
                "n_cells": 673,
                "weight_sum": 675.0,
                "relative_to_minus_one": 0.018408509587484953
              },
              {
                "event_time": -2,
                "estimate": -0.015211060563731617,
                "raw_gap": -0.015211060563731617,
                "n": 736,
                "n_cells": 735,
                "weight_sum": 736.0,
                "relative_to_minus_one": 0.019281798338130575
              },
              {
                "event_time": -1,
                "estimate": -0.03449285890186219,
                "raw_gap": -0.03449285890186219,
                "n": 797,
                "n_cells": 792,
                "weight_sum": 797.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.21958598180769337,
                "raw_gap": -0.21958598180769337,
                "n": 799,
                "n_cells": 792,
                "weight_sum": 799.0,
                "relative_to_minus_one": -0.1850931229058312
              },
              {
                "event_time": 1,
                "estimate": -0.1119207055819371,
                "raw_gap": -0.1119207055819371,
                "n": 711,
                "n_cells": 708,
                "weight_sum": 711.0,
                "relative_to_minus_one": -0.07742784668007491
              },
              {
                "event_time": 2,
                "estimate": -0.13579552932371727,
                "raw_gap": -0.13579552932371727,
                "n": 652,
                "n_cells": 650,
                "weight_sum": 652.0,
                "relative_to_minus_one": -0.10130267042185509
              },
              {
                "event_time": 3,
                "estimate": -0.07184905942999385,
                "raw_gap": -0.07184905942999385,
                "n": 600,
                "n_cells": 598,
                "weight_sum": 600.0,
                "relative_to_minus_one": -0.03735620052813166
              },
              {
                "event_time": 4,
                "estimate": -0.08629922022395503,
                "raw_gap": -0.08629922022395503,
                "n": 564,
                "n_cells": 562,
                "weight_sum": 564.0,
                "relative_to_minus_one": -0.05180636132209284
              },
              {
                "event_time": 5,
                "estimate": -0.04842802741616946,
                "raw_gap": -0.04842802741616946,
                "n": 523,
                "n_cells": 521,
                "weight_sum": 523.0,
                "relative_to_minus_one": -0.013935168514307268
              }
            ],
            "package_event_study": {
              "event_time": [
                -31.0,
                -30.0,
                -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
              ],
              "estimate": [
                -0.26873821618889865,
                -0.20486889584845855,
                -0.23867621396155975,
                -0.07922190202448184,
                -0.029069310953197258,
                -0.0820356290153009,
                -0.09140051013727449,
                -0.2694593736959972,
                -0.03778548505422373,
                -0.01129096657475858,
                -0.09695182264265409,
                -0.0894638393482194,
                -0.06698539492824117,
                0.03993165728357156,
                -0.036580997238231716,
                -0.036453459282177,
                -0.0063286753050376485,
                0.016119014046553033,
                0.010184559788263796,
                0.04795643808681256,
                -0.0012189974977827225,
                0.020861121550584748,
                -0.009079719830423837,
                0.017354260951323783,
                0.05316101248431821,
                0.049396032171322324,
                0.03430398542021952,
                -0.011149605035044752,
                -0.015954571417491174,
                -0.015394739559744791,
                -0.03525535606969313,
                -0.21937791737138082,
                -0.11315988083423853,
                -0.13798932373798112,
                -0.07498267852315893,
                -0.08957459550706176,
                -0.052015086258539074
              ],
              "n": [
                1.0,
                1.0,
                1.0,
                1.0,
                1.0,
                4.0,
                4.0,
                12.0,
                75.0,
                89.0,
                105.0,
                121.0,
                140.0,
                167.0,
                221.0,
                233.0,
                265.0,
                298.0,
                339.0,
                364.0,
                383.0,
                407.0,
                431.0,
                459.0,
                473.0,
                504.0,
                577.0,
                636.0,
                673.0,
                735.0,
                792.0,
                792.0,
                708.0,
                650.0,
                598.0,
                562.0,
                521.0
              ]
            },
            "sdid_pre_gap_correction": [],
            "diagnostics": {
              "converged": true,
              "iterations": 186,
              "termination_reason": "Relative objective tolerance reached",
              "objective": 0.4774930166674211,
              "lambda_l": 0.0003117424356070351,
              "singular_values": [
                75.78315373095982,
                72.92169211926486,
                64.6431653869464,
                59.207091788579845,
                56.41780517922652,
                51.873841077480606,
                50.71431243358519,
                46.610827042038295,
                45.22453192570187,
                40.850163556236495,
                36.913747731361134,
                36.23968128867179,
                34.771177943434076,
                33.729441430405316,
                32.88710997562126,
                31.52540336591059,
                30.177522334512616,
                26.58871647098819,
                25.266937390656224,
                24.607453856945412,
                22.078420016448554,
                21.776990604246045,
                20.706375553084513,
                18.87224426408205,
                18.229184440502863,
                15.815215801727746,
                13.606280941885792,
                12.516114808299228,
                8.582579989635896,
                7.829707063791254,
                7.121190709417913,
                6.513647383336373,
                5.850769377586648,
                4.791220852710794,
                2.189288040641859,
                0.2965737336323855,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0
              ],
              "history_objective": [
                0.4800923046207589,
                0.4785076293067225,
                0.4780139341661587,
                0.4778125428681781,
                0.4777115723848707,
                0.4776532515283225,
                0.4776161806175343,
                0.47759083999094165,
                0.47757252848467946,
                0.477558730267893,
                0.47754800225760297,
                0.4775394635407658,
                0.4775325456942846,
                0.47752686381166665,
                0.47752214641323887,
                0.4775181954655871,
                0.4775148624955148,
                0.47751203368481343,
                0.47750962019002974,
                0.4775075516265087,
                0.47750577154244134,
                0.4775042341888537,
                0.47750290216046676,
                0.4775017446383387,
                0.4775007360586352,
                0.47749985508963994,
                0.47749908383576734,
                0.477498407211563,
                0.47749781244465006,
                0.4774972886777642,
                0.4774968266476709,
                0.47749641842438917,
                0.47749605719802646,
                0.4774957371036136,
                0.47749545307631347,
                0.4774952007312714,
                0.4774949762633652,
                0.4774947763632773,
                0.4774945981469295,
                0.4774944390959299,
                0.4774942970071851,
                0.4774941699500572,
                0.47749405622990126,
                0.47749395435690134,
                0.4774938630193689,
                0.4774937810608284,
                0.47749370746027975,
                0.47749364131517985,
                0.4774935818267102,
                0.4774935282870434,
                0.477493480068264,
                0.4774934366127508,
                0.4774933974247988,
                0.47749336206329596,
                0.4774933301353348,
                0.4774933012906276,
                0.4774932752166029,
                0.47749325163409784,
                0.47749323029357393,
                0.4774932109718105,
                0.4774931934689629,
                0.4774931776059707,
                0.4774931632222822,
                0.4774931501738549,
                0.4774931383313392,
                0.4774931275785201,
                0.47749311781091486,
                0.4774931089345126,
                0.4774931008646963,
                0.47749309352523317,
                0.4774930868474243,
                0.4774930807693044,
                0.4774930752349675,
                0.47749307019394205,
                0.4774930656006353,
                0.47749306141383596,
                0.47749305759628446,
                0.4774930541142788,
                0.47749305093729244,
                0.4774930480377111,
                0.47749304539049864,
                0.4774930429729563,
                0.477493040764529,
                0.47749303874654403,
                0.47749303690206135,
                0.4774930352157103,
                0.4774930336735181,
                0.47749303226279716,
                0.4774930309720095,
                0.47749302979065567,
                0.4774930287092075,
                0.4774930277189703,
                0.4774930268120432,
                0.4774930259812257,
                0.4774930252199607,
                0.4774930245222755,
                0.47749302388271897,
                0.477493023296326,
                0.4774930227585721,
                0.477493022265311,
                0.4774930218127863,
                0.47749302139754685,
                0.4774930210164514,
                0.4774930206666203,
                0.4774930203454385,
                0.47749302005050415,
                0.47749301977962655,
                0.47749301953079737,
                0.4774930193021839,
                0.47749301909212105,
                0.47749301889905216,
                0.47749301872158956,
                0.4774930185584398,
                0.4774930184084285,
                0.4774930182704795,
                0.4774930181436027,
                0.4774930180268858,
                0.47749301791951076,
                0.4774930178207113,
                0.4774930177297842,
                0.47749301764610447,
                0.4774930175690726,
                0.47749301749815654,
                0.47749301743286243,
                0.4774930173727373,
                0.4774930173173647,
                0.47749301726636084,
                0.47749301721937987,
                0.47749301717609743,
                0.4774930171362147,
                0.47749301709946623,
                0.47749301706559666,
                0.4774930170343835,
                0.4774930170056105,
                0.4774930169790839,
                0.477493016954627,
                0.47749301693207985,
                0.4774930169112853,
                0.47749301689210844,
                0.477493016874423,
                0.4774930168581042,
                0.4774930168430553,
                0.4774930168291728,
                0.4774930168163595,
                0.47749301680453826,
                0.4774930167936291,
                0.47749301678356465,
                0.4774930167742704,
                0.47749301676569433,
                0.47749301675777667,
                0.4774930167504674,
                0.47749301674372113,
                0.47749301673748856,
                0.4774930167317361,
                0.47749301672642397,
                0.4774930167215186,
                0.4774930167169836,
                0.47749301671279953,
                0.47749301670893207,
                0.47749301670536215,
                0.4774930167020627,
                0.4774930166990141,
                0.477493016696195,
                0.4774930166935947,
                0.4774930166911876,
                0.47749301668896627,
                0.47749301668691646,
                0.4774930166850117,
                0.4774930166832586,
                0.47749301668163624,
                0.4774930166801351,
                0.4774930166787536,
                0.4774930166774689,
                0.4774930166762843,
                0.4774930166751904,
                0.47749301667417937,
                0.4774930166732405,
                0.47749301667237637,
                0.47749301667157396,
                0.4774930166708341,
                0.47749301667014665,
                0.4774930166695119,
                0.47749301666892763,
                0.4774930166683855,
                0.47749301666788385,
                0.4774930166674211
              ],
              "history_rmse": [
                0.38259734970406706,
                0.3821822592349709,
                0.38209046730082624,
                0.3819542708357474,
                0.38195616974517804,
                0.3819705025142998,
                0.38198172614364084,
                0.38198869310293426,
                0.38199241881266766,
                0.3819939429681743,
                0.38199401894606305,
                0.3819931531839282,
                0.38199168296910785,
                0.3819898355776071,
                0.3819877665959047,
                0.3819855838734876,
                0.3819833626212164,
                0.38198115519001047,
                0.3819789976158534,
                0.38197691414030743,
                0.38197492041618664,
                0.38197302582757786,
                0.38197123519357856,
                0.3819695500317396,
                0.38196796950052564,
                0.3819664911043034,
                0.3819651112206596,
                0.3819638254940169,
                0.381962629128015,
                0.3819615171011631,
                0.3819604843241814,
                0.3819595257531574,
                0.38195863646916384,
                0.38195781173266435,
                0.38195704701882505,
                0.3819563380387367,
                0.3819556807500699,
                0.3819550713600929,
                0.38195450632315137,
                0.3819539823342471,
                0.3819534963200112,
                0.3819530454278902,
                0.3819526270143723,
                0.38195223863268335,
                0.38195187802035374,
                0.38195154308695406,
                0.38195123190214053,
                0.3819509426841927,
                0.3819506737890677,
                0.3819504237000944,
                0.3819501910182545,
                0.38194997445311,
                0.3819497728143507,
                0.3819495850039214,
                0.3819494100087384,
                0.3819492468939629,
                0.3819490947967808,
                0.3819489529206547,
                0.3819488205300353,
                0.38194869694552436,
                0.3819485815393861,
                0.3819484737314253,
                0.38194837298521933,
                0.38194827880466836,
                0.3819481907307683,
                0.38194810833871234,
                0.3819480312352026,
                0.3819479590559611,
                0.38194789146349334,
                0.38194782814497624,
                0.38194776881037434,
                0.381947713190651,
                0.38194766103618194,
                0.3819476121152617,
                0.3819475662127328,
                0.3819475231287259,
                0.38194748267752154,
                0.38194744468648284,
                0.3819474089950425,
                0.3819473754538714,
                0.38194734392398016,
                0.38194731427597284,
                0.3819472863893857,
                0.3819472601519669,
                0.381947235459115,
                0.38194721221333416,
                0.3819471903236917,
                0.3819471697053722,
                0.3819471502792233,
                0.3819471319713505,
                0.3819471147127829,
                0.3819470984390655,
                0.38194708308999137,
                0.381947068609281,
                0.3819470549443163,
                0.38194704204588986,
                0.3819470298679572,
                0.38194701836743467,
                0.3819470075039974,
                0.38194699723986103,
                0.3819469875396698,
                0.38194697837026914,
                0.3819469697005983,
                0.3819469615015253,
                0.3819469537457509,
                0.3819469464076526,
                0.3819469394631953,
                0.3819469328898139,
                0.3819469266663292,
                0.3819469207728677,
                0.3819469151907173,
                0.38194690990234637,
                0.3819469048912471,
                0.38194690014191507,
                0.38194689563976864,
                0.3819468913710883,
                0.3819468873229588,
                0.38194688348325123,
                0.38194687984052716,
                0.3819468763840154,
                0.38194687310359865,
                0.38194686998971167,
                0.3819468670333659,
                0.38194686422608254,
                0.38194686155986884,
                0.38194685902718845,
                0.3819468566209312,
                0.3819468543343987,
                0.3819468521612614,
                0.381946850095545,
                0.38194684813162233,
                0.3819468462641627,
                0.3819468444881515,
                0.3819468427988343,
                0.38194684119172445,
                0.38194683966258725,
                0.3819468382074208,
                0.3819468368224287,
                0.3819468355040348,
                0.38194683424885334,
                0.3819468330536686,
                0.3819468319154643,
                0.3819468308313657,
                0.3819468297986478,
                0.3819468288147489,
                0.3819468278772295,
                0.3819468269837889,
                0.3819468261322308,
                0.38194682532049684,
                0.3819468245466179,
                0.38194682380873696,
                0.3819468231050937,
                0.3819468224340097,
                0.381946821793907,
                0.38194682118327933,
                0.38194682060070007,
                0.38194682004480845,
                0.3819468195143349,
                0.3819468190080475,
                0.3819468185247976,
                0.38194681806347935,
                0.3819468176230521,
                0.38194681720251944,
                0.38194681680095094,
                0.38194681641743855,
                0.3819468160511421,
                0.3819468157012539,
                0.38194681536698655,
                0.381946815047635,
                0.3819468147424911,
                0.3819468144508957,
                0.38194681417223036,
                0.38194681390587903,
                0.38194681365128713,
                0.3819468134079116,
                0.38194681317523616,
                0.3819468129527646,
                0.3819468127400413,
                0.38194681253661217,
                0.3819468123420615,
                0.3819468121559793,
                0.38194681197798785,
                0.3819468118077235,
                0.3819468116448324,
                0.3819468114889847,
                0.38194681133986497
              ],
              "n_observed": 158639,
              "n_missing": 443282,
              "n_treated_observed": 3831,
              "n_untreated_observed": 154808
            },
            "checks": {
              "scalar_vs_treated_cell_average": 2.7755575615628914e-17,
              "native_scalar_vs_unweighted_matrix_average": 1.1102230246251565e-16
            },
            "native_matrix_att": -0.12159696971834491,
            "matrix_preparation": {
              "source_rows": 158933,
              "matrix_shape": [
                14681,
                41
              ],
              "observed_cells": 158639,
              "missing_cells": 443282,
              "repeated_cells": 294,
              "minimum_cell_count": 1,
              "maximum_cell_count": 2,
              "observation_mass": 158933.0,
              "treated_observation_mass": 3849.0,
              "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": 5.507284791674465,
            "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 2, period 2: 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)": -0.08543758521702213,
          "SE": 0.040893257759548066,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.024149093274566148,
          "SE": 0.049449436010379905,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.09135880636764052,
          "SE": 0.04155857067060034,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": -0.02445158515512512,
          "SE": 0.013256197082919415,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID",
          "Estimate (SDs)": -0.11233680961787894,
          "SE": 0.019237292098996536,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (treated cells)",
          "Estimate (SDs)": -0.1044703854737469,
          "SE": 0.04240149933205747,
          "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)": -0.11968655766566162,
          "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 2, period 2: 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)": -0.08543758521702213,
          "SE": 0.040893257759548066,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": "",
          "lower": -0.1656350221522489,
          "upper": -0.005240148281795351,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.024149093274566148,
          "SE": 0.049449436010379905,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.12112640061562846,
          "upper": 0.07282821406649617,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.09135880636764052,
          "SE": 0.04155857067060034,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.17286101560885578,
          "upper": -0.009856597126425254,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": -0.02445158515512512,
          "SE": 0.013256197082919415,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.050448854333566724,
          "upper": 0.0015456840233164862,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (equal event-time)",
          "Estimate (SDs)": -0.11233680961787894,
          "SE": 0.019237292098996536,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.15004120929198908,
          "upper": -0.0746324099437688,
          "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)": -0.1044703854737469,
          "SE": 0.04240149933205747,
          "Aggregation": "Treated cells",
          "Event study": "Same CS-DID path",
          "Status": "estimated",
          "Note": "",
          "lower": -0.1875757970550787,
          "upper": -0.02136497389241511,
          "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)": -0.11968655766566162,
          "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 2, period 2: 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": 1791602139.7952042,
    "scalar_ranges": [
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Static TWFE",
        "Estimate (SDs)": -0.08543758521702213,
        "SE": 0.040893257759548066,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": "",
        "lower": -0.1656350221522489,
        "upper": -0.005240148281795351,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": -0.024149093274566148,
        "SE": 0.049449436010379905,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.12112640061562846,
        "upper": 0.07282821406649617,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": -0.09135880636764052,
        "SE": 0.04155857067060034,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.17286101560885578,
        "upper": -0.009856597126425254,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": -0.02445158515512512,
        "SE": 0.013256197082919415,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.050448854333566724,
        "upper": 0.0015456840233164862,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (equal event-time)",
        "Estimate (SDs)": -0.11233680961787894,
        "SE": 0.019237292098996536,
        "Aggregation": "Equal post-event times",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.15004120929198908,
        "upper": -0.0746324099437688,
        "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)": -0.1044703854737469,
        "SE": 0.04240149933205747,
        "Aggregation": "Treated cells",
        "Event study": "Same CS-DID path",
        "Status": "estimated",
        "Note": "",
        "lower": -0.1875757970550787,
        "upper": -0.02136497389241511,
        "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)": -0.11968655766566162,
        "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 2, period 2: 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"
      }
    ]
  },
  {
    "study_id": 2,
    "specification_id": "S02-P010",
    "source_specification_id": "AM005-P2587-T2-DEMP-QP-M4",
    "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": "Do Powerful Politicians Really Cause Corporate Downsizing?",
    "status": "ready",
    "reason": "",
    "config": "analyses/full-archive/configs/S02-P010.json",
    "input_bytes": 1720574,
    "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": "original_fe",
        "frequency_weights": false,
        "source_sd": null,
        "require_never_control_periods": false,
        "latest_cohort_control": true,
        "slug": "s02-p010",
        "specification_id": "S02-P010",
        "source_specification_id": "AM005-P2587-T2-DEMP-QP-M4",
        "study_id": 2,
        "study": "Do Powerful Politicians Really Cause Corporate Downsizing?",
        "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204",
        "description": "AM005-P2587-T2-DEMP-QP-M4",
        "data": "analyses/full-archive/prepared/S02-P010.parquet",
        "output_dir": "analyses/full-archive/results/S02-P010"
      },
      "source": {
        "file": "S02-P010.parquet",
        "bytes": 1720574,
        "sha256": "cf2e9158cdbb6cc2f69118e7f7d199a90d52da952def64037d54d62e70cdcdec"
      },
      "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": 168267,
            "source_sd": 0.3181313377096774,
            "rows": 156719,
            "units": 14659,
            "clusters": 2011,
            "treated_units": 866,
            "never_treated_units": 13793,
            "treated_cohorts": 5,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 156621,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 482,
            "post_adoption_untreated_rows_removed": 8285,
            "units_without_minus_one_removed": 23,
            "additional_rows_removed": 1991
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.15625980708336018,
              "se": 0.03442403062476986,
              "pvalue": 5.9789152980245655e-06,
              "lower": -0.22377031979740877,
              "upper": -0.08874929436931159
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.09389747647908492,
              "se": 0.05568622467813145,
              "pvalue": 0.09191467569335948,
              "lower": -0.20310623300468694,
              "upper": 0.01531128004651712
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.19811648638851434,
              "se": 0.042881612435407,
              "pvalue": 4.07907875381317e-06,
              "lower": -0.28221354268837645,
              "upper": -0.11401943008865222
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": -0.09725365578615477,
              "se": 0.027647929722226572,
              "pvalue": 0.00044517901224590836,
              "lower": -0.15147525265187559,
              "upper": -0.043032058920433956
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -28,
                "estimate": -0.3426276553849582,
                "se": 0.08398378650487343,
                "pvalue": 4.685713240646384e-05,
                "lower": -0.5073320314765684,
                "upper": -0.17792327929334806
              },
              {
                "event_time": -27,
                "estimate": -0.22445169986632657,
                "se": 0.08243018532076532,
                "pvalue": 0.006526481331942908,
                "lower": -0.3861092388912505,
                "upper": -0.06279416084140269
              },
              {
                "event_time": -26,
                "estimate": -0.3348935978789967,
                "se": 0.08124805914096796,
                "pvalue": 3.910853282529747e-05,
                "lower": -0.4942328161540722,
                "upper": -0.17555437960392117
              },
              {
                "event_time": -25,
                "estimate": -0.23382316236571438,
                "se": 0.08303189936770938,
                "pvalue": 0.004909038731132885,
                "lower": -0.396660749835843,
                "upper": -0.07098557489558577
              },
              {
                "event_time": -24,
                "estimate": -0.14376651951824257,
                "se": 0.0810115080723021,
                "pvalue": 0.07610815028652489,
                "lower": -0.3026418268671758,
                "upper": 0.015108787830690668
              },
              {
                "event_time": -23,
                "estimate": -0.0700989251530048,
                "se": 0.12599330178336363,
                "pvalue": 0.578019702466954,
                "lower": -0.31719004863725825,
                "upper": 0.17699219833124863
              },
              {
                "event_time": -22,
                "estimate": -0.0907183436133583,
                "se": 0.10343788340342315,
                "pvalue": 0.38057401423276016,
                "lower": -0.29357502297025917,
                "upper": 0.11213833574354255
              },
              {
                "event_time": -21,
                "estimate": -0.21214569584326878,
                "se": 0.08346554472425062,
                "pvalue": 0.011105507926163253,
                "lower": -0.3758337247005573,
                "upper": -0.04845766698598025
              },
              {
                "event_time": -20,
                "estimate": -0.06045911389935621,
                "se": 0.06542762009657277,
                "pvalue": 0.355565459327287,
                "lower": -0.18877215854327192,
                "upper": 0.0678539307445595
              },
              {
                "event_time": -19,
                "estimate": -0.049804283313153314,
                "se": 0.06328166195998022,
                "pvalue": 0.4313597092247773,
                "lower": -0.17390879306342405,
                "upper": 0.07430022643711744
              },
              {
                "event_time": -18,
                "estimate": -0.12928831199564467,
                "se": 0.06452161549179648,
                "pvalue": 0.04522563682914638,
                "lower": -0.2558245503132923,
                "upper": -0.0027520736779969857
              },
              {
                "event_time": -17,
                "estimate": -0.09789970502565834,
                "se": 0.06373091889538626,
                "pvalue": 0.12466108476937289,
                "lower": -0.22288527273164044,
                "upper": 0.027085862680323744
              },
              {
                "event_time": -16,
                "estimate": -0.10284947371203823,
                "se": 0.06121147257866861,
                "pvalue": 0.09306757835829654,
                "lower": -0.22289404207802024,
                "upper": 0.017195094653943782
              },
              {
                "event_time": -15,
                "estimate": 0.05075847356014836,
                "se": 0.06731400061109012,
                "pvalue": 0.45090439001131194,
                "lower": -0.08125403664307414,
                "upper": 0.18277098376337086
              },
              {
                "event_time": -14,
                "estimate": -0.019666289476529635,
                "se": 0.0677545496969337,
                "pvalue": 0.7716489287745935,
                "lower": -0.15254278028054802,
                "upper": 0.11321020132748875
              },
              {
                "event_time": -13,
                "estimate": -0.004083419033850337,
                "se": 0.06686249666938644,
                "pvalue": 0.951308027602574,
                "lower": -0.13521046457638036,
                "upper": 0.12704362650867967
              },
              {
                "event_time": -12,
                "estimate": -0.002105894473823993,
                "se": 0.06156282923986054,
                "pvalue": 0.9727152897277794,
                "lower": -0.12283952417027948,
                "upper": 0.1186277352226315
              },
              {
                "event_time": -11,
                "estimate": 0.05641065701990863,
                "se": 0.07391446499657528,
                "pvalue": 0.4454406504357917,
                "lower": -0.0885463203688121,
                "upper": 0.20136763440862937
              },
              {
                "event_time": -10,
                "estimate": 0.0754467716768113,
                "se": 0.05865013223325417,
                "pvalue": 0.1984561570769363,
                "lower": -0.0395746370877008,
                "upper": 0.1904681804413234
              },
              {
                "event_time": -9,
                "estimate": 0.1103931228657135,
                "se": 0.06920455019764139,
                "pvalue": 0.11083111019438882,
                "lower": -0.025327029051247493,
                "upper": 0.24611327478267447
              },
              {
                "event_time": -8,
                "estimate": 0.00450727165132152,
                "se": 0.08684194938261358,
                "pvalue": 0.9586119306914943,
                "lower": -0.16580237604255288,
                "upper": 0.17481691934519594
              },
              {
                "event_time": -7,
                "estimate": 0.08117666147015319,
                "se": 0.0690437086965018,
                "pvalue": 0.23984259523146775,
                "lower": -0.05422805695425746,
                "upper": 0.21658137989456383
              },
              {
                "event_time": -6,
                "estimate": 0.053772623707897794,
                "se": 0.06601071801334969,
                "pvalue": 0.41539527196062337,
                "lower": -0.07568396045215403,
                "upper": 0.1832292078679496
              },
              {
                "event_time": -5,
                "estimate": 0.05506615072638314,
                "se": 0.06489184076384501,
                "pvalue": 0.3962140908352567,
                "lower": -0.0721961530020276,
                "upper": 0.1823284544547939
              },
              {
                "event_time": -4,
                "estimate": 0.10607251401638972,
                "se": 0.05351856265995233,
                "pvalue": 0.047617919024556796,
                "lower": 0.0011148568415052795,
                "upper": 0.21103017119127415
              },
              {
                "event_time": -3,
                "estimate": 0.1694663416886818,
                "se": 0.06757981061276022,
                "pvalue": 0.01223206079088388,
                "lower": 0.03693253955155201,
                "upper": 0.3020001438258116
              },
              {
                "event_time": -2,
                "estimate": 0.14894946809182857,
                "se": 0.06963039052737635,
                "pvalue": 0.03254413019101672,
                "lower": 0.01239418157636299,
                "upper": 0.2855047546072942
              },
              {
                "event_time": 0,
                "estimate": -0.09735287954027677,
                "se": 0.0589446570316018,
                "pvalue": 0.09877272481230229,
                "lower": -0.21295189411626939,
                "upper": 0.018246135035715844
              },
              {
                "event_time": 1,
                "estimate": -0.059168178169643246,
                "se": 0.05700552547263844,
                "pvalue": 0.2994239516429804,
                "lower": -0.17096427474359888,
                "upper": 0.0526279184043124
              },
              {
                "event_time": 2,
                "estimate": -0.09991039342292762,
                "se": 0.07565393370001587,
                "pvalue": 0.18677714085701896,
                "lower": -0.2482787210192797,
                "upper": 0.04845793417342445
              },
              {
                "event_time": 3,
                "estimate": -0.19928368739497068,
                "se": 0.13646588571058632,
                "pvalue": 0.14435878099262195,
                "lower": -0.466913065625575,
                "upper": 0.06834569083563366
              },
              {
                "event_time": 4,
                "estimate": -0.02950378543184785,
                "se": 0.05476575754860695,
                "pvalue": 0.5901349838600851,
                "lower": -0.1369073725242716,
                "upper": 0.0778998016605759
              },
              {
                "event_time": 5,
                "estimate": -0.07416512530913624,
                "se": 0.04923288258068357,
                "pvalue": 0.13211794971274932,
                "lower": -0.1707179427767369,
                "upper": 0.022387692158464423
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -28,
                "estimate": -0.299888231918728,
                "se": 0.04851940586917067,
                "pvalue": 7.701728953523669e-10,
                "lower": -0.3950418181594917,
                "upper": -0.20473464567796426
              },
              {
                "event_time": -27,
                "estimate": -0.18343515700096555,
                "se": 0.04705886099330534,
                "pvalue": 0.00010017244706084108,
                "lower": -0.27572440308103363,
                "upper": -0.09114591092089745
              },
              {
                "event_time": -26,
                "estimate": -0.2891141875109492,
                "se": 0.04640400542851432,
                "pvalue": 5.652363316185691e-10,
                "lower": -0.3801191669281565,
                "upper": -0.19810920809374188
              },
              {
                "event_time": -25,
                "estimate": -0.1928431583824529,
                "se": 0.047956957855607635,
                "pvalue": 6.004837467317266e-05,
                "lower": -0.28689370255982394,
                "upper": -0.09879261420508184
              },
              {
                "event_time": -24,
                "estimate": -0.10190763778569506,
                "se": 0.046210538945524494,
                "pvalue": 0.02754659603756084,
                "lower": -0.1925332013929993,
                "upper": -0.011282074178390847
              },
              {
                "event_time": -23,
                "estimate": -0.07171294991127311,
                "se": 0.11370640425876817,
                "pvalue": 0.5283180572657312,
                "lower": -0.29470768675817705,
                "upper": 0.15128178693563085
              },
              {
                "event_time": -22,
                "estimate": -0.09129174738417829,
                "se": 0.09270196433852101,
                "pvalue": 0.3248469238896248,
                "lower": -0.27309373362775874,
                "upper": 0.09051023885940217
              },
              {
                "event_time": -21,
                "estimate": -0.18797721670202208,
                "se": 0.05221053878874252,
                "pvalue": 0.00032546753764851264,
                "lower": -0.29036964950936694,
                "upper": -0.08558478389467723
              },
              {
                "event_time": -20,
                "estimate": -0.029332788625379483,
                "se": 0.02200436577131599,
                "pvalue": 0.18266842192129634,
                "lower": -0.07248653872982228,
                "upper": 0.013820961479063303
              },
              {
                "event_time": -19,
                "estimate": -0.020605180614695795,
                "se": 0.02099245640384898,
                "pvalue": 0.3264388959450408,
                "lower": -0.061774429805736226,
                "upper": 0.020564068576344637
              },
              {
                "event_time": -18,
                "estimate": -0.1003393177911045,
                "se": 0.02085735201333143,
                "pvalue": 1.6155635697842345e-06,
                "lower": -0.14124360769329292,
                "upper": -0.05943502788891609
              },
              {
                "event_time": -17,
                "estimate": -0.07459388321951439,
                "se": 0.022586635866508015,
                "pvalue": 0.00097483652710767,
                "lower": -0.11888954936199911,
                "upper": -0.030298217077029677
              },
              {
                "event_time": -16,
                "estimate": -0.08305954232989257,
                "se": 0.02219402022695972,
                "pvalue": 0.00018736517759609277,
                "lower": -0.1265852323061817,
                "upper": -0.03953385235360343
              },
              {
                "event_time": -15,
                "estimate": 0.05515546565243398,
                "se": 0.02907017704294399,
                "pvalue": 0.057928742822570906,
                "lower": -0.0018553643183354396,
                "upper": 0.1121662956232034
              },
              {
                "event_time": -14,
                "estimate": -0.026952757793864673,
                "se": 0.0192156520836991,
                "pvalue": 0.16087685624603926,
                "lower": -0.06463743622230698,
                "upper": 0.010731920634577643
              },
              {
                "event_time": -13,
                "estimate": -0.018121453576089776,
                "se": 0.04274782920388553,
                "pvalue": 0.671673036349839,
                "lower": -0.1019561415713508,
                "upper": 0.06571323441917126
              },
              {
                "event_time": -12,
                "estimate": -0.018364314302106766,
                "se": 0.014576702915510166,
                "pvalue": 0.20787332123780378,
                "lower": -0.046951341144871706,
                "upper": 0.010222712540658173
              },
              {
                "event_time": -11,
                "estimate": 0.026130251095762502,
                "se": 0.026802571729354838,
                "pvalue": 0.3297193327349493,
                "lower": -0.026433476238415875,
                "upper": 0.07869397842994089
              },
              {
                "event_time": -10,
                "estimate": 0.033850740185300265,
                "se": 0.017400242200137864,
                "pvalue": 0.05186396953896575,
                "lower": -0.00027365637605637066,
                "upper": 0.0679751367466569
              },
              {
                "event_time": -9,
                "estimate": 0.05448340548167596,
                "se": 0.01719749848505698,
                "pvalue": 0.0015574358511785378,
                "lower": 0.02075661872679018,
                "upper": 0.08821019223656174
              },
              {
                "event_time": -8,
                "estimate": -0.04388508991912806,
                "se": 0.03628527888915465,
                "pvalue": 0.22663373043691776,
                "lower": -0.11504578020786008,
                "upper": 0.02727560036960395
              },
              {
                "event_time": -7,
                "estimate": 0.029919041008349804,
                "se": 0.055685604835622404,
                "pvalue": 0.5911302269856196,
                "lower": -0.07928849991626571,
                "upper": 0.13912658193296532
              },
              {
                "event_time": -6,
                "estimate": -0.006350837649434807,
                "se": 0.022661498470595478,
                "pvalue": 0.7793161485215738,
                "lower": -0.050793320207467824,
                "upper": 0.038091644908598205
              },
              {
                "event_time": -5,
                "estimate": -0.004003216523063213,
                "se": 0.02072665219182725,
                "pvalue": 0.8468661610970425,
                "lower": -0.044651185134535816,
                "upper": 0.03664475208840939
              },
              {
                "event_time": -4,
                "estimate": 0.02941569719192652,
                "se": 0.02111827509896638,
                "pvalue": 0.1638033262915786,
                "lower": -0.012000300693622568,
                "upper": 0.07083169507747561
              },
              {
                "event_time": -3,
                "estimate": 0.08411107564513662,
                "se": 0.030421704597861934,
                "pvalue": 0.005747119881944824,
                "lower": 0.02444970427861265,
                "upper": 0.1437724470116606
              },
              {
                "event_time": -2,
                "estimate": 0.0638581762488629,
                "se": 0.0352516402746551,
                "pvalue": 0.07021343586279952,
                "lower": -0.005275398924078675,
                "upper": 0.13299175142180447
              },
              {
                "event_time": -1,
                "estimate": -0.12735698072100354,
                "se": 0.05969261848752646,
                "pvalue": 0.033000686882029104,
                "lower": -0.24442285610508196,
                "upper": -0.010291105336925135
              },
              {
                "event_time": 0,
                "estimate": -0.2124271774247171,
                "se": 0.05575430873000621,
                "pvalue": 0.00014310837174728776,
                "lower": -0.3217694566426446,
                "upper": -0.10308489820678955
              },
              {
                "event_time": 1,
                "estimate": -0.1630297555586666,
                "se": 0.03478400487650412,
                "pvalue": 2.959568224748838e-06,
                "lower": -0.2312462299470855,
                "upper": -0.09481328117024775
              },
              {
                "event_time": 2,
                "estimate": -0.20717810597992006,
                "se": 0.09450383949947073,
                "pvalue": 0.02847418788214238,
                "lower": -0.39251383053812117,
                "upper": -0.02184238142171896
              },
              {
                "event_time": 3,
                "estimate": -0.31180570705675476,
                "se": 0.1670232746484973,
                "pvalue": 0.06206944209880262,
                "lower": -0.6393625533078114,
                "upper": 0.015751139194301933
              },
              {
                "event_time": 4,
                "estimate": -0.1260635554869818,
                "se": 0.05826216983025713,
                "pvalue": 0.030602617259251046,
                "lower": -0.2403241137565127,
                "upper": -0.011802997217450928
              },
              {
                "event_time": 5,
                "estimate": -0.155948558326517,
                "se": 0.0417114757063482,
                "pvalue": 0.00019011262631699088,
                "lower": -0.2377508069269153,
                "upper": -0.07414630972611867
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -28,
                "estimate": -0.14404628039943074,
                "se": 0.08692957499368394,
                "pvalue": 0.09766629529766642,
                "lower": -0.3145277746151353,
                "upper": 0.02643521381627384
              },
              {
                "event_time": -27,
                "estimate": -0.03410464927270456,
                "se": 0.08558832458001583,
                "pvalue": 0.6903237694167197,
                "lower": -0.20195575705598745,
                "upper": 0.13374645851057831
              },
              {
                "event_time": -26,
                "estimate": -0.13775396435588388,
                "se": 0.08454066711705537,
                "pvalue": 0.10337655172185069,
                "lower": -0.3035504640299621,
                "upper": 0.028042535318194367
              },
              {
                "event_time": -25,
                "estimate": -0.033898823662354485,
                "se": 0.08635357051251037,
                "pvalue": 0.6946872575939456,
                "lower": -0.20325068961710707,
                "upper": 0.13545304229239807
              },
              {
                "event_time": -24,
                "estimate": 0.05323468283297891,
                "se": 0.0845105126883247,
                "pvalue": 0.528819912978302,
                "lower": -0.11250267963644145,
                "upper": 0.21897204530239928
              },
              {
                "event_time": -23,
                "estimate": -0.18481549068908504,
                "se": 0.052030357816599995,
                "pvalue": 0.00039101626478610065,
                "lower": -0.2868545624986069,
                "upper": -0.08277641887956318
              },
              {
                "event_time": -22,
                "estimate": -0.2117595627789347,
                "se": 0.050799014145661334,
                "pvalue": 3.195157852300708e-05,
                "lower": -0.31138379120598375,
                "upper": -0.11213533435188568
              },
              {
                "event_time": -21,
                "estimate": -0.28310224904010217,
                "se": 0.06065726811903862,
                "pvalue": 3.2540871015448895e-06,
                "lower": -0.4020599421465929,
                "upper": -0.16414455593361144
              },
              {
                "event_time": -20,
                "estimate": -0.11202693794291335,
                "se": 0.051503271379446415,
                "pvalue": 0.029735676528912503,
                "lower": -0.21303231686490753,
                "upper": -0.011021559020919156
              },
              {
                "event_time": -19,
                "estimate": -0.11032471519871109,
                "se": 0.047572496839212254,
                "pvalue": 0.020490179345438266,
                "lower": -0.20362127560764043,
                "upper": -0.017028154789781744
              },
              {
                "event_time": -18,
                "estimate": -0.18246840663345779,
                "se": 0.045141661605738494,
                "pvalue": 5.496412575627435e-05,
                "lower": -0.27099774687796213,
                "upper": -0.09393906638895345
              },
              {
                "event_time": -17,
                "estimate": -0.14853846015263172,
                "se": 0.047972892993758405,
                "pvalue": 0.00198657015011222,
                "lower": -0.2426202554452035,
                "upper": -0.054456664860059956
              },
              {
                "event_time": -16,
                "estimate": -0.155359666412917,
                "se": 0.04475870099770942,
                "pvalue": 0.0005293764347657409,
                "lower": -0.24313796540722205,
                "upper": -0.067581367418612
              },
              {
                "event_time": -15,
                "estimate": 0.01577089261390232,
                "se": 0.0426177294868007,
                "pvalue": 0.7113806946888976,
                "lower": -0.06780865098237512,
                "upper": 0.09935043621017975
              },
              {
                "event_time": -14,
                "estimate": -0.03163361227858344,
                "se": 0.038031772380484816,
                "pvalue": 0.4056386966561704,
                "lower": -0.10621942940201587,
                "upper": 0.04295220484484899
              },
              {
                "event_time": -13,
                "estimate": -0.021612247332959012,
                "se": 0.03661550870671753,
                "pvalue": 0.5550904437651121,
                "lower": -0.09342056615014972,
                "upper": 0.050196071484231705
              },
              {
                "event_time": -12,
                "estimate": -0.01032107445946806,
                "se": 0.03544671897531809,
                "pvalue": 0.7709501981911988,
                "lower": -0.07983722723480909,
                "upper": 0.059195078315872965
              },
              {
                "event_time": -11,
                "estimate": 0.0507024606727106,
                "se": 0.03528765100572238,
                "pvalue": 0.15092109028911563,
                "lower": -0.01850173676245412,
                "upper": 0.11990665810787532
              },
              {
                "event_time": -10,
                "estimate": 0.07344862416708298,
                "se": 0.03546752431885097,
                "pvalue": 0.03849833954832133,
                "lower": 0.0038916690980069085,
                "upper": 0.14300557923615903
              },
              {
                "event_time": -9,
                "estimate": 0.11456366739824476,
                "se": 0.03548044688660444,
                "pvalue": 0.0012625998773927105,
                "lower": 0.044981369301092505,
                "upper": 0.18414596549539702
              },
              {
                "event_time": -8,
                "estimate": 0.0066280858713859,
                "se": 0.034496328524305835,
                "pvalue": 0.8476528304922548,
                "lower": -0.061024213500913874,
                "upper": 0.07428038524368567
              },
              {
                "event_time": -7,
                "estimate": 0.07699479690787508,
                "se": 0.03082118777966623,
                "pvalue": 0.012564989632894062,
                "lower": 0.01654998112956159,
                "upper": 0.1374396126861886
              },
              {
                "event_time": -6,
                "estimate": 0.04649067857974596,
                "se": 0.0333217668300398,
                "pvalue": 0.16310831627260097,
                "lower": -0.018858135095061894,
                "upper": 0.11183949225455381
              },
              {
                "event_time": -5,
                "estimate": 0.0505763428138271,
                "se": 0.03352564404360388,
                "pvalue": 0.13156157947782887,
                "lower": -0.015172303622241382,
                "upper": 0.11632498924989558
              },
              {
                "event_time": -4,
                "estimate": 0.097696892351134,
                "se": 0.03042935897457288,
                "pvalue": 0.001345428452865926,
                "lower": 0.03802050964262353,
                "upper": 0.1573732750596445
              },
              {
                "event_time": -3,
                "estimate": 0.15808176835378313,
                "se": 0.03380159588105135,
                "pvalue": 3.108356550040713e-06,
                "lower": 0.09179194037411419,
                "upper": 0.22437159633345205
              },
              {
                "event_time": -2,
                "estimate": 0.1454384171855905,
                "se": 0.03369813258734685,
                "pvalue": 1.6665808449738182e-05,
                "lower": 0.07935149571856127,
                "upper": 0.21152533865261974
              },
              {
                "event_time": 0,
                "estimate": -0.09966229662069859,
                "se": 0.029552899316575437,
                "pvalue": 0.0007594622296358422,
                "lower": -0.15761981492516652,
                "upper": -0.04170477831623065
              },
              {
                "event_time": 1,
                "estimate": -0.06371305335628467,
                "se": 0.03277133453086586,
                "pvalue": 0.05201428268332604,
                "lower": -0.12798238952490917,
                "upper": 0.0005562828123398256
              },
              {
                "event_time": 2,
                "estimate": -0.10192165659407154,
                "se": 0.029217020800693407,
                "pvalue": 0.0004963128934748258,
                "lower": -0.15922046845407933,
                "upper": -0.044622844734063756
              },
              {
                "event_time": 3,
                "estimate": -0.20344064373261833,
                "se": 0.03099120033533629,
                "pvalue": 6.626632873590538e-11,
                "lower": -0.26421887877046657,
                "upper": -0.14266240869477012
              },
              {
                "event_time": 4,
                "estimate": -0.03473206470631777,
                "se": 0.031364608732796645,
                "pvalue": 0.2682687236843056,
                "lower": -0.09624260772515356,
                "upper": 0.026778478312518027
              },
              {
                "event_time": 5,
                "estimate": -0.0762879100235704,
                "se": 0.028514503755830763,
                "pvalue": 0.007524403655134311,
                "lower": -0.13220898415129448,
                "upper": -0.02036683589584632
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0
            ],
            "weights": [
              0.2122549019607843,
              0.18627450980392157,
              0.17009803921568628,
              0.15661764705882353,
              0.1426470588235294,
              0.1321078431372549
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 8.326672684688674e-17,
            "package_aggregate_vs_estimable_cell_weights": null
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "status": "not_identified",
            "pvalue": null,
            "reason": "The saturated and imported deviations designs do not span the same fitted model on this sparse panel. Test withheld.",
            "relative_rss_difference": 5.33815280078878e-05
          },
          "method_status": {
            "Sun\u2013Abraham": "unvalidated: saturated and reference deviations fits disagree"
          }
        }
      },
      "code_sha256": {
        "replication_engine.py": "cd3acc93d19b09e121e2366dbaaccd6cc5c4f902ca3ac3d3c1c27b3cc1d436f0",
        "reference_f_test.py": "5f044e72270f04daf518d8b9667920b0bdce87bdaa9b134f2625697b9eff1909",
        "sparse_did2s.py": "16f2083b77e2a6a0fd9a4dda23961f99f24def371aa785b956cc08b5c86929f3",
        "frequency.py": "f8b8062ee5e78fff474749beed9c4a3c20ced533b2e327a18f101ff35bca26b2",
        "sparse_models.py": "fd6fc12f18694fa56b8e0a68bec3d72bf57339ae0aecab45d7f13a834468feec"
      }
    },
    "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": "original_fe",
        "frequency_weights": false,
        "source_sd": null,
        "require_never_control_periods": false,
        "latest_cohort_control": true,
        "slug": "s02-p010",
        "specification_id": "S02-P010",
        "source_specification_id": "AM005-P2587-T2-DEMP-QP-M4",
        "study_id": 2,
        "study": "Do Powerful Politicians Really Cause Corporate Downsizing?",
        "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204",
        "description": "AM005-P2587-T2-DEMP-QP-M4",
        "data": "analyses/full-archive/prepared/S02-P010.parquet",
        "output_dir": "analyses/archive-expanded/fits/S02-P010"
      },
      "options": {
        "output_dir": "analyses/archive-expanded/fits/S02-P010",
        "regression_results": "analyses/archive-expanded/baselines/S02-P010.json",
        "display_window": [
          -10,
          10
        ],
        "timeout_seconds": 3600
      },
      "source": {
        "file": "S02-P010.parquet",
        "bytes": 1720574,
        "sha256": "cf2e9158cdbb6cc2f69118e7f7d199a90d52da952def64037d54d62e70cdcdec"
      },
      "regressions": {
        "y__d": {
          "sample": {
            "outcome": "y",
            "treatment": "d",
            "source_rows": 168267,
            "source_sd": 0.3181313377096774,
            "rows": 156719,
            "units": 14659,
            "clusters": 2011,
            "treated_units": 866,
            "never_treated_units": 13793,
            "treated_cohorts": 5,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 156621,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 482,
            "post_adoption_untreated_rows_removed": 8285,
            "units_without_minus_one_removed": 23,
            "additional_rows_removed": 1991
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.15625980708336018,
              "se": 0.03442403062476986,
              "pvalue": 5.9789152980245655e-06,
              "lower": -0.22377031979740877,
              "upper": -0.08874929436931159
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.09389747647908492,
              "se": 0.05568622467813145,
              "pvalue": 0.09191467569335948,
              "lower": -0.20310623300468694,
              "upper": 0.01531128004651712
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.19811648638851434,
              "se": 0.042881612435407,
              "pvalue": 4.07907875381317e-06,
              "lower": -0.28221354268837645,
              "upper": -0.11401943008865222
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": null,
              "se": null,
              "pvalue": null,
              "lower": null,
              "upper": null,
              "status": "unvalidated",
              "reason": "unvalidated: saturated and reference deviations fits disagree"
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -28,
                "estimate": -0.3426276553849582,
                "se": 0.08398378650487343,
                "pvalue": 4.685713240646384e-05,
                "lower": -0.5073320314765684,
                "upper": -0.17792327929334806
              },
              {
                "event_time": -27,
                "estimate": -0.22445169986632657,
                "se": 0.08243018532076532,
                "pvalue": 0.006526481331942908,
                "lower": -0.3861092388912505,
                "upper": -0.06279416084140269
              },
              {
                "event_time": -26,
                "estimate": -0.3348935978789967,
                "se": 0.08124805914096796,
                "pvalue": 3.910853282529747e-05,
                "lower": -0.4942328161540722,
                "upper": -0.17555437960392117
              },
              {
                "event_time": -25,
                "estimate": -0.23382316236571438,
                "se": 0.08303189936770938,
                "pvalue": 0.004909038731132885,
                "lower": -0.396660749835843,
                "upper": -0.07098557489558577
              },
              {
                "event_time": -24,
                "estimate": -0.14376651951824257,
                "se": 0.0810115080723021,
                "pvalue": 0.07610815028652489,
                "lower": -0.3026418268671758,
                "upper": 0.015108787830690668
              },
              {
                "event_time": -23,
                "estimate": -0.0700989251530048,
                "se": 0.12599330178336363,
                "pvalue": 0.578019702466954,
                "lower": -0.31719004863725825,
                "upper": 0.17699219833124863
              },
              {
                "event_time": -22,
                "estimate": -0.0907183436133583,
                "se": 0.10343788340342315,
                "pvalue": 0.38057401423276016,
                "lower": -0.29357502297025917,
                "upper": 0.11213833574354255
              },
              {
                "event_time": -21,
                "estimate": -0.21214569584326878,
                "se": 0.08346554472425062,
                "pvalue": 0.011105507926163253,
                "lower": -0.3758337247005573,
                "upper": -0.04845766698598025
              },
              {
                "event_time": -20,
                "estimate": -0.06045911389935621,
                "se": 0.06542762009657277,
                "pvalue": 0.355565459327287,
                "lower": -0.18877215854327192,
                "upper": 0.0678539307445595
              },
              {
                "event_time": -19,
                "estimate": -0.049804283313153314,
                "se": 0.06328166195998022,
                "pvalue": 0.4313597092247773,
                "lower": -0.17390879306342405,
                "upper": 0.07430022643711744
              },
              {
                "event_time": -18,
                "estimate": -0.12928831199564467,
                "se": 0.06452161549179648,
                "pvalue": 0.04522563682914638,
                "lower": -0.2558245503132923,
                "upper": -0.0027520736779969857
              },
              {
                "event_time": -17,
                "estimate": -0.09789970502565834,
                "se": 0.06373091889538626,
                "pvalue": 0.12466108476937289,
                "lower": -0.22288527273164044,
                "upper": 0.027085862680323744
              },
              {
                "event_time": -16,
                "estimate": -0.10284947371203823,
                "se": 0.06121147257866861,
                "pvalue": 0.09306757835829654,
                "lower": -0.22289404207802024,
                "upper": 0.017195094653943782
              },
              {
                "event_time": -15,
                "estimate": 0.05075847356014836,
                "se": 0.06731400061109012,
                "pvalue": 0.45090439001131194,
                "lower": -0.08125403664307414,
                "upper": 0.18277098376337086
              },
              {
                "event_time": -14,
                "estimate": -0.019666289476529635,
                "se": 0.0677545496969337,
                "pvalue": 0.7716489287745935,
                "lower": -0.15254278028054802,
                "upper": 0.11321020132748875
              },
              {
                "event_time": -13,
                "estimate": -0.004083419033850337,
                "se": 0.06686249666938644,
                "pvalue": 0.951308027602574,
                "lower": -0.13521046457638036,
                "upper": 0.12704362650867967
              },
              {
                "event_time": -12,
                "estimate": -0.002105894473823993,
                "se": 0.06156282923986054,
                "pvalue": 0.9727152897277794,
                "lower": -0.12283952417027948,
                "upper": 0.1186277352226315
              },
              {
                "event_time": -11,
                "estimate": 0.05641065701990863,
                "se": 0.07391446499657528,
                "pvalue": 0.4454406504357917,
                "lower": -0.0885463203688121,
                "upper": 0.20136763440862937
              },
              {
                "event_time": -10,
                "estimate": 0.0754467716768113,
                "se": 0.05865013223325417,
                "pvalue": 0.1984561570769363,
                "lower": -0.0395746370877008,
                "upper": 0.1904681804413234
              },
              {
                "event_time": -9,
                "estimate": 0.1103931228657135,
                "se": 0.06920455019764139,
                "pvalue": 0.11083111019438882,
                "lower": -0.025327029051247493,
                "upper": 0.24611327478267447
              },
              {
                "event_time": -8,
                "estimate": 0.00450727165132152,
                "se": 0.08684194938261358,
                "pvalue": 0.9586119306914943,
                "lower": -0.16580237604255288,
                "upper": 0.17481691934519594
              },
              {
                "event_time": -7,
                "estimate": 0.08117666147015319,
                "se": 0.0690437086965018,
                "pvalue": 0.23984259523146775,
                "lower": -0.05422805695425746,
                "upper": 0.21658137989456383
              },
              {
                "event_time": -6,
                "estimate": 0.053772623707897794,
                "se": 0.06601071801334969,
                "pvalue": 0.41539527196062337,
                "lower": -0.07568396045215403,
                "upper": 0.1832292078679496
              },
              {
                "event_time": -5,
                "estimate": 0.05506615072638314,
                "se": 0.06489184076384501,
                "pvalue": 0.3962140908352567,
                "lower": -0.0721961530020276,
                "upper": 0.1823284544547939
              },
              {
                "event_time": -4,
                "estimate": 0.10607251401638972,
                "se": 0.05351856265995233,
                "pvalue": 0.047617919024556796,
                "lower": 0.0011148568415052795,
                "upper": 0.21103017119127415
              },
              {
                "event_time": -3,
                "estimate": 0.1694663416886818,
                "se": 0.06757981061276022,
                "pvalue": 0.01223206079088388,
                "lower": 0.03693253955155201,
                "upper": 0.3020001438258116
              },
              {
                "event_time": -2,
                "estimate": 0.14894946809182857,
                "se": 0.06963039052737635,
                "pvalue": 0.03254413019101672,
                "lower": 0.01239418157636299,
                "upper": 0.2855047546072942
              },
              {
                "event_time": 0,
                "estimate": -0.09735287954027677,
                "se": 0.0589446570316018,
                "pvalue": 0.09877272481230229,
                "lower": -0.21295189411626939,
                "upper": 0.018246135035715844
              },
              {
                "event_time": 1,
                "estimate": -0.059168178169643246,
                "se": 0.05700552547263844,
                "pvalue": 0.2994239516429804,
                "lower": -0.17096427474359888,
                "upper": 0.0526279184043124
              },
              {
                "event_time": 2,
                "estimate": -0.09991039342292762,
                "se": 0.07565393370001587,
                "pvalue": 0.18677714085701896,
                "lower": -0.2482787210192797,
                "upper": 0.04845793417342445
              },
              {
                "event_time": 3,
                "estimate": -0.19928368739497068,
                "se": 0.13646588571058632,
                "pvalue": 0.14435878099262195,
                "lower": -0.466913065625575,
                "upper": 0.06834569083563366
              },
              {
                "event_time": 4,
                "estimate": -0.02950378543184785,
                "se": 0.05476575754860695,
                "pvalue": 0.5901349838600851,
                "lower": -0.1369073725242716,
                "upper": 0.0778998016605759
              },
              {
                "event_time": 5,
                "estimate": -0.07416512530913624,
                "se": 0.04923288258068357,
                "pvalue": 0.13211794971274932,
                "lower": -0.1707179427767369,
                "upper": 0.022387692158464423
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -28,
                "estimate": -0.299888231918728,
                "se": 0.04851940586917067,
                "pvalue": 7.701728953523669e-10,
                "lower": -0.3950418181594917,
                "upper": -0.20473464567796426
              },
              {
                "event_time": -27,
                "estimate": -0.18343515700096555,
                "se": 0.04705886099330534,
                "pvalue": 0.00010017244706084108,
                "lower": -0.27572440308103363,
                "upper": -0.09114591092089745
              },
              {
                "event_time": -26,
                "estimate": -0.2891141875109492,
                "se": 0.04640400542851432,
                "pvalue": 5.652363316185691e-10,
                "lower": -0.3801191669281565,
                "upper": -0.19810920809374188
              },
              {
                "event_time": -25,
                "estimate": -0.1928431583824529,
                "se": 0.047956957855607635,
                "pvalue": 6.004837467317266e-05,
                "lower": -0.28689370255982394,
                "upper": -0.09879261420508184
              },
              {
                "event_time": -24,
                "estimate": -0.10190763778569506,
                "se": 0.046210538945524494,
                "pvalue": 0.02754659603756084,
                "lower": -0.1925332013929993,
                "upper": -0.011282074178390847
              },
              {
                "event_time": -23,
                "estimate": -0.07171294991127311,
                "se": 0.11370640425876817,
                "pvalue": 0.5283180572657312,
                "lower": -0.29470768675817705,
                "upper": 0.15128178693563085
              },
              {
                "event_time": -22,
                "estimate": -0.09129174738417829,
                "se": 0.09270196433852101,
                "pvalue": 0.3248469238896248,
                "lower": -0.27309373362775874,
                "upper": 0.09051023885940217
              },
              {
                "event_time": -21,
                "estimate": -0.18797721670202208,
                "se": 0.05221053878874252,
                "pvalue": 0.00032546753764851264,
                "lower": -0.29036964950936694,
                "upper": -0.08558478389467723
              },
              {
                "event_time": -20,
                "estimate": -0.029332788625379483,
                "se": 0.02200436577131599,
                "pvalue": 0.18266842192129634,
                "lower": -0.07248653872982228,
                "upper": 0.013820961479063303
              },
              {
                "event_time": -19,
                "estimate": -0.020605180614695795,
                "se": 0.02099245640384898,
                "pvalue": 0.3264388959450408,
                "lower": -0.061774429805736226,
                "upper": 0.020564068576344637
              },
              {
                "event_time": -18,
                "estimate": -0.1003393177911045,
                "se": 0.02085735201333143,
                "pvalue": 1.6155635697842345e-06,
                "lower": -0.14124360769329292,
                "upper": -0.05943502788891609
              },
              {
                "event_time": -17,
                "estimate": -0.07459388321951439,
                "se": 0.022586635866508015,
                "pvalue": 0.00097483652710767,
                "lower": -0.11888954936199911,
                "upper": -0.030298217077029677
              },
              {
                "event_time": -16,
                "estimate": -0.08305954232989257,
                "se": 0.02219402022695972,
                "pvalue": 0.00018736517759609277,
                "lower": -0.1265852323061817,
                "upper": -0.03953385235360343
              },
              {
                "event_time": -15,
                "estimate": 0.05515546565243398,
                "se": 0.02907017704294399,
                "pvalue": 0.057928742822570906,
                "lower": -0.0018553643183354396,
                "upper": 0.1121662956232034
              },
              {
                "event_time": -14,
                "estimate": -0.026952757793864673,
                "se": 0.0192156520836991,
                "pvalue": 0.16087685624603926,
                "lower": -0.06463743622230698,
                "upper": 0.010731920634577643
              },
              {
                "event_time": -13,
                "estimate": -0.018121453576089776,
                "se": 0.04274782920388553,
                "pvalue": 0.671673036349839,
                "lower": -0.1019561415713508,
                "upper": 0.06571323441917126
              },
              {
                "event_time": -12,
                "estimate": -0.018364314302106766,
                "se": 0.014576702915510166,
                "pvalue": 0.20787332123780378,
                "lower": -0.046951341144871706,
                "upper": 0.010222712540658173
              },
              {
                "event_time": -11,
                "estimate": 0.026130251095762502,
                "se": 0.026802571729354838,
                "pvalue": 0.3297193327349493,
                "lower": -0.026433476238415875,
                "upper": 0.07869397842994089
              },
              {
                "event_time": -10,
                "estimate": 0.033850740185300265,
                "se": 0.017400242200137864,
                "pvalue": 0.05186396953896575,
                "lower": -0.00027365637605637066,
                "upper": 0.0679751367466569
              },
              {
                "event_time": -9,
                "estimate": 0.05448340548167596,
                "se": 0.01719749848505698,
                "pvalue": 0.0015574358511785378,
                "lower": 0.02075661872679018,
                "upper": 0.08821019223656174
              },
              {
                "event_time": -8,
                "estimate": -0.04388508991912806,
                "se": 0.03628527888915465,
                "pvalue": 0.22663373043691776,
                "lower": -0.11504578020786008,
                "upper": 0.02727560036960395
              },
              {
                "event_time": -7,
                "estimate": 0.029919041008349804,
                "se": 0.055685604835622404,
                "pvalue": 0.5911302269856196,
                "lower": -0.07928849991626571,
                "upper": 0.13912658193296532
              },
              {
                "event_time": -6,
                "estimate": -0.006350837649434807,
                "se": 0.022661498470595478,
                "pvalue": 0.7793161485215738,
                "lower": -0.050793320207467824,
                "upper": 0.038091644908598205
              },
              {
                "event_time": -5,
                "estimate": -0.004003216523063213,
                "se": 0.02072665219182725,
                "pvalue": 0.8468661610970425,
                "lower": -0.044651185134535816,
                "upper": 0.03664475208840939
              },
              {
                "event_time": -4,
                "estimate": 0.02941569719192652,
                "se": 0.02111827509896638,
                "pvalue": 0.1638033262915786,
                "lower": -0.012000300693622568,
                "upper": 0.07083169507747561
              },
              {
                "event_time": -3,
                "estimate": 0.08411107564513662,
                "se": 0.030421704597861934,
                "pvalue": 0.005747119881944824,
                "lower": 0.02444970427861265,
                "upper": 0.1437724470116606
              },
              {
                "event_time": -2,
                "estimate": 0.0638581762488629,
                "se": 0.0352516402746551,
                "pvalue": 0.07021343586279952,
                "lower": -0.005275398924078675,
                "upper": 0.13299175142180447
              },
              {
                "event_time": -1,
                "estimate": -0.12735698072100354,
                "se": 0.05969261848752646,
                "pvalue": 0.033000686882029104,
                "lower": -0.24442285610508196,
                "upper": -0.010291105336925135
              },
              {
                "event_time": 0,
                "estimate": -0.2124271774247171,
                "se": 0.05575430873000621,
                "pvalue": 0.00014310837174728776,
                "lower": -0.3217694566426446,
                "upper": -0.10308489820678955
              },
              {
                "event_time": 1,
                "estimate": -0.1630297555586666,
                "se": 0.03478400487650412,
                "pvalue": 2.959568224748838e-06,
                "lower": -0.2312462299470855,
                "upper": -0.09481328117024775
              },
              {
                "event_time": 2,
                "estimate": -0.20717810597992006,
                "se": 0.09450383949947073,
                "pvalue": 0.02847418788214238,
                "lower": -0.39251383053812117,
                "upper": -0.02184238142171896
              },
              {
                "event_time": 3,
                "estimate": -0.31180570705675476,
                "se": 0.1670232746484973,
                "pvalue": 0.06206944209880262,
                "lower": -0.6393625533078114,
                "upper": 0.015751139194301933
              },
              {
                "event_time": 4,
                "estimate": -0.1260635554869818,
                "se": 0.05826216983025713,
                "pvalue": 0.030602617259251046,
                "lower": -0.2403241137565127,
                "upper": -0.011802997217450928
              },
              {
                "event_time": 5,
                "estimate": -0.155948558326517,
                "se": 0.0417114757063482,
                "pvalue": 0.00019011262631699088,
                "lower": -0.2377508069269153,
                "upper": -0.07414630972611867
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0
            ],
            "weights": [
              0.2122549019607843,
              0.18627450980392157,
              0.17009803921568628,
              0.15661764705882353,
              0.1426470588235294,
              0.1321078431372549
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 8.326672684688674e-17,
            "package_aggregate_vs_estimable_cell_weights": null
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "status": "not_identified",
            "pvalue": null,
            "reason": "The saturated and imported deviations designs do not span the same fitted model on this sparse panel. Test withheld.",
            "relative_rss_difference": 5.33815280078878e-05
          },
          "method_status": {
            "Sun\u2013Abraham": "unvalidated: saturated and reference deviations fits disagree"
          }
        }
      },
      "alternative_models": {
        "y__d": [
          {
            "method": "CS-DID",
            "status": "unsupported",
            "reason": "csdid: matching the configured nonstandard fixed effects is not implemented."
          },
          {
            "method": "SDID",
            "status": "unsupported",
            "reason": "sdid: matching the configured nonstandard fixed effects is not implemented."
          },
          {
            "method": "Matrix completion",
            "status": "unsupported",
            "reason": "matrix-completion: matching the configured nonstandard fixed effects is not implemented."
          },
          {
            "method": "Horizontal ridge",
            "status": "unsupported",
            "reason": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented."
          },
          {
            "method": "Multisynth (cohort-averaged)",
            "status": "unsupported",
            "reason": "multisynth-cohort: matching the configured nonstandard fixed effects is not implemented."
          },
          {
            "method": "Multisynth (individual)",
            "status": "unsupported",
            "reason": "multisynth-individual: matching the configured nonstandard fixed effects is not implemented."
          }
        ]
      },
      "combined_table": [
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Static TWFE",
          "Estimate (SDs)": -0.15625980708336018,
          "SE": 0.03442403062476986,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.09389747647908492,
          "SE": 0.05568622467813145,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.19811648638851434,
          "SE": 0.042881612435407,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "observations",
          "Event study": "No",
          "Status": "unvalidated",
          "Note": "unvalidated: saturated and reference deviations fits disagree"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Equal post-event times",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "csdid: matching the configured nonstandard fixed effects is not implemented."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "SDID",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "sdid: matching the configured nonstandard fixed effects is not implemented."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Matrix completion",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "matrix-completion: matching the configured nonstandard fixed effects is not implemented."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Horizontal ridge",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (cohort-averaged)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-cohort: matching the configured nonstandard fixed effects is not implemented."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (individual)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-individual: matching the configured nonstandard fixed effects is not implemented."
        }
      ],
      "adapter_sha256": {
        "validate_template.py": "acaff11c7459081dc8abf2f6a6eaf882aed70c073f4681e9f5ce6d63eae93e39",
        "mtgpax_worker.py": "7279b1b2aaa3f5909cd39ac1964d2e9c75907219011fe661a015511131affa85",
        "csdid_general.py": "9c3093549e3591900c0b1a99c7db688f4caa1d4817d030b274032427ca8cf2bf",
        "runner.py": "71623aa3539f4145e073f9cc3c8a2f195bccbcf0ad3a2192b3003f0dea035e1e",
        "csdid_model.py": "4b6272d878b20bb48b16ead3a1f7bd7410cb5806b800e08f01889b503e1b74fb",
        "multisynth_model.R": "3ae0740c5b75b14f563dacc9961688e8286655866a6b435045a3ef6f453c1604",
        "csdid_streaming.py": "2285286ffa353ca347d1a61fd3a11f867e2033953a1494fec5aaeb460ba36a01",
        "multisynth_sparse.R": "f9ab3d8d7f7b52a79ccd694c7173f626276a0830f23bb79e527c88c0f0292540",
        "matrix_models.py": "dc1afacddc30a8244338144e1f7647ff6026bcdf1fc2768ae21e6c5fa61a4c29",
        "csdid_aggregations.py": "cbed0fb13450d9398f9a59d53dbfdf8e275a74daa01158c38c0f3396a3e8c6ee",
        "bootstrap_matrix.py": "9815529a8ae1abb9440939848b5f003758a359e14d400747488c6af340bf6be4",
        "eligibility.py": "aba2b72cf19a45e82f49e4ddac2bc10bc82da1a3c872a408f94508eaea001bd5"
      },
      "scalar_ranges": [
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Static TWFE",
          "Estimate (SDs)": -0.15625980708336018,
          "SE": 0.03442403062476986,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": "",
          "lower": -0.22377031979740877,
          "upper": -0.08874929436931159,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.09389747647908492,
          "SE": 0.05568622467813145,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.20310623300468694,
          "upper": 0.01531128004651712,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.19811648638851434,
          "SE": 0.042881612435407,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.28221354268837645,
          "upper": -0.11401943008865222,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unvalidated",
          "Note": "unvalidated: saturated and reference deviations fits disagree",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (equal event-time)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Equal post-event times",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "csdid: matching the configured nonstandard fixed effects is not implemented.",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "SDID",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "sdid: matching the configured nonstandard fixed effects is not implemented.",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Matrix completion",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "matrix-completion: matching the configured nonstandard fixed effects is not implemented.",
          "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": "unsupported",
          "Note": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented.",
          "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: matching the configured nonstandard fixed effects is not implemented.",
          "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: matching the configured nonstandard fixed effects is not implemented.",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        }
      ],
      "reporting_source": {
        "path": "templates/reporting/comparison_report.py",
        "sha256": "94e9c5116a13335ead2db81834cac48593160291aea51c30c12fe3e11e5da1ce"
      }
    },
    "finished": 1791580990.6588979,
    "scalar_ranges": [
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Static TWFE",
        "Estimate (SDs)": -0.15625980708336018,
        "SE": 0.03442403062476986,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": "",
        "lower": -0.22377031979740877,
        "upper": -0.08874929436931159,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": -0.09389747647908492,
        "SE": 0.05568622467813145,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.20310623300468694,
        "upper": 0.01531128004651712,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": -0.19811648638851434,
        "SE": 0.042881612435407,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.28221354268837645,
        "upper": -0.11401943008865222,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unvalidated",
        "Note": "unvalidated: saturated and reference deviations fits disagree",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (equal event-time)",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Equal post-event times",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "csdid: matching the configured nonstandard fixed effects is not implemented.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "SDID",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "sdid: matching the configured nonstandard fixed effects is not implemented.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Matrix completion",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "matrix-completion: matching the configured nonstandard fixed effects is not implemented.",
        "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": "unsupported",
        "Note": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented.",
        "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: matching the configured nonstandard fixed effects is not implemented.",
        "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: matching the configured nonstandard fixed effects is not implemented.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      }
    ]
  },
  {
    "study_id": 2,
    "specification_id": "S02-P011",
    "source_specification_id": "AM005-P2587-T2-DSALES-ACTUAL",
    "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": "Do Powerful Politicians Really Cause Corporate Downsizing?",
    "status": "ready",
    "reason": "",
    "config": "analyses/full-archive/configs/S02-P011.json",
    "input_bytes": 2114319,
    "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": "s02-p011",
        "specification_id": "S02-P011",
        "source_specification_id": "AM005-P2587-T2-DSALES-ACTUAL",
        "study_id": 2,
        "study": "Do Powerful Politicians Really Cause Corporate Downsizing?",
        "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204",
        "description": "AM005-P2587-T2-DSALES-ACTUAL",
        "data": "analyses/full-archive/prepared/S02-P011.parquet",
        "output_dir": "analyses/full-archive/results/S02-P011"
      },
      "source": {
        "file": "S02-P011.parquet",
        "bytes": 2114319,
        "sha256": "50410de484f9a5bb13cf8b1552b131962f5b5357e5e7f0cc75d934937a4149dc"
      },
      "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": 181489,
            "source_sd": 0.44138795731535097,
            "rows": 172342,
            "units": 15535,
            "clusters": 2028,
            "treated_units": 887,
            "never_treated_units": 14648,
            "treated_cohorts": 6,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 172046,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 246,
            "post_adoption_untreated_rows_removed": 6217,
            "units_without_minus_one_removed": 17,
            "additional_rows_removed": 1902
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.012582455766935948,
              "se": 0.03446282272370412,
              "pvalue": 0.7150731356289783,
              "lower": -0.08016870388064717,
              "upper": 0.05500379234677527
            },
            {
              "method": "Dynamic TWFE",
              "estimate": 0.12261997190506643,
              "se": 0.1289492045745426,
              "pvalue": 0.3417599522646337,
              "lower": -0.13026682742394738,
              "upper": 0.37550677123408027
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.030895859370381435,
              "se": 0.03573191121315815,
              "pvalue": 0.3873292013873714,
              "lower": -0.10097096134885454,
              "upper": 0.03917924260809168
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": 0.13060802678741046,
              "se": 0.015773659629808603,
              "pvalue": 2.205208890699201e-16,
              "lower": 0.09967375068505843,
              "upper": 0.16154230288976248
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -27,
                "estimate": -0.1581200219216649,
                "se": 0.13189483097083451,
                "pvalue": 0.2307325886948192,
                "lower": -0.416783592296573,
                "upper": 0.1005435484532432
              },
              {
                "event_time": -26,
                "estimate": 0.25568213448527616,
                "se": 0.12934943096155865,
                "pvalue": 0.04821341878030665,
                "lower": 0.00201043717760907,
                "upper": 0.5093538317929432
              },
              {
                "event_time": -25,
                "estimate": -0.0432261128013209,
                "se": 0.14245577201660622,
                "pvalue": 0.7615892722638601,
                "lower": -0.32260111437721584,
                "upper": 0.23614888877457405
              },
              {
                "event_time": -24,
                "estimate": 0.04531937274607789,
                "se": 0.1351107195962849,
                "pvalue": 0.7373400062574815,
                "lower": -0.2196509893936341,
                "upper": 0.31028973488578987
              },
              {
                "event_time": -23,
                "estimate": 0.10659525793417184,
                "se": 0.13254473476586223,
                "pvalue": 0.42136366529631036,
                "lower": -0.15334286152491716,
                "upper": 0.36653337739326086
              },
              {
                "event_time": -22,
                "estimate": 0.08211125121933968,
                "se": 0.13316430118916747,
                "pvalue": 0.5375572216715686,
                "lower": -0.17904192164219832,
                "upper": 0.34326442408087765
              },
              {
                "event_time": -21,
                "estimate": 0.014150821542197331,
                "se": 0.13244301378427115,
                "pvalue": 0.9149228331275354,
                "lower": -0.24558780933885782,
                "upper": 0.27388945242325247
              },
              {
                "event_time": -20,
                "estimate": 0.08011042831664655,
                "se": 0.13214279844653376,
                "pvalue": 0.5444223827656571,
                "lower": -0.17903943975567022,
                "upper": 0.3392602963889633
              },
              {
                "event_time": -19,
                "estimate": 0.08753981057125282,
                "se": 0.13850681946245513,
                "pvalue": 0.5274416377515712,
                "lower": -0.18409076190625162,
                "upper": 0.35917038304875726
              },
              {
                "event_time": -18,
                "estimate": 0.14777104261763707,
                "se": 0.13097236586937366,
                "pvalue": 0.25934313310120594,
                "lower": -0.10908344915325147,
                "upper": 0.4046255343885256
              },
              {
                "event_time": -17,
                "estimate": 0.08818841691134449,
                "se": 0.13521109314693458,
                "pvalue": 0.5143282611191362,
                "lower": -0.17697879131241145,
                "upper": 0.35335562513510044
              },
              {
                "event_time": -16,
                "estimate": 0.11657314011691874,
                "se": 0.13246738004565134,
                "pvalue": 0.37895607998202324,
                "lower": -0.14321327629234018,
                "upper": 0.3763595565261777
              },
              {
                "event_time": -15,
                "estimate": 0.10707986347941603,
                "se": 0.13039710517006026,
                "pvalue": 0.4116387046214528,
                "lower": -0.14864646439539328,
                "upper": 0.3628061913542253
              },
              {
                "event_time": -14,
                "estimate": 0.16435925677903132,
                "se": 0.12992957168165817,
                "pvalue": 0.206021290452542,
                "lower": -0.09045017480431786,
                "upper": 0.4191686883623805
              },
              {
                "event_time": -13,
                "estimate": 0.22525696383645685,
                "se": 0.14517096733554102,
                "pvalue": 0.12089809005429185,
                "lower": -0.059442902332624586,
                "upper": 0.5099568300055383
              },
              {
                "event_time": -12,
                "estimate": 0.1762961529530715,
                "se": 0.1547181455939315,
                "pvalue": 0.25464324198488353,
                "lower": -0.12712701872498056,
                "upper": 0.47971932463112354
              },
              {
                "event_time": -11,
                "estimate": 0.11799478979130298,
                "se": 0.1301547597865376,
                "pvalue": 0.3647404033622757,
                "lower": -0.1372562660678827,
                "upper": 0.3732458456504887
              },
              {
                "event_time": -10,
                "estimate": 0.20880432812469743,
                "se": 0.13575535456146193,
                "pvalue": 0.12418201258244738,
                "lower": -0.05743025021252471,
                "upper": 0.4750389064619196
              },
              {
                "event_time": -9,
                "estimate": 0.10174828675002587,
                "se": 0.1353797574935797,
                "pvalue": 0.4523928432481487,
                "lower": -0.16374969502851652,
                "upper": 0.36724626852856823
              },
              {
                "event_time": -8,
                "estimate": 0.2461227518243312,
                "se": 0.13837121158504193,
                "pvalue": 0.07543657130324147,
                "lower": -0.025241875297434324,
                "upper": 0.5174873789460968
              },
              {
                "event_time": -7,
                "estimate": 0.3014488290522151,
                "se": 0.13404119822433178,
                "pvalue": 0.024624143015304287,
                "lower": 0.03857594271671294,
                "upper": 0.5643217153877172
              },
              {
                "event_time": -6,
                "estimate": 0.2811246731560028,
                "se": 0.13882784098417003,
                "pvalue": 0.042999469262546,
                "lower": 0.008864534133981417,
                "upper": 0.5533848121780243
              },
              {
                "event_time": -5,
                "estimate": 0.21004964001320753,
                "se": 0.13289639313020224,
                "pvalue": 0.1141365610807141,
                "lower": -0.05057812897500141,
                "upper": 0.47067740900141647
              },
              {
                "event_time": -4,
                "estimate": 0.15358185111224193,
                "se": 0.14338157918089076,
                "pvalue": 0.2842336707851124,
                "lower": -0.12760878330407466,
                "upper": 0.4347724855285585
              },
              {
                "event_time": -3,
                "estimate": 0.09639001425167051,
                "se": 0.13588176527874682,
                "pvalue": 0.4781784630377561,
                "lower": -0.17009247256858986,
                "upper": 0.3628725010719309
              },
              {
                "event_time": -2,
                "estimate": 0.0683159378876967,
                "se": 0.134322113656862,
                "pvalue": 0.6110894870341842,
                "lower": -0.19510786153679338,
                "upper": 0.33173973731218676
              },
              {
                "event_time": 0,
                "estimate": 0.07263367324541925,
                "se": 0.1314864275043161,
                "pvalue": 0.5807322616979987,
                "lower": -0.18522896279396134,
                "upper": 0.33049630928479984
              },
              {
                "event_time": 1,
                "estimate": 0.1231740602248052,
                "se": 0.12865153585884248,
                "pvalue": 0.33846749594656417,
                "lower": -0.12912897056509937,
                "upper": 0.3754770910147098
              },
              {
                "event_time": 2,
                "estimate": 0.11403224364616835,
                "se": 0.13768756809033483,
                "pvalue": 0.4076572121321635,
                "lower": -0.1559916662852198,
                "upper": 0.3840561535775565
              },
              {
                "event_time": 3,
                "estimate": 0.1708350027749856,
                "se": 0.14800041653685722,
                "pvalue": 0.24851846624395754,
                "lower": -0.11941379527580637,
                "upper": 0.46108380082577755
              },
              {
                "event_time": 4,
                "estimate": 0.12626129141427986,
                "se": 0.1310222767042116,
                "pvalue": 0.335329967831256,
                "lower": -0.13069108224208173,
                "upper": 0.3832136650706415
              },
              {
                "event_time": 5,
                "estimate": 0.14755313192289182,
                "se": 0.14354146645824659,
                "pvalue": 0.3040970381991459,
                "lower": -0.13395106303036142,
                "upper": 0.42905732687614506
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -27,
                "estimate": -0.2493999547694818,
                "se": 0.030325265364990694,
                "pvalue": 3.4696881919336267e-16,
                "lower": -0.30887189429992146,
                "upper": -0.1899280152390421
              },
              {
                "event_time": -26,
                "estimate": 0.1601750164735395,
                "se": 0.026138348582827178,
                "pvalue": 1.0665489110340818e-09,
                "lower": 0.1089141860196679,
                "upper": 0.21143584692741108
              },
              {
                "event_time": -25,
                "estimate": -0.1393230546393591,
                "se": 0.055789992431419154,
                "pvalue": 0.01259388416990548,
                "lower": -0.24873476188580174,
                "upper": -0.029911347392916468
              },
              {
                "event_time": -24,
                "estimate": -0.07494360480066174,
                "se": 0.02404076234788195,
                "pvalue": 0.0018504228489425048,
                "lower": -0.12209078545714155,
                "upper": -0.027796424144181923
              },
              {
                "event_time": -23,
                "estimate": -0.014979165270948789,
                "se": 0.01940488258674292,
                "pvalue": 0.44024726816923415,
                "lower": -0.05303475983555092,
                "upper": 0.023076429293653347
              },
              {
                "event_time": -22,
                "estimate": -0.03910381114287871,
                "se": 0.02065783737191624,
                "pvalue": 0.05850969758368692,
                "lower": -0.0796166191999711,
                "upper": 0.0014089969142136796
              },
              {
                "event_time": -21,
                "estimate": -0.10511439307713315,
                "se": 0.019610496198066357,
                "pvalue": 9.263859071731938e-08,
                "lower": -0.14357322369299766,
                "upper": -0.06665556246126864
              },
              {
                "event_time": -20,
                "estimate": -0.04469124731601185,
                "se": 0.019694620560335198,
                "pvalue": 0.02336018167375344,
                "lower": -0.0833150571637371,
                "upper": -0.006067437468286599
              },
              {
                "event_time": -19,
                "estimate": -0.03996916503223839,
                "se": 0.040175225759309256,
                "pvalue": 0.31991777849241493,
                "lower": -0.11875820671817704,
                "upper": 0.03881987665370025
              },
              {
                "event_time": -18,
                "estimate": 0.016706841016077653,
                "se": 0.016892651046384977,
                "pvalue": 0.32278091639986256,
                "lower": -0.01642192832683604,
                "upper": 0.049835610358991346
              },
              {
                "event_time": -17,
                "estimate": -0.04130272147609615,
                "se": 0.030203136228656356,
                "pvalue": 0.17162094008894965,
                "lower": -0.1005351492817888,
                "upper": 0.017929706329596506
              },
              {
                "event_time": -16,
                "estimate": -0.01820550788478815,
                "se": 0.023117940212234494,
                "pvalue": 0.43107801069632823,
                "lower": -0.06354290974500604,
                "upper": 0.02713189397542973
              },
              {
                "event_time": -15,
                "estimate": -0.022442244197344998,
                "se": 0.01558462786279007,
                "pvalue": 0.1500149227881273,
                "lower": -0.053005803483796146,
                "upper": 0.00812131508910615
              },
              {
                "event_time": -14,
                "estimate": 0.026615014358766176,
                "se": 0.01929075200105628,
                "pvalue": 0.16783816884611155,
                "lower": -0.011216754718776395,
                "upper": 0.06444678343630875
              },
              {
                "event_time": -13,
                "estimate": 0.081910399308404,
                "se": 0.058282322867867324,
                "pvalue": 0.1600534560890596,
                "lower": -0.03238910440815421,
                "upper": 0.19620990302496222
              },
              {
                "event_time": -12,
                "estimate": 0.03331616321456946,
                "se": 0.07694474012647703,
                "pvalue": 0.6650694213999273,
                "lower": -0.11758286031945406,
                "upper": 0.18421518674859297
              },
              {
                "event_time": -11,
                "estimate": -0.022575310876732303,
                "se": 0.023897745261945786,
                "pvalue": 0.3449436415962613,
                "lower": -0.06944201571925818,
                "upper": 0.024291393965793568
              },
              {
                "event_time": -10,
                "estimate": 0.0670465989209156,
                "se": 0.03322668395474538,
                "pvalue": 0.04373799115104965,
                "lower": 0.0018845858216032102,
                "upper": 0.132208612020228
              },
              {
                "event_time": -9,
                "estimate": -0.03351031199106455,
                "se": 0.04092376023162964,
                "pvalue": 0.41296977787185624,
                "lower": -0.11376733083527336,
                "upper": 0.04674670685314426
              },
              {
                "event_time": -8,
                "estimate": 0.10461675368387278,
                "se": 0.049437164662116034,
                "pvalue": 0.0344531484934638,
                "lower": 0.0076637993748229355,
                "upper": 0.20156970799292262
              },
              {
                "event_time": -7,
                "estimate": 0.15702375434974677,
                "se": 0.03511574647704547,
                "pvalue": 8.19265531242576e-06,
                "lower": 0.08815703460588346,
                "upper": 0.22589047409361007
              },
              {
                "event_time": -6,
                "estimate": 0.12235389538024972,
                "se": 0.056620718722403554,
                "pvalue": 0.030816878643756384,
                "lower": 0.011313021722593866,
                "upper": 0.23339476903790557
              },
              {
                "event_time": -5,
                "estimate": 0.061408969283358324,
                "se": 0.037858095115837376,
                "pvalue": 0.10494111063055976,
                "lower": -0.012835866379843318,
                "upper": 0.13565380494655996
              },
              {
                "event_time": -4,
                "estimate": 0.007092622758745871,
                "se": 0.05430766692259778,
                "pvalue": 0.8961040982322227,
                "lower": -0.09941204403927825,
                "upper": 0.11359728955676998
              },
              {
                "event_time": -3,
                "estimate": -0.05446076349489356,
                "se": 0.05050402119681606,
                "pvalue": 0.2810080854091853,
                "lower": -0.15350596750252585,
                "upper": 0.044584440512738736
              },
              {
                "event_time": -2,
                "estimate": -0.08071406590896658,
                "se": 0.04637680478533988,
                "pvalue": 0.08194103192705905,
                "lower": -0.17166524132696892,
                "upper": 0.010237109509035752
              },
              {
                "event_time": -1,
                "estimate": -0.1533917107556845,
                "se": 0.09477444097171826,
                "pvalue": 0.1057121027603952,
                "lower": -0.33925718479728273,
                "upper": 0.0324737632859137
              },
              {
                "event_time": 0,
                "estimate": -0.09316097367156967,
                "se": 0.04521746540712487,
                "pvalue": 0.03949844666239488,
                "lower": -0.18183852804894435,
                "upper": -0.004483419294195004
              },
              {
                "event_time": 1,
                "estimate": -0.03821554822572761,
                "se": 0.036940630072615506,
                "pvalue": 0.30101998108311284,
                "lower": -0.11066111107416357,
                "upper": 0.03423001462270834
              },
              {
                "event_time": 2,
                "estimate": -0.0443484289429766,
                "se": 0.07076852661295434,
                "pvalue": 0.5309469162438998,
                "lower": -0.18313506393950846,
                "upper": 0.09443820605355524
              },
              {
                "event_time": 3,
                "estimate": 0.02204799609300953,
                "se": 0.09511348685637591,
                "pvalue": 0.8167111220767849,
                "lower": -0.16448239270226736,
                "upper": 0.20857838488828642
              },
              {
                "event_time": 4,
                "estimate": -0.017956620568895448,
                "se": 0.04087649394069905,
                "pvalue": 0.6604984998392821,
                "lower": -0.09812094383526779,
                "upper": 0.062207702697476885
              },
              {
                "event_time": 5,
                "estimate": 0.013798317441282081,
                "se": 0.05526008938837919,
                "pvalue": 0.8028464351385404,
                "lower": -0.09457417839667438,
                "upper": 0.12217081327923855
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -27,
                "estimate": -0.38979786362353824,
                "se": 0.0987341206929532,
                "pvalue": 8.151168681272782e-05,
                "lower": -0.5834288041864305,
                "upper": -0.196166923060646
              },
              {
                "event_time": -26,
                "estimate": 0.02768722111411059,
                "se": 0.09477530947062038,
                "pvalue": 0.77021301235117,
                "lower": -0.15817995617108885,
                "upper": 0.21355439839931004
              },
              {
                "event_time": -25,
                "estimate": -0.239349798067984,
                "se": 0.04757529293120562,
                "pvalue": 5.310224727324932e-07,
                "lower": -0.3326513705453691,
                "upper": -0.1460482255905989
              },
              {
                "event_time": -24,
                "estimate": -0.14720336113622962,
                "se": 0.03671008615635431,
                "pvalue": 6.294821519134956e-05,
                "lower": -0.2191967962396327,
                "upper": -0.07520992603282653
              },
              {
                "event_time": -23,
                "estimate": -0.08157761938713506,
                "se": 0.03435810302389004,
                "pvalue": 0.01767326801555026,
                "lower": -0.14895849803152653,
                "upper": -0.014196740742743602
              },
              {
                "event_time": -22,
                "estimate": -0.10599897145598824,
                "se": 0.03373279856690706,
                "pvalue": 0.0017004210216262662,
                "lower": -0.17215354363920893,
                "upper": -0.03984439927276755
              },
              {
                "event_time": -21,
                "estimate": -0.17546934171171064,
                "se": 0.033353806365916644,
                "pvalue": 1.585210738677586e-07,
                "lower": -0.2408806590218567,
                "upper": -0.11005802440156456
              },
              {
                "event_time": -20,
                "estimate": -0.11060049213835106,
                "se": 0.035192717495533044,
                "pvalue": 0.0016981232397234498,
                "lower": -0.1796181624411623,
                "upper": -0.04158282183553984
              },
              {
                "event_time": -19,
                "estimate": -0.04618367923730865,
                "se": 0.03191430432778161,
                "pvalue": 0.14801925012465017,
                "lower": -0.10877193870655799,
                "upper": 0.01640458023194069
              },
              {
                "event_time": -18,
                "estimate": 0.11882816879230157,
                "se": 0.028642335788231357,
                "pvalue": 3.481954103724998e-05,
                "lower": 0.06265668137063604,
                "upper": 0.1749996562139671
              },
              {
                "event_time": -17,
                "estimate": 0.05884050668758578,
                "se": 0.027560937503651198,
                "pvalue": 0.03288682861535894,
                "lower": 0.004789787299268419,
                "upper": 0.11289122607590314
              },
              {
                "event_time": -16,
                "estimate": 0.08770574413549873,
                "se": 0.026122455003115462,
                "pvalue": 0.0008010912042427532,
                "lower": 0.03647608313720028,
                "upper": 0.13893540513379718
              },
              {
                "event_time": -15,
                "estimate": 0.086299549125867,
                "se": 0.02696616350193555,
                "pvalue": 0.0013941248040562637,
                "lower": 0.03341526185408922,
                "upper": 0.13918383639764478
              },
              {
                "event_time": -14,
                "estimate": 0.16123921780910488,
                "se": 0.028197909750723844,
                "pvalue": 1.2368678890321135e-08,
                "lower": 0.10593930984800734,
                "upper": 0.21653912577020243
              },
              {
                "event_time": -13,
                "estimate": 0.22569364160347877,
                "se": 0.02925241909194111,
                "pvalue": 1.8785314046884218e-14,
                "lower": 0.16832569845718687,
                "upper": 0.28306158474977067
              },
              {
                "event_time": -12,
                "estimate": 0.18201439566184974,
                "se": 0.02870604297632248,
                "pvalue": 2.813047125141148e-10,
                "lower": 0.1257179698433653,
                "upper": 0.23831082148033417
              },
              {
                "event_time": -11,
                "estimate": 0.11720460377850378,
                "se": 0.02775745729765916,
                "pvalue": 2.523423876305614e-05,
                "lower": 0.06276848254241665,
                "upper": 0.1716407250145909
              },
              {
                "event_time": -10,
                "estimate": 0.20261051705509825,
                "se": 0.031644640434780706,
                "pvalue": 1.8918394827533293e-10,
                "lower": 0.14055110488677336,
                "upper": 0.26466992922342314
              },
              {
                "event_time": -9,
                "estimate": 0.09238178295766837,
                "se": 0.027011116478173162,
                "pvalue": 0.0006382896869639475,
                "lower": 0.039409336830482755,
                "upper": 0.145354229084854
              },
              {
                "event_time": -8,
                "estimate": 0.2368171731639377,
                "se": 0.02663487202911845,
                "pvalue": 1.3055416146446524e-18,
                "lower": 0.18458259319731263,
                "upper": 0.28905175313056275
              },
              {
                "event_time": -7,
                "estimate": 0.27770526436024295,
                "se": 0.022217182049426226,
                "pvalue": 1.365990072721837e-34,
                "lower": 0.23413437086673924,
                "upper": 0.3212761578537467
              },
              {
                "event_time": -6,
                "estimate": 0.264564168034539,
                "se": 0.027922135163204992,
                "pvalue": 7.154418781058978e-21,
                "lower": 0.20980509127130753,
                "upper": 0.3193232447977705
              },
              {
                "event_time": -5,
                "estimate": 0.2062466225680355,
                "se": 0.021895424851185223,
                "pvalue": 1.1881308771239504e-20,
                "lower": 0.1633067383800386,
                "upper": 0.2491865067560324
              },
              {
                "event_time": -4,
                "estimate": 0.15650396925942145,
                "se": 0.027979269221868074,
                "pvalue": 2.52590013352803e-08,
                "lower": 0.10163284489360369,
                "upper": 0.2113750936252392
              },
              {
                "event_time": -3,
                "estimate": 0.09943139196326997,
                "se": 0.021068149208538844,
                "pvalue": 2.525700908428842e-06,
                "lower": 0.05811390699923073,
                "upper": 0.1407488769273092
              },
              {
                "event_time": -2,
                "estimate": 0.07201630715874155,
                "se": 0.01922840101282452,
                "pvalue": 0.00018520034387319248,
                "lower": 0.03430681678699601,
                "upper": 0.10972579753048708
              },
              {
                "event_time": 0,
                "estimate": 0.07440741557148334,
                "se": 0.021459456159719194,
                "pvalue": 0.0005365818734480176,
                "lower": 0.03232252484665874,
                "upper": 0.11649230629630794
              },
              {
                "event_time": 1,
                "estimate": 0.129532974407166,
                "se": 0.017543649044102553,
                "pvalue": 2.2399776687947683e-13,
                "lower": 0.0951275101008706,
                "upper": 0.16393843871346137
              },
              {
                "event_time": 2,
                "estimate": 0.1222916590875685,
                "se": 0.01930457879123269,
                "pvalue": 2.918372538172686e-10,
                "lower": 0.08443277380776441,
                "upper": 0.16015054436737258
              },
              {
                "event_time": 3,
                "estimate": 0.1780924783950451,
                "se": 0.02078205571217742,
                "pvalue": 2.0248804239192426e-17,
                "lower": 0.13733606140224616,
                "upper": 0.21884889538784405
              },
              {
                "event_time": 4,
                "estimate": 0.13405495518061333,
                "se": 0.02172628323775637,
                "pvalue": 8.213939935073356e-10,
                "lower": 0.09144678053200053,
                "upper": 0.17666312982922613
              },
              {
                "event_time": 5,
                "estimate": 0.16789784070096192,
                "se": 0.022027791926614533,
                "pvalue": 3.808343872948159e-14,
                "lower": 0.1246983668074503,
                "upper": 0.21109731459447353
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0
            ],
            "weights": [
              0.20342857142857143,
              0.18491428571428573,
              0.17074285714285714,
              0.1584,
              0.1478857142857143,
              0.13462857142857143
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 2.2551405187698492e-17,
            "package_aggregate_vs_estimable_cell_weights": 2.7755575615628914e-17,
            "saturated_vs_deviations_relative_rss_difference": 6.514014391636289e-12
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "F": 3.787608003629374,
            "df_num": 20,
            "df_den": 156636,
            "pvalue": 2.0512315146171582e-08,
            "log10_pvalue": -7.687985319716272,
            "inference": "Homoskedastic nested-model F",
            "observations": 172342,
            "design_columns": 131,
            "restricted_design_columns": 111,
            "fixed_effect_rank": 15575,
            "covariance_rank": 20,
            "rss_unrestricted": 126961.49385703773,
            "rss_restricted": 127022.89485939806,
            "test_horizon": null,
            "reference_cohort": 4,
            "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.-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]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-23.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-22.0]"
              ],
              "data": [
                [
                  -1.990897593937987e-05,
                  -2.4021474666860656e-05,
                  -2.9869347172880225e-05,
                  -5.4651186499361706e-05,
                  -6.878054258532528e-05,
                  -8.277908413277506e-05
                ],
                [
                  -1.3951237416511576e-05,
                  -1.6777631957023877e-05,
                  -1.1558473911517388e-05,
                  4.605696537184404e-05,
                  4.58001294750323e-05,
                  3.779330000708186e-05
                ],
                [
                  -7.70584735398439e-06,
                  -9.29466957439999e-06,
                  8.224432599503223e-06,
                  0.00015320645079164427,
                  0.00016568730546380247,
                  0.0001626241990394371
                ],
                [
                  -3.3637303692439608e-06,
                  -3.98511672741122e-06,
                  2.081293770294095e-05,
                  0.0002279373253426023,
                  0.00025126377369348064,
                  0.00025527058559008536
                ],
                [
                  -4.607733480737673e-07,
                  -4.985714956880231e-07,
                  2.9323064589612942e-05,
                  0.00027424618956329525,
                  0.00030314684293841445,
                  0.00030977623708852936
                ]
              ]
            },
            "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_18,ref=-1.0)+i(rel_time,cohort_dummy_20,ref=-1.0)+i(rel_time,cohort_dummy_26,ref=-1.0)+i(rel_time,cohort_dummy_29,ref=-1.0)+i(rel_time,cohort_dummy_34,ref=-1.0)|unit_fe+time_fe",
            "restriction_names": [
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_29",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_29",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_29",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_29",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_29"
            ],
            "deviations": [
              {
                "event_time": -17.0,
                "cohort": 18,
                "estimate": -0.559148217643477
              },
              {
                "event_time": -16.0,
                "cohort": 18,
                "estimate": -0.2760988813593463
              },
              {
                "event_time": -15.0,
                "cohort": 18,
                "estimate": 1.373517367169581
              },
              {
                "event_time": -14.0,
                "cohort": 18,
                "estimate": 1.216578445401226
              },
              {
                "event_time": -13.0,
                "cohort": 18,
                "estimate": 0.2911435227434876
              },
              {
                "event_time": -12.0,
                "cohort": 18,
                "estimate": 0.937106043361286
              },
              {
                "event_time": -11.0,
                "cohort": 18,
                "estimate": 0.6699722112255947
              },
              {
                "event_time": -10.0,
                "cohort": 18,
                "estimate": 0.8886435556522011
              },
              {
                "event_time": -9.0,
                "cohort": 18,
                "estimate": 0.5011134166310104
              },
              {
                "event_time": -8.0,
                "cohort": 18,
                "estimate": 1.0080810218147285
              },
              {
                "event_time": -7.0,
                "cohort": 18,
                "estimate": 1.1358397066429013
              },
              {
                "event_time": -6.0,
                "cohort": 18,
                "estimate": 1.0939760682532254
              },
              {
                "event_time": -5.0,
                "cohort": 18,
                "estimate": 0.6607108817487908
              },
              {
                "event_time": -4.0,
                "cohort": 18,
                "estimate": 0.7498687534685189
              },
              {
                "event_time": -3.0,
                "cohort": 18,
                "estimate": 0.37922528057720795
              },
              {
                "event_time": -2.0,
                "cohort": 18,
                "estimate": -0.2632788874643231
              },
              {
                "event_time": 0.0,
                "cohort": 18,
                "estimate": 0.13832007416742612
              },
              {
                "event_time": 1.0,
                "cohort": 18,
                "estimate": 0.6075333535666589
              },
              {
                "event_time": 2.0,
                "cohort": 18,
                "estimate": 0.6193872629063605
              },
              {
                "event_time": 3.0,
                "cohort": 18,
                "estimate": 0.21390263275831428
              },
              {
                "event_time": 4.0,
                "cohort": 18,
                "estimate": 0.6694487179092601
              },
              {
                "event_time": 5.0,
                "cohort": 18,
                "estimate": 0.5666849977431896
              },
              {
                "event_time": -19.0,
                "cohort": 20,
                "estimate": 0.7711960111510675
              },
              {
                "event_time": -18.0,
                "cohort": 20,
                "estimate": 0.5905462701420328
              },
              {
                "event_time": -17.0,
                "cohort": 20,
                "estimate": 0.25788863279165875
              },
              {
                "event_time": -16.0,
                "cohort": 20,
                "estimate": 0.3998624891240846
              },
              {
                "event_time": -15.0,
                "cohort": 20,
                "estimate": 1.9707171453422885
              },
              {
                "event_time": -14.0,
                "cohort": 20,
                "estimate": 1.58035354289984
              },
              {
                "event_time": -13.0,
                "cohort": 20,
                "estimate": 0.8730139470796074
              },
              {
                "event_time": -12.0,
                "cohort": 20,
                "estimate": 1.4886525939893187
              },
              {
                "event_time": -11.0,
                "cohort": 20,
                "estimate": 1.1825891516189513
              },
              {
                "event_time": -10.0,
                "cohort": 20,
                "estimate": 1.2888341039540576
              },
              {
                "event_time": -9.0,
                "cohort": 20,
                "estimate": 0.8693447216610819
              },
              {
                "event_time": -8.0,
                "cohort": 20,
                "estimate": 1.5293678608167434
              },
              {
                "event_time": -7.0,
                "cohort": 20,
                "estimate": 1.6699462902227742
              },
              {
                "event_time": -6.0,
                "cohort": 20,
                "estimate": 1.7831349406648558
              },
              {
                "event_time": -5.0,
                "cohort": 20,
                "estimate": 1.1239325190588527
              },
              {
                "event_time": -4.0,
                "cohort": 20,
                "estimate": 1.2410752802733909
              },
              {
                "event_time": -3.0,
                "cohort": 20,
                "estimate": 0.7024238050991207
              },
              {
                "event_time": -2.0,
                "cohort": 20,
                "estimate": 0.4192640503890567
              },
              {
                "event_time": 0.0,
                "cohort": 20,
                "estimate": 0.18914786658727328
              },
              {
                "event_time": 1.0,
                "cohort": 20,
                "estimate": 1.37567161632221
              },
              {
                "event_time": 2.0,
                "cohort": 20,
                "estimate": 1.4169975080660118
              },
              {
                "event_time": 3.0,
                "cohort": 20,
                "estimate": 0.9331773843144031
              },
              {
                "event_time": 4.0,
                "cohort": 20,
                "estimate": 0.8798557610063878
              },
              {
                "event_time": 5.0,
                "cohort": 20,
                "estimate": 0.9346558586907603
              },
              {
                "event_time": -25.0,
                "cohort": 26,
                "estimate": -0.10961242655473163
              },
              {
                "event_time": -24.0,
                "cohort": 26,
                "estimate": -0.04744170051291802
              },
              {
                "event_time": -23.0,
                "cohort": 26,
                "estimate": 0.07030568685697064
              },
              {
                "event_time": -22.0,
                "cohort": 26,
                "estimate": -0.1038740090373024
              },
              {
                "event_time": -21.0,
                "cohort": 26,
                "estimate": -0.013242990137096733
              },
              {
                "event_time": -20.0,
                "cohort": 26,
                "estimate": 0.041867674499718524
              },
              {
                "event_time": -19.0,
                "cohort": 26,
                "estimate": -0.004638314447644842
              },
              {
                "event_time": -18.0,
                "cohort": 26,
                "estimate": 0.10773331625487148
              },
              {
                "event_time": -17.0,
                "cohort": 26,
                "estimate": -0.3259090278370484
              },
              {
                "event_time": -16.0,
                "cohort": 26,
                "estimate": -0.15195932451832372
              },
              {
                "event_time": -15.0,
                "cohort": 26,
                "estimate": 1.4600309646988165
              },
              {
                "event_time": -14.0,
                "cohort": 26,
                "estimate": 1.1065854213087158
              },
              {
                "event_time": -13.0,
                "cohort": 26,
                "estimate": 0.2080448172492636
              },
              {
                "event_time": -12.0,
                "cohort": 26,
                "estimate": 0.7840299736320107
              },
              {
                "event_time": -11.0,
                "cohort": 26,
                "estimate": 0.6889519062662213
              },
              {
                "event_time": -10.0,
                "cohort": 26,
                "estimate": 0.9372770246403834
              },
              {
                "event_time": -9.0,
                "cohort": 26,
                "estimate": 0.2768680414735518
              },
              {
                "event_time": -8.0,
                "cohort": 26,
                "estimate": 0.9247203254649516
              },
              {
                "event_time": -7.0,
                "cohort": 26,
                "estimate": 1.1904944010269898
              },
              {
                "event_time": -6.0,
                "cohort": 26,
                "estimate": 1.1551853047499319
              },
              {
                "event_time": -5.0,
                "cohort": 26,
                "estimate": 0.6048505985956687
              },
              {
                "event_time": -4.0,
                "cohort": 26,
                "estimate": 0.9633153662285625
              },
              {
                "event_time": -3.0,
                "cohort": 26,
                "estimate": 0.42343797821033347
              },
              {
                "event_time": -2.0,
                "cohort": 26,
                "estimate": 0.1060084750655762
              },
              {
                "event_time": 0.0,
                "cohort": 26,
                "estimate": -0.12900402502678934
              },
              {
                "event_time": 1.0,
                "cohort": 26,
                "estimate": 0.9355694616541044
              },
              {
                "event_time": 2.0,
                "cohort": 26,
                "estimate": 0.8237885828288817
              },
              {
                "event_time": 3.0,
                "cohort": 26,
                "estimate": 0.2841098160752239
              },
              {
                "event_time": 4.0,
                "cohort": 26,
                "estimate": 0.45209815075212956
              },
              {
                "event_time": 5.0,
                "cohort": 26,
                "estimate": 0.695811653850198
              },
              {
                "event_time": -15.0,
                "cohort": 29,
                "estimate": 1.5966112264685328
              },
              {
                "event_time": -14.0,
                "cohort": 29,
                "estimate": 1.0099109262664085
              },
              {
                "event_time": -13.0,
                "cohort": 29,
                "estimate": -0.014332704617243064
              },
              {
                "event_time": -12.0,
                "cohort": 29,
                "estimate": 1.1099692503059568
              },
              {
                "event_time": -11.0,
                "cohort": 29,
                "estimate": 0.6075749337071472
              },
              {
                "event_time": -10.0,
                "cohort": 29,
                "estimate": 0.5029589614698934
              },
              {
                "event_time": -9.0,
                "cohort": 29,
                "estimate": 0.1887240126355279
              },
              {
                "event_time": -8.0,
                "cohort": 29,
                "estimate": 0.6532301467231136
              },
              {
                "event_time": -7.0,
                "cohort": 29,
                "estimate": 1.0911055145976158
              },
              {
                "event_time": -6.0,
                "cohort": 29,
                "estimate": 1.0408052617282144
              },
              {
                "event_time": -5.0,
                "cohort": 29,
                "estimate": 0.6544603649923052
              },
              {
                "event_time": -4.0,
                "cohort": 29,
                "estimate": 0.7145433761283697
              },
              {
                "event_time": -3.0,
                "cohort": 29,
                "estimate": 0.33836927792822036
              },
              {
                "event_time": -2.0,
                "cohort": 29,
                "estimate": 0.0935519061017549
              },
              {
                "event_time": 0.0,
                "cohort": 29,
                "estimate": -0.1220795145257636
              },
              {
                "event_time": 1.0,
                "cohort": 29,
                "estimate": 0.8541011108948614
              },
              {
                "event_time": 2.0,
                "cohort": 29,
                "estimate": 0.7346224097386002
              },
              {
                "event_time": 3.0,
                "cohort": 29,
                "estimate": 0.11694499738047531
              },
              {
                "event_time": 4.0,
                "cohort": 29,
                "estimate": 0.24956400417169766
              },
              {
                "event_time": 5.0,
                "cohort": 29,
                "estimate": 0.5828848770443833
              },
              {
                "event_time": -3.0,
                "cohort": 34,
                "estimate": 0.22583055044234407
              },
              {
                "event_time": -2.0,
                "cohort": 34,
                "estimate": -0.5410610406296753
              },
              {
                "event_time": 0.0,
                "cohort": 34,
                "estimate": -0.2654116067996817
              }
            ]
          }
        }
      },
      "code_sha256": {
        "replication_engine.py": "cd3acc93d19b09e121e2366dbaaccd6cc5c4f902ca3ac3d3c1c27b3cc1d436f0",
        "reference_f_test.py": "5f044e72270f04daf518d8b9667920b0bdce87bdaa9b134f2625697b9eff1909",
        "sparse_did2s.py": "16f2083b77e2a6a0fd9a4dda23961f99f24def371aa785b956cc08b5c86929f3",
        "frequency.py": "f8b8062ee5e78fff474749beed9c4a3c20ced533b2e327a18f101ff35bca26b2",
        "sparse_models.py": "fd6fc12f18694fa56b8e0a68bec3d72bf57339ae0aecab45d7f13a834468feec"
      }
    },
    "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": "s02-p011",
        "specification_id": "S02-P011",
        "source_specification_id": "AM005-P2587-T2-DSALES-ACTUAL",
        "study_id": 2,
        "study": "Do Powerful Politicians Really Cause Corporate Downsizing?",
        "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204",
        "description": "AM005-P2587-T2-DSALES-ACTUAL",
        "data": "analyses/full-archive/prepared/S02-P011.parquet",
        "output_dir": "analyses/archive-expanded/fits/S02-P011"
      },
      "options": {
        "output_dir": "analyses/archive-expanded/fits/S02-P011",
        "regression_results": "analyses/archive-expanded/baselines/S02-P011.json",
        "display_window": [
          -10,
          10
        ],
        "timeout_seconds": 3600
      },
      "source": {
        "file": "S02-P011.parquet",
        "bytes": 2114319,
        "sha256": "50410de484f9a5bb13cf8b1552b131962f5b5357e5e7f0cc75d934937a4149dc"
      },
      "regressions": {
        "y__d": {
          "sample": {
            "outcome": "y",
            "treatment": "d",
            "source_rows": 181489,
            "source_sd": 0.44138795731535097,
            "rows": 172342,
            "units": 15535,
            "clusters": 2028,
            "treated_units": 887,
            "never_treated_units": 14648,
            "treated_cohorts": 6,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 172046,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 246,
            "post_adoption_untreated_rows_removed": 6217,
            "units_without_minus_one_removed": 17,
            "additional_rows_removed": 1902
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.012582455766935948,
              "se": 0.03446282272370412,
              "pvalue": 0.7150731356289783,
              "lower": -0.08016870388064717,
              "upper": 0.05500379234677527
            },
            {
              "method": "Dynamic TWFE",
              "estimate": 0.12261997190506643,
              "se": 0.1289492045745426,
              "pvalue": 0.3417599522646337,
              "lower": -0.13026682742394738,
              "upper": 0.37550677123408027
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.030895859370381435,
              "se": 0.03573191121315815,
              "pvalue": 0.3873292013873714,
              "lower": -0.10097096134885454,
              "upper": 0.03917924260809168
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": 0.13060802678741046,
              "se": 0.015773659629808603,
              "pvalue": 2.205208890699201e-16,
              "lower": 0.09967375068505843,
              "upper": 0.16154230288976248
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -27,
                "estimate": -0.1581200219216649,
                "se": 0.13189483097083451,
                "pvalue": 0.2307325886948192,
                "lower": -0.416783592296573,
                "upper": 0.1005435484532432
              },
              {
                "event_time": -26,
                "estimate": 0.25568213448527616,
                "se": 0.12934943096155865,
                "pvalue": 0.04821341878030665,
                "lower": 0.00201043717760907,
                "upper": 0.5093538317929432
              },
              {
                "event_time": -25,
                "estimate": -0.0432261128013209,
                "se": 0.14245577201660622,
                "pvalue": 0.7615892722638601,
                "lower": -0.32260111437721584,
                "upper": 0.23614888877457405
              },
              {
                "event_time": -24,
                "estimate": 0.04531937274607789,
                "se": 0.1351107195962849,
                "pvalue": 0.7373400062574815,
                "lower": -0.2196509893936341,
                "upper": 0.31028973488578987
              },
              {
                "event_time": -23,
                "estimate": 0.10659525793417184,
                "se": 0.13254473476586223,
                "pvalue": 0.42136366529631036,
                "lower": -0.15334286152491716,
                "upper": 0.36653337739326086
              },
              {
                "event_time": -22,
                "estimate": 0.08211125121933968,
                "se": 0.13316430118916747,
                "pvalue": 0.5375572216715686,
                "lower": -0.17904192164219832,
                "upper": 0.34326442408087765
              },
              {
                "event_time": -21,
                "estimate": 0.014150821542197331,
                "se": 0.13244301378427115,
                "pvalue": 0.9149228331275354,
                "lower": -0.24558780933885782,
                "upper": 0.27388945242325247
              },
              {
                "event_time": -20,
                "estimate": 0.08011042831664655,
                "se": 0.13214279844653376,
                "pvalue": 0.5444223827656571,
                "lower": -0.17903943975567022,
                "upper": 0.3392602963889633
              },
              {
                "event_time": -19,
                "estimate": 0.08753981057125282,
                "se": 0.13850681946245513,
                "pvalue": 0.5274416377515712,
                "lower": -0.18409076190625162,
                "upper": 0.35917038304875726
              },
              {
                "event_time": -18,
                "estimate": 0.14777104261763707,
                "se": 0.13097236586937366,
                "pvalue": 0.25934313310120594,
                "lower": -0.10908344915325147,
                "upper": 0.4046255343885256
              },
              {
                "event_time": -17,
                "estimate": 0.08818841691134449,
                "se": 0.13521109314693458,
                "pvalue": 0.5143282611191362,
                "lower": -0.17697879131241145,
                "upper": 0.35335562513510044
              },
              {
                "event_time": -16,
                "estimate": 0.11657314011691874,
                "se": 0.13246738004565134,
                "pvalue": 0.37895607998202324,
                "lower": -0.14321327629234018,
                "upper": 0.3763595565261777
              },
              {
                "event_time": -15,
                "estimate": 0.10707986347941603,
                "se": 0.13039710517006026,
                "pvalue": 0.4116387046214528,
                "lower": -0.14864646439539328,
                "upper": 0.3628061913542253
              },
              {
                "event_time": -14,
                "estimate": 0.16435925677903132,
                "se": 0.12992957168165817,
                "pvalue": 0.206021290452542,
                "lower": -0.09045017480431786,
                "upper": 0.4191686883623805
              },
              {
                "event_time": -13,
                "estimate": 0.22525696383645685,
                "se": 0.14517096733554102,
                "pvalue": 0.12089809005429185,
                "lower": -0.059442902332624586,
                "upper": 0.5099568300055383
              },
              {
                "event_time": -12,
                "estimate": 0.1762961529530715,
                "se": 0.1547181455939315,
                "pvalue": 0.25464324198488353,
                "lower": -0.12712701872498056,
                "upper": 0.47971932463112354
              },
              {
                "event_time": -11,
                "estimate": 0.11799478979130298,
                "se": 0.1301547597865376,
                "pvalue": 0.3647404033622757,
                "lower": -0.1372562660678827,
                "upper": 0.3732458456504887
              },
              {
                "event_time": -10,
                "estimate": 0.20880432812469743,
                "se": 0.13575535456146193,
                "pvalue": 0.12418201258244738,
                "lower": -0.05743025021252471,
                "upper": 0.4750389064619196
              },
              {
                "event_time": -9,
                "estimate": 0.10174828675002587,
                "se": 0.1353797574935797,
                "pvalue": 0.4523928432481487,
                "lower": -0.16374969502851652,
                "upper": 0.36724626852856823
              },
              {
                "event_time": -8,
                "estimate": 0.2461227518243312,
                "se": 0.13837121158504193,
                "pvalue": 0.07543657130324147,
                "lower": -0.025241875297434324,
                "upper": 0.5174873789460968
              },
              {
                "event_time": -7,
                "estimate": 0.3014488290522151,
                "se": 0.13404119822433178,
                "pvalue": 0.024624143015304287,
                "lower": 0.03857594271671294,
                "upper": 0.5643217153877172
              },
              {
                "event_time": -6,
                "estimate": 0.2811246731560028,
                "se": 0.13882784098417003,
                "pvalue": 0.042999469262546,
                "lower": 0.008864534133981417,
                "upper": 0.5533848121780243
              },
              {
                "event_time": -5,
                "estimate": 0.21004964001320753,
                "se": 0.13289639313020224,
                "pvalue": 0.1141365610807141,
                "lower": -0.05057812897500141,
                "upper": 0.47067740900141647
              },
              {
                "event_time": -4,
                "estimate": 0.15358185111224193,
                "se": 0.14338157918089076,
                "pvalue": 0.2842336707851124,
                "lower": -0.12760878330407466,
                "upper": 0.4347724855285585
              },
              {
                "event_time": -3,
                "estimate": 0.09639001425167051,
                "se": 0.13588176527874682,
                "pvalue": 0.4781784630377561,
                "lower": -0.17009247256858986,
                "upper": 0.3628725010719309
              },
              {
                "event_time": -2,
                "estimate": 0.0683159378876967,
                "se": 0.134322113656862,
                "pvalue": 0.6110894870341842,
                "lower": -0.19510786153679338,
                "upper": 0.33173973731218676
              },
              {
                "event_time": 0,
                "estimate": 0.07263367324541925,
                "se": 0.1314864275043161,
                "pvalue": 0.5807322616979987,
                "lower": -0.18522896279396134,
                "upper": 0.33049630928479984
              },
              {
                "event_time": 1,
                "estimate": 0.1231740602248052,
                "se": 0.12865153585884248,
                "pvalue": 0.33846749594656417,
                "lower": -0.12912897056509937,
                "upper": 0.3754770910147098
              },
              {
                "event_time": 2,
                "estimate": 0.11403224364616835,
                "se": 0.13768756809033483,
                "pvalue": 0.4076572121321635,
                "lower": -0.1559916662852198,
                "upper": 0.3840561535775565
              },
              {
                "event_time": 3,
                "estimate": 0.1708350027749856,
                "se": 0.14800041653685722,
                "pvalue": 0.24851846624395754,
                "lower": -0.11941379527580637,
                "upper": 0.46108380082577755
              },
              {
                "event_time": 4,
                "estimate": 0.12626129141427986,
                "se": 0.1310222767042116,
                "pvalue": 0.335329967831256,
                "lower": -0.13069108224208173,
                "upper": 0.3832136650706415
              },
              {
                "event_time": 5,
                "estimate": 0.14755313192289182,
                "se": 0.14354146645824659,
                "pvalue": 0.3040970381991459,
                "lower": -0.13395106303036142,
                "upper": 0.42905732687614506
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -27,
                "estimate": -0.2493999547694818,
                "se": 0.030325265364990694,
                "pvalue": 3.4696881919336267e-16,
                "lower": -0.30887189429992146,
                "upper": -0.1899280152390421
              },
              {
                "event_time": -26,
                "estimate": 0.1601750164735395,
                "se": 0.026138348582827178,
                "pvalue": 1.0665489110340818e-09,
                "lower": 0.1089141860196679,
                "upper": 0.21143584692741108
              },
              {
                "event_time": -25,
                "estimate": -0.1393230546393591,
                "se": 0.055789992431419154,
                "pvalue": 0.01259388416990548,
                "lower": -0.24873476188580174,
                "upper": -0.029911347392916468
              },
              {
                "event_time": -24,
                "estimate": -0.07494360480066174,
                "se": 0.02404076234788195,
                "pvalue": 0.0018504228489425048,
                "lower": -0.12209078545714155,
                "upper": -0.027796424144181923
              },
              {
                "event_time": -23,
                "estimate": -0.014979165270948789,
                "se": 0.01940488258674292,
                "pvalue": 0.44024726816923415,
                "lower": -0.05303475983555092,
                "upper": 0.023076429293653347
              },
              {
                "event_time": -22,
                "estimate": -0.03910381114287871,
                "se": 0.02065783737191624,
                "pvalue": 0.05850969758368692,
                "lower": -0.0796166191999711,
                "upper": 0.0014089969142136796
              },
              {
                "event_time": -21,
                "estimate": -0.10511439307713315,
                "se": 0.019610496198066357,
                "pvalue": 9.263859071731938e-08,
                "lower": -0.14357322369299766,
                "upper": -0.06665556246126864
              },
              {
                "event_time": -20,
                "estimate": -0.04469124731601185,
                "se": 0.019694620560335198,
                "pvalue": 0.02336018167375344,
                "lower": -0.0833150571637371,
                "upper": -0.006067437468286599
              },
              {
                "event_time": -19,
                "estimate": -0.03996916503223839,
                "se": 0.040175225759309256,
                "pvalue": 0.31991777849241493,
                "lower": -0.11875820671817704,
                "upper": 0.03881987665370025
              },
              {
                "event_time": -18,
                "estimate": 0.016706841016077653,
                "se": 0.016892651046384977,
                "pvalue": 0.32278091639986256,
                "lower": -0.01642192832683604,
                "upper": 0.049835610358991346
              },
              {
                "event_time": -17,
                "estimate": -0.04130272147609615,
                "se": 0.030203136228656356,
                "pvalue": 0.17162094008894965,
                "lower": -0.1005351492817888,
                "upper": 0.017929706329596506
              },
              {
                "event_time": -16,
                "estimate": -0.01820550788478815,
                "se": 0.023117940212234494,
                "pvalue": 0.43107801069632823,
                "lower": -0.06354290974500604,
                "upper": 0.02713189397542973
              },
              {
                "event_time": -15,
                "estimate": -0.022442244197344998,
                "se": 0.01558462786279007,
                "pvalue": 0.1500149227881273,
                "lower": -0.053005803483796146,
                "upper": 0.00812131508910615
              },
              {
                "event_time": -14,
                "estimate": 0.026615014358766176,
                "se": 0.01929075200105628,
                "pvalue": 0.16783816884611155,
                "lower": -0.011216754718776395,
                "upper": 0.06444678343630875
              },
              {
                "event_time": -13,
                "estimate": 0.081910399308404,
                "se": 0.058282322867867324,
                "pvalue": 0.1600534560890596,
                "lower": -0.03238910440815421,
                "upper": 0.19620990302496222
              },
              {
                "event_time": -12,
                "estimate": 0.03331616321456946,
                "se": 0.07694474012647703,
                "pvalue": 0.6650694213999273,
                "lower": -0.11758286031945406,
                "upper": 0.18421518674859297
              },
              {
                "event_time": -11,
                "estimate": -0.022575310876732303,
                "se": 0.023897745261945786,
                "pvalue": 0.3449436415962613,
                "lower": -0.06944201571925818,
                "upper": 0.024291393965793568
              },
              {
                "event_time": -10,
                "estimate": 0.0670465989209156,
                "se": 0.03322668395474538,
                "pvalue": 0.04373799115104965,
                "lower": 0.0018845858216032102,
                "upper": 0.132208612020228
              },
              {
                "event_time": -9,
                "estimate": -0.03351031199106455,
                "se": 0.04092376023162964,
                "pvalue": 0.41296977787185624,
                "lower": -0.11376733083527336,
                "upper": 0.04674670685314426
              },
              {
                "event_time": -8,
                "estimate": 0.10461675368387278,
                "se": 0.049437164662116034,
                "pvalue": 0.0344531484934638,
                "lower": 0.0076637993748229355,
                "upper": 0.20156970799292262
              },
              {
                "event_time": -7,
                "estimate": 0.15702375434974677,
                "se": 0.03511574647704547,
                "pvalue": 8.19265531242576e-06,
                "lower": 0.08815703460588346,
                "upper": 0.22589047409361007
              },
              {
                "event_time": -6,
                "estimate": 0.12235389538024972,
                "se": 0.056620718722403554,
                "pvalue": 0.030816878643756384,
                "lower": 0.011313021722593866,
                "upper": 0.23339476903790557
              },
              {
                "event_time": -5,
                "estimate": 0.061408969283358324,
                "se": 0.037858095115837376,
                "pvalue": 0.10494111063055976,
                "lower": -0.012835866379843318,
                "upper": 0.13565380494655996
              },
              {
                "event_time": -4,
                "estimate": 0.007092622758745871,
                "se": 0.05430766692259778,
                "pvalue": 0.8961040982322227,
                "lower": -0.09941204403927825,
                "upper": 0.11359728955676998
              },
              {
                "event_time": -3,
                "estimate": -0.05446076349489356,
                "se": 0.05050402119681606,
                "pvalue": 0.2810080854091853,
                "lower": -0.15350596750252585,
                "upper": 0.044584440512738736
              },
              {
                "event_time": -2,
                "estimate": -0.08071406590896658,
                "se": 0.04637680478533988,
                "pvalue": 0.08194103192705905,
                "lower": -0.17166524132696892,
                "upper": 0.010237109509035752
              },
              {
                "event_time": -1,
                "estimate": -0.1533917107556845,
                "se": 0.09477444097171826,
                "pvalue": 0.1057121027603952,
                "lower": -0.33925718479728273,
                "upper": 0.0324737632859137
              },
              {
                "event_time": 0,
                "estimate": -0.09316097367156967,
                "se": 0.04521746540712487,
                "pvalue": 0.03949844666239488,
                "lower": -0.18183852804894435,
                "upper": -0.004483419294195004
              },
              {
                "event_time": 1,
                "estimate": -0.03821554822572761,
                "se": 0.036940630072615506,
                "pvalue": 0.30101998108311284,
                "lower": -0.11066111107416357,
                "upper": 0.03423001462270834
              },
              {
                "event_time": 2,
                "estimate": -0.0443484289429766,
                "se": 0.07076852661295434,
                "pvalue": 0.5309469162438998,
                "lower": -0.18313506393950846,
                "upper": 0.09443820605355524
              },
              {
                "event_time": 3,
                "estimate": 0.02204799609300953,
                "se": 0.09511348685637591,
                "pvalue": 0.8167111220767849,
                "lower": -0.16448239270226736,
                "upper": 0.20857838488828642
              },
              {
                "event_time": 4,
                "estimate": -0.017956620568895448,
                "se": 0.04087649394069905,
                "pvalue": 0.6604984998392821,
                "lower": -0.09812094383526779,
                "upper": 0.062207702697476885
              },
              {
                "event_time": 5,
                "estimate": 0.013798317441282081,
                "se": 0.05526008938837919,
                "pvalue": 0.8028464351385404,
                "lower": -0.09457417839667438,
                "upper": 0.12217081327923855
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -27,
                "estimate": -0.38979786362353824,
                "se": 0.0987341206929532,
                "pvalue": 8.151168681272782e-05,
                "lower": -0.5834288041864305,
                "upper": -0.196166923060646
              },
              {
                "event_time": -26,
                "estimate": 0.02768722111411059,
                "se": 0.09477530947062038,
                "pvalue": 0.77021301235117,
                "lower": -0.15817995617108885,
                "upper": 0.21355439839931004
              },
              {
                "event_time": -25,
                "estimate": -0.239349798067984,
                "se": 0.04757529293120562,
                "pvalue": 5.310224727324932e-07,
                "lower": -0.3326513705453691,
                "upper": -0.1460482255905989
              },
              {
                "event_time": -24,
                "estimate": -0.14720336113622962,
                "se": 0.03671008615635431,
                "pvalue": 6.294821519134956e-05,
                "lower": -0.2191967962396327,
                "upper": -0.07520992603282653
              },
              {
                "event_time": -23,
                "estimate": -0.08157761938713506,
                "se": 0.03435810302389004,
                "pvalue": 0.01767326801555026,
                "lower": -0.14895849803152653,
                "upper": -0.014196740742743602
              },
              {
                "event_time": -22,
                "estimate": -0.10599897145598824,
                "se": 0.03373279856690706,
                "pvalue": 0.0017004210216262662,
                "lower": -0.17215354363920893,
                "upper": -0.03984439927276755
              },
              {
                "event_time": -21,
                "estimate": -0.17546934171171064,
                "se": 0.033353806365916644,
                "pvalue": 1.585210738677586e-07,
                "lower": -0.2408806590218567,
                "upper": -0.11005802440156456
              },
              {
                "event_time": -20,
                "estimate": -0.11060049213835106,
                "se": 0.035192717495533044,
                "pvalue": 0.0016981232397234498,
                "lower": -0.1796181624411623,
                "upper": -0.04158282183553984
              },
              {
                "event_time": -19,
                "estimate": -0.04618367923730865,
                "se": 0.03191430432778161,
                "pvalue": 0.14801925012465017,
                "lower": -0.10877193870655799,
                "upper": 0.01640458023194069
              },
              {
                "event_time": -18,
                "estimate": 0.11882816879230157,
                "se": 0.028642335788231357,
                "pvalue": 3.481954103724998e-05,
                "lower": 0.06265668137063604,
                "upper": 0.1749996562139671
              },
              {
                "event_time": -17,
                "estimate": 0.05884050668758578,
                "se": 0.027560937503651198,
                "pvalue": 0.03288682861535894,
                "lower": 0.004789787299268419,
                "upper": 0.11289122607590314
              },
              {
                "event_time": -16,
                "estimate": 0.08770574413549873,
                "se": 0.026122455003115462,
                "pvalue": 0.0008010912042427532,
                "lower": 0.03647608313720028,
                "upper": 0.13893540513379718
              },
              {
                "event_time": -15,
                "estimate": 0.086299549125867,
                "se": 0.02696616350193555,
                "pvalue": 0.0013941248040562637,
                "lower": 0.03341526185408922,
                "upper": 0.13918383639764478
              },
              {
                "event_time": -14,
                "estimate": 0.16123921780910488,
                "se": 0.028197909750723844,
                "pvalue": 1.2368678890321135e-08,
                "lower": 0.10593930984800734,
                "upper": 0.21653912577020243
              },
              {
                "event_time": -13,
                "estimate": 0.22569364160347877,
                "se": 0.02925241909194111,
                "pvalue": 1.8785314046884218e-14,
                "lower": 0.16832569845718687,
                "upper": 0.28306158474977067
              },
              {
                "event_time": -12,
                "estimate": 0.18201439566184974,
                "se": 0.02870604297632248,
                "pvalue": 2.813047125141148e-10,
                "lower": 0.1257179698433653,
                "upper": 0.23831082148033417
              },
              {
                "event_time": -11,
                "estimate": 0.11720460377850378,
                "se": 0.02775745729765916,
                "pvalue": 2.523423876305614e-05,
                "lower": 0.06276848254241665,
                "upper": 0.1716407250145909
              },
              {
                "event_time": -10,
                "estimate": 0.20261051705509825,
                "se": 0.031644640434780706,
                "pvalue": 1.8918394827533293e-10,
                "lower": 0.14055110488677336,
                "upper": 0.26466992922342314
              },
              {
                "event_time": -9,
                "estimate": 0.09238178295766837,
                "se": 0.027011116478173162,
                "pvalue": 0.0006382896869639475,
                "lower": 0.039409336830482755,
                "upper": 0.145354229084854
              },
              {
                "event_time": -8,
                "estimate": 0.2368171731639377,
                "se": 0.02663487202911845,
                "pvalue": 1.3055416146446524e-18,
                "lower": 0.18458259319731263,
                "upper": 0.28905175313056275
              },
              {
                "event_time": -7,
                "estimate": 0.27770526436024295,
                "se": 0.022217182049426226,
                "pvalue": 1.365990072721837e-34,
                "lower": 0.23413437086673924,
                "upper": 0.3212761578537467
              },
              {
                "event_time": -6,
                "estimate": 0.264564168034539,
                "se": 0.027922135163204992,
                "pvalue": 7.154418781058978e-21,
                "lower": 0.20980509127130753,
                "upper": 0.3193232447977705
              },
              {
                "event_time": -5,
                "estimate": 0.2062466225680355,
                "se": 0.021895424851185223,
                "pvalue": 1.1881308771239504e-20,
                "lower": 0.1633067383800386,
                "upper": 0.2491865067560324
              },
              {
                "event_time": -4,
                "estimate": 0.15650396925942145,
                "se": 0.027979269221868074,
                "pvalue": 2.52590013352803e-08,
                "lower": 0.10163284489360369,
                "upper": 0.2113750936252392
              },
              {
                "event_time": -3,
                "estimate": 0.09943139196326997,
                "se": 0.021068149208538844,
                "pvalue": 2.525700908428842e-06,
                "lower": 0.05811390699923073,
                "upper": 0.1407488769273092
              },
              {
                "event_time": -2,
                "estimate": 0.07201630715874155,
                "se": 0.01922840101282452,
                "pvalue": 0.00018520034387319248,
                "lower": 0.03430681678699601,
                "upper": 0.10972579753048708
              },
              {
                "event_time": 0,
                "estimate": 0.07440741557148334,
                "se": 0.021459456159719194,
                "pvalue": 0.0005365818734480176,
                "lower": 0.03232252484665874,
                "upper": 0.11649230629630794
              },
              {
                "event_time": 1,
                "estimate": 0.129532974407166,
                "se": 0.017543649044102553,
                "pvalue": 2.2399776687947683e-13,
                "lower": 0.0951275101008706,
                "upper": 0.16393843871346137
              },
              {
                "event_time": 2,
                "estimate": 0.1222916590875685,
                "se": 0.01930457879123269,
                "pvalue": 2.918372538172686e-10,
                "lower": 0.08443277380776441,
                "upper": 0.16015054436737258
              },
              {
                "event_time": 3,
                "estimate": 0.1780924783950451,
                "se": 0.02078205571217742,
                "pvalue": 2.0248804239192426e-17,
                "lower": 0.13733606140224616,
                "upper": 0.21884889538784405
              },
              {
                "event_time": 4,
                "estimate": 0.13405495518061333,
                "se": 0.02172628323775637,
                "pvalue": 8.213939935073356e-10,
                "lower": 0.09144678053200053,
                "upper": 0.17666312982922613
              },
              {
                "event_time": 5,
                "estimate": 0.16789784070096192,
                "se": 0.022027791926614533,
                "pvalue": 3.808343872948159e-14,
                "lower": 0.1246983668074503,
                "upper": 0.21109731459447353
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0
            ],
            "weights": [
              0.20342857142857143,
              0.18491428571428573,
              0.17074285714285714,
              0.1584,
              0.1478857142857143,
              0.13462857142857143
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 2.2551405187698492e-17,
            "package_aggregate_vs_estimable_cell_weights": 2.7755575615628914e-17,
            "saturated_vs_deviations_relative_rss_difference": 6.514014391636289e-12
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "F": 3.787608003629374,
            "df_num": 20,
            "df_den": 156636,
            "pvalue": 2.0512315146171582e-08,
            "log10_pvalue": -7.687985319716272,
            "inference": "Homoskedastic nested-model F",
            "observations": 172342,
            "design_columns": 131,
            "restricted_design_columns": 111,
            "fixed_effect_rank": 15575,
            "covariance_rank": 20,
            "rss_unrestricted": 126961.49385703773,
            "rss_restricted": 127022.89485939806,
            "test_horizon": null,
            "reference_cohort": 4,
            "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.-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]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-23.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-22.0]"
              ],
              "data": [
                [
                  -1.990897593937987e-05,
                  -2.4021474666860656e-05,
                  -2.9869347172880225e-05,
                  -5.4651186499361706e-05,
                  -6.878054258532528e-05,
                  -8.277908413277506e-05
                ],
                [
                  -1.3951237416511576e-05,
                  -1.6777631957023877e-05,
                  -1.1558473911517388e-05,
                  4.605696537184404e-05,
                  4.58001294750323e-05,
                  3.779330000708186e-05
                ],
                [
                  -7.70584735398439e-06,
                  -9.29466957439999e-06,
                  8.224432599503223e-06,
                  0.00015320645079164427,
                  0.00016568730546380247,
                  0.0001626241990394371
                ],
                [
                  -3.3637303692439608e-06,
                  -3.98511672741122e-06,
                  2.081293770294095e-05,
                  0.0002279373253426023,
                  0.00025126377369348064,
                  0.00025527058559008536
                ],
                [
                  -4.607733480737673e-07,
                  -4.985714956880231e-07,
                  2.9323064589612942e-05,
                  0.00027424618956329525,
                  0.00030314684293841445,
                  0.00030977623708852936
                ]
              ]
            },
            "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_18,ref=-1.0)+i(rel_time,cohort_dummy_20,ref=-1.0)+i(rel_time,cohort_dummy_26,ref=-1.0)+i(rel_time,cohort_dummy_29,ref=-1.0)+i(rel_time,cohort_dummy_34,ref=-1.0)|unit_fe+time_fe",
            "restriction_names": [
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_29",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_29",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_29",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_29",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_29"
            ],
            "deviations": [
              {
                "event_time": -17.0,
                "cohort": 18,
                "estimate": -0.559148217643477
              },
              {
                "event_time": -16.0,
                "cohort": 18,
                "estimate": -0.2760988813593463
              },
              {
                "event_time": -15.0,
                "cohort": 18,
                "estimate": 1.373517367169581
              },
              {
                "event_time": -14.0,
                "cohort": 18,
                "estimate": 1.216578445401226
              },
              {
                "event_time": -13.0,
                "cohort": 18,
                "estimate": 0.2911435227434876
              },
              {
                "event_time": -12.0,
                "cohort": 18,
                "estimate": 0.937106043361286
              },
              {
                "event_time": -11.0,
                "cohort": 18,
                "estimate": 0.6699722112255947
              },
              {
                "event_time": -10.0,
                "cohort": 18,
                "estimate": 0.8886435556522011
              },
              {
                "event_time": -9.0,
                "cohort": 18,
                "estimate": 0.5011134166310104
              },
              {
                "event_time": -8.0,
                "cohort": 18,
                "estimate": 1.0080810218147285
              },
              {
                "event_time": -7.0,
                "cohort": 18,
                "estimate": 1.1358397066429013
              },
              {
                "event_time": -6.0,
                "cohort": 18,
                "estimate": 1.0939760682532254
              },
              {
                "event_time": -5.0,
                "cohort": 18,
                "estimate": 0.6607108817487908
              },
              {
                "event_time": -4.0,
                "cohort": 18,
                "estimate": 0.7498687534685189
              },
              {
                "event_time": -3.0,
                "cohort": 18,
                "estimate": 0.37922528057720795
              },
              {
                "event_time": -2.0,
                "cohort": 18,
                "estimate": -0.2632788874643231
              },
              {
                "event_time": 0.0,
                "cohort": 18,
                "estimate": 0.13832007416742612
              },
              {
                "event_time": 1.0,
                "cohort": 18,
                "estimate": 0.6075333535666589
              },
              {
                "event_time": 2.0,
                "cohort": 18,
                "estimate": 0.6193872629063605
              },
              {
                "event_time": 3.0,
                "cohort": 18,
                "estimate": 0.21390263275831428
              },
              {
                "event_time": 4.0,
                "cohort": 18,
                "estimate": 0.6694487179092601
              },
              {
                "event_time": 5.0,
                "cohort": 18,
                "estimate": 0.5666849977431896
              },
              {
                "event_time": -19.0,
                "cohort": 20,
                "estimate": 0.7711960111510675
              },
              {
                "event_time": -18.0,
                "cohort": 20,
                "estimate": 0.5905462701420328
              },
              {
                "event_time": -17.0,
                "cohort": 20,
                "estimate": 0.25788863279165875
              },
              {
                "event_time": -16.0,
                "cohort": 20,
                "estimate": 0.3998624891240846
              },
              {
                "event_time": -15.0,
                "cohort": 20,
                "estimate": 1.9707171453422885
              },
              {
                "event_time": -14.0,
                "cohort": 20,
                "estimate": 1.58035354289984
              },
              {
                "event_time": -13.0,
                "cohort": 20,
                "estimate": 0.8730139470796074
              },
              {
                "event_time": -12.0,
                "cohort": 20,
                "estimate": 1.4886525939893187
              },
              {
                "event_time": -11.0,
                "cohort": 20,
                "estimate": 1.1825891516189513
              },
              {
                "event_time": -10.0,
                "cohort": 20,
                "estimate": 1.2888341039540576
              },
              {
                "event_time": -9.0,
                "cohort": 20,
                "estimate": 0.8693447216610819
              },
              {
                "event_time": -8.0,
                "cohort": 20,
                "estimate": 1.5293678608167434
              },
              {
                "event_time": -7.0,
                "cohort": 20,
                "estimate": 1.6699462902227742
              },
              {
                "event_time": -6.0,
                "cohort": 20,
                "estimate": 1.7831349406648558
              },
              {
                "event_time": -5.0,
                "cohort": 20,
                "estimate": 1.1239325190588527
              },
              {
                "event_time": -4.0,
                "cohort": 20,
                "estimate": 1.2410752802733909
              },
              {
                "event_time": -3.0,
                "cohort": 20,
                "estimate": 0.7024238050991207
              },
              {
                "event_time": -2.0,
                "cohort": 20,
                "estimate": 0.4192640503890567
              },
              {
                "event_time": 0.0,
                "cohort": 20,
                "estimate": 0.18914786658727328
              },
              {
                "event_time": 1.0,
                "cohort": 20,
                "estimate": 1.37567161632221
              },
              {
                "event_time": 2.0,
                "cohort": 20,
                "estimate": 1.4169975080660118
              },
              {
                "event_time": 3.0,
                "cohort": 20,
                "estimate": 0.9331773843144031
              },
              {
                "event_time": 4.0,
                "cohort": 20,
                "estimate": 0.8798557610063878
              },
              {
                "event_time": 5.0,
                "cohort": 20,
                "estimate": 0.9346558586907603
              },
              {
                "event_time": -25.0,
                "cohort": 26,
                "estimate": -0.10961242655473163
              },
              {
                "event_time": -24.0,
                "cohort": 26,
                "estimate": -0.04744170051291802
              },
              {
                "event_time": -23.0,
                "cohort": 26,
                "estimate": 0.07030568685697064
              },
              {
                "event_time": -22.0,
                "cohort": 26,
                "estimate": -0.1038740090373024
              },
              {
                "event_time": -21.0,
                "cohort": 26,
                "estimate": -0.013242990137096733
              },
              {
                "event_time": -20.0,
                "cohort": 26,
                "estimate": 0.041867674499718524
              },
              {
                "event_time": -19.0,
                "cohort": 26,
                "estimate": -0.004638314447644842
              },
              {
                "event_time": -18.0,
                "cohort": 26,
                "estimate": 0.10773331625487148
              },
              {
                "event_time": -17.0,
                "cohort": 26,
                "estimate": -0.3259090278370484
              },
              {
                "event_time": -16.0,
                "cohort": 26,
                "estimate": -0.15195932451832372
              },
              {
                "event_time": -15.0,
                "cohort": 26,
                "estimate": 1.4600309646988165
              },
              {
                "event_time": -14.0,
                "cohort": 26,
                "estimate": 1.1065854213087158
              },
              {
                "event_time": -13.0,
                "cohort": 26,
                "estimate": 0.2080448172492636
              },
              {
                "event_time": -12.0,
                "cohort": 26,
                "estimate": 0.7840299736320107
              },
              {
                "event_time": -11.0,
                "cohort": 26,
                "estimate": 0.6889519062662213
              },
              {
                "event_time": -10.0,
                "cohort": 26,
                "estimate": 0.9372770246403834
              },
              {
                "event_time": -9.0,
                "cohort": 26,
                "estimate": 0.2768680414735518
              },
              {
                "event_time": -8.0,
                "cohort": 26,
                "estimate": 0.9247203254649516
              },
              {
                "event_time": -7.0,
                "cohort": 26,
                "estimate": 1.1904944010269898
              },
              {
                "event_time": -6.0,
                "cohort": 26,
                "estimate": 1.1551853047499319
              },
              {
                "event_time": -5.0,
                "cohort": 26,
                "estimate": 0.6048505985956687
              },
              {
                "event_time": -4.0,
                "cohort": 26,
                "estimate": 0.9633153662285625
              },
              {
                "event_time": -3.0,
                "cohort": 26,
                "estimate": 0.42343797821033347
              },
              {
                "event_time": -2.0,
                "cohort": 26,
                "estimate": 0.1060084750655762
              },
              {
                "event_time": 0.0,
                "cohort": 26,
                "estimate": -0.12900402502678934
              },
              {
                "event_time": 1.0,
                "cohort": 26,
                "estimate": 0.9355694616541044
              },
              {
                "event_time": 2.0,
                "cohort": 26,
                "estimate": 0.8237885828288817
              },
              {
                "event_time": 3.0,
                "cohort": 26,
                "estimate": 0.2841098160752239
              },
              {
                "event_time": 4.0,
                "cohort": 26,
                "estimate": 0.45209815075212956
              },
              {
                "event_time": 5.0,
                "cohort": 26,
                "estimate": 0.695811653850198
              },
              {
                "event_time": -15.0,
                "cohort": 29,
                "estimate": 1.5966112264685328
              },
              {
                "event_time": -14.0,
                "cohort": 29,
                "estimate": 1.0099109262664085
              },
              {
                "event_time": -13.0,
                "cohort": 29,
                "estimate": -0.014332704617243064
              },
              {
                "event_time": -12.0,
                "cohort": 29,
                "estimate": 1.1099692503059568
              },
              {
                "event_time": -11.0,
                "cohort": 29,
                "estimate": 0.6075749337071472
              },
              {
                "event_time": -10.0,
                "cohort": 29,
                "estimate": 0.5029589614698934
              },
              {
                "event_time": -9.0,
                "cohort": 29,
                "estimate": 0.1887240126355279
              },
              {
                "event_time": -8.0,
                "cohort": 29,
                "estimate": 0.6532301467231136
              },
              {
                "event_time": -7.0,
                "cohort": 29,
                "estimate": 1.0911055145976158
              },
              {
                "event_time": -6.0,
                "cohort": 29,
                "estimate": 1.0408052617282144
              },
              {
                "event_time": -5.0,
                "cohort": 29,
                "estimate": 0.6544603649923052
              },
              {
                "event_time": -4.0,
                "cohort": 29,
                "estimate": 0.7145433761283697
              },
              {
                "event_time": -3.0,
                "cohort": 29,
                "estimate": 0.33836927792822036
              },
              {
                "event_time": -2.0,
                "cohort": 29,
                "estimate": 0.0935519061017549
              },
              {
                "event_time": 0.0,
                "cohort": 29,
                "estimate": -0.1220795145257636
              },
              {
                "event_time": 1.0,
                "cohort": 29,
                "estimate": 0.8541011108948614
              },
              {
                "event_time": 2.0,
                "cohort": 29,
                "estimate": 0.7346224097386002
              },
              {
                "event_time": 3.0,
                "cohort": 29,
                "estimate": 0.11694499738047531
              },
              {
                "event_time": 4.0,
                "cohort": 29,
                "estimate": 0.24956400417169766
              },
              {
                "event_time": 5.0,
                "cohort": 29,
                "estimate": 0.5828848770443833
              },
              {
                "event_time": -3.0,
                "cohort": 34,
                "estimate": 0.22583055044234407
              },
              {
                "event_time": -2.0,
                "cohort": 34,
                "estimate": -0.5410610406296753
              },
              {
                "event_time": 0.0,
                "cohort": 34,
                "estimate": -0.2654116067996817
              }
            ]
          }
        }
      },
      "alternative_models": {
        "y__d": [
          {
            "method": "CS-DID",
            "estimate": 0.04688339247445878,
            "se": 0.03669123960742553,
            "lower": -0.025030115704224802,
            "upper": 0.11879690065314236,
            "event_study": [
              {
                "event_time": -27,
                "estimate": -0.3442393703719528,
                "se": 0.030742492735144556,
                "lower": -0.40449354892782036,
                "upper": -0.2839851918160852,
                "n": 0.0,
                "relative_to_minus_one": -0.3442393703719528
              },
              {
                "event_time": -26,
                "estimate": 0.06966333709234285,
                "se": 0.02790560437297272,
                "lower": 0.014969357554492878,
                "upper": 0.12435731663019281,
                "n": 0.0,
                "relative_to_minus_one": 0.06966333709234285
              },
              {
                "event_time": -25,
                "estimate": -0.15602882808630136,
                "se": 0.039933829092790085,
                "lower": -0.23429769487294777,
                "upper": -0.07775996129965497,
                "n": 0.0,
                "relative_to_minus_one": -0.15602882808630136
              },
              {
                "event_time": -24,
                "estimate": -0.051691644304847066,
                "se": 0.028150679490364674,
                "lower": -0.10686596224629219,
                "upper": 0.0034826736365980576,
                "n": 0.0,
                "relative_to_minus_one": -0.051691644304847066
              },
              {
                "event_time": -23,
                "estimate": 0.008197454994876086,
                "se": 0.02542736343514634,
                "lower": -0.041639261559821415,
                "upper": 0.058034171549573584,
                "n": 0.0,
                "relative_to_minus_one": 0.008197454994876086
              },
              {
                "event_time": -22,
                "estimate": -0.017673520135702687,
                "se": 0.02580461801316515,
                "lower": -0.06824964207631991,
                "upper": 0.03290260180491454,
                "n": 0.0,
                "relative_to_minus_one": -0.017673520135702687
              },
              {
                "event_time": -21,
                "estimate": -0.09529073276943666,
                "se": 0.025416223092837687,
                "lower": -0.14510561465443375,
                "upper": -0.04547585088443957,
                "n": 0.0,
                "relative_to_minus_one": -0.09529073276943666
              },
              {
                "event_time": -20,
                "estimate": -0.03850423657516901,
                "se": 0.026581623875677005,
                "lower": -0.09060326202208593,
                "upper": 0.013594788871747927,
                "n": 0.0,
                "relative_to_minus_one": -0.03850423657516901
              },
              {
                "event_time": -19,
                "estimate": 0.2168517922248131,
                "se": 0.04955104217890418,
                "lower": 0.11973353415773579,
                "upper": 0.3139700502918904,
                "n": 0.0,
                "relative_to_minus_one": 0.2168517922248131
              },
              {
                "event_time": -18,
                "estimate": 0.20907096135696163,
                "se": 0.033059693846082934,
                "lower": 0.1442751520787186,
                "upper": 0.27386677063520465,
                "n": 0.0,
                "relative_to_minus_one": 0.20907096135696163
              },
              {
                "event_time": -17,
                "estimate": 0.13803423636820875,
                "se": 0.037160378096955875,
                "lower": 0.06520123364628416,
                "upper": 0.21086723909013333,
                "n": 0.0,
                "relative_to_minus_one": 0.13803423636820875
              },
              {
                "event_time": -16,
                "estimate": 0.1682401317521105,
                "se": 0.035051648060169374,
                "lower": 0.09954016395540528,
                "upper": 0.23694009954881573,
                "n": 0.0,
                "relative_to_minus_one": 0.1682401317521105
              },
              {
                "event_time": -15,
                "estimate": 0.1556721149033036,
                "se": 0.03415524991219329,
                "lower": 0.0887290551924399,
                "upper": 0.2226151746141673,
                "n": 0.0,
                "relative_to_minus_one": 0.1556721149033036
              },
              {
                "event_time": -14,
                "estimate": 0.2029855686682633,
                "se": 0.03315799526928076,
                "lower": 0.13799709214092354,
                "upper": 0.2679740451956031,
                "n": 0.0,
                "relative_to_minus_one": 0.2029855686682633
              },
              {
                "event_time": -13,
                "estimate": 0.254751546920637,
                "se": 0.04380529566462147,
                "lower": 0.16889474508585034,
                "upper": 0.3406083487554237,
                "n": 0.0,
                "relative_to_minus_one": 0.254751546920637
              },
              {
                "event_time": -12,
                "estimate": 0.18922596235875047,
                "se": 0.05075596183210503,
                "lower": 0.08974610516713499,
                "upper": 0.28870581955036595,
                "n": 0.0,
                "relative_to_minus_one": 0.18922596235875047
              },
              {
                "event_time": -11,
                "estimate": 0.12731733737326148,
                "se": 0.03875507739680339,
                "lower": 0.05135878145746453,
                "upper": 0.20327589328905843,
                "n": 0.0,
                "relative_to_minus_one": 0.12731733737326148
              },
              {
                "event_time": -10,
                "estimate": 0.2064229264193632,
                "se": 0.0342547813265061,
                "lower": 0.13928478872111605,
                "upper": 0.27356106411761033,
                "n": 0.0,
                "relative_to_minus_one": 0.2064229264193632
              },
              {
                "event_time": -9,
                "estimate": 0.08275888798597068,
                "se": 0.046547318273288736,
                "lower": -0.008472179406598376,
                "upper": 0.17398995537853973,
                "n": 0.0,
                "relative_to_minus_one": 0.08275888798597068
              },
              {
                "event_time": -8,
                "estimate": 0.21464869719469437,
                "se": 0.048341681108197546,
                "lower": 0.11990074327050686,
                "upper": 0.30939665111888187,
                "n": 0.0,
                "relative_to_minus_one": 0.21464869719469437
              },
              {
                "event_time": -7,
                "estimate": 0.26180697748073195,
                "se": 0.03778078301388333,
                "lower": 0.187758003465798,
                "upper": 0.33585595149566594,
                "n": 0.0,
                "relative_to_minus_one": 0.26180697748073195
              },
              {
                "event_time": -6,
                "estimate": 0.2496415356104143,
                "se": 0.05486090091112479,
                "lower": 0.14211614566518907,
                "upper": 0.35716692555563956,
                "n": 0.0,
                "relative_to_minus_one": 0.2496415356104143
              },
              {
                "event_time": -5,
                "estimate": 0.17788306187556255,
                "se": 0.046171350031197586,
                "lower": 0.08738887869682298,
                "upper": 0.2683772450543021,
                "n": 0.0,
                "relative_to_minus_one": 0.17788306187556255
              },
              {
                "event_time": -4,
                "estimate": 0.1282852118803692,
                "se": 0.03489959264038835,
                "lower": 0.05988326723008891,
                "upper": 0.1966871565306495,
                "n": 0.0,
                "relative_to_minus_one": 0.1282852118803692
              },
              {
                "event_time": -3,
                "estimate": 0.08388140284666619,
                "se": 0.03097888324215991,
                "lower": 0.023163907410761346,
                "upper": 0.14459889828257103,
                "n": 0.0,
                "relative_to_minus_one": 0.08388140284666619
              },
              {
                "event_time": -2,
                "estimate": 0.054444379584278293,
                "se": 0.03250346037557753,
                "lower": -0.009261232124778404,
                "upper": 0.11814999129333499,
                "n": 0.0,
                "relative_to_minus_one": 0.054444379584278293
              },
              {
                "event_time": -1,
                "estimate": 0.0,
                "se": 5.767002365831735e-19,
                "lower": -1.1303116935787486e-18,
                "upper": 1.1303116935787486e-18,
                "n": 0.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": 0.0344813107376525,
                "se": 0.03299962531887702,
                "lower": -0.03019676639066255,
                "upper": 0.09915938786596756,
                "n": 890.0,
                "relative_to_minus_one": 0.0344813107376525
              },
              {
                "event_time": 1,
                "estimate": 0.07471264647064839,
                "se": 0.037578690417439345,
                "lower": 0.001059766666286821,
                "upper": 0.14836552627500996,
                "n": 809.0,
                "relative_to_minus_one": 0.07471264647064839
              },
              {
                "event_time": 2,
                "estimate": 0.04296500497736958,
                "se": 0.04640973566774003,
                "lower": -0.04799640546342484,
                "upper": 0.133926415418164,
                "n": 747.0,
                "relative_to_minus_one": 0.04296500497736958
              },
              {
                "event_time": 3,
                "estimate": 0.08189716955444148,
                "se": 0.05410960682469528,
                "lower": -0.024155711039583985,
                "upper": 0.18795005014846694,
                "n": 693.0,
                "relative_to_minus_one": 0.08189716955444148
              },
              {
                "event_time": 4,
                "estimate": 0.015991781265288992,
                "se": 0.04407497063716916,
                "lower": -0.07039357380322296,
                "upper": 0.10237713633380095,
                "n": 647.0,
                "relative_to_minus_one": 0.015991781265288992
              },
              {
                "event_time": 5,
                "estimate": 0.031252441841351786,
                "se": 0.028467121030411477,
                "lower": -0.024542090121797464,
                "upper": 0.08704697380450103,
                "n": 589.0,
                "relative_to_minus_one": 0.031252441841351786
              }
            ],
            "group_time_estimates": [
              {
                "group": 4,
                "year": 1,
                "event_time": -3,
                "att": -0.5869879285082881,
                "mass": 0.0,
                "base": 3
              },
              {
                "group": 4,
                "year": 2,
                "event_time": -2,
                "att": -0.14959991922858965,
                "mass": 0.0,
                "base": 3
              },
              {
                "group": 4,
                "year": 3,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 3
              },
              {
                "group": 4,
                "year": 4,
                "event_time": 0,
                "att": 0.05355846199256159,
                "mass": 12.0,
                "base": 3
              },
              {
                "group": 18,
                "year": 1,
                "event_time": -17,
                "att": -0.3535117200618159,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 2,
                "event_time": -16,
                "att": -0.18094300169546434,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 3,
                "event_time": -15,
                "att": -0.14548853268703138,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 4,
                "event_time": -14,
                "att": 0.11950783729424638,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 5,
                "event_time": -13,
                "att": 0.06951880744543609,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 6,
                "event_time": -12,
                "att": 0.053046544429960485,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 7,
                "event_time": -11,
                "att": -0.048900714814845425,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 8,
                "event_time": -10,
                "att": 0.07093894783346799,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 9,
                "event_time": -9,
                "att": 0.12935340989183675,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 10,
                "event_time": -8,
                "att": 0.13564572085611248,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 11,
                "event_time": -7,
                "att": 0.0891659126788718,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 12,
                "event_time": -6,
                "att": -0.016627314864920195,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 13,
                "event_time": -5,
                "att": 0.054921115644949337,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 14,
                "event_time": -4,
                "att": -0.16804416028741676,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 15,
                "event_time": -3,
                "att": -0.025990271708486307,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 16,
                "event_time": -2,
                "att": -0.40565765358199113,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 17,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 18,
                "event_time": 0,
                "att": 0.16708957110084832,
                "mass": 26.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 19,
                "event_time": 1,
                "att": -0.3812192142896279,
                "mass": 24.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 20,
                "event_time": 2,
                "att": -0.38562766348939725,
                "mass": 23.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 21,
                "event_time": 3,
                "att": -0.23852731074974926,
                "mass": 22.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 22,
                "event_time": 4,
                "att": -0.010753928495122023,
                "mass": 21.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 23,
                "event_time": 5,
                "att": -0.22808962738920388,
                "mass": 19.0,
                "base": 17
              },
              {
                "group": 20,
                "year": 1,
                "event_time": -19,
                "att": 0.5934152330927616,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 2,
                "event_time": -18,
                "att": 0.43806992599210154,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 3,
                "event_time": -17,
                "att": 0.4269703659288608,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 4,
                "event_time": -16,
                "att": 0.44177926577827686,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 5,
                "event_time": -15,
                "att": 0.4168162657623798,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 6,
                "event_time": -14,
                "att": 0.4428299762785429,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 7,
                "event_time": -13,
                "att": 0.6064565873448933,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 8,
                "event_time": -12,
                "att": 0.566653323277971,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 9,
                "event_time": -11,
                "att": 0.4097327080720181,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 10,
                "event_time": -10,
                "att": 0.4188499384196384,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 11,
                "event_time": -9,
                "att": 0.4387372485284929,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 12,
                "event_time": -8,
                "att": 0.5864294073295917,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 13,
                "event_time": -7,
                "att": 0.571975619671012,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 14,
                "event_time": -6,
                "att": 0.6583570490182564,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 15,
                "event_time": -5,
                "att": 0.5204127279687503,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 16,
                "event_time": -4,
                "att": 0.3246857418607373,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 17,
                "event_time": -3,
                "att": 0.2786752113446523,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 18,
                "event_time": -2,
                "att": 0.2663438023178778,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 19,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 20,
                "event_time": 0,
                "att": 0.2155534943366616,
                "mass": 389.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 21,
                "event_time": 1,
                "att": 0.3530199393115803,
                "mass": 359.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 22,
                "event_time": 2,
                "att": 0.41780107353492124,
                "mass": 322.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 23,
                "event_time": 3,
                "att": 0.5172493238699418,
                "mass": 299.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 24,
                "event_time": 4,
                "att": 0.3288054715097173,
                "mass": 281.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 25,
                "event_time": 5,
                "att": 0.2271924536651442,
                "mass": 265.0,
                "base": 19
              },
              {
                "group": 26,
                "year": 1,
                "event_time": -25,
                "att": -0.15735738879935318,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 2,
                "event_time": -24,
                "att": -0.05074700079067207,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 3,
                "event_time": -23,
                "att": 0.014935880045557237,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 4,
                "event_time": -22,
                "att": -0.018933569596137678,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 5,
                "event_time": -21,
                "att": -0.09267810109749036,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 6,
                "event_time": -20,
                "att": -0.033527214187778764,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 7,
                "event_time": -19,
                "att": -0.03858932971126505,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 8,
                "event_time": -18,
                "att": 0.058901285665483055,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 9,
                "event_time": -17,
                "att": -0.04942678883820045,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 10,
                "event_time": -16,
                "att": -0.006858036165954873,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 11,
                "event_time": -15,
                "att": 0.0024024932905062912,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 12,
                "event_time": -14,
                "att": 0.06022866064509175,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 13,
                "event_time": -13,
                "att": 0.039395249220495476,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 14,
                "event_time": -12,
                "att": -0.06646004430997415,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 15,
                "event_time": -11,
                "att": -0.04369826285379333,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 16,
                "event_time": -10,
                "att": 0.09977396025473895,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 17,
                "event_time": -9,
                "att": -0.15217967149908296,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 18,
                "event_time": -8,
                "att": -0.010445756311405985,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 19,
                "event_time": -7,
                "att": 0.07634782949977875,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 20,
                "event_time": -6,
                "att": -0.001179611781384371,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 21,
                "event_time": -5,
                "att": -0.04683990911441538,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 22,
                "event_time": -4,
                "att": 0.027921038247167573,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 23,
                "event_time": -3,
                "att": -0.03780167745955326,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 24,
                "event_time": -2,
                "att": -0.0653616307748188,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 25,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 26,
                "event_time": 0,
                "att": -0.09418843914318092,
                "mass": 433.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 27,
                "event_time": 1,
                "att": -0.07970622826937707,
                "mass": 398.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 28,
                "event_time": 2,
                "att": -0.18148633713744244,
                "mass": 376.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 29,
                "event_time": 3,
                "att": -0.19206223169077902,
                "mass": 349.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 30,
                "event_time": 4,
                "att": -0.18510285348048755,
                "mass": 324.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 31,
                "event_time": 5,
                "att": -0.08261504408109815,
                "mass": 286.0,
                "base": 25
              },
              {
                "group": 29,
                "year": 2,
                "event_time": -27,
                "att": -0.3442393703719528,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 3,
                "event_time": -26,
                "att": 0.06966333709234285,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 4,
                "event_time": -25,
                "att": -0.12901242329608953,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 5,
                "event_time": -24,
                "att": -0.07090105740180402,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 6,
                "event_time": -23,
                "att": -0.12882904069272189,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 7,
                "event_time": -22,
                "att": 0.007949702005649484,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 8,
                "event_time": -21,
                "att": -0.14841883909051837,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 9,
                "event_time": -20,
                "att": -0.13971244644223121,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 10,
                "event_time": -19,
                "att": -0.11795248658462967,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 11,
                "event_time": -18,
                "att": -0.09969301658585766,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 12,
                "event_time": -17,
                "att": 0.218513569070575,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 13,
                "event_time": -16,
                "att": 0.07540227915912534,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 14,
                "event_time": -15,
                "att": 0.033167025055425126,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 15,
                "event_time": -14,
                "att": -0.1106542965574373,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 16,
                "event_time": -13,
                "att": -0.2709199633303581,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 17,
                "event_time": -12,
                "att": 0.16667158936401416,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 18,
                "event_time": -11,
                "att": -0.2179883070294589,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 19,
                "event_time": -10,
                "att": -0.4284701850653456,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 20,
                "event_time": -9,
                "att": -0.3405688214859588,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 21,
                "event_time": -8,
                "att": -0.38896004975577503,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 22,
                "event_time": -7,
                "att": -0.12762791183626127,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 23,
                "event_time": -6,
                "att": -0.16096196878972202,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 24,
                "event_time": -5,
                "att": -0.03991870992617247,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 25,
                "event_time": -4,
                "att": -0.23919501246495511,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 26,
                "event_time": -3,
                "att": -0.09033986015715256,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 27,
                "event_time": -2,
                "att": -0.0022081009539637875,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 28,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 29,
                "event_time": 0,
                "att": -0.09994613322797646,
                "mass": 24.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 30,
                "event_time": 1,
                "att": -0.21348174210927767,
                "mass": 23.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 31,
                "event_time": 2,
                "att": -0.27891151843323536,
                "mass": 21.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 32,
                "event_time": 3,
                "att": -0.32992954499012167,
                "mass": 18.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 33,
                "event_time": 4,
                "att": -0.36787408743012395,
                "mass": 16.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 34,
                "event_time": 5,
                "att": -0.1422568770423796,
                "mass": 15.0,
                "base": 28
              },
              {
                "group": 34,
                "year": 19,
                "event_time": -15,
                "att": -1.3504053718289746,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 20,
                "event_time": -14,
                "att": -0.962463771257369,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 21,
                "event_time": -13,
                "att": -0.1012535495249895,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 22,
                "event_time": -12,
                "att": -0.7630051938476293,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 23,
                "event_time": -11,
                "att": -0.6237186513298945,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 24,
                "event_time": -10,
                "att": -0.7260779571753576,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 25,
                "event_time": -9,
                "att": -0.315341650167237,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 26,
                "event_time": -8,
                "att": -0.8312923022075407,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 27,
                "event_time": -7,
                "att": -0.8809879199365722,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 28,
                "event_time": -6,
                "att": -0.8897189420109278,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 29,
                "event_time": -5,
                "att": -0.4311842065907826,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 30,
                "event_time": -4,
                "att": -0.7651441611995977,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 31,
                "event_time": -3,
                "att": -0.09563197728437212,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 32,
                "event_time": -2,
                "att": -0.5903201236009719,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 33,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 34,
                "event_time": 0,
                "att": -0.21897460703987964,
                "mass": 6.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 35,
                "event_time": 1,
                "att": -0.9085407426430004,
                "mass": 5.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 36,
                "event_time": 2,
                "att": -0.87618308087324,
                "mass": 5.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 37,
                "event_time": 3,
                "att": -0.32655442645407,
                "mass": 5.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 38,
                "event_time": 4,
                "att": -0.47624571652879755,
                "mass": 5.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 39,
                "event_time": 5,
                "att": -0.6009819900080867,
                "mass": 4.0,
                "base": 33
              }
            ],
            "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": 0.04688339247445878,
                  "se": 0.03669123960742553,
                  "lower": -0.025030115704224802,
                  "upper": 0.11879690065314236
                },
                {
                  "typec": "simple",
                  "aggregation": "Native-equivalent CS-DID simple",
                  "matches_treated_unit_year_target": false,
                  "estimate": 0.04687812321440917,
                  "se": 0.036687328538085234,
                  "lower": -0.0250277194092264,
                  "upper": 0.11878396583804474
                },
                {
                  "typec": "group",
                  "aggregation": "Native-equivalent CS-DID group",
                  "matches_treated_unit_year_target": false,
                  "estimate": 0.04689228447524472,
                  "se": 0.03660915292000907,
                  "lower": -0.024860336752492405,
                  "upper": 0.11864490570298183
                },
                {
                  "typec": "treated_cells",
                  "aggregation": "Observed treated observations, configured weights",
                  "matches_treated_unit_year_target": true,
                  "estimate": 0.06728665571741188,
                  "se": 0.07042046193070042,
                  "lower": -0.0707349134414349,
                  "upper": 0.20530822487625866
                }
              ],
              "same_group_time_effects": true,
              "additional_covariates": []
            },
            "treated_cell_att": 0.06728665571741188,
            "treated_cell_se": 0.07042046193070042,
            "checks": {
              "input_rows": 172342,
              "retained_rows": 172342,
              "all_observed_post_cells_estimated": true,
              "post_weight_sum": 4375.0,
              "avoided_dense_if_bytes": 339169056
            },
            "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": 0.28003183379769325,
            "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": -0.08219864652839565,
            "event_study": [
              {
                "event_time": -27,
                "estimate": -0.24340931952526743,
                "raw_gap": -0.24340931952526743,
                "n": 5,
                "n_cells": 5,
                "weight_sum": 5.0,
                "relative_to_minus_one": -0.187207442385369
              },
              {
                "event_time": -26,
                "estimate": 0.15800125925739464,
                "raw_gap": 0.15800125925739464,
                "n": 6,
                "n_cells": 6,
                "weight_sum": 6.0,
                "relative_to_minus_one": 0.21420313639729308
              },
              {
                "event_time": -25,
                "estimate": -0.13340310998598157,
                "raw_gap": -0.13340310998598157,
                "n": 17,
                "n_cells": 17,
                "weight_sum": 17.0,
                "relative_to_minus_one": -0.07720123284608313
              },
              {
                "event_time": -24,
                "estimate": -0.06565639359344384,
                "raw_gap": -0.06565639359344384,
                "n": 104,
                "n_cells": 104,
                "weight_sum": 104.0,
                "relative_to_minus_one": -0.009454516453545406
              },
              {
                "event_time": -23,
                "estimate": -0.013462973029224622,
                "raw_gap": -0.013462973029224622,
                "n": 116,
                "n_cells": 116,
                "weight_sum": 116.0,
                "relative_to_minus_one": 0.04273890411067381
              },
              {
                "event_time": -22,
                "estimate": -0.03513886459156876,
                "raw_gap": -0.03513886459156876,
                "n": 119,
                "n_cells": 119,
                "weight_sum": 119.0,
                "relative_to_minus_one": 0.02106301254832968
              },
              {
                "event_time": -21,
                "estimate": -0.0975777565171216,
                "raw_gap": -0.0975777565171216,
                "n": 124,
                "n_cells": 124,
                "weight_sum": 124.0,
                "relative_to_minus_one": -0.04137587937722316
              },
              {
                "event_time": -20,
                "estimate": -0.0337920852693039,
                "raw_gap": -0.0337920852693039,
                "n": 146,
                "n_cells": 146,
                "weight_sum": 146.0,
                "relative_to_minus_one": 0.02240979187059454
              },
              {
                "event_time": -19,
                "estimate": -0.02270431689344225,
                "raw_gap": -0.02270431689344225,
                "n": 184,
                "n_cells": 184,
                "weight_sum": 184.0,
                "relative_to_minus_one": 0.033497560246456184
              },
              {
                "event_time": -18,
                "estimate": 0.016254797945149946,
                "raw_gap": 0.016254797945149946,
                "n": 265,
                "n_cells": 265,
                "weight_sum": 265.0,
                "relative_to_minus_one": 0.07245667508504838
              },
              {
                "event_time": -17,
                "estimate": -0.039407225719144304,
                "raw_gap": -0.039407225719144304,
                "n": 279,
                "n_cells": 279,
                "weight_sum": 279.0,
                "relative_to_minus_one": 0.016794651420754134
              },
              {
                "event_time": -16,
                "estimate": -0.01852052280252564,
                "raw_gap": -0.01852052280252564,
                "n": 299,
                "n_cells": 299,
                "weight_sum": 299.0,
                "relative_to_minus_one": 0.0376813543373728
              },
              {
                "event_time": -15,
                "estimate": -0.017715600951021187,
                "raw_gap": -0.017715600951021187,
                "n": 317,
                "n_cells": 316,
                "weight_sum": 317.0,
                "relative_to_minus_one": 0.03848627618887725
              },
              {
                "event_time": -14,
                "estimate": 0.02501677138502267,
                "raw_gap": 0.02501677138502267,
                "n": 358,
                "n_cells": 357,
                "weight_sum": 358.0,
                "relative_to_minus_one": 0.08121864852492111
              },
              {
                "event_time": -13,
                "estimate": 0.05751911617451147,
                "raw_gap": 0.05751911617451147,
                "n": 379,
                "n_cells": 378,
                "weight_sum": 379.0,
                "relative_to_minus_one": 0.11372099331440991
              },
              {
                "event_time": -12,
                "estimate": 0.03695707904182442,
                "raw_gap": 0.03695707904182442,
                "n": 397,
                "n_cells": 396,
                "weight_sum": 397.0,
                "relative_to_minus_one": 0.09315895618172286
              },
              {
                "event_time": -11,
                "estimate": -0.010931745979541883,
                "raw_gap": -0.010931745979541883,
                "n": 423,
                "n_cells": 420,
                "weight_sum": 423.0,
                "relative_to_minus_one": 0.04527013116035655
              },
              {
                "event_time": -10,
                "estimate": 0.029901362109104,
                "raw_gap": 0.029901362109104,
                "n": 438,
                "n_cells": 436,
                "weight_sum": 438.0,
                "relative_to_minus_one": 0.08610323924900244
              },
              {
                "event_time": -9,
                "estimate": -0.011224699797859013,
                "raw_gap": -0.011224699797859013,
                "n": 460,
                "n_cells": 458,
                "weight_sum": 460.0,
                "relative_to_minus_one": 0.044977177342039425
              },
              {
                "event_time": -8,
                "estimate": 0.06640468706141411,
                "raw_gap": 0.06640468706141411,
                "n": 483,
                "n_cells": 481,
                "weight_sum": 483.0,
                "relative_to_minus_one": 0.12260656420131255
              },
              {
                "event_time": -7,
                "estimate": 0.05930962068867514,
                "raw_gap": 0.05930962068867514,
                "n": 511,
                "n_cells": 509,
                "weight_sum": 511.0,
                "relative_to_minus_one": 0.11551149782857358
              },
              {
                "event_time": -6,
                "estimate": 0.04260148862194947,
                "raw_gap": 0.04260148862194947,
                "n": 585,
                "n_cells": 582,
                "weight_sum": 585.0,
                "relative_to_minus_one": 0.09880336576184791
              },
              {
                "event_time": -5,
                "estimate": 0.023775564735982704,
                "raw_gap": 0.023775564735982704,
                "n": 647,
                "n_cells": 644,
                "weight_sum": 647.0,
                "relative_to_minus_one": 0.07997744187588114
              },
              {
                "event_time": -4,
                "estimate": 0.00503594376528999,
                "raw_gap": 0.00503594376528999,
                "n": 681,
                "n_cells": 678,
                "weight_sum": 681.0,
                "relative_to_minus_one": 0.06123782090518843
              },
              {
                "event_time": -3,
                "estimate": -0.027650084895393234,
                "raw_gap": -0.027650084895393234,
                "n": 738,
                "n_cells": 735,
                "weight_sum": 738.0,
                "relative_to_minus_one": 0.028551792244505204
              },
              {
                "event_time": -2,
                "estimate": -0.03761754711587053,
                "raw_gap": -0.03761754711587053,
                "n": 804,
                "n_cells": 800,
                "weight_sum": 804.0,
                "relative_to_minus_one": 0.018584330024027908
              },
              {
                "event_time": -1,
                "estimate": -0.05620187713989844,
                "raw_gap": -0.05620187713989844,
                "n": 892,
                "n_cells": 887,
                "weight_sum": 892.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.12750845987634943,
                "raw_gap": -0.12750845987634943,
                "n": 890,
                "n_cells": 887,
                "weight_sum": 890.0,
                "relative_to_minus_one": -0.07130658273645099
              },
              {
                "event_time": 1,
                "estimate": -0.09187433688229642,
                "raw_gap": -0.09187433688229642,
                "n": 809,
                "n_cells": 808,
                "weight_sum": 809.0,
                "relative_to_minus_one": -0.03567245974239798
              },
              {
                "event_time": 2,
                "estimate": -0.08781120554636071,
                "raw_gap": -0.08781120554636071,
                "n": 747,
                "n_cells": 745,
                "weight_sum": 747.0,
                "relative_to_minus_one": -0.03160932840646227
              },
              {
                "event_time": 3,
                "estimate": -0.03199408348310203,
                "raw_gap": -0.03199408348310203,
                "n": 693,
                "n_cells": 692,
                "weight_sum": 693.0,
                "relative_to_minus_one": 0.024207793656796407
              },
              {
                "event_time": 4,
                "estimate": -0.08758088869942901,
                "raw_gap": -0.08758088869942901,
                "n": 647,
                "n_cells": 646,
                "weight_sum": 647.0,
                "relative_to_minus_one": -0.03137901155953057
              },
              {
                "event_time": 5,
                "estimate": -0.04648303115203803,
                "raw_gap": -0.04648303115203803,
                "n": 589,
                "n_cells": 588,
                "weight_sum": 589.0,
                "relative_to_minus_one": 0.009718845987860408
              }
            ],
            "package_event_study": {
              "event_time": [
                -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
              ],
              "estimate": [
                -0.24340931952526743,
                0.15800125925739464,
                -0.1334031099859816,
                -0.06565639359344384,
                -0.013462973029224636,
                -0.035138864591568765,
                -0.09757775651712156,
                -0.03379208526930386,
                -0.022704316893442215,
                0.016254797945149946,
                -0.039407225719144304,
                -0.01852052280252562,
                -0.01789268232911771,
                0.024196601498873066,
                0.05760966457786988,
                0.03789777669275082,
                -0.006466389185932639,
                0.029467136094553908,
                -0.01177090212461151,
                0.06683695486139317,
                0.05942120500876608,
                0.042724219247485894,
                0.023905360751878664,
                0.004662269724431694,
                -0.027877963095450608,
                -0.03865215390772813,
                -0.05678499758587351,
                -0.12723798565400923,
                -0.09186695758945462,
                -0.0873068509121502,
                -0.033748761712155656,
                -0.08886480743612284,
                -0.04819475995959401
              ],
              "n": [
                5.0,
                6.0,
                17.0,
                104.0,
                116.0,
                119.0,
                124.0,
                146.0,
                184.0,
                265.0,
                279.0,
                299.0,
                316.0,
                357.0,
                378.0,
                396.0,
                420.0,
                436.0,
                458.0,
                481.0,
                509.0,
                582.0,
                644.0,
                678.0,
                735.0,
                800.0,
                887.0,
                887.0,
                808.0,
                745.0,
                692.0,
                646.0,
                588.0
              ]
            },
            "sdid_pre_gap_correction": [],
            "diagnostics": {
              "converged": true,
              "iterations": 267,
              "termination_reason": "Relative objective tolerance reached",
              "objective": 0.4649342308972617,
              "lambda_l": 0.0003097733648873109,
              "singular_values": [
                83.8107501557661,
                64.5393380400489,
                62.33863080054767,
                58.6800205324974,
                54.49556938684963,
                53.02101479891051,
                50.62225647205627,
                47.56704351341619,
                45.132040193254035,
                43.31331876045319,
                40.864588761553925,
                38.24947037163431,
                37.91000001059613,
                34.880065498218066,
                33.667597222143854,
                30.959997132519966,
                28.88192900162033,
                26.388000600483174,
                25.58567991411808,
                24.091988847831672,
                22.692530596422877,
                20.2380951734241,
                19.138530599751597,
                17.922274744426886,
                15.597582726792254,
                13.244077472492194,
                12.831368769040772,
                7.28383162656182,
                4.129780595498463,
                2.2335208730468707,
                0.11354547777019874,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0
              ],
              "history_objective": [
                0.46826615297858487,
                0.46624196663380646,
                0.46563924482282504,
                0.4653778207697804,
                0.46524252214615547,
                0.46516380659222745,
                0.46511365471123745,
                0.46507929563831096,
                0.4650543761334846,
                0.46503549573961084,
                0.4650207094844159,
                0.4650088350014352,
                0.4649991130784193,
                0.4649910323707574,
                0.4649842342067113,
                0.4649784583240983,
                0.4649735104888234,
                0.46496924233375814,
                0.46496553831434956,
                0.46496230697530155,
                0.4649594749253869,
                0.4649569825706811,
                0.4649547810236021,
                0.4649528298191889,
                0.46495109519838873,
                0.46494954879807937,
                0.4649481666378706,
                0.4649469283271834,
                0.46494581643810096,
                0.46494481600453297,
                0.46494391411881014,
                0.46494309960422187,
                0.46494236274720946,
                0.4649416950770229,
                0.46494108918320287,
                0.46494053856364825,
                0.46494003749744084,
                0.46493958093784105,
                0.4649391644220046,
                0.4649387839942566,
                0.46493843614083297,
                0.46493811773407945,
                0.4649378259845753,
                0.464937558399926,
                0.4649373127492207,
                0.46493708703221326,
                0.46493687945262063,
                0.46493668839484464,
                0.46493651240365697,
                0.4649363501664582,
                0.46493620049769135,
                0.4649360623251735,
                0.4649359346780383,
                0.4649358166761355,
                0.46493570752061353,
                0.4649356064856276,
                0.4649355129109431,
                0.4649354261954052,
                0.46493534579110873,
                0.464935271198186,
                0.4649352019601667,
                0.4649351376598708,
                0.46493507791564453,
                0.4649350223780817,
                0.46493497072701584,
                0.46493492266882847,
                0.4649348779340742,
                0.4649348362752742,
                0.46493479746497207,
                0.4649347612939582,
                0.46493472756969373,
                0.46493469611483285,
                0.4649346667659446,
                0.46493463937230606,
                0.46493461379483986,
                0.46493458990513375,
                0.4649345675845511,
                0.4649345467234285,
                0.4649345272203397,
                0.464934508981418,
                0.4649344919197544,
                0.464934475954855,
                0.464934461012095,
                0.4649344470222845,
                0.46493443392124323,
                0.46493442164938514,
                0.46493441015139836,
                0.4649343993758822,
                0.46493438927507774,
                0.46493437980458086,
                0.46493437092308093,
                0.4649343625921444,
                0.464934354775989,
                0.46493434744129536,
                0.46493434055702876,
                0.46493433409426227,
                0.4649343280260316,
                0.46493432232718923,
                0.4649343169742758,
                0.46493431194539997,
                0.4649343072201346,
                0.46493430277939407,
                0.4649342986053624,
                0.4649342946813803,
                0.4649342909918942,
                0.4649342875223524,
                0.4649342842591546,
                0.4649342811895777,
                0.46493427830171463,
                0.46493427558442757,
                0.46493427302729007,
                0.4649342706205376,
                0.4649342683550244,
                0.46493426622219536,
                0.46493426421401807,
                0.4649342623229767,
                0.4649342605420206,
                0.46493425886454287,
                0.4649342572843483,
                0.46493425579561865,
                0.4649342543929143,
                0.46493425307111014,
                0.46493425182540765,
                0.4649342506513029,
                0.4649342495445674,
                0.46493424850122267,
                0.46493424751754736,
                0.4649342465900328,
                0.464934245715389,
                0.4649342448905228,
                0.46493424411253426,
                0.46493424337868683,
                0.4649342426864155,
                0.4649342420333061,
                0.46493424141709216,
                0.4649342408356403,
                0.46493424028693436,
                0.46493423976910175,
                0.4649342392803504,
                0.46493423881901996,
                0.464934238383535,
                0.4649342379724136,
                0.4649342375842679,
                0.46493423721778193,
                0.46493423687172075,
                0.46493423654492405,
                0.4649342362362968,
                0.464934235944808,
                0.4649342356694849,
                0.46493423540941714,
                0.46493423516373855,
                0.46493423493163566,
                0.4649342347123506,
                0.46493423450515237,
                0.46493423430937564,
                0.4649342341243651,
                0.4649342339495255,
                0.4649342337842851,
                0.46493423362810804,
                0.46493423348048696,
                0.464934233340945,
                0.4649342332090347,
                0.46493423308432397,
                0.4649342329664261,
                0.46493423285495117,
                0.4649342327495445,
                0.46493423264987405,
                0.4649342325556235,
                0.4649342324664863,
                0.46493423238219,
                0.464934232302459,
                0.46493423222704555,
                0.46493423215570673,
                0.46493423208823315,
                0.46493423202439876,
                0.4649342319640084,
                0.4649342319068715,
                0.4649342318528149,
                0.4649342318016647,
                0.4649342317532672,
                0.46493423170747106,
                0.4649342316641283,
                0.4649342316231122,
                0.46493423158429525,
                0.4649342315475523,
                0.4649342315127765,
                0.4649342314798598,
                0.4649342314487047,
                0.4649342314192076,
                0.46493423139128776,
                0.46493423136485196,
                0.464934231339823,
                0.4649342313161293,
                0.46493423129369305,
                0.464934231272453,
                0.46493423125233213,
                0.46493423123328437,
                0.46493423121524424,
                0.4649342311981596,
                0.4649342311819805,
                0.4649342311666532,
                0.46493423115214033,
                0.46493423113839155,
                0.46493423112536936,
                0.4649342311130355,
                0.4649342311013508,
                0.4649342310902803,
                0.4649342310797951,
                0.46493423106985887,
                0.4649342310604444,
                0.4649342310515223,
                0.46493423104307013,
                0.4649342310350645,
                0.4649342310274727,
                0.46493423102028497,
                0.46493423101347375,
                0.46493423100701603,
                0.46493423100089204,
                0.46493423099509523,
                0.46493423098959297,
                0.4649342309843846,
                0.4649342309794469,
                0.46493423097476494,
                0.46493423097032727,
                0.46493423096611985,
                0.4649342309621314,
                0.46493423095834985,
                0.46493423095476816,
                0.4649342309513691,
                0.4649342309481463,
                0.4649342309450924,
                0.46493423094219877,
                0.4649342309394505,
                0.4649342309368474,
                0.4649342309343756,
                0.46493423093203545,
                0.4649342309298173,
                0.4649342309277079,
                0.4649342309257135,
                0.46493423092381797,
                0.464934230922022,
                0.46493423092031627,
                0.4649342309187018,
                0.46493423091716934,
                0.4649342309157166,
                0.4649342309143365,
                0.4649342309130278,
                0.4649342309117865,
                0.46493423091060926,
                0.4649342309094919,
                0.4649342309084312,
                0.4649342309074289,
                0.4649342309064747,
                0.4649342309055701,
                0.4649342309047134,
                0.46493423090389724,
                0.46493423090312297,
                0.4649342309023916,
                0.4649342309016916,
                0.4649342309010305,
                0.46493423090040487,
                0.46493423089980984,
                0.46493423089924496,
                0.4649342308987109,
                0.4649342308982003,
                0.46493423089771724,
                0.4649342308972617
              ],
              "history_rmse": [
                0.3873381242821026,
                0.38598848123536256,
                0.3857665536134644,
                0.38581223333002085,
                0.3858546127871947,
                0.38587748379836345,
                0.3858902930272166,
                0.3858954511652837,
                0.3858958705423732,
                0.3858935229338437,
                0.3858896186672681,
                0.38588488771333446,
                0.3858797716198498,
                0.3858745389136328,
                0.3858693528901616,
                0.385864311756464,
                0.38585947284616273,
                0.38585486753221915,
                0.3858505105906013,
                0.38584640617784055,
                0.38584255169802784,
                0.38583894033001115,
                0.3858355626906153,
                0.38583240793380186,
                0.38582946447762095,
                0.38582672048386624,
                0.38582416417204984,
                0.3858217840221291,
                0.38581956890224234,
                0.3858175081457365,
                0.38581559159402584,
                0.38581380961644035,
                0.38581215311456357,
                0.3858106135163988,
                0.38580918276369586,
                0.38580785329500505,
                0.3858066180260252,
                0.38580547032832585,
                0.38580440400742383,
                0.3858034132804134,
                0.3858024927538098,
                0.3858016374017207,
                0.3858008425445248,
                0.38580010382818464,
                0.3857994172043319,
                0.38579877891106723,
                0.3857981854546592,
                0.3857976335920382,
                0.38579712031413615,
                0.38579664283013265,
                0.38579619855249003,
                0.3857957850828724,
                0.38579540019884834,
                0.3857950418414339,
                0.38579470810334987,
                0.38579439721807873,
                0.3857941075495825,
                0.3857938375827563,
                0.3857935859145046,
                0.3857933512454079,
                0.3857931323719986,
                0.38579292817962413,
                0.38579273763572536,
                0.38579255978371113,
                0.38579239373721336,
                0.385792238674769,
                0.38579209383496704,
                0.3857919585118702,
                0.3857918320508434,
                0.3857917138446679,
                0.38579160332999224,
                0.3857914999839903,
                0.38579140332134193,
                0.3857913128913959,
                0.3857912282755848,
                0.38579114908502216,
                0.38579107495828585,
                0.3857910055593801,
                0.3857909405758493,
                0.3857908797170283,
                0.3857908227124432,
                0.3857907693103516,
                0.38579071927632225,
                0.38579067239201087,
                0.38579062845399376,
                0.3857905872726539,
                0.38579054867123214,
                0.3857905124848585,
                0.38579047855973886,
                0.38579044675235674,
                0.38579041692872673,
                0.3857903889637489,
                0.3857903627405617,
                0.38579033814998265,
                0.3857903150899723,
                0.3857902934651276,
                0.3857902731862326,
                0.385790254169833,
                0.38579023633783865,
                0.38579021961716103,
                0.3857902039393857,
                0.38579018924043,
                0.385790175460282,
                0.38579016254269755,
                0.385790150434986,
                0.38579013908774235,
                0.38579012845465216,
                0.3857901184922773,
                0.385790109159867,
                0.3857901004191953,
                0.38579009223438765,
                0.3857900845717682,
                0.38579007739971966,
                0.38579007068857074,
                0.3857900644104325,
                0.3857900585391231,
                0.3857900530500384,
                0.38579004792006316,
                0.385790043127475,
                0.38579003865184636,
                0.38579003447399973,
                0.38579003057587535,
                0.3857900269405072,
                0.3857900235519406,
                0.38579002039517063,
                0.38579001745607117,
                0.385790014721375,
                0.38579001217858305,
                0.3857900098159448,
                0.38579000762239823,
                0.3857900055875472,
                0.3857900037015918,
                0.38579000195532004,
                0.38579000034006006,
                0.3857899988476539,
                0.3857899974704223,
                0.3857899962011244,
                0.38578999503297695,
                0.3857899939595571,
                0.3857899929748529,
                0.3857899920731901,
                0.3857899912492299,
                0.3857899904979564,
                0.38578998981463947,
                0.385789989194831,
                0.38578998863435265,
                0.38578998812926657,
                0.38578998767587225,
                0.3857899872706847,
                0.38578998691043553,
                0.38578998659203967,
                0.38578998631260014,
                0.3857899860694035,
                0.38578998585988017,
                0.38578998568164413,
                0.38578998553241717,
                0.3857899854100887,
                0.3857899853126635,
                0.38578998523827096,
                0.3857899851851535,
                0.3857899851516636,
                0.385789985136257,
                0.38578998513747637,
                0.38578998515397767,
                0.38578998518447083,
                0.38578998522776486,
                0.3857899852827467,
                0.3857899853483708,
                0.38578998542364784,
                0.38578998550767524,
                0.38578998559958505,
                0.3857899856985814,
                0.3857899858039112,
                0.3857899859148955,
                0.38578998603086556,
                0.3857899861512211,
                0.38578998627539624,
                0.385789986402871,
                0.38578998653314983,
                0.3857899866657851,
                0.3857899868003544,
                0.3857899869364598,
                0.38578998707374823,
                0.3857899872118835,
                0.3857899873505492,
                0.3857899874894676,
                0.38578998762837413,
                0.3857899877670318,
                0.3857899879052068,
                0.3857899880427084,
                0.38578998817933946,
                0.3857899883149347,
                0.385789988449345,
                0.3857899885824225,
                0.38578998871404907,
                0.3857899888440938,
                0.3857899889724725,
                0.38578998909908385,
                0.3857899892238487,
                0.3857899893466968,
                0.38578998946755816,
                0.38578998958639027,
                0.38578998970313516,
                0.3857899898177596,
                0.3857899899302303,
                0.3857899900405176,
                0.38578999014859916,
                0.3857899902544648,
                0.3857899903580976,
                0.38578999045949325,
                0.38578999055864766,
                0.38578999065556724,
                0.3857899907502601,
                0.38578999084272375,
                0.3857899909329842,
                0.3857899910210491,
                0.38578999110693096,
                0.3857899911906478,
                0.3857899912722353,
                0.38578999135169734,
                0.38578999142907816,
                0.3857899915043943,
                0.38578999157767124,
                0.3857899916489425,
                0.3857899917182362,
                0.38578999178558493,
                0.38578999185101925,
                0.3857899919145767,
                0.3857899919762817,
                0.38578999203617215,
                0.3857899920942852,
                0.3857899921506549,
                0.38578999220530713,
                0.3857899922582866,
                0.385789992309621,
                0.3857899923593536,
                0.3857899924075158,
                0.3857899924541338,
                0.3857899924992568,
                0.3857899925429075,
                0.3857899925851272,
                0.3857899926259444,
                0.38578999266540065,
                0.3857899927035229,
                0.38578999274034664,
                0.38578999277590126,
                0.38578999281022214,
                0.38578999284334103,
                0.3857899928752895,
                0.3857899929060972,
                0.3857899929357939,
                0.38578999296441685,
                0.38578999299198535,
                0.3857899930185337,
                0.38578999304409195,
                0.38578999306868056,
                0.38578999309233275,
                0.385789993115079,
                0.3857899931369336,
                0.3857899931579341,
                0.3857899931781051,
                0.3857899931974662,
                0.38578999321604307,
                0.38578999323386337,
                0.3857899932509425,
                0.3857899932673093,
                0.3857899932829889
              ],
              "n_observed": 172046,
              "n_missing": 464889,
              "n_treated_observed": 4366,
              "n_untreated_observed": 167680
            },
            "checks": {
              "scalar_vs_treated_cell_average": 1.3877787807814457e-17,
              "native_scalar_vs_unweighted_matrix_average": 6.938893903907228e-17
            },
            "native_matrix_att": -0.08273740872691833,
            "matrix_preparation": {
              "source_rows": 172342,
              "matrix_shape": [
                15535,
                41
              ],
              "observed_cells": 172046,
              "missing_cells": 464889,
              "repeated_cells": 296,
              "minimum_cell_count": 1,
              "maximum_cell_count": 2,
              "observation_mass": 172342.0,
              "treated_observation_mass": 4375.0,
              "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": 8.197175833396614,
            "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 3, period 3: 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)": -0.012582455766935948,
          "SE": 0.03446282272370412,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": 0.12261997190506643,
          "SE": 0.1289492045745426,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.030895859370381435,
          "SE": 0.03573191121315815,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": 0.13060802678741046,
          "SE": 0.015773659629808603,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID",
          "Estimate (SDs)": 0.04688339247445878,
          "SE": 0.03669123960742553,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (treated cells)",
          "Estimate (SDs)": 0.06728665571741188,
          "SE": 0.07042046193070042,
          "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)": -0.08219864652839565,
          "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 3, period 3: 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)": -0.012582455766935948,
          "SE": 0.03446282272370412,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": "",
          "lower": -0.08016870388064717,
          "upper": 0.05500379234677527,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": 0.12261997190506643,
          "SE": 0.1289492045745426,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.13026682742394738,
          "upper": 0.37550677123408027,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.030895859370381435,
          "SE": 0.03573191121315815,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.10097096134885454,
          "upper": 0.03917924260809168,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": 0.13060802678741046,
          "SE": 0.015773659629808603,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": 0.09967375068505843,
          "upper": 0.16154230288976248,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (equal event-time)",
          "Estimate (SDs)": 0.04688339247445878,
          "SE": 0.03669123960742553,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.025030115704224802,
          "upper": 0.11879690065314236,
          "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)": 0.06728665571741188,
          "SE": 0.07042046193070042,
          "Aggregation": "Treated cells",
          "Event study": "Same CS-DID path",
          "Status": "estimated",
          "Note": "",
          "lower": -0.0707349134414349,
          "upper": 0.20530822487625866,
          "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)": -0.08219864652839565,
          "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 3, period 3: 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": 1791602150.235174,
    "scalar_ranges": [
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Static TWFE",
        "Estimate (SDs)": -0.012582455766935948,
        "SE": 0.03446282272370412,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": "",
        "lower": -0.08016870388064717,
        "upper": 0.05500379234677527,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": 0.12261997190506643,
        "SE": 0.1289492045745426,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.13026682742394738,
        "upper": 0.37550677123408027,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": -0.030895859370381435,
        "SE": 0.03573191121315815,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.10097096134885454,
        "upper": 0.03917924260809168,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": 0.13060802678741046,
        "SE": 0.015773659629808603,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": 0.09967375068505843,
        "upper": 0.16154230288976248,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (equal event-time)",
        "Estimate (SDs)": 0.04688339247445878,
        "SE": 0.03669123960742553,
        "Aggregation": "Equal post-event times",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.025030115704224802,
        "upper": 0.11879690065314236,
        "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)": 0.06728665571741188,
        "SE": 0.07042046193070042,
        "Aggregation": "Treated cells",
        "Event study": "Same CS-DID path",
        "Status": "estimated",
        "Note": "",
        "lower": -0.0707349134414349,
        "upper": 0.20530822487625866,
        "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)": -0.08219864652839565,
        "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 3, period 3: 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"
      }
    ]
  },
  {
    "study_id": 2,
    "specification_id": "S02-P012",
    "source_specification_id": "AM005-P2587-T2-DSALES-NOOV-M1",
    "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": "Do Powerful Politicians Really Cause Corporate Downsizing?",
    "status": "ready",
    "reason": "",
    "config": "analyses/full-archive/configs/S02-P012.json",
    "input_bytes": 2113332,
    "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": "s02-p012",
        "specification_id": "S02-P012",
        "source_specification_id": "AM005-P2587-T2-DSALES-NOOV-M1",
        "study_id": 2,
        "study": "Do Powerful Politicians Really Cause Corporate Downsizing?",
        "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204",
        "description": "AM005-P2587-T2-DSALES-NOOV-M1",
        "data": "analyses/full-archive/prepared/S02-P012.parquet",
        "output_dir": "analyses/full-archive/results/S02-P012"
      },
      "source": {
        "file": "S02-P012.parquet",
        "bytes": 2113332,
        "sha256": "a5c61e7aa81eb318489efa55c75173be31a08a9a73d466a54c4adc7e4344a6f7"
      },
      "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": 181489,
            "source_sd": 0.44138795731535097,
            "rows": 170067,
            "units": 15686,
            "clusters": 2024,
            "treated_units": 878,
            "never_treated_units": 14808,
            "treated_cohorts": 6,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 169790,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 88,
            "post_adoption_untreated_rows_removed": 9563,
            "units_without_minus_one_removed": 8,
            "additional_rows_removed": 1771
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.2531616672939931,
              "se": 0.13764845254350458,
              "pvalue": 0.066033705175373,
              "lower": -0.5231091852585337,
              "upper": 0.016785850670547553
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.10918544244182864,
              "se": 0.13860400288238145,
              "pvalue": 0.43093465226922134,
              "lower": -0.38100692584153073,
              "upper": 0.16263604095787343
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.2579801449215633,
              "se": 0.17593887905480315,
              "pvalue": 0.142720497814388,
              "lower": -0.603020447494502,
              "upper": 0.08706015765137542
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": -0.11174530127867455,
              "se": 0.018401345651859878,
              "pvalue": 1.4985599778301722e-09,
              "lower": -0.14783286706047796,
              "upper": -0.07565773549687113
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -31,
                "estimate": 0.031159504145608773,
                "se": 0.1022860577152738,
                "pvalue": 0.7606785404345009,
                "lower": -0.16943750143198044,
                "upper": 0.231756509723198
              },
              {
                "event_time": -30,
                "estimate": 0.05778376034467056,
                "se": 0.10106229909574363,
                "pvalue": 0.5675455518904879,
                "lower": -0.14041328652778556,
                "upper": 0.2559808072171267
              },
              {
                "event_time": -29,
                "estimate": -0.10915967714770963,
                "se": 0.10061794761063209,
                "pvalue": 0.2780984482390998,
                "lower": -0.30648528973744615,
                "upper": 0.08816593544202686
              },
              {
                "event_time": -28,
                "estimate": -0.09624289655676961,
                "se": 0.10052670338897979,
                "pvalue": 0.3384866676007813,
                "lower": -0.29338956669776434,
                "upper": 0.10090377358422513
              },
              {
                "event_time": -27,
                "estimate": -0.10864355996276695,
                "se": 0.10049150990590257,
                "pvalue": 0.2797718072920342,
                "lower": -0.30572121085051424,
                "upper": 0.08843409092498034
              },
              {
                "event_time": -26,
                "estimate": -0.12033257691774776,
                "se": 0.07136972817781045,
                "pvalue": 0.09194132425980107,
                "lower": -0.2602984146979779,
                "upper": 0.019633260862482377
              },
              {
                "event_time": -25,
                "estimate": 0.32370011834196094,
                "se": 0.08148273720398835,
                "pvalue": 7.357546932839921e-05,
                "lower": 0.16390128109588578,
                "upper": 0.48349895558803613
              },
              {
                "event_time": -24,
                "estimate": -0.00294906912752379,
                "se": 0.0957785858391591,
                "pvalue": 0.9754396657957581,
                "lower": -0.1907840287196995,
                "upper": 0.1848858904646519
              },
              {
                "event_time": -23,
                "estimate": 0.060742464281481674,
                "se": 0.08149404917375513,
                "pvalue": 0.4561402626185684,
                "lower": -0.09907855729071852,
                "upper": 0.22056348585368185
              },
              {
                "event_time": -22,
                "estimate": 0.1407339052400352,
                "se": 0.07892818288812928,
                "pvalue": 0.07472598063838838,
                "lower": -0.014055100189341446,
                "upper": 0.29552291066941183
              },
              {
                "event_time": -21,
                "estimate": 0.10572919080448313,
                "se": 0.07925842752711956,
                "pvalue": 0.1823604241170833,
                "lower": -0.049707469712685706,
                "upper": 0.261165851321652
              },
              {
                "event_time": -20,
                "estimate": 0.03976084918416018,
                "se": 0.07797583930995497,
                "pvalue": 0.6101684416543846,
                "lower": -0.1131604797081601,
                "upper": 0.19268217807648044
              },
              {
                "event_time": -19,
                "estimate": 0.09602964159314657,
                "se": 0.0792727687003941,
                "pvalue": 0.22589034109036718,
                "lower": -0.05943514393421036,
                "upper": 0.2514944271205035
              },
              {
                "event_time": -18,
                "estimate": 0.10998091524328626,
                "se": 0.08462613468094794,
                "pvalue": 0.1938829672453894,
                "lower": -0.05598255612109146,
                "upper": 0.27594438660766396
              },
              {
                "event_time": -17,
                "estimate": 0.14768629089912547,
                "se": 0.06978937250422333,
                "pvalue": 0.0344520594525828,
                "lower": 0.010819747616602732,
                "upper": 0.28455283418164823
              },
              {
                "event_time": -16,
                "estimate": 0.09712578653258579,
                "se": 0.077509907900484,
                "pvalue": 0.21032295038893267,
                "lower": -0.05488178688189023,
                "upper": 0.24913335994706182
              },
              {
                "event_time": -15,
                "estimate": 0.12670744928252872,
                "se": 0.07255694612402906,
                "pvalue": 0.0809076115170783,
                "lower": -0.015586685924535049,
                "upper": 0.2690015844895925
              },
              {
                "event_time": -14,
                "estimate": 0.11673430400677427,
                "se": 0.06748264892522263,
                "pvalue": 0.08381107539337228,
                "lower": -0.015608437567300501,
                "upper": 0.24907704558084903
              },
              {
                "event_time": -13,
                "estimate": 0.16616202054055815,
                "se": 0.06637495331806109,
                "pvalue": 0.012379429503899173,
                "lower": 0.03599162216604804,
                "upper": 0.29633241891506823
              },
              {
                "event_time": -12,
                "estimate": 0.24702847527335597,
                "se": 0.09400229646231235,
                "pvalue": 0.008656365534024033,
                "lower": 0.06267706307750867,
                "upper": 0.4313798874692033
              },
              {
                "event_time": -11,
                "estimate": 0.20909049584770978,
                "se": 0.10561471881566979,
                "pvalue": 0.047867221851856594,
                "lower": 0.001965528744995393,
                "upper": 0.41621546295042416
              },
              {
                "event_time": -10,
                "estimate": 0.13082930251053262,
                "se": 0.06454900841399865,
                "pvalue": 0.04281162122571423,
                "lower": 0.004239832840149227,
                "upper": 0.257418772180916
              },
              {
                "event_time": -9,
                "estimate": 0.2025368744739017,
                "se": 0.06623711478384349,
                "pvalue": 0.002259223306406197,
                "lower": 0.07263679639362194,
                "upper": 0.3324369525541815
              },
              {
                "event_time": -8,
                "estimate": 0.1102572047581121,
                "se": 0.0775783925929852,
                "pvalue": 0.15540228687541185,
                "lower": -0.0418846765429958,
                "upper": 0.26239908605922
              },
              {
                "event_time": -7,
                "estimate": 0.26508907758857986,
                "se": 0.08128439164627266,
                "pvalue": 0.0011276402763090426,
                "lower": 0.10567922321892115,
                "upper": 0.42449893195823857
              },
              {
                "event_time": -6,
                "estimate": 0.3363329432873604,
                "se": 0.06010486084116411,
                "pvalue": 2.4951699488965572e-08,
                "lower": 0.21845905729835297,
                "upper": 0.45420682927636785
              },
              {
                "event_time": -5,
                "estimate": 0.2866687783545497,
                "se": 0.08966102198626512,
                "pvalue": 0.0014088662584396702,
                "lower": 0.11083120157026558,
                "upper": 0.46250635513883376
              },
              {
                "event_time": -4,
                "estimate": 0.23424245564429746,
                "se": 0.056177027693495994,
                "pvalue": 3.178462394314682e-05,
                "lower": 0.12407158984621253,
                "upper": 0.3444133214423824
              },
              {
                "event_time": -3,
                "estimate": 0.1187922397713047,
                "se": 0.0753073143679406,
                "pvalue": 0.11485228361383072,
                "lower": -0.02889574525544923,
                "upper": 0.2664802247980586
              },
              {
                "event_time": -2,
                "estimate": 0.05156403482960053,
                "se": 0.06151001413391209,
                "pvalue": 0.4019595367680087,
                "lower": -0.06906554972868167,
                "upper": 0.17219361938788275
              },
              {
                "event_time": 0,
                "estimate": -0.10918544244182864,
                "se": 0.13860400288238145,
                "pvalue": 0.43093465226922134,
                "lower": -0.38100692584153073,
                "upper": 0.16263604095787343
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -31,
                "estimate": -0.09169498657210023,
                "se": 0.06591875368995972,
                "pvalue": 0.16436919314440102,
                "lower": -0.22097071482844546,
                "upper": 0.037580741684244995
              },
              {
                "event_time": -30,
                "estimate": -0.06656829407997303,
                "se": 0.06497067687152487,
                "pvalue": 0.30567926851467603,
                "lower": -0.19398471350104227,
                "upper": 0.06084812534109621
              },
              {
                "event_time": -29,
                "estimate": -0.23288010384289548,
                "se": 0.06458016235192623,
                "pvalue": 0.0003184092542711072,
                "lower": -0.35953067066375877,
                "upper": -0.1062295370220322
              },
              {
                "event_time": -28,
                "estimate": -0.21681023400508995,
                "se": 0.06474162246877084,
                "pvalue": 0.0008263527346657848,
                "lower": -0.3437774462875409,
                "upper": -0.089843021722639
              },
              {
                "event_time": -27,
                "estimate": -0.23428456602408243,
                "se": 0.06475992541251745,
                "pvalue": 0.0003044746734845892,
                "lower": -0.36128767289266595,
                "upper": -0.10728145915549889
              },
              {
                "event_time": -26,
                "estimate": -0.2468945562919107,
                "se": 0.02853627752140577,
                "pvalue": 1.0132687076397917e-17,
                "lower": -0.30285811524595074,
                "upper": -0.19093099733787067
              },
              {
                "event_time": -25,
                "estimate": 0.19509118453861526,
                "se": 0.050637454600119064,
                "pvalue": 0.00012045851487961272,
                "lower": 0.09578418229662536,
                "upper": 0.29439818678060514
              },
              {
                "event_time": -24,
                "estimate": -0.13086845606439323,
                "se": 0.05458961621681719,
                "pvalue": 0.016605950627905434,
                "lower": -0.2379261899659722,
                "upper": -0.023810722162814255
              },
              {
                "event_time": -23,
                "estimate": -0.06464585334317298,
                "se": 0.02333735606671493,
                "pvalue": 0.005655812938280849,
                "lower": -0.11041361338445134,
                "upper": -0.01887809330189462
              },
              {
                "event_time": -22,
                "estimate": 0.012237920373681592,
                "se": 0.019216869143124274,
                "pvalue": 0.5243062258373237,
                "lower": -0.025448998965976168,
                "upper": 0.04992483971333935
              },
              {
                "event_time": -21,
                "estimate": -0.023049012249925192,
                "se": 0.02035541668151704,
                "pvalue": 0.2576306725249512,
                "lower": -0.06296877966302297,
                "upper": 0.016870755163172588
              },
              {
                "event_time": -20,
                "estimate": -0.08685588693196838,
                "se": 0.019335250862853436,
                "pvalue": 7.450143769002678e-06,
                "lower": -0.12477496908074426,
                "upper": -0.04893680478319251
              },
              {
                "event_time": -19,
                "estimate": -0.03707837685489384,
                "se": 0.0200658314796157,
                "pvalue": 0.06477187815171082,
                "lower": -0.07643022791987417,
                "upper": 0.0022734742100864805
              },
              {
                "event_time": -18,
                "estimate": -0.02818513761439732,
                "se": 0.036185541701497716,
                "pvalue": 0.43612615514239067,
                "lower": -0.0991499540581884,
                "upper": 0.04277967882939375
              },
              {
                "event_time": -17,
                "estimate": 0.002692716066860124,
                "se": 0.01643669566209514,
                "pvalue": 0.8698865012073799,
                "lower": -0.029541901290125867,
                "upper": 0.034927333423846116
              },
              {
                "event_time": -16,
                "estimate": -0.04585026193720062,
                "se": 0.02552857731337392,
                "pvalue": 0.07263784162626341,
                "lower": -0.09591530775188649,
                "upper": 0.004214783877485251
              },
              {
                "event_time": -15,
                "estimate": -0.02157201224480501,
                "se": 0.019820014793348488,
                "pvalue": 0.2765502506385669,
                "lower": -0.06044178303132285,
                "upper": 0.01729775854171283
              },
              {
                "event_time": -14,
                "estimate": -0.028128877873217748,
                "se": 0.013987372972833513,
                "pvalue": 0.04445584988779686,
                "lower": -0.05556003708416001,
                "upper": -0.0006977186622754844
              },
              {
                "event_time": -13,
                "estimate": 0.00986186979491375,
                "se": 0.02357225001868209,
                "pvalue": 0.6757226508038955,
                "lower": -0.036366549542903935,
                "upper": 0.05609028913273143
              },
              {
                "event_time": -12,
                "estimate": 0.08177904206827499,
                "se": 0.055425160907145436,
                "pvalue": 0.14023757979571194,
                "lower": -0.02691730971192688,
                "upper": 0.19047539384847686
              },
              {
                "event_time": -11,
                "estimate": 0.04380812496780088,
                "se": 0.06981581523933217,
                "pvalue": 0.5304145452137788,
                "lower": -0.09311027614950984,
                "upper": 0.18072652608511158
              },
              {
                "event_time": -10,
                "estimate": -0.028330139568683677,
                "se": 0.017460970483222118,
                "pvalue": 0.10485564094630742,
                "lower": -0.06257350050808962,
                "upper": 0.005913221370722258
              },
              {
                "event_time": -9,
                "estimate": 0.04134659898930943,
                "se": 0.03337717539911393,
                "pvalue": 0.21557489411343528,
                "lower": -0.024110625477563825,
                "upper": 0.1068038234561827
              },
              {
                "event_time": -8,
                "estimate": -0.04027578667998934,
                "se": 0.03432640726614385,
                "pvalue": 0.24080648769324348,
                "lower": -0.10759458519105018,
                "upper": 0.02704301183107151
              },
              {
                "event_time": -7,
                "estimate": 0.1051623205722082,
                "se": 0.042944798130046966,
                "pvalue": 0.014418479408030604,
                "lower": 0.020941674059451798,
                "upper": 0.1893829670849646
              },
              {
                "event_time": -6,
                "estimate": 0.15016464037814817,
                "se": 0.02848226875635587,
                "pvalue": 1.4916300654929993e-07,
                "lower": 0.09430700002910619,
                "upper": 0.20602228072719014
              },
              {
                "event_time": -5,
                "estimate": 0.10956363709402571,
                "se": 0.05284269908690857,
                "pvalue": 0.03826209627986169,
                "lower": 0.005931847578995689,
                "upper": 0.21319542660905572
              },
              {
                "event_time": -4,
                "estimate": 0.061680911862630375,
                "se": 0.03136341199081673,
                "pvalue": 0.049359870714439244,
                "lower": 0.0001729539788001208,
                "upper": 0.12318886974646062
              },
              {
                "event_time": -3,
                "estimate": -0.04550174995162088,
                "se": 0.07018435143271347,
                "pvalue": 0.5168531339255265,
                "lower": -0.1831429011532592,
                "upper": 0.09213940125001746
              },
              {
                "event_time": -2,
                "estimate": -0.09427025052584241,
                "se": 0.058396220589772244,
                "pvalue": 0.10661374751034532,
                "lower": -0.20879325834343154,
                "upper": 0.020252757291746706
              },
              {
                "event_time": -1,
                "estimate": -0.13199884383309549,
                "se": 0.05788438408148933,
                "pvalue": 0.022688304553223314,
                "lower": -0.24551806997016815,
                "upper": -0.018479617696022826
              },
              {
                "event_time": 0,
                "estimate": -0.2579801449215633,
                "se": 0.17593887905480315,
                "pvalue": 0.142720497814388,
                "lower": -0.603020447494502,
                "upper": 0.08706015765137542
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -31,
                "estimate": -0.24551464701351425,
                "se": 0.20128358087355833,
                "pvalue": 0.22270372684925857,
                "lower": -0.640259390305552,
                "upper": 0.1492300962785235
              },
              {
                "event_time": -30,
                "estimate": -0.2142047827471943,
                "se": 0.20061689063214297,
                "pvalue": 0.28576947002360314,
                "lower": -0.6076420549228068,
                "upper": 0.17923248942841824
              },
              {
                "event_time": -29,
                "estimate": -0.3817799713653709,
                "se": 0.2004764876132912,
                "pvalue": 0.05700467193207397,
                "lower": -0.7749418939402185,
                "upper": 0.011381951209476715
              },
              {
                "event_time": -28,
                "estimate": -0.37080356960777117,
                "se": 0.20046505053735345,
                "pvalue": 0.06450013725847129,
                "lower": -0.7639430625061123,
                "upper": 0.022335923290569937
              },
              {
                "event_time": -27,
                "estimate": -0.38478293980610445,
                "se": 0.20048670125986912,
                "pvalue": 0.0550939712564203,
                "lower": -0.7779648927444769,
                "upper": 0.008399013132267985
              },
              {
                "event_time": -26,
                "estimate": -0.07304166398840306,
                "se": 0.12689789902978096,
                "pvalue": 0.5649536835791266,
                "lower": -0.3219058701964425,
                "upper": 0.1758225422196364
              },
              {
                "event_time": -25,
                "estimate": 0.3842968738079425,
                "se": 0.12789012627827798,
                "pvalue": 0.002689328803916347,
                "lower": 0.1334867737083324,
                "upper": 0.6351069739075526
              },
              {
                "event_time": -24,
                "estimate": -0.042919636887748025,
                "se": 0.062323131040100774,
                "pvalue": 0.49111430611865553,
                "lower": -0.16514385536006765,
                "upper": 0.0793045815845716
              },
              {
                "event_time": -23,
                "estimate": -0.035960105969693325,
                "se": 0.05013403986846104,
                "pvalue": 0.473284623653534,
                "lower": -0.1342798427916458,
                "upper": 0.06235963085225913
              },
              {
                "event_time": -22,
                "estimate": 0.04743267817748305,
                "se": 0.0478765737649727,
                "pvalue": 0.32193673286039065,
                "lower": -0.046459857609767216,
                "upper": 0.1413252139647333
              },
              {
                "event_time": -21,
                "estimate": 0.011904890940679537,
                "se": 0.0473534426436637,
                "pvalue": 0.8015265579101428,
                "lower": -0.08096171287888122,
                "upper": 0.1047714947602403
              },
              {
                "event_time": -20,
                "estimate": -0.05626589678244492,
                "se": 0.046678182051122355,
                "pvalue": 0.2281897626517864,
                "lower": -0.1478082218501019,
                "upper": 0.035276428285212054
              },
              {
                "event_time": -19,
                "estimate": -0.002917284649642809,
                "se": 0.048746155008227245,
                "pvalue": 0.9522838359832745,
                "lower": -0.09851518866986242,
                "upper": 0.09268061937057681
              },
              {
                "event_time": -18,
                "estimate": 0.04157191337092672,
                "se": 0.043314121160077365,
                "pvalue": 0.337281966642798,
                "lower": -0.043373026320878236,
                "upper": 0.1265168530627317
              },
              {
                "event_time": -17,
                "estimate": 0.12978025647677774,
                "se": 0.04379963655152957,
                "pvalue": 0.0030816748022894198,
                "lower": 0.04388315442909972,
                "upper": 0.21567735852445574
              },
              {
                "event_time": -16,
                "estimate": 0.07885590871018958,
                "se": 0.04322657788534331,
                "pvalue": 0.06826234632786154,
                "lower": -0.0059173465980116025,
                "upper": 0.16362916401839075
              },
              {
                "event_time": -15,
                "estimate": 0.11723271135695833,
                "se": 0.04177716150421664,
                "pvalue": 0.005061832653950023,
                "lower": 0.035301960612756006,
                "upper": 0.19916346210116065
              },
              {
                "event_time": -14,
                "estimate": 0.1114607811522492,
                "se": 0.04157963933632528,
                "pvalue": 0.007407406992571272,
                "lower": 0.029917398503946063,
                "upper": 0.19300416380055233
              },
              {
                "event_time": -13,
                "estimate": 0.16984587379177424,
                "se": 0.04198281448686203,
                "pvalue": 5.4148486254168194e-05,
                "lower": 0.0875118093073787,
                "upper": 0.2521799382761698
              },
              {
                "event_time": -12,
                "estimate": 0.251232637907591,
                "se": 0.042474355212169995,
                "pvalue": 3.8886454683059565e-09,
                "lower": 0.16793459456020432,
                "upper": 0.33453068125497765
              },
              {
                "event_time": -11,
                "estimate": 0.21823711715919195,
                "se": 0.04139597167560243,
                "pvalue": 1.493828342926636e-07,
                "lower": 0.1370539320156651,
                "upper": 0.29942030230271877
              },
              {
                "event_time": -10,
                "estimate": 0.1363727955211529,
                "se": 0.040591393293244,
                "pvalue": 0.0007949087310419206,
                "lower": 0.056767499073882455,
                "upper": 0.21597809196842332
              },
              {
                "event_time": -9,
                "estimate": 0.20470806409924058,
                "se": 0.042008431434235154,
                "pvalue": 1.184496218185123e-06,
                "lower": 0.1223237612632078,
                "upper": 0.28709236693527335
              },
              {
                "event_time": -8,
                "estimate": 0.11219550309378007,
                "se": 0.03987080716317943,
                "pvalue": 0.004940603421237213,
                "lower": 0.03400337500181043,
                "upper": 0.1903876311857497
              },
              {
                "event_time": -7,
                "estimate": 0.2650486399084031,
                "se": 0.03295040624895243,
                "pvalue": 1.4674403893061775e-15,
                "lower": 0.2004283683509243,
                "upper": 0.3296689114658819
              },
              {
                "event_time": -6,
                "estimate": 0.32414682483392543,
                "se": 0.037901193153839614,
                "pvalue": 2.3398031745208982e-17,
                "lower": 0.24981738029084222,
                "upper": 0.39847626937700864
              },
              {
                "event_time": -5,
                "estimate": 0.28609632776975824,
                "se": 0.03376919212051031,
                "pvalue": 4.567135780273593e-17,
                "lower": 0.2198703046786643,
                "upper": 0.3523223508608522
              },
              {
                "event_time": -4,
                "estimate": 0.23564081841897375,
                "se": 0.022943131051793353,
                "pvalue": 3.7024291469097574e-24,
                "lower": 0.19064618776877212,
                "upper": 0.28063544906917537
              },
              {
                "event_time": -3,
                "estimate": 0.12275724049531972,
                "se": 0.023583186845168237,
                "pvalue": 2.1331669441635206e-07,
                "lower": 0.07650737253886675,
                "upper": 0.1690071084517727
              },
              {
                "event_time": -2,
                "estimate": 0.0521470826487047,
                "se": 0.021065211605127535,
                "pvalue": 0.013386049620033952,
                "lower": 0.010835309918061295,
                "upper": 0.0934588553793481
              },
              {
                "event_time": 0,
                "estimate": -0.11174530127867455,
                "se": 0.018401345651859878,
                "pvalue": 1.4985599778301722e-09,
                "lower": -0.14783286706047796,
                "upper": -0.07565773549687113
              }
            ]
          },
          "target": {
            "event_times": [
              0.0
            ],
            "weights": [
              1.0
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 1.1102230246251565e-16,
            "package_aggregate_vs_estimable_cell_weights": 2.7755575615628914e-17
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "status": "not_identified",
            "pvalue": null,
            "reason": "No identified positive-event-time cohort deviations remain to test."
          }
        }
      },
      "code_sha256": {
        "replication_engine.py": "cd3acc93d19b09e121e2366dbaaccd6cc5c4f902ca3ac3d3c1c27b3cc1d436f0",
        "reference_f_test.py": "5f044e72270f04daf518d8b9667920b0bdce87bdaa9b134f2625697b9eff1909",
        "sparse_did2s.py": "16f2083b77e2a6a0fd9a4dda23961f99f24def371aa785b956cc08b5c86929f3",
        "frequency.py": "f8b8062ee5e78fff474749beed9c4a3c20ced533b2e327a18f101ff35bca26b2",
        "sparse_models.py": "fd6fc12f18694fa56b8e0a68bec3d72bf57339ae0aecab45d7f13a834468feec"
      }
    },
    "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": "s02-p012",
        "specification_id": "S02-P012",
        "source_specification_id": "AM005-P2587-T2-DSALES-NOOV-M1",
        "study_id": 2,
        "study": "Do Powerful Politicians Really Cause Corporate Downsizing?",
        "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204",
        "description": "AM005-P2587-T2-DSALES-NOOV-M1",
        "data": "analyses/full-archive/prepared/S02-P012.parquet",
        "output_dir": "analyses/archive-expanded/fits/S02-P012"
      },
      "options": {
        "output_dir": "analyses/archive-expanded/fits/S02-P012",
        "regression_results": "analyses/archive-expanded/baselines/S02-P012.json",
        "display_window": [
          -10,
          10
        ],
        "timeout_seconds": 3600
      },
      "source": {
        "file": "S02-P012.parquet",
        "bytes": 2113332,
        "sha256": "a5c61e7aa81eb318489efa55c75173be31a08a9a73d466a54c4adc7e4344a6f7"
      },
      "regressions": {
        "y__d": {
          "sample": {
            "outcome": "y",
            "treatment": "d",
            "source_rows": 181489,
            "source_sd": 0.44138795731535097,
            "rows": 170067,
            "units": 15686,
            "clusters": 2024,
            "treated_units": 878,
            "never_treated_units": 14808,
            "treated_cohorts": 6,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 169790,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 88,
            "post_adoption_untreated_rows_removed": 9563,
            "units_without_minus_one_removed": 8,
            "additional_rows_removed": 1771
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.2531616672939931,
              "se": 0.13764845254350458,
              "pvalue": 0.066033705175373,
              "lower": -0.5231091852585337,
              "upper": 0.016785850670547553
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.10918544244182864,
              "se": 0.13860400288238145,
              "pvalue": 0.43093465226922134,
              "lower": -0.38100692584153073,
              "upper": 0.16263604095787343
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.2579801449215633,
              "se": 0.17593887905480315,
              "pvalue": 0.142720497814388,
              "lower": -0.603020447494502,
              "upper": 0.08706015765137542
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": -0.11174530127867455,
              "se": 0.018401345651859878,
              "pvalue": 1.4985599778301722e-09,
              "lower": -0.14783286706047796,
              "upper": -0.07565773549687113
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -31,
                "estimate": 0.031159504145608773,
                "se": 0.1022860577152738,
                "pvalue": 0.7606785404345009,
                "lower": -0.16943750143198044,
                "upper": 0.231756509723198
              },
              {
                "event_time": -30,
                "estimate": 0.05778376034467056,
                "se": 0.10106229909574363,
                "pvalue": 0.5675455518904879,
                "lower": -0.14041328652778556,
                "upper": 0.2559808072171267
              },
              {
                "event_time": -29,
                "estimate": -0.10915967714770963,
                "se": 0.10061794761063209,
                "pvalue": 0.2780984482390998,
                "lower": -0.30648528973744615,
                "upper": 0.08816593544202686
              },
              {
                "event_time": -28,
                "estimate": -0.09624289655676961,
                "se": 0.10052670338897979,
                "pvalue": 0.3384866676007813,
                "lower": -0.29338956669776434,
                "upper": 0.10090377358422513
              },
              {
                "event_time": -27,
                "estimate": -0.10864355996276695,
                "se": 0.10049150990590257,
                "pvalue": 0.2797718072920342,
                "lower": -0.30572121085051424,
                "upper": 0.08843409092498034
              },
              {
                "event_time": -26,
                "estimate": -0.12033257691774776,
                "se": 0.07136972817781045,
                "pvalue": 0.09194132425980107,
                "lower": -0.2602984146979779,
                "upper": 0.019633260862482377
              },
              {
                "event_time": -25,
                "estimate": 0.32370011834196094,
                "se": 0.08148273720398835,
                "pvalue": 7.357546932839921e-05,
                "lower": 0.16390128109588578,
                "upper": 0.48349895558803613
              },
              {
                "event_time": -24,
                "estimate": -0.00294906912752379,
                "se": 0.0957785858391591,
                "pvalue": 0.9754396657957581,
                "lower": -0.1907840287196995,
                "upper": 0.1848858904646519
              },
              {
                "event_time": -23,
                "estimate": 0.060742464281481674,
                "se": 0.08149404917375513,
                "pvalue": 0.4561402626185684,
                "lower": -0.09907855729071852,
                "upper": 0.22056348585368185
              },
              {
                "event_time": -22,
                "estimate": 0.1407339052400352,
                "se": 0.07892818288812928,
                "pvalue": 0.07472598063838838,
                "lower": -0.014055100189341446,
                "upper": 0.29552291066941183
              },
              {
                "event_time": -21,
                "estimate": 0.10572919080448313,
                "se": 0.07925842752711956,
                "pvalue": 0.1823604241170833,
                "lower": -0.049707469712685706,
                "upper": 0.261165851321652
              },
              {
                "event_time": -20,
                "estimate": 0.03976084918416018,
                "se": 0.07797583930995497,
                "pvalue": 0.6101684416543846,
                "lower": -0.1131604797081601,
                "upper": 0.19268217807648044
              },
              {
                "event_time": -19,
                "estimate": 0.09602964159314657,
                "se": 0.0792727687003941,
                "pvalue": 0.22589034109036718,
                "lower": -0.05943514393421036,
                "upper": 0.2514944271205035
              },
              {
                "event_time": -18,
                "estimate": 0.10998091524328626,
                "se": 0.08462613468094794,
                "pvalue": 0.1938829672453894,
                "lower": -0.05598255612109146,
                "upper": 0.27594438660766396
              },
              {
                "event_time": -17,
                "estimate": 0.14768629089912547,
                "se": 0.06978937250422333,
                "pvalue": 0.0344520594525828,
                "lower": 0.010819747616602732,
                "upper": 0.28455283418164823
              },
              {
                "event_time": -16,
                "estimate": 0.09712578653258579,
                "se": 0.077509907900484,
                "pvalue": 0.21032295038893267,
                "lower": -0.05488178688189023,
                "upper": 0.24913335994706182
              },
              {
                "event_time": -15,
                "estimate": 0.12670744928252872,
                "se": 0.07255694612402906,
                "pvalue": 0.0809076115170783,
                "lower": -0.015586685924535049,
                "upper": 0.2690015844895925
              },
              {
                "event_time": -14,
                "estimate": 0.11673430400677427,
                "se": 0.06748264892522263,
                "pvalue": 0.08381107539337228,
                "lower": -0.015608437567300501,
                "upper": 0.24907704558084903
              },
              {
                "event_time": -13,
                "estimate": 0.16616202054055815,
                "se": 0.06637495331806109,
                "pvalue": 0.012379429503899173,
                "lower": 0.03599162216604804,
                "upper": 0.29633241891506823
              },
              {
                "event_time": -12,
                "estimate": 0.24702847527335597,
                "se": 0.09400229646231235,
                "pvalue": 0.008656365534024033,
                "lower": 0.06267706307750867,
                "upper": 0.4313798874692033
              },
              {
                "event_time": -11,
                "estimate": 0.20909049584770978,
                "se": 0.10561471881566979,
                "pvalue": 0.047867221851856594,
                "lower": 0.001965528744995393,
                "upper": 0.41621546295042416
              },
              {
                "event_time": -10,
                "estimate": 0.13082930251053262,
                "se": 0.06454900841399865,
                "pvalue": 0.04281162122571423,
                "lower": 0.004239832840149227,
                "upper": 0.257418772180916
              },
              {
                "event_time": -9,
                "estimate": 0.2025368744739017,
                "se": 0.06623711478384349,
                "pvalue": 0.002259223306406197,
                "lower": 0.07263679639362194,
                "upper": 0.3324369525541815
              },
              {
                "event_time": -8,
                "estimate": 0.1102572047581121,
                "se": 0.0775783925929852,
                "pvalue": 0.15540228687541185,
                "lower": -0.0418846765429958,
                "upper": 0.26239908605922
              },
              {
                "event_time": -7,
                "estimate": 0.26508907758857986,
                "se": 0.08128439164627266,
                "pvalue": 0.0011276402763090426,
                "lower": 0.10567922321892115,
                "upper": 0.42449893195823857
              },
              {
                "event_time": -6,
                "estimate": 0.3363329432873604,
                "se": 0.06010486084116411,
                "pvalue": 2.4951699488965572e-08,
                "lower": 0.21845905729835297,
                "upper": 0.45420682927636785
              },
              {
                "event_time": -5,
                "estimate": 0.2866687783545497,
                "se": 0.08966102198626512,
                "pvalue": 0.0014088662584396702,
                "lower": 0.11083120157026558,
                "upper": 0.46250635513883376
              },
              {
                "event_time": -4,
                "estimate": 0.23424245564429746,
                "se": 0.056177027693495994,
                "pvalue": 3.178462394314682e-05,
                "lower": 0.12407158984621253,
                "upper": 0.3444133214423824
              },
              {
                "event_time": -3,
                "estimate": 0.1187922397713047,
                "se": 0.0753073143679406,
                "pvalue": 0.11485228361383072,
                "lower": -0.02889574525544923,
                "upper": 0.2664802247980586
              },
              {
                "event_time": -2,
                "estimate": 0.05156403482960053,
                "se": 0.06151001413391209,
                "pvalue": 0.4019595367680087,
                "lower": -0.06906554972868167,
                "upper": 0.17219361938788275
              },
              {
                "event_time": 0,
                "estimate": -0.10918544244182864,
                "se": 0.13860400288238145,
                "pvalue": 0.43093465226922134,
                "lower": -0.38100692584153073,
                "upper": 0.16263604095787343
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -31,
                "estimate": -0.09169498657210023,
                "se": 0.06591875368995972,
                "pvalue": 0.16436919314440102,
                "lower": -0.22097071482844546,
                "upper": 0.037580741684244995
              },
              {
                "event_time": -30,
                "estimate": -0.06656829407997303,
                "se": 0.06497067687152487,
                "pvalue": 0.30567926851467603,
                "lower": -0.19398471350104227,
                "upper": 0.06084812534109621
              },
              {
                "event_time": -29,
                "estimate": -0.23288010384289548,
                "se": 0.06458016235192623,
                "pvalue": 0.0003184092542711072,
                "lower": -0.35953067066375877,
                "upper": -0.1062295370220322
              },
              {
                "event_time": -28,
                "estimate": -0.21681023400508995,
                "se": 0.06474162246877084,
                "pvalue": 0.0008263527346657848,
                "lower": -0.3437774462875409,
                "upper": -0.089843021722639
              },
              {
                "event_time": -27,
                "estimate": -0.23428456602408243,
                "se": 0.06475992541251745,
                "pvalue": 0.0003044746734845892,
                "lower": -0.36128767289266595,
                "upper": -0.10728145915549889
              },
              {
                "event_time": -26,
                "estimate": -0.2468945562919107,
                "se": 0.02853627752140577,
                "pvalue": 1.0132687076397917e-17,
                "lower": -0.30285811524595074,
                "upper": -0.19093099733787067
              },
              {
                "event_time": -25,
                "estimate": 0.19509118453861526,
                "se": 0.050637454600119064,
                "pvalue": 0.00012045851487961272,
                "lower": 0.09578418229662536,
                "upper": 0.29439818678060514
              },
              {
                "event_time": -24,
                "estimate": -0.13086845606439323,
                "se": 0.05458961621681719,
                "pvalue": 0.016605950627905434,
                "lower": -0.2379261899659722,
                "upper": -0.023810722162814255
              },
              {
                "event_time": -23,
                "estimate": -0.06464585334317298,
                "se": 0.02333735606671493,
                "pvalue": 0.005655812938280849,
                "lower": -0.11041361338445134,
                "upper": -0.01887809330189462
              },
              {
                "event_time": -22,
                "estimate": 0.012237920373681592,
                "se": 0.019216869143124274,
                "pvalue": 0.5243062258373237,
                "lower": -0.025448998965976168,
                "upper": 0.04992483971333935
              },
              {
                "event_time": -21,
                "estimate": -0.023049012249925192,
                "se": 0.02035541668151704,
                "pvalue": 0.2576306725249512,
                "lower": -0.06296877966302297,
                "upper": 0.016870755163172588
              },
              {
                "event_time": -20,
                "estimate": -0.08685588693196838,
                "se": 0.019335250862853436,
                "pvalue": 7.450143769002678e-06,
                "lower": -0.12477496908074426,
                "upper": -0.04893680478319251
              },
              {
                "event_time": -19,
                "estimate": -0.03707837685489384,
                "se": 0.0200658314796157,
                "pvalue": 0.06477187815171082,
                "lower": -0.07643022791987417,
                "upper": 0.0022734742100864805
              },
              {
                "event_time": -18,
                "estimate": -0.02818513761439732,
                "se": 0.036185541701497716,
                "pvalue": 0.43612615514239067,
                "lower": -0.0991499540581884,
                "upper": 0.04277967882939375
              },
              {
                "event_time": -17,
                "estimate": 0.002692716066860124,
                "se": 0.01643669566209514,
                "pvalue": 0.8698865012073799,
                "lower": -0.029541901290125867,
                "upper": 0.034927333423846116
              },
              {
                "event_time": -16,
                "estimate": -0.04585026193720062,
                "se": 0.02552857731337392,
                "pvalue": 0.07263784162626341,
                "lower": -0.09591530775188649,
                "upper": 0.004214783877485251
              },
              {
                "event_time": -15,
                "estimate": -0.02157201224480501,
                "se": 0.019820014793348488,
                "pvalue": 0.2765502506385669,
                "lower": -0.06044178303132285,
                "upper": 0.01729775854171283
              },
              {
                "event_time": -14,
                "estimate": -0.028128877873217748,
                "se": 0.013987372972833513,
                "pvalue": 0.04445584988779686,
                "lower": -0.05556003708416001,
                "upper": -0.0006977186622754844
              },
              {
                "event_time": -13,
                "estimate": 0.00986186979491375,
                "se": 0.02357225001868209,
                "pvalue": 0.6757226508038955,
                "lower": -0.036366549542903935,
                "upper": 0.05609028913273143
              },
              {
                "event_time": -12,
                "estimate": 0.08177904206827499,
                "se": 0.055425160907145436,
                "pvalue": 0.14023757979571194,
                "lower": -0.02691730971192688,
                "upper": 0.19047539384847686
              },
              {
                "event_time": -11,
                "estimate": 0.04380812496780088,
                "se": 0.06981581523933217,
                "pvalue": 0.5304145452137788,
                "lower": -0.09311027614950984,
                "upper": 0.18072652608511158
              },
              {
                "event_time": -10,
                "estimate": -0.028330139568683677,
                "se": 0.017460970483222118,
                "pvalue": 0.10485564094630742,
                "lower": -0.06257350050808962,
                "upper": 0.005913221370722258
              },
              {
                "event_time": -9,
                "estimate": 0.04134659898930943,
                "se": 0.03337717539911393,
                "pvalue": 0.21557489411343528,
                "lower": -0.024110625477563825,
                "upper": 0.1068038234561827
              },
              {
                "event_time": -8,
                "estimate": -0.04027578667998934,
                "se": 0.03432640726614385,
                "pvalue": 0.24080648769324348,
                "lower": -0.10759458519105018,
                "upper": 0.02704301183107151
              },
              {
                "event_time": -7,
                "estimate": 0.1051623205722082,
                "se": 0.042944798130046966,
                "pvalue": 0.014418479408030604,
                "lower": 0.020941674059451798,
                "upper": 0.1893829670849646
              },
              {
                "event_time": -6,
                "estimate": 0.15016464037814817,
                "se": 0.02848226875635587,
                "pvalue": 1.4916300654929993e-07,
                "lower": 0.09430700002910619,
                "upper": 0.20602228072719014
              },
              {
                "event_time": -5,
                "estimate": 0.10956363709402571,
                "se": 0.05284269908690857,
                "pvalue": 0.03826209627986169,
                "lower": 0.005931847578995689,
                "upper": 0.21319542660905572
              },
              {
                "event_time": -4,
                "estimate": 0.061680911862630375,
                "se": 0.03136341199081673,
                "pvalue": 0.049359870714439244,
                "lower": 0.0001729539788001208,
                "upper": 0.12318886974646062
              },
              {
                "event_time": -3,
                "estimate": -0.04550174995162088,
                "se": 0.07018435143271347,
                "pvalue": 0.5168531339255265,
                "lower": -0.1831429011532592,
                "upper": 0.09213940125001746
              },
              {
                "event_time": -2,
                "estimate": -0.09427025052584241,
                "se": 0.058396220589772244,
                "pvalue": 0.10661374751034532,
                "lower": -0.20879325834343154,
                "upper": 0.020252757291746706
              },
              {
                "event_time": -1,
                "estimate": -0.13199884383309549,
                "se": 0.05788438408148933,
                "pvalue": 0.022688304553223314,
                "lower": -0.24551806997016815,
                "upper": -0.018479617696022826
              },
              {
                "event_time": 0,
                "estimate": -0.2579801449215633,
                "se": 0.17593887905480315,
                "pvalue": 0.142720497814388,
                "lower": -0.603020447494502,
                "upper": 0.08706015765137542
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -31,
                "estimate": -0.24551464701351425,
                "se": 0.20128358087355833,
                "pvalue": 0.22270372684925857,
                "lower": -0.640259390305552,
                "upper": 0.1492300962785235
              },
              {
                "event_time": -30,
                "estimate": -0.2142047827471943,
                "se": 0.20061689063214297,
                "pvalue": 0.28576947002360314,
                "lower": -0.6076420549228068,
                "upper": 0.17923248942841824
              },
              {
                "event_time": -29,
                "estimate": -0.3817799713653709,
                "se": 0.2004764876132912,
                "pvalue": 0.05700467193207397,
                "lower": -0.7749418939402185,
                "upper": 0.011381951209476715
              },
              {
                "event_time": -28,
                "estimate": -0.37080356960777117,
                "se": 0.20046505053735345,
                "pvalue": 0.06450013725847129,
                "lower": -0.7639430625061123,
                "upper": 0.022335923290569937
              },
              {
                "event_time": -27,
                "estimate": -0.38478293980610445,
                "se": 0.20048670125986912,
                "pvalue": 0.0550939712564203,
                "lower": -0.7779648927444769,
                "upper": 0.008399013132267985
              },
              {
                "event_time": -26,
                "estimate": -0.07304166398840306,
                "se": 0.12689789902978096,
                "pvalue": 0.5649536835791266,
                "lower": -0.3219058701964425,
                "upper": 0.1758225422196364
              },
              {
                "event_time": -25,
                "estimate": 0.3842968738079425,
                "se": 0.12789012627827798,
                "pvalue": 0.002689328803916347,
                "lower": 0.1334867737083324,
                "upper": 0.6351069739075526
              },
              {
                "event_time": -24,
                "estimate": -0.042919636887748025,
                "se": 0.062323131040100774,
                "pvalue": 0.49111430611865553,
                "lower": -0.16514385536006765,
                "upper": 0.0793045815845716
              },
              {
                "event_time": -23,
                "estimate": -0.035960105969693325,
                "se": 0.05013403986846104,
                "pvalue": 0.473284623653534,
                "lower": -0.1342798427916458,
                "upper": 0.06235963085225913
              },
              {
                "event_time": -22,
                "estimate": 0.04743267817748305,
                "se": 0.0478765737649727,
                "pvalue": 0.32193673286039065,
                "lower": -0.046459857609767216,
                "upper": 0.1413252139647333
              },
              {
                "event_time": -21,
                "estimate": 0.011904890940679537,
                "se": 0.0473534426436637,
                "pvalue": 0.8015265579101428,
                "lower": -0.08096171287888122,
                "upper": 0.1047714947602403
              },
              {
                "event_time": -20,
                "estimate": -0.05626589678244492,
                "se": 0.046678182051122355,
                "pvalue": 0.2281897626517864,
                "lower": -0.1478082218501019,
                "upper": 0.035276428285212054
              },
              {
                "event_time": -19,
                "estimate": -0.002917284649642809,
                "se": 0.048746155008227245,
                "pvalue": 0.9522838359832745,
                "lower": -0.09851518866986242,
                "upper": 0.09268061937057681
              },
              {
                "event_time": -18,
                "estimate": 0.04157191337092672,
                "se": 0.043314121160077365,
                "pvalue": 0.337281966642798,
                "lower": -0.043373026320878236,
                "upper": 0.1265168530627317
              },
              {
                "event_time": -17,
                "estimate": 0.12978025647677774,
                "se": 0.04379963655152957,
                "pvalue": 0.0030816748022894198,
                "lower": 0.04388315442909972,
                "upper": 0.21567735852445574
              },
              {
                "event_time": -16,
                "estimate": 0.07885590871018958,
                "se": 0.04322657788534331,
                "pvalue": 0.06826234632786154,
                "lower": -0.0059173465980116025,
                "upper": 0.16362916401839075
              },
              {
                "event_time": -15,
                "estimate": 0.11723271135695833,
                "se": 0.04177716150421664,
                "pvalue": 0.005061832653950023,
                "lower": 0.035301960612756006,
                "upper": 0.19916346210116065
              },
              {
                "event_time": -14,
                "estimate": 0.1114607811522492,
                "se": 0.04157963933632528,
                "pvalue": 0.007407406992571272,
                "lower": 0.029917398503946063,
                "upper": 0.19300416380055233
              },
              {
                "event_time": -13,
                "estimate": 0.16984587379177424,
                "se": 0.04198281448686203,
                "pvalue": 5.4148486254168194e-05,
                "lower": 0.0875118093073787,
                "upper": 0.2521799382761698
              },
              {
                "event_time": -12,
                "estimate": 0.251232637907591,
                "se": 0.042474355212169995,
                "pvalue": 3.8886454683059565e-09,
                "lower": 0.16793459456020432,
                "upper": 0.33453068125497765
              },
              {
                "event_time": -11,
                "estimate": 0.21823711715919195,
                "se": 0.04139597167560243,
                "pvalue": 1.493828342926636e-07,
                "lower": 0.1370539320156651,
                "upper": 0.29942030230271877
              },
              {
                "event_time": -10,
                "estimate": 0.1363727955211529,
                "se": 0.040591393293244,
                "pvalue": 0.0007949087310419206,
                "lower": 0.056767499073882455,
                "upper": 0.21597809196842332
              },
              {
                "event_time": -9,
                "estimate": 0.20470806409924058,
                "se": 0.042008431434235154,
                "pvalue": 1.184496218185123e-06,
                "lower": 0.1223237612632078,
                "upper": 0.28709236693527335
              },
              {
                "event_time": -8,
                "estimate": 0.11219550309378007,
                "se": 0.03987080716317943,
                "pvalue": 0.004940603421237213,
                "lower": 0.03400337500181043,
                "upper": 0.1903876311857497
              },
              {
                "event_time": -7,
                "estimate": 0.2650486399084031,
                "se": 0.03295040624895243,
                "pvalue": 1.4674403893061775e-15,
                "lower": 0.2004283683509243,
                "upper": 0.3296689114658819
              },
              {
                "event_time": -6,
                "estimate": 0.32414682483392543,
                "se": 0.037901193153839614,
                "pvalue": 2.3398031745208982e-17,
                "lower": 0.24981738029084222,
                "upper": 0.39847626937700864
              },
              {
                "event_time": -5,
                "estimate": 0.28609632776975824,
                "se": 0.03376919212051031,
                "pvalue": 4.567135780273593e-17,
                "lower": 0.2198703046786643,
                "upper": 0.3523223508608522
              },
              {
                "event_time": -4,
                "estimate": 0.23564081841897375,
                "se": 0.022943131051793353,
                "pvalue": 3.7024291469097574e-24,
                "lower": 0.19064618776877212,
                "upper": 0.28063544906917537
              },
              {
                "event_time": -3,
                "estimate": 0.12275724049531972,
                "se": 0.023583186845168237,
                "pvalue": 2.1331669441635206e-07,
                "lower": 0.07650737253886675,
                "upper": 0.1690071084517727
              },
              {
                "event_time": -2,
                "estimate": 0.0521470826487047,
                "se": 0.021065211605127535,
                "pvalue": 0.013386049620033952,
                "lower": 0.010835309918061295,
                "upper": 0.0934588553793481
              },
              {
                "event_time": 0,
                "estimate": -0.11174530127867455,
                "se": 0.018401345651859878,
                "pvalue": 1.4985599778301722e-09,
                "lower": -0.14783286706047796,
                "upper": -0.07565773549687113
              }
            ]
          },
          "target": {
            "event_times": [
              0.0
            ],
            "weights": [
              1.0
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 1.1102230246251565e-16,
            "package_aggregate_vs_estimable_cell_weights": 2.7755575615628914e-17
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "status": "not_identified",
            "pvalue": null,
            "reason": "No identified positive-event-time cohort deviations remain to test."
          }
        }
      },
      "alternative_models": {
        "y__d": [
          {
            "method": "CS-DID",
            "estimate": -0.11591716502435737,
            "se": 0.0327093217052805,
            "lower": -0.1800262575254414,
            "upper": -0.051808072523273324,
            "event_study": [
              {
                "event_time": -31,
                "estimate": 0.13399851257207473,
                "se": 0.040079995854421756,
                "lower": 0.05544316419689342,
                "upper": 0.21255386094725603,
                "n": 0.0,
                "relative_to_minus_one": 0.13399851257207473
              },
              {
                "event_time": -30,
                "estimate": 0.15792030137330126,
                "se": 0.03793280451895322,
                "lower": 0.08357337068355473,
                "upper": 0.23226723206304778,
                "n": 0.0,
                "relative_to_minus_one": 0.15792030137330126
              },
              {
                "event_time": -29,
                "estimate": -0.012266241345517681,
                "se": 0.03697299103978359,
                "lower": -0.08473197218421565,
                "upper": 0.06019948949318028,
                "n": 0.0,
                "relative_to_minus_one": -0.012266241345517681
              },
              {
                "event_time": -28,
                "estimate": -0.009183270163060447,
                "se": 0.0372811745066201,
                "lower": -0.08225302949738866,
                "upper": 0.06388648917126777,
                "n": 0.0,
                "relative_to_minus_one": -0.009183270163060447
              },
              {
                "event_time": -27,
                "estimate": -0.03529031367322455,
                "se": 0.038397735924119984,
                "lower": -0.11054849317237952,
                "upper": 0.039967865825930426,
                "n": 0.0,
                "relative_to_minus_one": -0.03529031367322455
              },
              {
                "event_time": -26,
                "estimate": -0.20226328591077342,
                "se": 0.02789209568277637,
                "lower": -0.2569307889023602,
                "upper": -0.1475957829191866,
                "n": 0.0,
                "relative_to_minus_one": -0.20226328591077342
              },
              {
                "event_time": -25,
                "estimate": 0.25921591480162204,
                "se": 0.032594060283174214,
                "lower": 0.1953327305366732,
                "upper": 0.32309909906657086,
                "n": 0.0,
                "relative_to_minus_one": 0.25921591480162204
              },
              {
                "event_time": -24,
                "estimate": -0.11130415032931923,
                "se": 0.03838593261886113,
                "lower": -0.1865391957752683,
                "upper": -0.036069104883370146,
                "n": 0.0,
                "relative_to_minus_one": -0.11130415032931923
              },
              {
                "event_time": -23,
                "estimate": 0.017798366815434275,
                "se": 0.02605208275306238,
                "lower": -0.03326277710282509,
                "upper": 0.06885951073369365,
                "n": 0.0,
                "relative_to_minus_one": 0.017798366815434275
              },
              {
                "event_time": -22,
                "estimate": 0.09642493318447655,
                "se": 0.02300000582238249,
                "lower": 0.051345750128395325,
                "upper": 0.14150411624055778,
                "n": 0.0,
                "relative_to_minus_one": 0.09642493318447655
              },
              {
                "event_time": -21,
                "estimate": 0.05986415853801008,
                "se": 0.02344963531800723,
                "lower": 0.013903717864117447,
                "upper": 0.10582459921190271,
                "n": 0.0,
                "relative_to_minus_one": 0.05986415853801008
              },
              {
                "event_time": -20,
                "estimate": -0.016477186876572285,
                "se": 0.023148668110287055,
                "lower": -0.06184774266280579,
                "upper": 0.028893368909661217,
                "n": 0.0,
                "relative_to_minus_one": -0.016477186876572285
              },
              {
                "event_time": -19,
                "estimate": 0.02669977138676361,
                "se": 0.024516108299039448,
                "lower": -0.02135091792043723,
                "upper": 0.07475046069396446,
                "n": 0.0,
                "relative_to_minus_one": 0.02669977138676361
              },
              {
                "event_time": -18,
                "estimate": 0.15692612400071132,
                "se": 0.03494928166185042,
                "lower": 0.08842679065793833,
                "upper": 0.2254254573434843,
                "n": 0.0,
                "relative_to_minus_one": 0.15692612400071132
              },
              {
                "event_time": -17,
                "estimate": 0.1338866891162334,
                "se": 0.021511405777266974,
                "lower": 0.09172510853596327,
                "upper": 0.1760482696965035,
                "n": 0.0,
                "relative_to_minus_one": 0.1338866891162334
              },
              {
                "event_time": -16,
                "estimate": 0.08488261257262224,
                "se": 0.023929562209139863,
                "lower": 0.037981532476897374,
                "upper": 0.1317836926683471,
                "n": 0.0,
                "relative_to_minus_one": 0.08488261257262224
              },
              {
                "event_time": -15,
                "estimate": 0.11970291285272565,
                "se": 0.022046231223160916,
                "lower": 0.07649309366048783,
                "upper": 0.16291273204496348,
                "n": 0.0,
                "relative_to_minus_one": 0.11970291285272565
              },
              {
                "event_time": -14,
                "estimate": 0.1087786449129201,
                "se": 0.021460312536162523,
                "lower": 0.06671720524506812,
                "upper": 0.15084008458077208,
                "n": 0.0,
                "relative_to_minus_one": 0.1087786449129201
              },
              {
                "event_time": -13,
                "estimate": 0.14849852034199862,
                "se": 0.021570870766558944,
                "lower": 0.10622039052437518,
                "upper": 0.19077665015962206,
                "n": 0.0,
                "relative_to_minus_one": 0.14849852034199862
              },
              {
                "event_time": -12,
                "estimate": 0.21623035311578243,
                "se": 0.031918426552208515,
                "lower": 0.15367138663026675,
                "upper": 0.2787893196012981,
                "n": 0.0,
                "relative_to_minus_one": 0.21623035311578243
              },
              {
                "event_time": -11,
                "estimate": 0.1705747454779707,
                "se": 0.038988506790815454,
                "lower": 0.09415867635697708,
                "upper": 0.2469908145989643,
                "n": 0.0,
                "relative_to_minus_one": 0.1705747454779707
              },
              {
                "event_time": -10,
                "estimate": 0.09235200376013351,
                "se": 0.026800185404019364,
                "lower": 0.03982460558925952,
                "upper": 0.1448794019310075,
                "n": 0.0,
                "relative_to_minus_one": 0.09235200376013351
              },
              {
                "event_time": -9,
                "estimate": 0.15050336129884548,
                "se": 0.026201871199664772,
                "lower": 0.09914863741994523,
                "upper": 0.20185808517774573,
                "n": 0.0,
                "relative_to_minus_one": 0.15050336129884548
              },
              {
                "event_time": -8,
                "estimate": 0.043261138976656364,
                "se": 0.03495708350250879,
                "lower": -0.02525348569282016,
                "upper": 0.1117757636461329,
                "n": 0.0,
                "relative_to_minus_one": 0.043261138976656364
              },
              {
                "event_time": -7,
                "estimate": 0.18092177148601088,
                "se": 0.028239472031158473,
                "lower": 0.1255734233625141,
                "upper": 0.23627011960950767,
                "n": 0.0,
                "relative_to_minus_one": 0.18092177148601088
              },
              {
                "event_time": -6,
                "estimate": 0.24788636981447568,
                "se": 0.031244012674406543,
                "lower": 0.18664923024012586,
                "upper": 0.3091235093888255,
                "n": 0.0,
                "relative_to_minus_one": 0.24788636981447568
              },
              {
                "event_time": -5,
                "estimate": 0.21326797027478736,
                "se": 0.04463184830272338,
                "lower": 0.12579115503799437,
                "upper": 0.30074478551158035,
                "n": 0.0,
                "relative_to_minus_one": 0.21326797027478736
              },
              {
                "event_time": -4,
                "estimate": 0.16967026008449723,
                "se": 0.031632104652796714,
                "lower": 0.1076724742098138,
                "upper": 0.23166804595918067,
                "n": 0.0,
                "relative_to_minus_one": 0.16967026008449723
              },
              {
                "event_time": -3,
                "estimate": 0.07190602103480288,
                "se": 0.027332995347763404,
                "lower": 0.018334334563585762,
                "upper": 0.12547770750602,
                "n": 0.0,
                "relative_to_minus_one": 0.07190602103480288
              },
              {
                "event_time": -2,
                "estimate": 0.043941820435153156,
                "se": 0.02525263809453093,
                "lower": -0.005552440744751641,
                "upper": 0.09343608161505795,
                "n": 0.0,
                "relative_to_minus_one": 0.043941820435153156
              },
              {
                "event_time": -1,
                "estimate": 0.0,
                "se": 3.1194200013748363e-19,
                "lower": -6.113950855348565e-19,
                "upper": 6.113950855348565e-19,
                "n": 0.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.11591716502435737,
                "se": 0.0327093217052805,
                "lower": -0.1800262575254414,
                "upper": -0.051808072523273324,
                "n": 883.0,
                "relative_to_minus_one": -0.11591716502435737
              }
            ],
            "group_time_estimates": [
              {
                "group": 3,
                "year": 1,
                "event_time": -2,
                "att": -0.4362324692506198,
                "mass": 0.0,
                "base": 2
              },
              {
                "group": 3,
                "year": 2,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 2
              },
              {
                "group": 3,
                "year": 3,
                "event_time": 0,
                "att": 0.11962492435089808,
                "mass": 11.0,
                "base": 2
              },
              {
                "group": 17,
                "year": 1,
                "event_time": -16,
                "att": 0.07477645779942771,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 2,
                "event_time": -15,
                "att": 0.24618559488054692,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 3,
                "event_time": -14,
                "att": 0.28113442624423096,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 4,
                "event_time": -13,
                "att": 0.5460035019675501,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 5,
                "event_time": -12,
                "att": 0.4964377289476167,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 6,
                "event_time": -11,
                "att": 0.4797277837832721,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 7,
                "event_time": -10,
                "att": 0.3775851668375771,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 8,
                "event_time": -9,
                "att": 0.43789743012484045,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 9,
                "event_time": -8,
                "att": 0.560258771256289,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 10,
                "event_time": -7,
                "att": 0.6529756763090483,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 11,
                "event_time": -6,
                "att": 0.553557512907096,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 12,
                "event_time": -5,
                "att": 0.3395420101584037,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 13,
                "event_time": -4,
                "att": 0.4037234506274057,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 14,
                "event_time": -3,
                "att": 0.24464467896086156,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 15,
                "event_time": -2,
                "att": 0.30959917302787443,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 16,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 17,
                "event_time": 0,
                "att": 0.5553625970300762,
                "mass": 25.0,
                "base": 16
              },
              {
                "group": 19,
                "year": 1,
                "event_time": -18,
                "att": 0.35028115365400514,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 2,
                "event_time": -17,
                "att": 0.18627125813996304,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 3,
                "event_time": -16,
                "att": 0.18339570524591356,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 4,
                "event_time": -15,
                "att": 0.2026618751891742,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 5,
                "event_time": -14,
                "att": 0.16329079342069608,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 6,
                "event_time": -13,
                "att": 0.17479992781774856,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 7,
                "event_time": -12,
                "att": 0.3877896536173556,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 8,
                "event_time": -11,
                "att": 0.35547668022610335,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 9,
                "event_time": -10,
                "att": 0.1761741654265837,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 10,
                "event_time": -9,
                "att": 0.19056243748211182,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 11,
                "event_time": -8,
                "att": 0.2052325702840695,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 12,
                "event_time": -7,
                "att": 0.36197278394866206,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 13,
                "event_time": -6,
                "att": 0.37407196888854116,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 14,
                "event_time": -5,
                "att": 0.44421829614143965,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 15,
                "event_time": -4,
                "att": 0.2883059208095467,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 16,
                "event_time": -3,
                "att": 0.037026414971038646,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 17,
                "event_time": -2,
                "att": 0.051432784852144475,
                "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": -0.3247231704707846,
                "mass": 393.0,
                "base": 18
              },
              {
                "group": 25,
                "year": 1,
                "event_time": -24,
                "att": -0.11953244693913348,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 2,
                "event_time": -23,
                "att": 0.01604748319434221,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 3,
                "event_time": -22,
                "att": 0.10063700913605061,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 4,
                "event_time": -21,
                "att": 0.05475135958651631,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 5,
                "event_time": -20,
                "att": -0.01898229708167773,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 6,
                "event_time": -19,
                "att": 0.03149094891417528,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 7,
                "event_time": -18,
                "att": 0.035096136163654784,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 8,
                "event_time": -17,
                "att": 0.1093578440183094,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 9,
                "event_time": -16,
                "att": 0.011873107883429296,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 10,
                "event_time": -15,
                "att": 0.0539410731076109,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 11,
                "event_time": -14,
                "att": 0.06900735723197052,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 12,
                "event_time": -13,
                "att": 0.12698985178029618,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 13,
                "event_time": -12,
                "att": 0.10487368916356307,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 14,
                "event_time": -11,
                "att": 0.029591251403436297,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 15,
                "event_time": -10,
                "att": 0.033659728861612614,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 16,
                "event_time": -9,
                "att": 0.13352039407908398,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 17,
                "event_time": -8,
                "att": -0.07821791654432039,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 18,
                "event_time": -7,
                "att": 0.06136681397328361,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 19,
                "event_time": -6,
                "att": 0.16741291987158555,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 20,
                "event_time": -5,
                "att": 0.0687760431474426,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 21,
                "event_time": -4,
                "att": 0.06844682223273954,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 22,
                "event_time": -3,
                "att": 0.09870328623930355,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 23,
                "event_time": -2,
                "att": 0.01977720945831804,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 24,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 25,
                "event_time": 0,
                "att": -0.019637072767350633,
                "mass": 425.0,
                "base": 24
              },
              {
                "group": 28,
                "year": 2,
                "event_time": -26,
                "att": -0.24861986936296476,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 3,
                "event_time": -25,
                "att": 0.16636481176597626,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 4,
                "event_time": -24,
                "att": -0.03294635968845905,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 5,
                "event_time": -23,
                "att": 0.024650564893165194,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 6,
                "event_time": -22,
                "att": -0.03447700504680995,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 7,
                "event_time": -21,
                "att": 0.10558536009655667,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 8,
                "event_time": -20,
                "att": -0.052122974118999674,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 9,
                "event_time": -19,
                "att": -0.043435597944341126,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 10,
                "event_time": -18,
                "att": -0.02126885471015441,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 11,
                "event_time": -17,
                "att": -0.0020765677470634403,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 12,
                "event_time": -16,
                "att": 0.3172606901750446,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 13,
                "event_time": -15,
                "att": 0.1741175485231778,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 14,
                "event_time": -14,
                "att": 0.1337399863674147,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 15,
                "event_time": -13,
                "att": -0.013898664636865982,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 16,
                "event_time": -12,
                "att": -0.18128319651501312,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 17,
                "event_time": -11,
                "att": 0.26194797860587543,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 18,
                "event_time": -10,
                "att": -0.12595957360712276,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 19,
                "event_time": -9,
                "att": -0.33721041785959055,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 20,
                "event_time": -8,
                "att": -0.25163965111686076,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 21,
                "event_time": -7,
                "att": -0.2967229256219281,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 22,
                "event_time": -6,
                "att": -0.03801416470268504,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 23,
                "event_time": -5,
                "att": -0.06972645827567348,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 24,
                "event_time": -4,
                "att": 0.3088547253958076,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 25,
                "event_time": -3,
                "att": -0.09921975022166096,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 26,
                "event_time": -2,
                "att": 0.12042526195053799,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 27,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 28,
                "event_time": 0,
                "att": 0.04418214254780983,
                "mass": 23.0,
                "base": 27
              },
              {
                "group": 33,
                "year": 2,
                "event_time": -31,
                "att": 0.13399851257207473,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 3,
                "event_time": -30,
                "att": 0.15792030137330126,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 4,
                "event_time": -29,
                "att": -0.012266241345517681,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 5,
                "event_time": -28,
                "att": -0.009183270163060447,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 6,
                "event_time": -27,
                "att": -0.03529031367322455,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 7,
                "event_time": -26,
                "att": -0.03035762227556385,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 8,
                "event_time": -25,
                "att": 0.603538755225475,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 9,
                "event_time": -24,
                "att": 0.25843984564841666,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 10,
                "event_time": -23,
                "att": 0.13289654286982022,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 11,
                "event_time": -22,
                "att": 0.2438338590116797,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 12,
                "event_time": -21,
                "att": 0.3006168186157754,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 13,
                "event_time": -20,
                "att": 0.31674436810714107,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 14,
                "event_time": -19,
                "att": -0.09770689725184323,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 15,
                "event_time": -18,
                "att": -0.015768224913871948,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 16,
                "event_time": -17,
                "att": -0.2680796394178015,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 17,
                "event_time": -16,
                "att": -0.2864093403189643,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 18,
                "event_time": -15,
                "att": 0.17564664497152416,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 19,
                "event_time": -14,
                "att": -0.4202535014228411,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 20,
                "event_time": -13,
                "att": -0.43505773952204385,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 21,
                "event_time": -12,
                "att": 0.17718818387081597,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 22,
                "event_time": -11,
                "att": -0.1429846553772089,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 23,
                "event_time": -10,
                "att": -0.04154003237922185,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 24,
                "event_time": -9,
                "att": 0.06198851856668279,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 25,
                "event_time": -8,
                "att": 0.08734445110445124,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 26,
                "event_time": -7,
                "att": -0.13267837138211536,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 27,
                "event_time": -6,
                "att": -0.28762459571564997,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 28,
                "event_time": -5,
                "att": -0.2817287622726271,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 29,
                "event_time": -4,
                "att": 0.40188036369910995,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 30,
                "event_time": -3,
                "att": -0.168138102250311,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 31,
                "event_time": -2,
                "att": 0.46039176211739985,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 32,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 33,
                "event_time": 0,
                "att": 0.46688498183633986,
                "mass": 6.0,
                "base": 32
              }
            ],
            "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": -0.11591716502435737,
                  "se": 0.0327093217052805,
                  "lower": -0.1800262575254414,
                  "upper": -0.051808072523273324
                },
                {
                  "typec": "simple",
                  "aggregation": "Native-equivalent CS-DID simple",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.11591716502435737,
                  "se": 0.0327093217052805,
                  "lower": -0.1800262575254414,
                  "upper": -0.051808072523273324
                },
                {
                  "typec": "group",
                  "aggregation": "Native-equivalent CS-DID group",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.11591716502435737,
                  "se": 0.0327093217052805,
                  "lower": -0.1800262575254414,
                  "upper": -0.051808072523273324
                },
                {
                  "typec": "treated_cells",
                  "aggregation": "Observed treated observations, configured weights",
                  "matches_treated_unit_year_target": true,
                  "estimate": -0.13244000414259674,
                  "se": 0.1063428622697005,
                  "lower": -0.34086818420411313,
                  "upper": 0.07598817591891963
                }
              ],
              "same_group_time_effects": true,
              "additional_covariates": []
            },
            "treated_cell_att": -0.13244000414259674,
            "treated_cell_se": 0.1063428622697005,
            "checks": {
              "input_rows": 170067,
              "retained_rows": 170067,
              "all_observed_post_cells_estimated": true,
              "post_weight_sum": 883.0,
              "avoided_dense_if_bytes": 334691856
            },
            "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": 0.24822195805609226,
            "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": -0.2700382545845789,
            "event_study": [
              {
                "event_time": -31,
                "estimate": -0.09753182725883486,
                "raw_gap": -0.09753182725883486,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 1.0,
                "relative_to_minus_one": -0.038661051291053995
              },
              {
                "event_time": -30,
                "estimate": -0.04155541446664182,
                "raw_gap": -0.04155541446664182,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 1.0,
                "relative_to_minus_one": 0.01731536150113904
              },
              {
                "event_time": -29,
                "estimate": -0.21870571191553478,
                "raw_gap": -0.21870571191553478,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 1.0,
                "relative_to_minus_one": -0.15983493594775391
              },
              {
                "event_time": -28,
                "estimate": -0.1806213895220903,
                "raw_gap": -0.1806213895220903,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 1.0,
                "relative_to_minus_one": -0.12175061355430944
              },
              {
                "event_time": -27,
                "estimate": -0.1570359720029546,
                "raw_gap": -0.1570359720029546,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 1.0,
                "relative_to_minus_one": -0.09816519603517374
              },
              {
                "event_time": -26,
                "estimate": -0.23557697879621656,
                "raw_gap": -0.23557697879621656,
                "n": 6,
                "n_cells": 6,
                "weight_sum": 6.0,
                "relative_to_minus_one": -0.1767062028284357
              },
              {
                "event_time": -25,
                "estimate": 0.18187079774885292,
                "raw_gap": 0.18187079774885292,
                "n": 7,
                "n_cells": 7,
                "weight_sum": 7.0,
                "relative_to_minus_one": 0.2407415737166338
              },
              {
                "event_time": -24,
                "estimate": -0.127959266115645,
                "raw_gap": -0.127959266115645,
                "n": 19,
                "n_cells": 19,
                "weight_sum": 19.0,
                "relative_to_minus_one": -0.06908849014786414
              },
              {
                "event_time": -23,
                "estimate": -0.05898417413439821,
                "raw_gap": -0.05898417413439821,
                "n": 109,
                "n_cells": 109,
                "weight_sum": 109.0,
                "relative_to_minus_one": -0.00011339816661734559
              },
              {
                "event_time": -22,
                "estimate": 0.011998309795158377,
                "raw_gap": 0.011998309795158377,
                "n": 121,
                "n_cells": 121,
                "weight_sum": 121.0,
                "relative_to_minus_one": 0.07086908576293924
              },
              {
                "event_time": -21,
                "estimate": -0.018812077174687667,
                "raw_gap": -0.018812077174687667,
                "n": 124,
                "n_cells": 124,
                "weight_sum": 124.0,
                "relative_to_minus_one": 0.04005869879309319
              },
              {
                "event_time": -20,
                "estimate": -0.0800199991217149,
                "raw_gap": -0.0800199991217149,
                "n": 130,
                "n_cells": 130,
                "weight_sum": 130.0,
                "relative_to_minus_one": -0.021149223153934034
              },
              {
                "event_time": -19,
                "estimate": -0.027506407338542663,
                "raw_gap": -0.027506407338542663,
                "n": 152,
                "n_cells": 152,
                "weight_sum": 152.0,
                "relative_to_minus_one": 0.0313643686292382
              },
              {
                "event_time": -18,
                "estimate": -0.016533970919808433,
                "raw_gap": -0.016533970919808433,
                "n": 190,
                "n_cells": 190,
                "weight_sum": 190.0,
                "relative_to_minus_one": 0.04233680504797243
              },
              {
                "event_time": -17,
                "estimate": 0.003690617721727818,
                "raw_gap": 0.003690617721727818,
                "n": 274,
                "n_cells": 274,
                "weight_sum": 274.0,
                "relative_to_minus_one": 0.06256139368950868
              },
              {
                "event_time": -16,
                "estimate": -0.04231479539791077,
                "raw_gap": -0.04231479539791077,
                "n": 290,
                "n_cells": 290,
                "weight_sum": 290.0,
                "relative_to_minus_one": 0.016555980569870093
              },
              {
                "event_time": -15,
                "estimate": -0.021095216121956605,
                "raw_gap": -0.021095216121956605,
                "n": 311,
                "n_cells": 311,
                "weight_sum": 311.0,
                "relative_to_minus_one": 0.03777555984582426
              },
              {
                "event_time": -14,
                "estimate": -0.024477814599261516,
                "raw_gap": -0.024477814599261516,
                "n": 328,
                "n_cells": 328,
                "weight_sum": 328.0,
                "relative_to_minus_one": 0.03439296136851935
              },
              {
                "event_time": -13,
                "estimate": 0.008676524846258511,
                "raw_gap": 0.008676524846258511,
                "n": 376,
                "n_cells": 376,
                "weight_sum": 376.0,
                "relative_to_minus_one": 0.06754730081403937
              },
              {
                "event_time": -12,
                "estimate": 0.060540868348933276,
                "raw_gap": 0.060540868348933276,
                "n": 399,
                "n_cells": 399,
                "weight_sum": 399.0,
                "relative_to_minus_one": 0.11941164431671414
              },
              {
                "event_time": -11,
                "estimate": 0.043878890079693735,
                "raw_gap": 0.043878890079693735,
                "n": 421,
                "n_cells": 421,
                "weight_sum": 421.0,
                "relative_to_minus_one": 0.1027496660474746
              },
              {
                "event_time": -10,
                "estimate": -0.01612644990853835,
                "raw_gap": -0.01612644990853835,
                "n": 448,
                "n_cells": 446,
                "weight_sum": 448.0,
                "relative_to_minus_one": 0.04274432605924251
              },
              {
                "event_time": -9,
                "estimate": 0.015405510157511942,
                "raw_gap": 0.015405510157511942,
                "n": 465,
                "n_cells": 464,
                "weight_sum": 465.0,
                "relative_to_minus_one": 0.0742762861252928
              },
              {
                "event_time": -8,
                "estimate": -0.017272242903482473,
                "raw_gap": -0.017272242903482473,
                "n": 490,
                "n_cells": 489,
                "weight_sum": 490.0,
                "relative_to_minus_one": 0.04159853306429839
              },
              {
                "event_time": -7,
                "estimate": 0.07046097469926871,
                "raw_gap": 0.07046097469926871,
                "n": 514,
                "n_cells": 513,
                "weight_sum": 514.0,
                "relative_to_minus_one": 0.12933175066704958
              },
              {
                "event_time": -6,
                "estimate": 0.062038494398182646,
                "raw_gap": 0.062038494398182646,
                "n": 545,
                "n_cells": 544,
                "weight_sum": 545.0,
                "relative_to_minus_one": 0.12090927036596351
              },
              {
                "event_time": -5,
                "estimate": 0.03884421398355384,
                "raw_gap": 0.03884421398355384,
                "n": 623,
                "n_cells": 621,
                "weight_sum": 623.0,
                "relative_to_minus_one": 0.09771498995133471
              },
              {
                "event_time": -4,
                "estimate": 0.024818888720093087,
                "raw_gap": 0.024818888720093087,
                "n": 698,
                "n_cells": 696,
                "weight_sum": 698.0,
                "relative_to_minus_one": 0.08368966468787395
              },
              {
                "event_time": -3,
                "estimate": -0.016173927863703974,
                "raw_gap": -0.016173927863703974,
                "n": 739,
                "n_cells": 737,
                "weight_sum": 739.0,
                "relative_to_minus_one": 0.04269684810407689
              },
              {
                "event_time": -2,
                "estimate": -0.03856569718617522,
                "raw_gap": -0.03856569718617522,
                "n": 808,
                "n_cells": 805,
                "weight_sum": 808.0,
                "relative_to_minus_one": 0.020305078781605645
              },
              {
                "event_time": -1,
                "estimate": -0.05887077596778086,
                "raw_gap": -0.05887077596778086,
                "n": 882,
                "n_cells": 878,
                "weight_sum": 882.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.2700382545845789,
                "raw_gap": -0.2700382545845789,
                "n": 883,
                "n_cells": 878,
                "weight_sum": 883.0,
                "relative_to_minus_one": -0.21116747861679805
              }
            ],
            "package_event_study": {
              "event_time": [
                -31.0,
                -30.0,
                -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
              ],
              "estimate": [
                -0.09753182725883486,
                -0.04155541446664182,
                -0.21870571191553478,
                -0.1806213895220903,
                -0.1570359720029546,
                -0.23557697879621656,
                0.18187079774885292,
                -0.127959266115645,
                -0.05898417413439816,
                0.011998309795158372,
                -0.018812077174687688,
                -0.08001999912171487,
                -0.02750640733854267,
                -0.016533970919808433,
                0.0036906177217278114,
                -0.04231479539791077,
                -0.021095216121956615,
                -0.02447781459926152,
                0.008676524846258485,
                0.06054086834893328,
                0.04387889007969373,
                -0.012425777632301311,
                0.015637124156137144,
                -0.01722638936366516,
                0.07003549924189563,
                0.06143900570833799,
                0.03871080171637558,
                0.02491531949410694,
                -0.015990667853562547,
                -0.038823072244722055,
                -0.060049397693784014,
                -0.2717320952073386
              ],
              "n": [
                1.0,
                1.0,
                1.0,
                1.0,
                1.0,
                6.0,
                7.0,
                19.0,
                109.0,
                121.0,
                124.0,
                130.0,
                152.0,
                190.0,
                274.0,
                290.0,
                311.0,
                328.0,
                376.0,
                399.0,
                421.0,
                446.0,
                464.0,
                489.0,
                513.0,
                544.0,
                621.0,
                696.0,
                737.0,
                805.0,
                878.0,
                878.0
              ]
            },
            "sdid_pre_gap_correction": [],
            "diagnostics": {
              "converged": true,
              "iterations": 263,
              "termination_reason": "Relative objective tolerance reached",
              "objective": 0.4675499623842234,
              "lambda_l": 0.00030969640117262456,
              "singular_values": [
                83.88013025883268,
                65.56569919499698,
                63.6039292375888,
                60.10862028409902,
                53.34550277974054,
                52.212964993439144,
                50.38421744660613,
                48.30782827256057,
                45.72693400418635,
                42.95682334260118,
                41.05577092543719,
                39.05978811632154,
                38.176043100908316,
                35.67515389370041,
                34.85901638671401,
                30.748247732264723,
                28.912653529176943,
                26.86458252326384,
                25.219263432912847,
                24.06089762563753,
                22.511646006486593,
                20.57840302045429,
                19.64321964074641,
                17.864646373716994,
                15.836358349941854,
                13.486765401309007,
                12.936027085561356,
                7.213090487432964,
                3.915770153903612,
                2.082035892432991,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0
              ],
              "history_objective": [
                0.4708537460074208,
                0.4688468398131755,
                0.46824744646249994,
                0.46798665592926814,
                0.4678519450898947,
                0.4677738731654352,
                0.46772436762274144,
                0.46769060517561006,
                0.4676662099919523,
                0.4676477785630086,
                0.4676333723258172,
                0.4676218187096002,
                0.4676123685831272,
                0.4676045196316464,
                0.46759792074967976,
                0.4675923177953776,
                0.4675875213948608,
                0.4675833870083499,
                0.46757980209948113,
                0.46757667758298616,
                0.467573941944976,
                0.46757153708959265,
                0.46756941533522056,
                0.46756753719709454,
                0.4675658697209818,
                0.4675643852113952,
                0.4675630602475189,
                0.46756187491250784,
                0.46756081218340717,
                0.467559857443475,
                0.46755899808907603,
                0.4675582232101688,
                0.4675575233288749,
                0.46755689018410784,
                0.46755631655308194,
                0.46755579610261194,
                0.46755532326453664,
                0.4675548931309157,
                0.46755450136543064,
                0.4675541441282144,
                0.46755381801177465,
                0.4675535199862467,
                0.46755324735239967,
                0.4675529977012109,
                0.4675527688789336,
                0.4675525589569057,
                0.4675523662053048,
                0.4675521890703044,
                0.4675520261542028,
                0.46755187619797345,
                0.4675517380659976,
                0.467551610732717,
                0.46755149327077505,
                0.46755138484067865,
                0.4675512846815697,
                0.46755119229860514,
                0.467551107051836,
                0.4675510282821911,
                0.46755095542496083,
                0.4675508879788255,
                0.4675508254946419,
                0.4675507675674886,
                0.46755071383077496,
                0.46755066395159917,
                0.46755061762692596,
                0.46755057458038973,
                0.4675505345595514,
                0.4675504973335208,
                0.46755046269083245,
                0.4675504304376311,
                0.4675504003960097,
                0.46755037240255604,
                0.4675503463070343,
                0.46755032197120605,
                0.46755029926779385,
                0.4675502780794959,
                0.46755025829815716,
                0.46755023982397337,
                0.46755022256477996,
                0.46755020643543477,
                0.46755019135721265,
                0.4675501772572993,
                0.46755016406830163,
                0.4675501517277929,
                0.46755014017796015,
                0.46755012936518087,
                0.4675501192397409,
                0.4675501097554986,
                0.4675501008696139,
                0.4675500925423124,
                0.4675500847366234,
                0.4675500774181771,
                0.4675500705550141,
                0.4675500641174012,
                0.46755005807766087,
                0.46755005241002545,
                0.46755004709048864,
                0.4675500420966887,
                0.46755003740776924,
                0.4675500330042963,
                0.46755002886813457,
                0.4675500249823645,
                0.4675500213311832,
                0.4675500178998562,
                0.46755001467460255,
                0.46755001164256355,
                0.4675500087917055,
                0.46755000611079256,
                0.4675500035893112,
                0.46755000121743395,
                0.46754999898596383,
                0.46754999688629295,
                0.46754999491036314,
                0.46754999305063694,
                0.4675499913000466,
                0.4675499896519809,
                0.46754998810023407,
                0.46754998663900116,
                0.46754998526283986,
                0.4675499839666424,
                0.4675499827456199,
                0.4675499815952874,
                0.4675499805114253,
                0.4675499794900901,
                0.4675499785275722,
                0.4675499776203879,
                0.46754997676526666,
                0.4675499759591496,
                0.46754997519914376,
                0.46754997448254504,
                0.46754997380681906,
                0.4675499731695669,
                0.46754997256854913,
                0.46754997200165194,
                0.4675499714668939,
                0.4675499709624136,
                0.46754997048644864,
                0.46754997003735854,
                0.46754996961358597,
                0.46754996921367253,
                0.46754996883624744,
                0.46754996848002317,
                0.46754996814377714,
                0.46754996782636615,
                0.4675499675267123,
                0.4675499672438057,
                0.4675499669766948,
                0.46754996672447346,
                0.4675499664862998,
                0.4675499662613743,
                0.46754996604894883,
                0.46754996584831,
                0.4675499656587972,
                0.46754996547978106,
                0.46754996531067194,
                0.46754996515090896,
                0.4675499649999655,
                0.4675499648573481,
                0.46754996472259336,
                0.46754996459525566,
                0.4675499644749204,
                0.46754996436120133,
                0.46754996425371775,
                0.46754996415213435,
                0.46754996405611593,
                0.4675499639653598,
                0.4675499638795641,
                0.4675499637984569,
                0.46754996372177726,
                0.4675499636492834,
                0.46754996358073836,
                0.46754996351593225,
                0.46754996345465183,
                0.46754996339669763,
                0.467549963341903,
                0.46754996329007625,
                0.4675499632410651,
                0.46754996319470776,
                0.46754996315086367,
                0.46754996310939084,
                0.4675499630701657,
                0.4675499630330566,
                0.46754996299795526,
                0.4675499629647451,
                0.46754996293332785,
                0.4675499629036039,
                0.46754996287548184,
                0.4675499628488722,
                0.46754996282369543,
                0.4675499627998706,
                0.46754996277732896,
                0.46754996275599464,
                0.46754996273580623,
                0.4675499627166975,
                0.46754996269861704,
                0.4675499626814976,
                0.4675499626652959,
                0.4675499626499674,
                0.46754996263545323,
                0.46754996262171755,
                0.4675499626087145,
                0.46754996259640325,
                0.4675499625847487,
                0.4675499625737166,
                0.46754996256326914,
                0.46754996255338466,
                0.4675499625440216,
                0.4675499625351536,
                0.46754996252675907,
                0.46754996251881437,
                0.46754996251128594,
                0.46754996250415903,
                0.4675499624974132,
                0.4675499624910223,
                0.4675499624849693,
                0.46754996247923686,
                0.46754996247381403,
                0.467549962468669,
                0.46754996246379676,
                0.4675499624591902,
                0.4675499624548191,
                0.46754996245068425,
                0.4675499624467626,
                0.4675499624430516,
                0.46754996243953567,
                0.46754996243620406,
                0.46754996243304714,
                0.467549962430055,
                0.467549962427224,
                0.4675499624245383,
                0.46754996242199487,
                0.4675499624195894,
                0.4675499624173076,
                0.467549962415146,
                0.46754996241309643,
                0.4675499624111532,
                0.46754996240931535,
                0.4675499624075724,
                0.4675499624059217,
                0.46754996240435365,
                0.4675499624028716,
                0.46754996240146807,
                0.46754996240013547,
                0.4675499623988719,
                0.46754996239767344,
                0.4675499623965446,
                0.467549962395469,
                0.4675499623944508,
                0.4675499623934851,
                0.4675499623925675,
                0.4675499623917039,
                0.46754996239088076,
                0.46754996239009905,
                0.46754996238936036,
                0.46754996238866003,
                0.4675499623879954,
                0.46754996238736746,
                0.4675499623867705,
                0.4675499623862053,
                0.4675499623856686,
                0.4675499623851607,
                0.46754996238467994,
                0.4675499623842234
              ],
              "history_rmse": [
                0.3883425915124515,
                0.3869390333010294,
                0.3867430153091583,
                0.38673913900691814,
                0.3867759812234373,
                0.3868033514197106,
                0.38681861908247844,
                0.38682554485652787,
                0.3868273638460219,
                0.38682617560816346,
                0.3868232613682477,
                0.3868193958561564,
                0.38681505026838625,
                0.38681051333110944,
                0.3868059624443693,
                0.3868015059055964,
                0.3867972084417146,
                0.3867931069703502,
                0.38678922052036685,
                0.3867855565823145,
                0.38678211523027917,
                0.3867788918264291,
                0.3867758788099769,
                0.3867730668867028,
                0.3867704458217962,
                0.3867680049679226,
                0.38676573361520167,
                0.3867636212207444,
                0.38676165755643177,
                0.38675983280087983,
                0.3867581375934628,
                0.38675656306224415,
                0.38675510083428966,
                0.3867537430339569,
                0.38675248227309905,
                0.3867513116359948,
                0.3867502246608042,
                0.3867492153189813,
                0.3867482779935141,
                0.38674740745670433,
                0.3867465988478824,
                0.38674584765148406,
                0.3867451496756366,
                0.38674450103147134,
                0.3867438981132022,
                0.3867433375791575,
                0.3867428163336855,
                0.38674233151000553,
                0.3867418804540893,
                0.38674146070938115,
                0.3867410700024885,
                0.38674070622984713,
                0.38674036744510465,
                0.3867400518475046,
                0.38673975777093017,
                0.3867381563274318,
                0.3867366612240874,
                0.3867354488434735,
                0.38673442356181886,
                0.3867335408480095,
                0.3867327719188281,
                0.3867320960252616,
                0.38673149748142316,
                0.3867309641000119,
                0.3867304862248992,
                0.38673005608373745,
                0.38672966733538666,
                0.386729314744497,
                0.38672899394250926,
                0.38672870124921466,
                0.3867284335374524,
                0.3867281881292309,
                0.38672796271496385,
                0.38672775529000075,
                0.38672756410426,
                0.3867273876217737,
                0.3867272244880332,
                0.3867270735032826,
                0.386726933600564,
                0.3867268038275554,
                0.38672668333135674,
                0.38672657134576616,
                0.38672646718049003,
                0.3867263702119577,
                0.3867262798755536,
                0.386726195658812,
                0.38672611709568544,
                0.386726043761468,
                0.38672597526843183,
                0.38672591126202777,
                0.38672585141749494,
                0.38672579543692415,
                0.3867257430466655,
                0.38672569399501566,
                0.3867256480501688,
                0.38672560499839814,
                0.3867255646424237,
                0.3867255267999708,
                0.3867254913024409,
                0.3867254579937715,
                0.3867254267293522,
                0.38672539737508416,
                0.3867253698065015,
                0.38672534390803365,
                0.38672531957224104,
                0.38672529669922034,
                0.3867252751959747,
                0.3867252549759211,
                0.3867252359583727,
                0.38672521806811444,
                0.38672520123498244,
                0.38672518539349243,
                0.3867251704824991,
                0.3867251564448904,
                0.3867251432272803,
                0.38672513077976167,
                0.38672511905563994,
                0.3867251080112333,
                0.3867250976056486,
                0.38672508780058445,
                0.38672507856016136,
                0.3867250698507643,
                0.38672506164086606,
                0.3867250539009238,
                0.3867250466032144,
                0.386725039721724,
                0.38672503323203666,
                0.38672502711124623,
                0.38672502133781733,
                0.3867250158915378,
                0.3867250107534268,
                0.38672500590562375,
                0.38672500133135956,
                0.3867249970148565,
                0.38672499294128637,
                0.38672498909670266,
                0.3867249854679695,
                0.3867249820427501,
                0.3867249788094147,
                0.3867249757570241,
                0.38672497287528307,
                0.38672497015449897,
                0.3867249675855309,
                0.3867249651597779,
                0.38672496286913527,
                0.38672496070597373,
                0.3867249586631012,
                0.3867249567337298,
                0.3867249549114735,
                0.3867249531903049,
                0.38672495156454767,
                0.38672495002883805,
                0.38672494857813433,
                0.38672494720767037,
                0.38672494591295664,
                0.3867249446897517,
                0.3867249435340552,
                0.3867249424420985,
                0.38672494141032787,
                0.38672494043537775,
                0.38672493951407827,
                0.3867249386434464,
                0.38672493782064354,
                0.38672493704302224,
                0.3867249363080568,
                0.38672493561338256,
                0.3867249349567458,
                0.3867249343360345,
                0.386724933749248,
                0.3867249331945055,
                0.3867249326700175,
                0.3867249321741127,
                0.3867249317051939,
                0.3867249312617541,
                0.3867249308423984,
                0.3867249304457652,
                0.3867249300706061,
                0.3867249297157177,
                0.38672492937997915,
                0.38672492906232125,
                0.38672492876174663,
                0.3867249284772941,
                0.38672492820807625,
                0.3867249279532379,
                0.3867249277119848,
                0.3867249274835585,
                0.38672492726724667,
                0.38672492706237216,
                0.3867249268683025,
                0.38672492668443065,
                0.3867249265101963,
                0.3867249263450541,
                0.3867249261885034,
                0.38672492604006015,
                0.3867249258992822,
                0.3867249257657261,
                0.3867249256390021,
                0.3867249255187352,
                0.38672492540455244,
                0.3867249252961226,
                0.3867249251931224,
                0.38672492509524675,
                0.38672492500221317,
                0.3867249249137536,
                0.3867249248296078,
                0.3867249247495491,
                0.38672492467333464,
                0.38672492460075364,
                0.3867249245316108,
                0.38672492446571616,
                0.38672492440287937,
                0.3867249243429395,
                0.38672492428573757,
                0.3867249242311159,
                0.3867249241789331,
                0.3867249241290571,
                0.38672492408136794,
                0.3867249240357262,
                0.3867249239920315,
                0.38672492395018804,
                0.38672492391007335,
                0.38672492387161056,
                0.38672492383469664,
                0.38672492379925927,
                0.3867249237652121,
                0.38672492373248096,
                0.386724923700995,
                0.38672492367068695,
                0.386724923641502,
                0.3867249236133692,
                0.3867249235862407,
                0.3867249235600676,
                0.3867249235347912,
                0.3867249235103689,
                0.38672492348675497,
                0.3867249234639084,
                0.38672492344179576,
                0.3867249234203735,
                0.38672492339961156,
                0.3867249233794696,
                0.38672492335992836,
                0.3867249233409541,
                0.3867249233225157,
                0.3867249233045894,
                0.3867249232871514,
                0.3867249232701893,
                0.38672492325366414,
                0.38672492323756535,
                0.386724923221872,
                0.38672492320656315,
                0.3867249231916335,
                0.3867249231770534,
                0.3867249231628112,
                0.3867249231488982,
                0.38672492313529877,
                0.3867249231219979,
                0.3867249231089889,
                0.38672492309625484,
                0.3867249230837892,
                0.38672492307157935,
                0.3867249230596179,
                0.3867249230478972,
                0.3867249230364055
              ],
              "n_observed": 169790,
              "n_missing": 473336,
              "n_treated_observed": 878,
              "n_untreated_observed": 168912
            },
            "checks": {
              "scalar_vs_treated_cell_average": 0.0,
              "native_scalar_vs_unweighted_matrix_average": 5.551115123125783e-17
            },
            "native_matrix_att": -0.27173209520733865,
            "matrix_preparation": {
              "source_rows": 170067,
              "matrix_shape": [
                15686,
                41
              ],
              "observed_cells": 169790,
              "missing_cells": 473336,
              "repeated_cells": 277,
              "minimum_cell_count": 1,
              "maximum_cell_count": 2,
              "observation_mass": 170067.0,
              "treated_observation_mass": 883.0,
              "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": 7.816151916980743,
            "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 2, period 2: 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)": -0.2531616672939931,
          "SE": 0.13764845254350458,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.10918544244182864,
          "SE": 0.13860400288238145,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.2579801449215633,
          "SE": 0.17593887905480315,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": -0.11174530127867455,
          "SE": 0.018401345651859878,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID",
          "Estimate (SDs)": -0.11591716502435737,
          "SE": 0.0327093217052805,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (treated cells)",
          "Estimate (SDs)": -0.13244000414259674,
          "SE": 0.1063428622697005,
          "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)": -0.2700382545845789,
          "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 2, period 2: 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)": -0.2531616672939931,
          "SE": 0.13764845254350458,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": "",
          "lower": -0.5231091852585337,
          "upper": 0.016785850670547553,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.10918544244182864,
          "SE": 0.13860400288238145,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.38100692584153073,
          "upper": 0.16263604095787343,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.2579801449215633,
          "SE": 0.17593887905480315,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.603020447494502,
          "upper": 0.08706015765137542,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": -0.11174530127867455,
          "SE": 0.018401345651859878,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.14783286706047796,
          "upper": -0.07565773549687113,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (equal event-time)",
          "Estimate (SDs)": -0.11591716502435737,
          "SE": 0.0327093217052805,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.1800262575254414,
          "upper": -0.051808072523273324,
          "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)": -0.13244000414259674,
          "SE": 0.1063428622697005,
          "Aggregation": "Treated cells",
          "Event study": "Same CS-DID path",
          "Status": "estimated",
          "Note": "",
          "lower": -0.34086818420411313,
          "upper": 0.07598817591891963,
          "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)": -0.2700382545845789,
          "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 2, period 2: 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": 1791602159.927358,
    "scalar_ranges": [
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Static TWFE",
        "Estimate (SDs)": -0.2531616672939931,
        "SE": 0.13764845254350458,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": "",
        "lower": -0.5231091852585337,
        "upper": 0.016785850670547553,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": -0.10918544244182864,
        "SE": 0.13860400288238145,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.38100692584153073,
        "upper": 0.16263604095787343,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": -0.2579801449215633,
        "SE": 0.17593887905480315,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.603020447494502,
        "upper": 0.08706015765137542,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": -0.11174530127867455,
        "SE": 0.018401345651859878,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.14783286706047796,
        "upper": -0.07565773549687113,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (equal event-time)",
        "Estimate (SDs)": -0.11591716502435737,
        "SE": 0.0327093217052805,
        "Aggregation": "Equal post-event times",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.1800262575254414,
        "upper": -0.051808072523273324,
        "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)": -0.13244000414259674,
        "SE": 0.1063428622697005,
        "Aggregation": "Treated cells",
        "Event study": "Same CS-DID path",
        "Status": "estimated",
        "Note": "",
        "lower": -0.34086818420411313,
        "upper": 0.07598817591891963,
        "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)": -0.2700382545845789,
        "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 2, period 2: 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"
      }
    ]
  },
  {
    "study_id": 2,
    "specification_id": "S02-P013",
    "source_specification_id": "AM005-P2587-T2-DSALES-NOOV-M4M1",
    "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": "Do Powerful Politicians Really Cause Corporate Downsizing?",
    "status": "ready",
    "reason": "",
    "config": "analyses/full-archive/configs/S02-P013.json",
    "input_bytes": 2384888,
    "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": "original_fe",
        "frequency_weights": false,
        "source_sd": null,
        "require_never_control_periods": false,
        "latest_cohort_control": true,
        "slug": "s02-p013",
        "specification_id": "S02-P013",
        "source_specification_id": "AM005-P2587-T2-DSALES-NOOV-M4M1",
        "study_id": 2,
        "study": "Do Powerful Politicians Really Cause Corporate Downsizing?",
        "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204",
        "description": "AM005-P2587-T2-DSALES-NOOV-M4M1",
        "data": "analyses/full-archive/prepared/S02-P013.parquet",
        "output_dir": "analyses/full-archive/results/S02-P013"
      },
      "source": {
        "file": "S02-P013.parquet",
        "bytes": 2384888,
        "sha256": "2598c0207a4dbd31ce686b699a324ece0823b81e05d9c9a6078c75298772f640"
      },
      "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": 181489,
            "source_sd": 0.44138795731535097,
            "rows": 169446,
            "units": 15631,
            "clusters": 2021,
            "treated_units": 947,
            "never_treated_units": 14684,
            "treated_cohorts": 5,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 169376,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 325,
            "post_adoption_untreated_rows_removed": 9550,
            "units_without_minus_one_removed": 8,
            "additional_rows_removed": 1807
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.2672714153155277,
              "se": 0.053954155930477386,
              "pvalue": 7.887951158423047e-07,
              "lower": -0.37308301840628944,
              "upper": -0.161459812224766
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.25993391312442016,
              "se": 0.04541363085030014,
              "pvalue": 1.1981568496185972e-08,
              "lower": -0.3489963588169111,
              "upper": -0.1708714674319292
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.3472794099838177,
              "se": 0.07371986037248088,
              "pvalue": 2.6355093816196817e-06,
              "lower": -0.49185430826765975,
              "upper": -0.20270451169997564
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": -0.2590632159242462,
              "se": 0.023101857535969994,
              "pvalue": 2.351004538967253e-28,
              "lower": -0.30436917128763225,
              "upper": -0.21375726056086014
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -28,
                "estimate": -0.1768993681462436,
                "se": 0.09548651690542238,
                "pvalue": 0.06408391413407288,
                "lower": -0.36416170694244,
                "upper": 0.010362970649952785
              },
              {
                "event_time": -27,
                "estimate": -0.15004103997338675,
                "se": 0.09399043640052214,
                "pvalue": 0.11056849962516441,
                "lower": -0.33436935684214697,
                "upper": 0.03428727689537345
              },
              {
                "event_time": -26,
                "estimate": -0.3171472651951498,
                "se": 0.09355659154039311,
                "pvalue": 0.0007126321182417655,
                "lower": -0.5006247519591431,
                "upper": -0.13366977843115652
              },
              {
                "event_time": -25,
                "estimate": -0.30302973165895436,
                "se": 0.09353353498105048,
                "pvalue": 0.0012155729036680684,
                "lower": -0.4864620013036409,
                "upper": -0.1195974620142678
              },
              {
                "event_time": -24,
                "estimate": -0.3151878043296116,
                "se": 0.0935398296776466,
                "pvalue": 0.0007670459080015871,
                "lower": -0.49863241874971564,
                "upper": -0.13174318990950748
              },
              {
                "event_time": -23,
                "estimate": -0.32914911965248267,
                "se": 0.05895835338778629,
                "pvalue": 2.687011821567208e-08,
                "lower": -0.4447746498821076,
                "upper": -0.21352358942285773
              },
              {
                "event_time": -22,
                "estimate": 0.11496105405561992,
                "se": 0.07083356342872786,
                "pvalue": 0.1047509337947177,
                "lower": -0.02395341452920134,
                "upper": 0.25387552264044116
              },
              {
                "event_time": -21,
                "estimate": -0.20778537301252192,
                "se": 0.07875577013623382,
                "pvalue": 0.008395000717876204,
                "lower": -0.3622363906783395,
                "upper": -0.05333435534670433
              },
              {
                "event_time": -20,
                "estimate": -0.11915996354252914,
                "se": 0.0668821802857277,
                "pvalue": 0.07495816460352875,
                "lower": -0.2503252202719114,
                "upper": 0.012005293186853144
              },
              {
                "event_time": -19,
                "estimate": -0.058437668418450606,
                "se": 0.0645049803377267,
                "pvalue": 0.365075438267159,
                "lower": -0.18494090545671996,
                "upper": 0.06806556861981874
              },
              {
                "event_time": -18,
                "estimate": -0.08281275667597776,
                "se": 0.06466490401561979,
                "pvalue": 0.2004655669733986,
                "lower": -0.20962962628690462,
                "upper": 0.0440041129349491
              },
              {
                "event_time": -17,
                "estimate": -0.11045134301692588,
                "se": 0.06243353266818995,
                "pvalue": 0.07702757557192126,
                "lower": -0.232892183102591,
                "upper": 0.011989497068739224
              },
              {
                "event_time": -16,
                "estimate": -0.08024423172954025,
                "se": 0.06398503994637786,
                "pvalue": 0.20994739698729606,
                "lower": -0.2057277933531641,
                "upper": 0.045239329894083594
              },
              {
                "event_time": -15,
                "estimate": -0.09511548229498905,
                "se": 0.0875302960308927,
                "pvalue": 0.27731770359487634,
                "lower": -0.2667745654983642,
                "upper": 0.07654360090838612
              },
              {
                "event_time": -14,
                "estimate": -0.060280582739652755,
                "se": 0.05969209169132485,
                "pvalue": 0.31268390237406535,
                "lower": -0.1773450758222329,
                "upper": 0.0567839103429274
              },
              {
                "event_time": -13,
                "estimate": -0.10848173138753366,
                "se": 0.06000485013610272,
                "pvalue": 0.07077343821335536,
                "lower": -0.22615958727509888,
                "upper": 0.009196124500031586
              },
              {
                "event_time": -12,
                "estimate": -0.08359470588857372,
                "se": 0.057018303494655635,
                "pvalue": 0.14277587267934636,
                "lower": -0.19541552847838814,
                "upper": 0.0282261167012407
              },
              {
                "event_time": -11,
                "estimate": -0.10180335846405247,
                "se": 0.05122415898589973,
                "pvalue": 0.04701192056491427,
                "lower": -0.2022610578905467,
                "upper": -0.0013456590375582472
              },
              {
                "event_time": -10,
                "estimate": -0.04366047127655084,
                "se": 0.05313329319202845,
                "pvalue": 0.41133558735683773,
                "lower": -0.1478622483812537,
                "upper": 0.06054130582815203
              },
              {
                "event_time": -9,
                "estimate": 0.032094769007736425,
                "se": 0.07016198666482328,
                "pvalue": 0.6474053458271876,
                "lower": -0.10550264414804958,
                "upper": 0.16969218216352241
              },
              {
                "event_time": -8,
                "estimate": -0.022776465165127643,
                "se": 0.07295303164640267,
                "pvalue": 0.7549152482821815,
                "lower": -0.16584750567558643,
                "upper": 0.12029457534533113
              },
              {
                "event_time": -7,
                "estimate": -0.050876679948684764,
                "se": 0.042660458305255,
                "pvalue": 0.2331678129059586,
                "lower": -0.13453977140140083,
                "upper": 0.032786411504031304
              },
              {
                "event_time": -6,
                "estimate": 0.00945758433017727,
                "se": 0.05027988664699739,
                "pvalue": 0.8508181262921831,
                "lower": -0.08914826572140941,
                "upper": 0.10806343438176394
              },
              {
                "event_time": -5,
                "estimate": -0.08302224601298318,
                "se": 0.05419862376658265,
                "pvalue": 0.1257247659523422,
                "lower": -0.18931328452806626,
                "upper": 0.0232687925020999
              },
              {
                "event_time": -4,
                "estimate": 0.021244805210211794,
                "se": 0.06383525299753852,
                "pvalue": 0.7393146726293569,
                "lower": -0.10394500337612633,
                "upper": 0.14643461379654993
              },
              {
                "event_time": -3,
                "estimate": 0.14309326778787795,
                "se": 0.04133571397079175,
                "pvalue": 0.0005478705752495105,
                "lower": 0.06202818420494641,
                "upper": 0.2241583513708095
              },
              {
                "event_time": -2,
                "estimate": 0.14607934015733268,
                "se": 0.10236343833886485,
                "pvalue": 0.15371554275744811,
                "lower": -0.054669597931407354,
                "upper": 0.3468282782460727
              },
              {
                "event_time": 0,
                "estimate": -0.2654122651401802,
                "se": 0.06337401559475325,
                "pvalue": 2.934839600456589e-05,
                "lower": -0.389697523036169,
                "upper": -0.14112700724419136
              },
              {
                "event_time": 1,
                "estimate": -0.2255681267693079,
                "se": 0.055604637803542946,
                "pvalue": 5.1675719884071905e-05,
                "lower": -0.33461655434280907,
                "upper": -0.11651969919580674
              },
              {
                "event_time": 2,
                "estimate": -0.24253962945233784,
                "se": 0.054760888186554176,
                "pvalue": 9.969968701603143e-06,
                "lower": -0.3499333466881249,
                "upper": -0.13514591221655076
              },
              {
                "event_time": 3,
                "estimate": -0.3125272030036373,
                "se": 0.13918891288388116,
                "pvalue": 0.024853720472412622,
                "lower": -0.5854960179301714,
                "upper": -0.03955838807710316
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -28,
                "estimate": -0.07369731502820609,
                "se": 0.07096562797554672,
                "pvalue": 0.2991648351795066,
                "lower": -0.2128707805553271,
                "upper": 0.06547615049891492
              },
              {
                "event_time": -27,
                "estimate": -0.0486456865196814,
                "se": 0.07004891398785586,
                "pvalue": 0.48747795480885564,
                "lower": -0.1860213484311128,
                "upper": 0.08872997539174998
              },
              {
                "event_time": -26,
                "estimate": -0.21455014659165061,
                "se": 0.06960766504841469,
                "pvalue": 0.002081979213739785,
                "lower": -0.35106045796911145,
                "upper": -0.07803983521418978
              },
              {
                "event_time": -25,
                "estimate": -0.19840607790590217,
                "se": 0.06991260794036411,
                "pvalue": 0.004586267706863309,
                "lower": -0.3355144247023561,
                "upper": -0.06129773110944825
              },
              {
                "event_time": -24,
                "estimate": -0.21456162343227492,
                "se": 0.06982361328090549,
                "pvalue": 0.002148144236785756,
                "lower": -0.3514954393251972,
                "upper": -0.07762780753935264
              },
              {
                "event_time": -23,
                "estimate": -0.24323224207372365,
                "se": 0.03179432262030216,
                "pvalue": 3.085497260497212e-14,
                "lower": -0.3055853303135617,
                "upper": -0.1808791538338856
              },
              {
                "event_time": -22,
                "estimate": 0.20200632299354712,
                "se": 0.05498646710176911,
                "pvalue": 0.0002452418806851145,
                "lower": 0.09417021413415418,
                "upper": 0.3098424318529401
              },
              {
                "event_time": -21,
                "estimate": -0.1123679721735423,
                "se": 0.04505345920727225,
                "pvalue": 0.012706974083556286,
                "lower": -0.20072407118560848,
                "upper": -0.02401187316147614
              },
              {
                "event_time": -20,
                "estimate": -0.01775892444057702,
                "se": 0.02178301197480274,
                "pvalue": 0.4150168244874187,
                "lower": -0.06047844024894422,
                "upper": 0.024960591367790178
              },
              {
                "event_time": -19,
                "estimate": 0.03939425928979165,
                "se": 0.01719743280686382,
                "pvalue": 0.02208301159024769,
                "lower": 0.005667701938312043,
                "upper": 0.07312081664127126
              },
              {
                "event_time": -18,
                "estimate": 0.014417368005164943,
                "se": 0.01831031058644318,
                "pvalue": 0.4311455732411733,
                "lower": -0.021491697438056713,
                "upper": 0.0503264334483866
              },
              {
                "event_time": -17,
                "estimate": -0.01495604366759646,
                "se": 0.017602084123925624,
                "pvalue": 0.3956067172495954,
                "lower": -0.04947617852599266,
                "upper": 0.019564091190799743
              },
              {
                "event_time": -16,
                "estimate": 0.0147089892560168,
                "se": 0.016351052607124127,
                "pvalue": 0.3684539789470918,
                "lower": -0.01735769881914358,
                "upper": 0.046775677331177185
              },
              {
                "event_time": -15,
                "estimate": -0.010832774801021922,
                "se": 0.05003440038816695,
                "pvalue": 0.828614791454914,
                "lower": -0.1089571921596929,
                "upper": 0.08729164255764907
              },
              {
                "event_time": -14,
                "estimate": 0.00466151640150486,
                "se": 0.013367076535107431,
                "pvalue": 0.727327475543638,
                "lower": -0.02155317962004233,
                "upper": 0.030876212423052045
              },
              {
                "event_time": -13,
                "estimate": -0.042787427759012266,
                "se": 0.013169982602361992,
                "pvalue": 0.0011777009772667916,
                "lower": -0.06861559516893351,
                "upper": -0.01695926034909103
              },
              {
                "event_time": -12,
                "estimate": -0.026554529893007835,
                "se": 0.01279165945128248,
                "pvalue": 0.03802708279202964,
                "lower": -0.05164075299091623,
                "upper": -0.0014683067950994402
              },
              {
                "event_time": -11,
                "estimate": -0.042332975187029526,
                "se": 0.02405375800514334,
                "pvalue": 0.07857069950505283,
                "lower": -0.08950573974961547,
                "upper": 0.004839789375556416
              },
              {
                "event_time": -10,
                "estimate": -0.002053427270217775,
                "se": 0.041020376613229825,
                "pvalue": 0.9600805495962522,
                "lower": -0.08250009044154978,
                "upper": 0.07839323590111423
              },
              {
                "event_time": -9,
                "estimate": 0.059503445222325375,
                "se": 0.024115474416892966,
                "pvalue": 0.01369073382082302,
                "lower": 0.012209646193503836,
                "upper": 0.10679724425114692
              },
              {
                "event_time": -8,
                "estimate": 0.0028568547356578483,
                "se": 0.03144589871487624,
                "pvalue": 0.9276209179662818,
                "lower": -0.058812925770930446,
                "upper": 0.06452663524224614
              },
              {
                "event_time": -7,
                "estimate": -0.016166745472667957,
                "se": 0.027055775553315904,
                "pvalue": 0.5502178976109271,
                "lower": -0.06922688393260562,
                "upper": 0.03689339298726971
              },
              {
                "event_time": -6,
                "estimate": 0.02004716412124512,
                "se": 0.03793393792341385,
                "pvalue": 0.5972272688680363,
                "lower": -0.054346563553670374,
                "upper": 0.09444089179616061
              },
              {
                "event_time": -5,
                "estimate": -0.06450472381993945,
                "se": 0.019884150830221957,
                "pvalue": 0.0011977598096020146,
                "lower": -0.1035003088524504,
                "upper": -0.02550913878742849
              },
              {
                "event_time": -4,
                "estimate": 0.017664189524834343,
                "se": 0.03015115742311956,
                "pvalue": 0.5580387830058627,
                "lower": -0.04146642325118825,
                "upper": 0.07679480230085695
              },
              {
                "event_time": -3,
                "estimate": 0.10810898978153569,
                "se": 0.024369878480062994,
                "pvalue": 9.649707031047016e-06,
                "lower": 0.06031626900530491,
                "upper": 0.15590171055776647
              },
              {
                "event_time": -2,
                "estimate": 0.08483244764261594,
                "se": 0.055938274381008034,
                "pvalue": 0.12954015856940054,
                "lower": -0.024870287657555723,
                "upper": 0.1945351829427876
              },
              {
                "event_time": -1,
                "estimate": -0.10937808151804873,
                "se": 0.0480109692751008,
                "pvalue": 0.022819307672486577,
                "lower": -0.20353426906893374,
                "upper": -0.015221893967163738
              },
              {
                "event_time": 0,
                "estimate": -0.3720821364765707,
                "se": 0.12525079995151478,
                "pvalue": 0.003006303808066672,
                "lower": -0.6177163735934893,
                "upper": -0.1264478993596521
              },
              {
                "event_time": 1,
                "estimate": -0.3081023087834722,
                "se": 0.11242202796632646,
                "pvalue": 0.0061869453237225125,
                "lower": -0.5285775399623172,
                "upper": -0.08762707760462726
              },
              {
                "event_time": 2,
                "estimate": -0.32264738382110175,
                "se": 0.10930427855280642,
                "pvalue": 0.003195402231606212,
                "lower": -0.5370082748200183,
                "upper": -0.10828649282218514
              },
              {
                "event_time": 3,
                "estimate": -0.3872944419641583,
                "se": 0.21185032329824008,
                "pvalue": 0.06767426258361109,
                "lower": -0.8027623876098533,
                "upper": 0.02817350368153676
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -28,
                "estimate": -0.3202542384790979,
                "se": 0.18943360036901485,
                "pvalue": 0.09106972804453976,
                "lower": -0.6917598730057175,
                "upper": 0.05125139604752166
              },
              {
                "event_time": -27,
                "estimate": -0.2928260445056674,
                "se": 0.18875841799972143,
                "pvalue": 0.12097997105408659,
                "lower": -0.6630075525096589,
                "upper": 0.07735546349832412
              },
              {
                "event_time": -26,
                "estimate": -0.4585867934094069,
                "se": 0.18858324403434684,
                "pvalue": 0.01511258513717377,
                "lower": -0.8284247609061586,
                "upper": -0.08874882591265515
              },
              {
                "event_time": -25,
                "estimate": -0.44796178117561364,
                "se": 0.1886062192398813,
                "pvalue": 0.017636272594307546,
                "lower": -0.8178448062455406,
                "upper": -0.07807875610568676
              },
              {
                "event_time": -24,
                "estimate": -0.4616112979397257,
                "se": 0.1886563056352966,
                "pvalue": 0.014496273397410138,
                "lower": -0.8315925493964903,
                "upper": -0.09163004648296114
              },
              {
                "event_time": -23,
                "estimate": -0.553298684256459,
                "se": 0.08128641433542545,
                "pvalue": 1.311267112761302e-11,
                "lower": -0.7127126471292008,
                "upper": -0.3938847213837172
              },
              {
                "event_time": -22,
                "estimate": -0.11081906906912642,
                "se": 0.07929218797960845,
                "pvalue": 0.16238552147641136,
                "lower": -0.2663220767245028,
                "upper": 0.04468393858625
              },
              {
                "event_time": -21,
                "estimate": -0.26495243303293553,
                "se": 0.058443585356408284,
                "pvalue": 6.14186679340366e-06,
                "lower": -0.37956843156512887,
                "upper": -0.15033643450074216
              },
              {
                "event_time": -20,
                "estimate": -0.1270755296344629,
                "se": 0.06553688635237928,
                "pvalue": 0.05264136135597423,
                "lower": -0.2556024778728497,
                "upper": 0.001451418603923893
              },
              {
                "event_time": -19,
                "estimate": -0.06428853774614635,
                "se": 0.06426829584480935,
                "pvalue": 0.31727792035257163,
                "lower": -0.19032760357850195,
                "upper": 0.06175052808620926
              },
              {
                "event_time": -18,
                "estimate": -0.08696215375793732,
                "se": 0.06356798876647451,
                "pvalue": 0.17145859250000375,
                "lower": -0.21162782001918484,
                "upper": 0.037703512503310194
              },
              {
                "event_time": -17,
                "estimate": -0.11900693705869406,
                "se": 0.062203799857081514,
                "pvalue": 0.055866512613517445,
                "lower": -0.24099723915323107,
                "upper": 0.0029833650358429414
              },
              {
                "event_time": -16,
                "estimate": -0.0884674792528699,
                "se": 0.0642355748820954,
                "pvalue": 0.1685922045775348,
                "lower": -0.21444237472689576,
                "upper": 0.037507416221155984
              },
              {
                "event_time": -15,
                "estimate": -0.09357475173978169,
                "se": 0.05691775315437724,
                "pvalue": 0.10032467988682567,
                "lower": -0.20519838112894837,
                "upper": 0.01804887764938498
              },
              {
                "event_time": -14,
                "estimate": -0.05495620629341403,
                "se": 0.05095867277333594,
                "pvalue": 0.28096327108960595,
                "lower": -0.15489325033636253,
                "upper": 0.044980837749534465
              },
              {
                "event_time": -13,
                "estimate": -0.10517872578412582,
                "se": 0.05005938947897306,
                "pvalue": 0.035757662671715394,
                "lower": -0.2033521502250572,
                "upper": -0.007005301343194437
              },
              {
                "event_time": -12,
                "estimate": -0.07971047784801566,
                "se": 0.04806675494024771,
                "pvalue": 0.09740640256135483,
                "lower": -0.17397606884626965,
                "upper": 0.014555113150238344
              },
              {
                "event_time": -11,
                "estimate": -0.09595136061680623,
                "se": 0.04753475638527376,
                "pvalue": 0.04366575825001735,
                "lower": -0.18917362846463792,
                "upper": -0.0027290927689745392
              },
              {
                "event_time": -10,
                "estimate": -0.03668190691088558,
                "se": 0.04703356206957023,
                "pvalue": 0.43553570335408825,
                "lower": -0.1289212630053965,
                "upper": 0.05555744918362534
              },
              {
                "event_time": -9,
                "estimate": 0.0347537555618333,
                "se": 0.04708744434161681,
                "pvalue": 0.4605586074371688,
                "lower": -0.05759127116147529,
                "upper": 0.12709878228514188
              },
              {
                "event_time": -8,
                "estimate": -0.012356969536652971,
                "se": 0.04519466146117677,
                "pvalue": 0.7845609644634577,
                "lower": -0.10098998580537898,
                "upper": 0.07627604673207304
              },
              {
                "event_time": -7,
                "estimate": -0.04643742424543494,
                "se": 0.040892218114698085,
                "pvalue": 0.25625646028780186,
                "lower": -0.1266327507783656,
                "upper": 0.033757902287495714
              },
              {
                "event_time": -6,
                "estimate": 0.00760763106913335,
                "se": 0.04186448240196934,
                "pvalue": 0.8558203771458804,
                "lower": -0.07449444094224812,
                "upper": 0.08970970308051483
              },
              {
                "event_time": -5,
                "estimate": -0.08344374014195785,
                "se": 0.04118773556372671,
                "pvalue": 0.04290248987911849,
                "lower": -0.16421861748953387,
                "upper": -0.002668862794381832
              },
              {
                "event_time": -4,
                "estimate": 0.02030813118562523,
                "se": 0.039399344453103335,
                "pvalue": 0.6062996308988196,
                "lower": -0.05695946248556148,
                "upper": 0.09757572485681194
              },
              {
                "event_time": -3,
                "estimate": 0.1353247128493492,
                "se": 0.03735639673461291,
                "pvalue": 0.0002989350435393847,
                "lower": 0.06206362376332601,
                "upper": 0.20858580193537235
              },
              {
                "event_time": -2,
                "estimate": 0.14890629232086314,
                "se": 0.033367038596296125,
                "pvalue": 8.539787642179864e-06,
                "lower": 0.08346888933721175,
                "upper": 0.21434369530451453
              },
              {
                "event_time": 0,
                "estimate": -0.2623601974606767,
                "se": 0.021353229121654365,
                "pvalue": 1.6267983982243194e-33,
                "lower": -0.3042368493248623,
                "upper": -0.22048354559649108
              },
              {
                "event_time": 1,
                "estimate": -0.2256066990921833,
                "se": 0.027893681256012805,
                "pvalue": 1.0340828653222443e-15,
                "lower": -0.28031008716120565,
                "upper": -0.17090331102316098
              },
              {
                "event_time": 2,
                "estimate": -0.24296972931264502,
                "se": 0.028687630794632896,
                "pvalue": 4.671612938158725e-17,
                "lower": -0.29923016284008974,
                "upper": -0.1867092957852003
              },
              {
                "event_time": 3,
                "estimate": -0.3121114062313653,
                "se": 0.031909090084603714,
                "pvalue": 4.158374203961966e-22,
                "lower": -0.3746895694292114,
                "upper": -0.2495332430335192
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0
            ],
            "weights": [
              0.29228395061728396,
              0.2574074074074074,
              0.23487654320987655,
              0.2154320987654321
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 1.1102230246251565e-16,
            "package_aggregate_vs_estimable_cell_weights": null
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "status": "not_identified",
            "pvalue": null,
            "reason": "The saturated and imported deviations designs do not span the same fitted model on this sparse panel. Test withheld.",
            "relative_rss_difference": 1.8891740503982893e-05
          },
          "method_status": {
            "Sun\u2013Abraham": "unvalidated: saturated and reference deviations fits disagree"
          }
        }
      },
      "code_sha256": {
        "replication_engine.py": "cd3acc93d19b09e121e2366dbaaccd6cc5c4f902ca3ac3d3c1c27b3cc1d436f0",
        "reference_f_test.py": "5f044e72270f04daf518d8b9667920b0bdce87bdaa9b134f2625697b9eff1909",
        "sparse_did2s.py": "16f2083b77e2a6a0fd9a4dda23961f99f24def371aa785b956cc08b5c86929f3",
        "frequency.py": "f8b8062ee5e78fff474749beed9c4a3c20ced533b2e327a18f101ff35bca26b2",
        "sparse_models.py": "fd6fc12f18694fa56b8e0a68bec3d72bf57339ae0aecab45d7f13a834468feec"
      }
    },
    "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": "original_fe",
        "frequency_weights": false,
        "source_sd": null,
        "require_never_control_periods": false,
        "latest_cohort_control": true,
        "slug": "s02-p013",
        "specification_id": "S02-P013",
        "source_specification_id": "AM005-P2587-T2-DSALES-NOOV-M4M1",
        "study_id": 2,
        "study": "Do Powerful Politicians Really Cause Corporate Downsizing?",
        "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204",
        "description": "AM005-P2587-T2-DSALES-NOOV-M4M1",
        "data": "analyses/full-archive/prepared/S02-P013.parquet",
        "output_dir": "analyses/archive-expanded/fits/S02-P013"
      },
      "options": {
        "output_dir": "analyses/archive-expanded/fits/S02-P013",
        "regression_results": "analyses/archive-expanded/baselines/S02-P013.json",
        "display_window": [
          -10,
          10
        ],
        "timeout_seconds": 3600
      },
      "source": {
        "file": "S02-P013.parquet",
        "bytes": 2384888,
        "sha256": "2598c0207a4dbd31ce686b699a324ece0823b81e05d9c9a6078c75298772f640"
      },
      "regressions": {
        "y__d": {
          "sample": {
            "outcome": "y",
            "treatment": "d",
            "source_rows": 181489,
            "source_sd": 0.44138795731535097,
            "rows": 169446,
            "units": 15631,
            "clusters": 2021,
            "treated_units": 947,
            "never_treated_units": 14684,
            "treated_cohorts": 5,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 169376,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 325,
            "post_adoption_untreated_rows_removed": 9550,
            "units_without_minus_one_removed": 8,
            "additional_rows_removed": 1807
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.2672714153155277,
              "se": 0.053954155930477386,
              "pvalue": 7.887951158423047e-07,
              "lower": -0.37308301840628944,
              "upper": -0.161459812224766
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.25993391312442016,
              "se": 0.04541363085030014,
              "pvalue": 1.1981568496185972e-08,
              "lower": -0.3489963588169111,
              "upper": -0.1708714674319292
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.3472794099838177,
              "se": 0.07371986037248088,
              "pvalue": 2.6355093816196817e-06,
              "lower": -0.49185430826765975,
              "upper": -0.20270451169997564
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": null,
              "se": null,
              "pvalue": null,
              "lower": null,
              "upper": null,
              "status": "unvalidated",
              "reason": "unvalidated: saturated and reference deviations fits disagree"
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -28,
                "estimate": -0.1768993681462436,
                "se": 0.09548651690542238,
                "pvalue": 0.06408391413407288,
                "lower": -0.36416170694244,
                "upper": 0.010362970649952785
              },
              {
                "event_time": -27,
                "estimate": -0.15004103997338675,
                "se": 0.09399043640052214,
                "pvalue": 0.11056849962516441,
                "lower": -0.33436935684214697,
                "upper": 0.03428727689537345
              },
              {
                "event_time": -26,
                "estimate": -0.3171472651951498,
                "se": 0.09355659154039311,
                "pvalue": 0.0007126321182417655,
                "lower": -0.5006247519591431,
                "upper": -0.13366977843115652
              },
              {
                "event_time": -25,
                "estimate": -0.30302973165895436,
                "se": 0.09353353498105048,
                "pvalue": 0.0012155729036680684,
                "lower": -0.4864620013036409,
                "upper": -0.1195974620142678
              },
              {
                "event_time": -24,
                "estimate": -0.3151878043296116,
                "se": 0.0935398296776466,
                "pvalue": 0.0007670459080015871,
                "lower": -0.49863241874971564,
                "upper": -0.13174318990950748
              },
              {
                "event_time": -23,
                "estimate": -0.32914911965248267,
                "se": 0.05895835338778629,
                "pvalue": 2.687011821567208e-08,
                "lower": -0.4447746498821076,
                "upper": -0.21352358942285773
              },
              {
                "event_time": -22,
                "estimate": 0.11496105405561992,
                "se": 0.07083356342872786,
                "pvalue": 0.1047509337947177,
                "lower": -0.02395341452920134,
                "upper": 0.25387552264044116
              },
              {
                "event_time": -21,
                "estimate": -0.20778537301252192,
                "se": 0.07875577013623382,
                "pvalue": 0.008395000717876204,
                "lower": -0.3622363906783395,
                "upper": -0.05333435534670433
              },
              {
                "event_time": -20,
                "estimate": -0.11915996354252914,
                "se": 0.0668821802857277,
                "pvalue": 0.07495816460352875,
                "lower": -0.2503252202719114,
                "upper": 0.012005293186853144
              },
              {
                "event_time": -19,
                "estimate": -0.058437668418450606,
                "se": 0.0645049803377267,
                "pvalue": 0.365075438267159,
                "lower": -0.18494090545671996,
                "upper": 0.06806556861981874
              },
              {
                "event_time": -18,
                "estimate": -0.08281275667597776,
                "se": 0.06466490401561979,
                "pvalue": 0.2004655669733986,
                "lower": -0.20962962628690462,
                "upper": 0.0440041129349491
              },
              {
                "event_time": -17,
                "estimate": -0.11045134301692588,
                "se": 0.06243353266818995,
                "pvalue": 0.07702757557192126,
                "lower": -0.232892183102591,
                "upper": 0.011989497068739224
              },
              {
                "event_time": -16,
                "estimate": -0.08024423172954025,
                "se": 0.06398503994637786,
                "pvalue": 0.20994739698729606,
                "lower": -0.2057277933531641,
                "upper": 0.045239329894083594
              },
              {
                "event_time": -15,
                "estimate": -0.09511548229498905,
                "se": 0.0875302960308927,
                "pvalue": 0.27731770359487634,
                "lower": -0.2667745654983642,
                "upper": 0.07654360090838612
              },
              {
                "event_time": -14,
                "estimate": -0.060280582739652755,
                "se": 0.05969209169132485,
                "pvalue": 0.31268390237406535,
                "lower": -0.1773450758222329,
                "upper": 0.0567839103429274
              },
              {
                "event_time": -13,
                "estimate": -0.10848173138753366,
                "se": 0.06000485013610272,
                "pvalue": 0.07077343821335536,
                "lower": -0.22615958727509888,
                "upper": 0.009196124500031586
              },
              {
                "event_time": -12,
                "estimate": -0.08359470588857372,
                "se": 0.057018303494655635,
                "pvalue": 0.14277587267934636,
                "lower": -0.19541552847838814,
                "upper": 0.0282261167012407
              },
              {
                "event_time": -11,
                "estimate": -0.10180335846405247,
                "se": 0.05122415898589973,
                "pvalue": 0.04701192056491427,
                "lower": -0.2022610578905467,
                "upper": -0.0013456590375582472
              },
              {
                "event_time": -10,
                "estimate": -0.04366047127655084,
                "se": 0.05313329319202845,
                "pvalue": 0.41133558735683773,
                "lower": -0.1478622483812537,
                "upper": 0.06054130582815203
              },
              {
                "event_time": -9,
                "estimate": 0.032094769007736425,
                "se": 0.07016198666482328,
                "pvalue": 0.6474053458271876,
                "lower": -0.10550264414804958,
                "upper": 0.16969218216352241
              },
              {
                "event_time": -8,
                "estimate": -0.022776465165127643,
                "se": 0.07295303164640267,
                "pvalue": 0.7549152482821815,
                "lower": -0.16584750567558643,
                "upper": 0.12029457534533113
              },
              {
                "event_time": -7,
                "estimate": -0.050876679948684764,
                "se": 0.042660458305255,
                "pvalue": 0.2331678129059586,
                "lower": -0.13453977140140083,
                "upper": 0.032786411504031304
              },
              {
                "event_time": -6,
                "estimate": 0.00945758433017727,
                "se": 0.05027988664699739,
                "pvalue": 0.8508181262921831,
                "lower": -0.08914826572140941,
                "upper": 0.10806343438176394
              },
              {
                "event_time": -5,
                "estimate": -0.08302224601298318,
                "se": 0.05419862376658265,
                "pvalue": 0.1257247659523422,
                "lower": -0.18931328452806626,
                "upper": 0.0232687925020999
              },
              {
                "event_time": -4,
                "estimate": 0.021244805210211794,
                "se": 0.06383525299753852,
                "pvalue": 0.7393146726293569,
                "lower": -0.10394500337612633,
                "upper": 0.14643461379654993
              },
              {
                "event_time": -3,
                "estimate": 0.14309326778787795,
                "se": 0.04133571397079175,
                "pvalue": 0.0005478705752495105,
                "lower": 0.06202818420494641,
                "upper": 0.2241583513708095
              },
              {
                "event_time": -2,
                "estimate": 0.14607934015733268,
                "se": 0.10236343833886485,
                "pvalue": 0.15371554275744811,
                "lower": -0.054669597931407354,
                "upper": 0.3468282782460727
              },
              {
                "event_time": 0,
                "estimate": -0.2654122651401802,
                "se": 0.06337401559475325,
                "pvalue": 2.934839600456589e-05,
                "lower": -0.389697523036169,
                "upper": -0.14112700724419136
              },
              {
                "event_time": 1,
                "estimate": -0.2255681267693079,
                "se": 0.055604637803542946,
                "pvalue": 5.1675719884071905e-05,
                "lower": -0.33461655434280907,
                "upper": -0.11651969919580674
              },
              {
                "event_time": 2,
                "estimate": -0.24253962945233784,
                "se": 0.054760888186554176,
                "pvalue": 9.969968701603143e-06,
                "lower": -0.3499333466881249,
                "upper": -0.13514591221655076
              },
              {
                "event_time": 3,
                "estimate": -0.3125272030036373,
                "se": 0.13918891288388116,
                "pvalue": 0.024853720472412622,
                "lower": -0.5854960179301714,
                "upper": -0.03955838807710316
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -28,
                "estimate": -0.07369731502820609,
                "se": 0.07096562797554672,
                "pvalue": 0.2991648351795066,
                "lower": -0.2128707805553271,
                "upper": 0.06547615049891492
              },
              {
                "event_time": -27,
                "estimate": -0.0486456865196814,
                "se": 0.07004891398785586,
                "pvalue": 0.48747795480885564,
                "lower": -0.1860213484311128,
                "upper": 0.08872997539174998
              },
              {
                "event_time": -26,
                "estimate": -0.21455014659165061,
                "se": 0.06960766504841469,
                "pvalue": 0.002081979213739785,
                "lower": -0.35106045796911145,
                "upper": -0.07803983521418978
              },
              {
                "event_time": -25,
                "estimate": -0.19840607790590217,
                "se": 0.06991260794036411,
                "pvalue": 0.004586267706863309,
                "lower": -0.3355144247023561,
                "upper": -0.06129773110944825
              },
              {
                "event_time": -24,
                "estimate": -0.21456162343227492,
                "se": 0.06982361328090549,
                "pvalue": 0.002148144236785756,
                "lower": -0.3514954393251972,
                "upper": -0.07762780753935264
              },
              {
                "event_time": -23,
                "estimate": -0.24323224207372365,
                "se": 0.03179432262030216,
                "pvalue": 3.085497260497212e-14,
                "lower": -0.3055853303135617,
                "upper": -0.1808791538338856
              },
              {
                "event_time": -22,
                "estimate": 0.20200632299354712,
                "se": 0.05498646710176911,
                "pvalue": 0.0002452418806851145,
                "lower": 0.09417021413415418,
                "upper": 0.3098424318529401
              },
              {
                "event_time": -21,
                "estimate": -0.1123679721735423,
                "se": 0.04505345920727225,
                "pvalue": 0.012706974083556286,
                "lower": -0.20072407118560848,
                "upper": -0.02401187316147614
              },
              {
                "event_time": -20,
                "estimate": -0.01775892444057702,
                "se": 0.02178301197480274,
                "pvalue": 0.4150168244874187,
                "lower": -0.06047844024894422,
                "upper": 0.024960591367790178
              },
              {
                "event_time": -19,
                "estimate": 0.03939425928979165,
                "se": 0.01719743280686382,
                "pvalue": 0.02208301159024769,
                "lower": 0.005667701938312043,
                "upper": 0.07312081664127126
              },
              {
                "event_time": -18,
                "estimate": 0.014417368005164943,
                "se": 0.01831031058644318,
                "pvalue": 0.4311455732411733,
                "lower": -0.021491697438056713,
                "upper": 0.0503264334483866
              },
              {
                "event_time": -17,
                "estimate": -0.01495604366759646,
                "se": 0.017602084123925624,
                "pvalue": 0.3956067172495954,
                "lower": -0.04947617852599266,
                "upper": 0.019564091190799743
              },
              {
                "event_time": -16,
                "estimate": 0.0147089892560168,
                "se": 0.016351052607124127,
                "pvalue": 0.3684539789470918,
                "lower": -0.01735769881914358,
                "upper": 0.046775677331177185
              },
              {
                "event_time": -15,
                "estimate": -0.010832774801021922,
                "se": 0.05003440038816695,
                "pvalue": 0.828614791454914,
                "lower": -0.1089571921596929,
                "upper": 0.08729164255764907
              },
              {
                "event_time": -14,
                "estimate": 0.00466151640150486,
                "se": 0.013367076535107431,
                "pvalue": 0.727327475543638,
                "lower": -0.02155317962004233,
                "upper": 0.030876212423052045
              },
              {
                "event_time": -13,
                "estimate": -0.042787427759012266,
                "se": 0.013169982602361992,
                "pvalue": 0.0011777009772667916,
                "lower": -0.06861559516893351,
                "upper": -0.01695926034909103
              },
              {
                "event_time": -12,
                "estimate": -0.026554529893007835,
                "se": 0.01279165945128248,
                "pvalue": 0.03802708279202964,
                "lower": -0.05164075299091623,
                "upper": -0.0014683067950994402
              },
              {
                "event_time": -11,
                "estimate": -0.042332975187029526,
                "se": 0.02405375800514334,
                "pvalue": 0.07857069950505283,
                "lower": -0.08950573974961547,
                "upper": 0.004839789375556416
              },
              {
                "event_time": -10,
                "estimate": -0.002053427270217775,
                "se": 0.041020376613229825,
                "pvalue": 0.9600805495962522,
                "lower": -0.08250009044154978,
                "upper": 0.07839323590111423
              },
              {
                "event_time": -9,
                "estimate": 0.059503445222325375,
                "se": 0.024115474416892966,
                "pvalue": 0.01369073382082302,
                "lower": 0.012209646193503836,
                "upper": 0.10679724425114692
              },
              {
                "event_time": -8,
                "estimate": 0.0028568547356578483,
                "se": 0.03144589871487624,
                "pvalue": 0.9276209179662818,
                "lower": -0.058812925770930446,
                "upper": 0.06452663524224614
              },
              {
                "event_time": -7,
                "estimate": -0.016166745472667957,
                "se": 0.027055775553315904,
                "pvalue": 0.5502178976109271,
                "lower": -0.06922688393260562,
                "upper": 0.03689339298726971
              },
              {
                "event_time": -6,
                "estimate": 0.02004716412124512,
                "se": 0.03793393792341385,
                "pvalue": 0.5972272688680363,
                "lower": -0.054346563553670374,
                "upper": 0.09444089179616061
              },
              {
                "event_time": -5,
                "estimate": -0.06450472381993945,
                "se": 0.019884150830221957,
                "pvalue": 0.0011977598096020146,
                "lower": -0.1035003088524504,
                "upper": -0.02550913878742849
              },
              {
                "event_time": -4,
                "estimate": 0.017664189524834343,
                "se": 0.03015115742311956,
                "pvalue": 0.5580387830058627,
                "lower": -0.04146642325118825,
                "upper": 0.07679480230085695
              },
              {
                "event_time": -3,
                "estimate": 0.10810898978153569,
                "se": 0.024369878480062994,
                "pvalue": 9.649707031047016e-06,
                "lower": 0.06031626900530491,
                "upper": 0.15590171055776647
              },
              {
                "event_time": -2,
                "estimate": 0.08483244764261594,
                "se": 0.055938274381008034,
                "pvalue": 0.12954015856940054,
                "lower": -0.024870287657555723,
                "upper": 0.1945351829427876
              },
              {
                "event_time": -1,
                "estimate": -0.10937808151804873,
                "se": 0.0480109692751008,
                "pvalue": 0.022819307672486577,
                "lower": -0.20353426906893374,
                "upper": -0.015221893967163738
              },
              {
                "event_time": 0,
                "estimate": -0.3720821364765707,
                "se": 0.12525079995151478,
                "pvalue": 0.003006303808066672,
                "lower": -0.6177163735934893,
                "upper": -0.1264478993596521
              },
              {
                "event_time": 1,
                "estimate": -0.3081023087834722,
                "se": 0.11242202796632646,
                "pvalue": 0.0061869453237225125,
                "lower": -0.5285775399623172,
                "upper": -0.08762707760462726
              },
              {
                "event_time": 2,
                "estimate": -0.32264738382110175,
                "se": 0.10930427855280642,
                "pvalue": 0.003195402231606212,
                "lower": -0.5370082748200183,
                "upper": -0.10828649282218514
              },
              {
                "event_time": 3,
                "estimate": -0.3872944419641583,
                "se": 0.21185032329824008,
                "pvalue": 0.06767426258361109,
                "lower": -0.8027623876098533,
                "upper": 0.02817350368153676
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0
            ],
            "weights": [
              0.29228395061728396,
              0.2574074074074074,
              0.23487654320987655,
              0.2154320987654321
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 1.1102230246251565e-16,
            "package_aggregate_vs_estimable_cell_weights": null
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "status": "not_identified",
            "pvalue": null,
            "reason": "The saturated and imported deviations designs do not span the same fitted model on this sparse panel. Test withheld.",
            "relative_rss_difference": 1.8891740503982893e-05
          },
          "method_status": {
            "Sun\u2013Abraham": "unvalidated: saturated and reference deviations fits disagree"
          }
        }
      },
      "alternative_models": {
        "y__d": [
          {
            "method": "CS-DID",
            "status": "unsupported",
            "reason": "csdid: matching the configured nonstandard fixed effects is not implemented."
          },
          {
            "method": "SDID",
            "status": "unsupported",
            "reason": "sdid: matching the configured nonstandard fixed effects is not implemented."
          },
          {
            "method": "Matrix completion",
            "status": "unsupported",
            "reason": "matrix-completion: matching the configured nonstandard fixed effects is not implemented."
          },
          {
            "method": "Horizontal ridge",
            "status": "unsupported",
            "reason": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented."
          },
          {
            "method": "Multisynth (cohort-averaged)",
            "status": "unsupported",
            "reason": "multisynth-cohort: matching the configured nonstandard fixed effects is not implemented."
          },
          {
            "method": "Multisynth (individual)",
            "status": "unsupported",
            "reason": "multisynth-individual: matching the configured nonstandard fixed effects is not implemented."
          }
        ]
      },
      "combined_table": [
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Static TWFE",
          "Estimate (SDs)": -0.2672714153155277,
          "SE": 0.053954155930477386,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.25993391312442016,
          "SE": 0.04541363085030014,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.3472794099838177,
          "SE": 0.07371986037248088,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "observations",
          "Event study": "No",
          "Status": "unvalidated",
          "Note": "unvalidated: saturated and reference deviations fits disagree"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Equal post-event times",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "csdid: matching the configured nonstandard fixed effects is not implemented."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "SDID",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "sdid: matching the configured nonstandard fixed effects is not implemented."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Matrix completion",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "matrix-completion: matching the configured nonstandard fixed effects is not implemented."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Horizontal ridge",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (cohort-averaged)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-cohort: matching the configured nonstandard fixed effects is not implemented."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (individual)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-individual: matching the configured nonstandard fixed effects is not implemented."
        }
      ],
      "adapter_sha256": {
        "validate_template.py": "acaff11c7459081dc8abf2f6a6eaf882aed70c073f4681e9f5ce6d63eae93e39",
        "mtgpax_worker.py": "7279b1b2aaa3f5909cd39ac1964d2e9c75907219011fe661a015511131affa85",
        "csdid_general.py": "9c3093549e3591900c0b1a99c7db688f4caa1d4817d030b274032427ca8cf2bf",
        "runner.py": "71623aa3539f4145e073f9cc3c8a2f195bccbcf0ad3a2192b3003f0dea035e1e",
        "csdid_model.py": "4b6272d878b20bb48b16ead3a1f7bd7410cb5806b800e08f01889b503e1b74fb",
        "multisynth_model.R": "3ae0740c5b75b14f563dacc9961688e8286655866a6b435045a3ef6f453c1604",
        "csdid_streaming.py": "2285286ffa353ca347d1a61fd3a11f867e2033953a1494fec5aaeb460ba36a01",
        "multisynth_sparse.R": "f9ab3d8d7f7b52a79ccd694c7173f626276a0830f23bb79e527c88c0f0292540",
        "matrix_models.py": "dc1afacddc30a8244338144e1f7647ff6026bcdf1fc2768ae21e6c5fa61a4c29",
        "csdid_aggregations.py": "cbed0fb13450d9398f9a59d53dbfdf8e275a74daa01158c38c0f3396a3e8c6ee",
        "bootstrap_matrix.py": "9815529a8ae1abb9440939848b5f003758a359e14d400747488c6af340bf6be4",
        "eligibility.py": "aba2b72cf19a45e82f49e4ddac2bc10bc82da1a3c872a408f94508eaea001bd5"
      },
      "scalar_ranges": [
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Static TWFE",
          "Estimate (SDs)": -0.2672714153155277,
          "SE": 0.053954155930477386,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": "",
          "lower": -0.37308301840628944,
          "upper": -0.161459812224766,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.25993391312442016,
          "SE": 0.04541363085030014,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.3489963588169111,
          "upper": -0.1708714674319292,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.3472794099838177,
          "SE": 0.07371986037248088,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.49185430826765975,
          "upper": -0.20270451169997564,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unvalidated",
          "Note": "unvalidated: saturated and reference deviations fits disagree",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (equal event-time)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Equal post-event times",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "csdid: matching the configured nonstandard fixed effects is not implemented.",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "SDID",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "sdid: matching the configured nonstandard fixed effects is not implemented.",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Matrix completion",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "matrix-completion: matching the configured nonstandard fixed effects is not implemented.",
          "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": "unsupported",
          "Note": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented.",
          "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: matching the configured nonstandard fixed effects is not implemented.",
          "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: matching the configured nonstandard fixed effects is not implemented.",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        }
      ],
      "reporting_source": {
        "path": "templates/reporting/comparison_report.py",
        "sha256": "94e9c5116a13335ead2db81834cac48593160291aea51c30c12fe3e11e5da1ce"
      }
    },
    "finished": 1791580995.978592,
    "scalar_ranges": [
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Static TWFE",
        "Estimate (SDs)": -0.2672714153155277,
        "SE": 0.053954155930477386,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": "",
        "lower": -0.37308301840628944,
        "upper": -0.161459812224766,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": -0.25993391312442016,
        "SE": 0.04541363085030014,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.3489963588169111,
        "upper": -0.1708714674319292,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": -0.3472794099838177,
        "SE": 0.07371986037248088,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.49185430826765975,
        "upper": -0.20270451169997564,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unvalidated",
        "Note": "unvalidated: saturated and reference deviations fits disagree",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (equal event-time)",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Equal post-event times",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "csdid: matching the configured nonstandard fixed effects is not implemented.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "SDID",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "sdid: matching the configured nonstandard fixed effects is not implemented.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Matrix completion",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "matrix-completion: matching the configured nonstandard fixed effects is not implemented.",
        "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": "unsupported",
        "Note": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented.",
        "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: matching the configured nonstandard fixed effects is not implemented.",
        "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: matching the configured nonstandard fixed effects is not implemented.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      }
    ]
  },
  {
    "study_id": 2,
    "specification_id": "S02-P014",
    "source_specification_id": "AM005-P2587-T2-DSALES-QP-M1",
    "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": "Do Powerful Politicians Really Cause Corporate Downsizing?",
    "status": "ready",
    "reason": "",
    "config": "analyses/full-archive/configs/S02-P014.json",
    "input_bytes": 2114636,
    "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": "s02-p014",
        "specification_id": "S02-P014",
        "source_specification_id": "AM005-P2587-T2-DSALES-QP-M1",
        "study_id": 2,
        "study": "Do Powerful Politicians Really Cause Corporate Downsizing?",
        "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204",
        "description": "AM005-P2587-T2-DSALES-QP-M1",
        "data": "analyses/full-archive/prepared/S02-P014.parquet",
        "output_dir": "analyses/full-archive/results/S02-P014"
      },
      "source": {
        "file": "S02-P014.parquet",
        "bytes": 2114636,
        "sha256": "726be300cb1dc5d8010ea8437f6ddb03a90a066b803a148c0bc5a4a9becd12de"
      },
      "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": 181489,
            "source_sd": 0.44138795731535097,
            "rows": 171347,
            "units": 15459,
            "clusters": 2028,
            "treated_units": 880,
            "never_treated_units": 14579,
            "treated_cohorts": 8,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 171059,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 326,
            "post_adoption_untreated_rows_removed": 6925,
            "units_without_minus_one_removed": 19,
            "additional_rows_removed": 1919
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.08296560274959391,
              "se": 0.04480111686807485,
              "pvalue": 0.06419058960422154,
              "lower": -0.17082664143155918,
              "upper": 0.004895435932371364
            },
            {
              "method": "Dynamic TWFE",
              "estimate": 0.04159920390949166,
              "se": 0.054027653176894556,
              "pvalue": 0.441412549507668,
              "lower": -0.06435631812914713,
              "upper": 0.14755472594813043
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.1009102811780779,
              "se": 0.04885147205634503,
              "pvalue": 0.03898791090446736,
              "lower": -0.1967146132140956,
              "upper": -0.0051059491420601955
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": 0.04343236573361355,
              "se": 0.015365335598963316,
              "pvalue": 0.004749970106958353,
              "lower": 0.013298868182709627,
              "upper": 0.07356586328451747
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -31,
                "estimate": -0.006211558149077138,
                "se": 0.0956849293710766,
                "pvalue": 0.948246656236141,
                "lower": -0.19386262286492276,
                "upper": 0.18143950656676847
              },
              {
                "event_time": -30,
                "estimate": 0.02065347177746066,
                "se": 0.09438188933590765,
                "pvalue": 0.8268054730233383,
                "lower": -0.16444215550875,
                "upper": 0.2057490990636713
              },
              {
                "event_time": -29,
                "estimate": -0.14666350465207287,
                "se": 0.09394777826625272,
                "pvalue": 0.11865217303527913,
                "lower": -0.3309077815222764,
                "upper": 0.03758077221813064
              },
              {
                "event_time": -28,
                "estimate": -0.1326741526214172,
                "se": 0.09384469017527067,
                "pvalue": 0.15758505227557645,
                "lower": -0.3167162598275006,
                "upper": 0.0513679545846662
              },
              {
                "event_time": -27,
                "estimate": -0.14512392688839473,
                "se": 0.09385897272554175,
                "pvalue": 0.1222144761090571,
                "lower": -0.3291940441038165,
                "upper": 0.038946190327027036
              },
              {
                "event_time": -26,
                "estimate": -0.17834064162694746,
                "se": 0.06269472435729588,
                "pvalue": 0.004491528690943549,
                "lower": -0.3012934603732321,
                "upper": -0.05538782288066278
              },
              {
                "event_time": -25,
                "estimate": 0.2661947407536421,
                "se": 0.07594082960826881,
                "pvalue": 0.0004660172959215471,
                "lower": 0.11726452128165255,
                "upper": 0.4151249602256316
              },
              {
                "event_time": -24,
                "estimate": -0.06368823293114123,
                "se": 0.08607215756435202,
                "pvalue": 0.45942208590894096,
                "lower": -0.23248735433408732,
                "upper": 0.10511088847180486
              },
              {
                "event_time": -23,
                "estimate": 0.014705244520841845,
                "se": 0.06498365255335047,
                "pvalue": 0.8209975689265759,
                "lower": -0.11273647144124196,
                "upper": 0.14214696048292566
              },
              {
                "event_time": -22,
                "estimate": 0.0927820866261768,
                "se": 0.06219416595652866,
                "pvalue": 0.13590369326017504,
                "lower": -0.0291890695168764,
                "upper": 0.21475324276923002
              },
              {
                "event_time": -21,
                "estimate": 0.05910314621542338,
                "se": 0.06267835813502941,
                "pvalue": 0.34581404831091017,
                "lower": -0.06381757615942782,
                "upper": 0.18202386859027458
              },
              {
                "event_time": -20,
                "estimate": -0.005263624581600634,
                "se": 0.06143092571885601,
                "pvalue": 0.9317263794247466,
                "lower": -0.12573796357513373,
                "upper": 0.11521071441193245
              },
              {
                "event_time": -19,
                "estimate": 0.0502478504182731,
                "se": 0.06254083285260209,
                "pvalue": 0.4218142627755673,
                "lower": -0.07240316631074173,
                "upper": 0.17289886714728794
              },
              {
                "event_time": -18,
                "estimate": 0.06367604496426846,
                "se": 0.07151390866842257,
                "pvalue": 0.37335635418858387,
                "lower": -0.07657238487548537,
                "upper": 0.2039244748040223
              },
              {
                "event_time": -17,
                "estimate": 0.10198342006554367,
                "se": 0.0557556728181929,
                "pvalue": 0.06752954021257179,
                "lower": -0.0073609817859441595,
                "upper": 0.2113278219170315
              },
              {
                "event_time": -16,
                "estimate": 0.051668624426081604,
                "se": 0.06562853274139714,
                "pvalue": 0.43120472809317506,
                "lower": -0.07703778864866676,
                "upper": 0.18037503750082998
              },
              {
                "event_time": -15,
                "estimate": 0.08314335377850027,
                "se": 0.060000939730693786,
                "pvalue": 0.16599070310210903,
                "lower": -0.03452658963287447,
                "upper": 0.200813297189875
              },
              {
                "event_time": -14,
                "estimate": 0.07167542353032809,
                "se": 0.054320624566166,
                "pvalue": 0.18715496466634846,
                "lower": -0.034854654956117254,
                "upper": 0.17820550201677343
              },
              {
                "event_time": -13,
                "estimate": 0.12193633770898546,
                "se": 0.0539422621394434,
                "pvalue": 0.023896072899992352,
                "lower": 0.016148279023251055,
                "upper": 0.22772439639471986
              },
              {
                "event_time": -12,
                "estimate": 0.20331171162907108,
                "se": 0.08698160633319928,
                "pvalue": 0.01951472519426303,
                "lower": 0.03272903840766808,
                "upper": 0.3738943848504741
              },
              {
                "event_time": -11,
                "estimate": 0.16691648575367057,
                "se": 0.09912239778710423,
                "pvalue": 0.09234661660661515,
                "lower": -0.02747591861131793,
                "upper": 0.3613088901186591
              },
              {
                "event_time": -10,
                "estimate": 0.09326644215585628,
                "se": 0.05302089405276371,
                "pvalue": 0.07871975429858441,
                "lower": -0.010714689319950038,
                "upper": 0.1972475736316626
              },
              {
                "event_time": -9,
                "estimate": 0.16514780227865697,
                "se": 0.05898871965358022,
                "pvalue": 0.005164263488115017,
                "lower": 0.04946295909618549,
                "upper": 0.28083264546112846
              },
              {
                "event_time": -8,
                "estimate": 0.07121961953140157,
                "se": 0.06485800591738711,
                "pvalue": 0.2722976837992421,
                "lower": -0.05597568641427253,
                "upper": 0.19841492547707568
              },
              {
                "event_time": -7,
                "estimate": 0.22526805661445895,
                "se": 0.06992215877540262,
                "pvalue": 0.0012945364077068093,
                "lower": 0.08814126321369084,
                "upper": 0.3623948500152271
              },
              {
                "event_time": -6,
                "estimate": 0.29947875550961667,
                "se": 0.05132528330780951,
                "pvalue": 6.250262724006501e-09,
                "lower": 0.19882294562547223,
                "upper": 0.40013456539376113
              },
              {
                "event_time": -5,
                "estimate": 0.26364955422884134,
                "se": 0.07293281230499467,
                "pvalue": 0.00030771876130999,
                "lower": 0.12061846279460214,
                "upper": 0.40668064566308054
              },
              {
                "event_time": -4,
                "estimate": 0.21386632401318903,
                "se": 0.05077666582830977,
                "pvalue": 2.6431984695935354e-05,
                "lower": 0.11428642707402473,
                "upper": 0.3134462209523533
              },
              {
                "event_time": -3,
                "estimate": 0.09554633150509988,
                "se": 0.08263333984952763,
                "pvalue": 0.24770758884831834,
                "lower": -0.06650880409159692,
                "upper": 0.25760146710179666
              },
              {
                "event_time": -2,
                "estimate": 0.047321539939111285,
                "se": 0.06123895577816483,
                "pvalue": 0.4397687849799845,
                "lower": -0.0727763200832723,
                "upper": 0.16741939996149485
              },
              {
                "event_time": 0,
                "estimate": -0.10644217993182079,
                "se": 0.14203566416278623,
                "pvalue": 0.4537003400646816,
                "lower": -0.3849932932885054,
                "upper": 0.1721089334248638
              },
              {
                "event_time": 1,
                "estimate": 0.019449519236446864,
                "se": 0.060837012494830166,
                "pvalue": 0.7492296240575145,
                "lower": -0.09986007574180814,
                "upper": 0.13875911421470186
              },
              {
                "event_time": 2,
                "estimate": 0.06293539077717418,
                "se": 0.04600630739531184,
                "pvalue": 0.17147212502999012,
                "lower": -0.02728918923891717,
                "upper": 0.15315997079326554
              },
              {
                "event_time": 3,
                "estimate": 0.07926511882123587,
                "se": 0.07299088954355894,
                "pvalue": 0.27762622673366005,
                "lower": -0.06387986991871254,
                "upper": 0.2224101075611843
              },
              {
                "event_time": 4,
                "estimate": 0.14729397781926107,
                "se": 0.08359815178877385,
                "pvalue": 0.07823207182167691,
                "lower": -0.01665328424750906,
                "upper": 0.3112412398860312
              },
              {
                "event_time": 5,
                "estimate": 0.1038350906677309,
                "se": 0.04692393442533349,
                "pvalue": 0.027019830345579983,
                "lower": 0.011810920158890015,
                "upper": 0.1958592611765718
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -31,
                "estimate": -0.09176507819085344,
                "se": 0.0655162088385552,
                "pvalue": 0.1614727323440558,
                "lower": -0.22025120892751712,
                "upper": 0.036721052545810234
              },
              {
                "event_time": -30,
                "estimate": -0.06625814785577891,
                "se": 0.06455068206334268,
                "pvalue": 0.3048012613521792,
                "lower": -0.19285075023253084,
                "upper": 0.060334454520973024
              },
              {
                "event_time": -29,
                "estimate": -0.2325324457423088,
                "se": 0.06417414443803063,
                "pvalue": 0.00029784509709662943,
                "lower": -0.35838660700027847,
                "upper": -0.10667828448433916
              },
              {
                "event_time": -28,
                "estimate": -0.21598317318220187,
                "se": 0.06433850023530528,
                "pvalue": 0.0008025417337864199,
                "lower": -0.34215965834795437,
                "upper": -0.08980668801644939
              },
              {
                "event_time": -27,
                "estimate": -0.23405629677467665,
                "se": 0.06437358984861423,
                "pvalue": 0.00028391484035325955,
                "lower": -0.3603015974095022,
                "upper": -0.10781099613985112
              },
              {
                "event_time": -26,
                "estimate": -0.2476843211062608,
                "se": 0.02841325612641475,
                "pvalue": 5.8181392244421835e-18,
                "lower": -0.3034065523835452,
                "upper": -0.19196208982897642
              },
              {
                "event_time": -25,
                "estimate": 0.1946100793112376,
                "se": 0.05072684164704212,
                "pvalue": 0.00012865292414626422,
                "lower": 0.09512789431819609,
                "upper": 0.29409226430427915
              },
              {
                "event_time": -24,
                "estimate": -0.1313365054947754,
                "se": 0.0545023103959672,
                "pvalue": 0.016052402727930647,
                "lower": -0.23822289442247904,
                "upper": -0.024450116567071772
              },
              {
                "event_time": -23,
                "estimate": -0.06546774207881018,
                "se": 0.02331932515678394,
                "pvalue": 0.0050413971181738635,
                "lower": -0.11120008700384332,
                "upper": -0.019735397153777035
              },
              {
                "event_time": -22,
                "estimate": 0.009705013742814373,
                "se": 0.018749122805752923,
                "pvalue": 0.6047764546581543,
                "lower": -0.027064547358530595,
                "upper": 0.04647457484415934
              },
              {
                "event_time": -21,
                "estimate": -0.023906451780516414,
                "se": 0.02001619783515525,
                "pvalue": 0.23247875861040124,
                "lower": -0.06316091807962892,
                "upper": 0.015348014518596093
              },
              {
                "event_time": -20,
                "estimate": -0.08693103944306435,
                "se": 0.019195666027601806,
                "pvalue": 6.280157005636519e-06,
                "lower": -0.1245763320893073,
                "upper": -0.049285746796821406
              },
              {
                "event_time": -19,
                "estimate": -0.03787665834485954,
                "se": 0.01999935626366983,
                "pvalue": 0.0583813557292846,
                "lower": -0.07709809604854431,
                "upper": 0.0013447793588252446
              },
              {
                "event_time": -18,
                "estimate": -0.027124623465691732,
                "se": 0.03672721444579422,
                "pvalue": 0.46027010895195863,
                "lower": -0.09915164945714049,
                "upper": 0.044902402525757015
              },
              {
                "event_time": -17,
                "estimate": 0.0037886509161154653,
                "se": 0.016384634642280363,
                "pvalue": 0.8171579524927003,
                "lower": -0.02834382967213294,
                "upper": 0.03592113150436387
              },
              {
                "event_time": -16,
                "estimate": -0.047342123804329006,
                "se": 0.025455054825871078,
                "pvalue": 0.06305407461598764,
                "lower": -0.09726292295077026,
                "upper": 0.002578675342112244
              },
              {
                "event_time": -15,
                "estimate": -0.021930491537259716,
                "se": 0.019651398054304568,
                "pvalue": 0.26456462037376827,
                "lower": -0.06046953621528013,
                "upper": 0.016608553140760703
              },
              {
                "event_time": -14,
                "estimate": -0.028424649073466833,
                "se": 0.013811381056924935,
                "pvalue": 0.03971198181325804,
                "lower": -0.05551063197132999,
                "upper": -0.0013386661756036727
              },
              {
                "event_time": -13,
                "estimate": 0.009519482258950787,
                "se": 0.023392865484676208,
                "pvalue": 0.6840953487738652,
                "lower": -0.03635708517760263,
                "upper": 0.055396049695504206
              },
              {
                "event_time": -12,
                "estimate": 0.08145060357894535,
                "se": 0.05547447069949084,
                "pvalue": 0.14219044512112164,
                "lower": -0.027342322953266718,
                "upper": 0.1902435301111574
              },
              {
                "event_time": -11,
                "estimate": 0.04251754814174844,
                "se": 0.06989019037561989,
                "pvalue": 0.5430249405368268,
                "lower": -0.09454655091105996,
                "upper": 0.17958164719455683
              },
              {
                "event_time": -10,
                "estimate": -0.02817181321657198,
                "se": 0.017195098681756928,
                "pvalue": 0.10150119445854942,
                "lower": -0.061893723205263186,
                "upper": 0.005550096772119227
              },
              {
                "event_time": -9,
                "estimate": 0.042988202430012314,
                "se": 0.03338730245635767,
                "pvalue": 0.19804566250716052,
                "lower": -0.02248880523572467,
                "upper": 0.1084652100957493
              },
              {
                "event_time": -8,
                "estimate": -0.04116679729012901,
                "se": 0.0338556249722224,
                "pvalue": 0.22414499158843235,
                "lower": -0.1075622486367053,
                "upper": 0.02522865405644728
              },
              {
                "event_time": -7,
                "estimate": 0.10508298015915998,
                "se": 0.04279013930414729,
                "pvalue": 0.014141480647430683,
                "lower": 0.021165739977868026,
                "upper": 0.18900022034045194
              },
              {
                "event_time": -6,
                "estimate": 0.15065640273036243,
                "se": 0.027842822008250067,
                "pvalue": 7.010248409314743e-08,
                "lower": 0.0960528697718982,
                "upper": 0.20525993568882667
              },
              {
                "event_time": -5,
                "estimate": 0.11367231776521539,
                "se": 0.051838117880746444,
                "pvalue": 0.028432720688774747,
                "lower": 0.012010770046834748,
                "upper": 0.215333865483596
              },
              {
                "event_time": -4,
                "estimate": 0.06690375141514653,
                "se": 0.032834221524994316,
                "pvalue": 0.04171730917561797,
                "lower": 0.002511410126095362,
                "upper": 0.13129609270419768
              },
              {
                "event_time": -3,
                "estimate": -0.04504486049076573,
                "se": 0.07066229583551961,
                "pvalue": 0.5238928894516427,
                "lower": -0.18362316259075634,
                "upper": 0.09353344160922489
              },
              {
                "event_time": -2,
                "estimate": -0.09611340256103851,
                "se": 0.057930758103757925,
                "pvalue": 0.09724866848688107,
                "lower": -0.2097234403111658,
                "upper": 0.017496635189088783
              },
              {
                "event_time": -1,
                "estimate": -0.13652985848356922,
                "se": 0.056281789108418925,
                "pvalue": 0.015360338094920907,
                "lower": -0.24690604541003364,
                "upper": -0.02615367155710481
              },
              {
                "event_time": 0,
                "estimate": -0.26005681986368057,
                "se": 0.1745135383910225,
                "pvalue": 0.13633214085089243,
                "lower": -0.6023014293507818,
                "upper": 0.0821877896234206
              },
              {
                "event_time": 1,
                "estimate": -0.13561297770904782,
                "se": 0.07471460402338087,
                "pvalue": 0.06965935711115569,
                "lower": -0.28213840325895934,
                "upper": 0.010912447840863676
              },
              {
                "event_time": 2,
                "estimate": -0.09171081465743867,
                "se": 0.042169689076626285,
                "pvalue": 0.029760071325562732,
                "lower": -0.174411268176894,
                "upper": -0.009010361137983341
              },
              {
                "event_time": 3,
                "estimate": -0.05734576891998747,
                "se": 0.054476743274216415,
                "pvalue": 0.2926199556962071,
                "lower": -0.164182017270175,
                "upper": 0.04949047943020005
              },
              {
                "event_time": 4,
                "estimate": 0.025018898364120235,
                "se": 0.0681693079069296,
                "pvalue": 0.7136489856286393,
                "lower": -0.10867031783489804,
                "upper": 0.15870811456313852
              },
              {
                "event_time": 5,
                "estimate": -0.019308169021101256,
                "se": 0.03657846185504433,
                "pvalue": 0.5976569014459602,
                "lower": -0.091043471099318,
                "upper": 0.05242713305711548
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -31,
                "estimate": -0.2009221991852997,
                "se": 0.19050163631803915,
                "pvalue": 0.2916879516504011,
                "lower": -0.5745216272264371,
                "upper": 0.17267722885583775
              },
              {
                "event_time": -30,
                "estimate": -0.16908236207674707,
                "se": 0.18979127260467368,
                "pvalue": 0.3730961342115343,
                "lower": -0.5412886709712781,
                "upper": 0.20312394681778392
              },
              {
                "event_time": -29,
                "estimate": -0.3366247943187066,
                "se": 0.18964689693275502,
                "pvalue": 0.0760465730429891,
                "lower": -0.7085479630287521,
                "upper": 0.03529837439133893
              },
              {
                "event_time": -28,
                "estimate": -0.325118646054712,
                "se": 0.18963138481403027,
                "pvalue": 0.08659402056296574,
                "lower": -0.6970113934056801,
                "upper": 0.04677410129625609
              },
              {
                "event_time": -27,
                "estimate": -0.33962507000401376,
                "se": 0.18966241562351574,
                "pvalue": 0.07349351761487546,
                "lower": -0.7115786729617866,
                "upper": 0.03232853295375909
              },
              {
                "event_time": -26,
                "estimate": -0.22731615126353397,
                "se": 0.09982619722168143,
                "pvalue": 0.022882883008391287,
                "lower": -0.4230888013381958,
                "upper": -0.03154350118887214
              },
              {
                "event_time": -25,
                "estimate": 0.22512510536594332,
                "se": 0.09798750524025417,
                "pvalue": 0.021692400766191732,
                "lower": 0.03295837850476102,
                "upper": 0.4172918322271256
              },
              {
                "event_time": -24,
                "estimate": -0.13190020778422712,
                "se": 0.05030451651912339,
                "pvalue": 0.00880606191366835,
                "lower": -0.2305541561842011,
                "upper": -0.033246259384253116
              },
              {
                "event_time": -23,
                "estimate": -0.07550547910694808,
                "se": 0.039006810364434694,
                "pvalue": 0.05304336929193813,
                "lower": -0.15200310045825594,
                "upper": 0.00099214224435977
              },
              {
                "event_time": -22,
                "estimate": 0.003679295195861422,
                "se": 0.036311680304077526,
                "pvalue": 0.9193021823125687,
                "lower": -0.06753281224329863,
                "upper": 0.07489140263502148
              },
              {
                "event_time": -21,
                "estimate": -0.02979394704794839,
                "se": 0.035724520148182955,
                "pvalue": 0.4043840280805557,
                "lower": -0.09985455415015315,
                "upper": 0.04026666005425638
              },
              {
                "event_time": -20,
                "estimate": -0.09644829731431658,
                "se": 0.03513998582192283,
                "pvalue": 0.006110262351372205,
                "lower": -0.16536255368598687,
                "upper": -0.027534040942646276
              },
              {
                "event_time": -19,
                "estimate": -0.04301033623452585,
                "se": 0.0369165829190794,
                "pvalue": 0.244128481697521,
                "lower": -0.11540873936832236,
                "upper": 0.02938806689927065
              },
              {
                "event_time": -18,
                "estimate": -0.002090975813424856,
                "se": 0.033090611492125215,
                "pvalue": 0.9496219175042606,
                "lower": -0.06698613244268482,
                "upper": 0.06280418081583512
              },
              {
                "event_time": -17,
                "estimate": 0.07691651085232198,
                "se": 0.030594021973047156,
                "pvalue": 0.012010479344663769,
                "lower": 0.016917503329224516,
                "upper": 0.13691551837541946
              },
              {
                "event_time": -16,
                "estimate": 0.025973216278710614,
                "se": 0.029365978877007114,
                "pvalue": 0.37654948818101647,
                "lower": -0.03161743293756121,
                "upper": 0.08356386549498243
              },
              {
                "event_time": -15,
                "estimate": 0.0663846740245779,
                "se": 0.027810449983241874,
                "pvalue": 0.017075799683992452,
                "lower": 0.011844626977633096,
                "upper": 0.1209247210715227
              },
              {
                "event_time": -14,
                "estimate": 0.058934431259477324,
                "se": 0.027677032217072583,
                "pvalue": 0.03334449486248591,
                "lower": 0.004656034464439851,
                "upper": 0.1132128280545148
              },
              {
                "event_time": -13,
                "estimate": 0.11611007667242844,
                "se": 0.027758826351229917,
                "pvalue": 3.0019531625078857e-05,
                "lower": 0.06167127053745604,
                "upper": 0.17054888280740083
              },
              {
                "event_time": -12,
                "estimate": 0.1972041259629289,
                "se": 0.029157390478793985,
                "pvalue": 1.7570259654778112e-11,
                "lower": 0.1400225467566298,
                "upper": 0.254385705169228
              },
              {
                "event_time": -11,
                "estimate": 0.16528185408512439,
                "se": 0.02900931239218264,
                "pvalue": 1.3931364581835469e-08,
                "lower": 0.10839067599837823,
                "upper": 0.22217303217187054
              },
              {
                "event_time": -10,
                "estimate": 0.08925440856409436,
                "se": 0.027092278439618242,
                "pvalue": 0.0010030976889031974,
                "lower": 0.036122792873010845,
                "upper": 0.14238602425517788
              },
              {
                "event_time": -9,
                "estimate": 0.15784013835618563,
                "se": 0.029619063115385705,
                "pvalue": 1.0972970652909506e-07,
                "lower": 0.0997531567800877,
                "upper": 0.21592711993228356
              },
              {
                "event_time": -8,
                "estimate": 0.06408319594238322,
                "se": 0.026794749266433743,
                "pvalue": 0.016864284676608186,
                "lower": 0.01153507512869649,
                "upper": 0.11663131675606996
              },
              {
                "event_time": -7,
                "estimate": 0.21716018008289295,
                "se": 0.020257603189560335,
                "pvalue": 4.0529722425432783e-26,
                "lower": 0.1774322852921677,
                "upper": 0.2568880748736182
              },
              {
                "event_time": -6,
                "estimate": 0.2783897001502508,
                "se": 0.026898045516175414,
                "pvalue": 1.688300740851727e-24,
                "lower": 0.22563900144501325,
                "upper": 0.3311403988554883
              },
              {
                "event_time": -5,
                "estimate": 0.254659718284194,
                "se": 0.02921768889233527,
                "pvalue": 5.881194978225246e-18,
                "lower": 0.19735988574817964,
                "upper": 0.3119595508202083
              },
              {
                "event_time": -4,
                "estimate": 0.21183770691348977,
                "se": 0.02017634460719038,
                "pvalue": 3.795404581024358e-25,
                "lower": 0.1722691711733407,
                "upper": 0.25140624265363887
              },
              {
                "event_time": -3,
                "estimate": 0.10135154870759017,
                "se": 0.02240962201246447,
                "pvalue": 6.459080124171287e-06,
                "lower": 0.05740325446565761,
                "upper": 0.14529984294952272
              },
              {
                "event_time": -2,
                "estimate": 0.04971798735586111,
                "se": 0.01978174604924368,
                "pvalue": 0.012036851811970397,
                "lower": 0.010923312661759041,
                "upper": 0.08851266204996318
              },
              {
                "event_time": 0,
                "estimate": -0.1090516328977979,
                "se": 0.01814287619229202,
                "pvalue": 2.184616140957792e-09,
                "lower": -0.1446322625420779,
                "upper": -0.07347100325351791
              },
              {
                "event_time": 1,
                "estimate": 0.015883150457224847,
                "se": 0.022314603401212687,
                "pvalue": 0.47668120521818086,
                "lower": -0.027878799459781993,
                "upper": 0.05964510037423169
              },
              {
                "event_time": 2,
                "estimate": 0.0634625521932901,
                "se": 0.01819806990717323,
                "pvalue": 0.0004982783662209312,
                "lower": 0.0277736802225418,
                "upper": 0.0991514241640384
              },
              {
                "event_time": 3,
                "estimate": 0.08715548374549123,
                "se": 0.01876399882179951,
                "pvalue": 3.622109660317679e-06,
                "lower": 0.05035674876829956,
                "upper": 0.12395421872268289
              },
              {
                "event_time": 4,
                "estimate": 0.15370221456137442,
                "se": 0.0204697152227948,
                "pvalue": 8.89172386096738e-14,
                "lower": 0.11355833943668112,
                "upper": 0.19384608968606773
              },
              {
                "event_time": 5,
                "estimate": 0.10902614863896509,
                "se": 0.020036929892021813,
                "pvalue": 5.930681569326455e-08,
                "lower": 0.06973102397734628,
                "upper": 0.14832127330058392
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0
            ],
            "weights": [
              0.2012735956333864,
              0.18262451671594268,
              0.17102569934045941,
              0.15919945417329998,
              0.14737320900614054,
              0.138503525130771
            ],
            "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": 4.753498317753396e-12
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "F": 2.4104628443384244,
            "df_num": 29,
            "df_den": 155669,
            "pvalue": 3.1353089477552046e-05,
            "log10_pvalue": -4.503719658120532,
            "inference": "Homoskedastic nested-model F",
            "observations": 171347,
            "design_columns": 179,
            "restricted_design_columns": 150,
            "fixed_effect_rank": 15499,
            "covariance_rank": 29,
            "rss_unrestricted": 125556.42419065305,
            "rss_restricted": 125612.80551105729,
            "test_horizon": null,
            "reference_cohort": 3,
            "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.-31.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-30.0]",
                "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]"
              ],
              "data": [
                [
                  -4.242306832488535e-06,
                  -4.275792545654818e-06,
                  -4.426599379389857e-06,
                  -4.488119160171868e-06,
                  -4.755895947607983e-06,
                  -2.255570811428626e-05
                ],
                [
                  -3.0180781193514017e-06,
                  -3.041203387573778e-06,
                  -3.1646002590510324e-06,
                  -3.204553541737368e-06,
                  -3.4081664185429585e-06,
                  -1.5279557385063168e-05
                ],
                [
                  -1.7409097189471775e-06,
                  -1.7717707129984521e-06,
                  -1.878995489137037e-06,
                  -1.9184116178858785e-06,
                  -2.049761391062637e-06,
                  -7.716838124096052e-06
                ],
                [
                  -8.651135638530409e-07,
                  -8.83041135300098e-07,
                  -9.483052947931638e-07,
                  -9.834870796331843e-07,
                  -1.059753036600816e-06,
                  -2.442818171741199e-06
                ],
                [
                  -1.767851558250745e-07,
                  -2.0045163821728816e-07,
                  -2.5580672061614127e-07,
                  -2.9765073002099474e-07,
                  -3.642344854698592e-07,
                  1.5717654869927233e-06
                ]
              ]
            },
            "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_17,ref=-1.0)+i(rel_time,cohort_dummy_19,ref=-1.0)+i(rel_time,cohort_dummy_20,ref=-1.0)+i(rel_time,cohort_dummy_24,ref=-1.0)+i(rel_time,cohort_dummy_25,ref=-1.0)+i(rel_time,cohort_dummy_28,ref=-1.0)+i(rel_time,cohort_dummy_33,ref=-1.0)|unit_fe+time_fe",
            "restriction_names": [
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_17",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_17",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_17",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_17",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_17",
              "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_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_25",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_25",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_25",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_25",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_25",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_28",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_28",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_28",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_28",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_28",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_33",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_33",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_33",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_33",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_33"
            ],
            "deviations": [
              {
                "event_time": -16.0,
                "cohort": 17,
                "estimate": -2.7494550329895717
              },
              {
                "event_time": -15.0,
                "cohort": 17,
                "estimate": 0.15144155724277153
              },
              {
                "event_time": -14.0,
                "cohort": 17,
                "estimate": 0.8201905224569364
              },
              {
                "event_time": -13.0,
                "cohort": 17,
                "estimate": 1.0601014171507201
              },
              {
                "event_time": -12.0,
                "cohort": 17,
                "estimate": 0.3843426967149739
              },
              {
                "event_time": -11.0,
                "cohort": 17,
                "estimate": 0.6871114992526655
              },
              {
                "event_time": -10.0,
                "cohort": 17,
                "estimate": 0.4627083664470033
              },
              {
                "event_time": -9.0,
                "cohort": 17,
                "estimate": 0.4395108512431084
              },
              {
                "event_time": -8.0,
                "cohort": 17,
                "estimate": 0.49461294176687
              },
              {
                "event_time": -7.0,
                "cohort": 17,
                "estimate": 0.7830681672324309
              },
              {
                "event_time": -6.0,
                "cohort": 17,
                "estimate": 0.9185172217560792
              },
              {
                "event_time": -5.0,
                "cohort": 17,
                "estimate": 0.7521848877813795
              },
              {
                "event_time": -4.0,
                "cohort": 17,
                "estimate": 0.10147639161683211
              },
              {
                "event_time": -3.0,
                "cohort": 17,
                "estimate": 0.4775382282226382
              },
              {
                "event_time": -2.0,
                "cohort": 17,
                "estimate": 0.5917458631576822
              },
              {
                "event_time": 0.0,
                "cohort": 17,
                "estimate": 0.4392416359816387
              },
              {
                "event_time": 1.0,
                "cohort": 17,
                "estimate": 0.2795751038608847
              },
              {
                "event_time": 2.0,
                "cohort": 17,
                "estimate": -0.013175536815008937
              },
              {
                "event_time": 3.0,
                "cohort": 17,
                "estimate": 0.1078238522080743
              },
              {
                "event_time": 4.0,
                "cohort": 17,
                "estimate": -0.03873933760643436
              },
              {
                "event_time": 5.0,
                "cohort": 17,
                "estimate": 0.08073578471735468
              },
              {
                "event_time": -18.0,
                "cohort": 19,
                "estimate": 0.6338850785418995
              },
              {
                "event_time": -17.0,
                "cohort": 19,
                "estimate": 0.6446017938399579
              },
              {
                "event_time": -16.0,
                "cohort": 19,
                "estimate": -2.590069309294384
              },
              {
                "event_time": -15.0,
                "cohort": 19,
                "estimate": 0.17075194585769268
              },
              {
                "event_time": -14.0,
                "cohort": 19,
                "estimate": 0.746027635915818
              },
              {
                "event_time": -13.0,
                "cohort": 19,
                "estimate": 0.7377665319575619
              },
              {
                "event_time": -12.0,
                "cohort": 19,
                "estimate": 0.32467429886575855
              },
              {
                "event_time": -11.0,
                "cohort": 19,
                "estimate": 0.6047994510319836
              },
              {
                "event_time": -10.0,
                "cohort": 19,
                "estimate": 0.32066939541242895
              },
              {
                "event_time": -9.0,
                "cohort": 19,
                "estimate": 0.23591218859945814
              },
              {
                "event_time": -8.0,
                "cohort": 19,
                "estimate": 0.1895617436074566
              },
              {
                "event_time": -7.0,
                "cohort": 19,
                "estimate": 0.5528308639135412
              },
              {
                "event_time": -6.0,
                "cohort": 19,
                "estimate": 0.7834792609295148
              },
              {
                "event_time": -5.0,
                "cohort": 19,
                "estimate": 0.8677346225165258
              },
              {
                "event_time": -4.0,
                "cohort": 19,
                "estimate": -0.018586084551349774
              },
              {
                "event_time": -3.0,
                "cohort": 19,
                "estimate": 0.27263225748829567
              },
              {
                "event_time": -2.0,
                "cohort": 19,
                "estimate": 0.3254103415948834
              },
              {
                "event_time": 0.0,
                "cohort": 19,
                "estimate": -0.43892237693815944
              },
              {
                "event_time": 1.0,
                "cohort": 19,
                "estimate": -0.24403701123254337
              },
              {
                "event_time": 2.0,
                "cohort": 19,
                "estimate": -0.06235876976129234
              },
              {
                "event_time": 3.0,
                "cohort": 19,
                "estimate": 0.2114844049645232
              },
              {
                "event_time": 4.0,
                "cohort": 19,
                "estimate": -0.06617621497503216
              },
              {
                "event_time": 5.0,
                "cohort": 19,
                "estimate": -0.23188558278427934
              },
              {
                "event_time": -5.0,
                "cohort": 20,
                "estimate": 4.1416512520716795
              },
              {
                "event_time": -4.0,
                "cohort": 20,
                "estimate": 4.5175347135939425
              },
              {
                "event_time": -3.0,
                "cohort": 20,
                "estimate": 0.5989278539785147
              },
              {
                "event_time": -2.0,
                "cohort": 20,
                "estimate": 0.6305842146069631
              },
              {
                "event_time": 0.0,
                "cohort": 20,
                "estimate": -0.11308948419773841
              },
              {
                "event_time": 1.0,
                "cohort": 20,
                "estimate": 6.178125604989145
              },
              {
                "event_time": 2.0,
                "cohort": 20,
                "estimate": 4.165809343052383
              },
              {
                "event_time": 3.0,
                "cohort": 20,
                "estimate": 1.201708928858098
              },
              {
                "event_time": 4.0,
                "cohort": 20,
                "estimate": 0.5307429192030922
              },
              {
                "event_time": -22.0,
                "cohort": 24,
                "estimate": -0.5396542768300587
              },
              {
                "event_time": -21.0,
                "cohort": 24,
                "estimate": -0.43679080251290836
              },
              {
                "event_time": -20.0,
                "cohort": 24,
                "estimate": -0.48985915171253513
              },
              {
                "event_time": -19.0,
                "cohort": 24,
                "estimate": -0.08507611264767792
              },
              {
                "event_time": -18.0,
                "cohort": 24,
                "estimate": 0.10491804654804318
              },
              {
                "event_time": -17.0,
                "cohort": 24,
                "estimate": 0.5118069083936942
              },
              {
                "event_time": -16.0,
                "cohort": 24,
                "estimate": -3.397906214322162
              },
              {
                "event_time": -15.0,
                "cohort": 24,
                "estimate": -0.4857121200713783
              },
              {
                "event_time": -14.0,
                "cohort": 24,
                "estimate": 0.2737369541100388
              },
              {
                "event_time": -13.0,
                "cohort": 24,
                "estimate": 0.25459120028472604
              },
              {
                "event_time": -12.0,
                "cohort": 24,
                "estimate": -0.3328554739169163
              },
              {
                "event_time": -11.0,
                "cohort": 24,
                "estimate": -0.4161229709804388
              },
              {
                "event_time": -10.0,
                "cohort": 24,
                "estimate": -0.1982000468848991
              },
              {
                "event_time": -9.0,
                "cohort": 24,
                "estimate": 0.4123195797603945
              },
              {
                "event_time": -8.0,
                "cohort": 24,
                "estimate": -0.7132377931082972
              },
              {
                "event_time": -7.0,
                "cohort": 24,
                "estimate": -0.30887083420388406
              },
              {
                "event_time": -6.0,
                "cohort": 24,
                "estimate": -0.003549584329025062
              },
              {
                "event_time": -5.0,
                "cohort": 24,
                "estimate": -0.5866416547578633
              },
              {
                "event_time": -4.0,
                "cohort": 24,
                "estimate": -0.9186680278478443
              },
              {
                "event_time": -3.0,
                "cohort": 24,
                "estimate": 0.07120807148732336
              },
              {
                "event_time": -2.0,
                "cohort": 24,
                "estimate": 0.20432348253953975
              },
              {
                "event_time": 0.0,
                "cohort": 24,
                "estimate": -1.1350559428461322
              },
              {
                "event_time": -24.0,
                "cohort": 25,
                "estimate": -0.17499896214724
              },
              {
                "event_time": -23.0,
                "cohort": 25,
                "estimate": 0.07601863367598577
              },
              {
                "event_time": -22.0,
                "cohort": 25,
                "estimate": 0.055205818883712066
              },
              {
                "event_time": -21.0,
                "cohort": 25,
                "estimate": -0.055937362232579335
              },
              {
                "event_time": -20.0,
                "cohort": 25,
                "estimate": -0.1476242776215303
              },
              {
                "event_time": -19.0,
                "cohort": 25,
                "estimate": 0.29053601042233634
              },
              {
                "event_time": -18.0,
                "cohort": 25,
                "estimate": 0.15224562144438192
              },
              {
                "event_time": -17.0,
                "cohort": 25,
                "estimate": 0.44929978816481164
              },
              {
                "event_time": -16.0,
                "cohort": 25,
                "estimate": -2.889199304171477
              },
              {
                "event_time": -15.0,
                "cohort": 25,
                "estimate": -0.09910828277824668
              },
              {
                "event_time": -14.0,
                "cohort": 25,
                "estimate": 0.5347547545631773
              },
              {
                "event_time": -13.0,
                "cohort": 25,
                "estimate": 0.5803858517351961
              },
              {
                "event_time": -12.0,
                "cohort": 25,
                "estimate": -0.06761866844099768
              },
              {
                "event_time": -11.0,
                "cohort": 25,
                "estimate": 0.18661806517472873
              },
              {
                "event_time": -10.0,
                "cohort": 25,
                "estimate": 0.11830934103171714
              },
              {
                "event_time": -9.0,
                "cohort": 25,
                "estimate": 0.12750248792565638
              },
              {
                "event_time": -8.0,
                "cohort": 25,
                "estimate": -0.11992656538878266
              },
              {
                "event_time": -7.0,
                "cohort": 25,
                "estimate": 0.22202792352495887
              },
              {
                "event_time": -6.0,
                "cohort": 25,
                "estimate": 0.5701963253902496
              },
              {
                "event_time": -5.0,
                "cohort": 25,
                "estimate": 0.505674714380173
              },
              {
                "event_time": -4.0,
                "cohort": 25,
                "estimate": -0.21642377392942969
              },
              {
                "event_time": -3.0,
                "cohort": 25,
                "estimate": 0.33097982509203183
              },
              {
                "event_time": -2.0,
                "cohort": 25,
                "estimate": 0.3279826286480334
              },
              {
                "event_time": 0.0,
                "cohort": 25,
                "estimate": -0.12323620437933026
              },
              {
                "event_time": 1.0,
                "cohort": 25,
                "estimate": -0.24781840784167997
              },
              {
                "event_time": 2.0,
                "cohort": 25,
                "estimate": -0.18512964483078032
              },
              {
                "event_time": 3.0,
                "cohort": 25,
                "estimate": -0.11380377132974359
              },
              {
                "event_time": 4.0,
                "cohort": 25,
                "estimate": -0.4316919894039861
              },
              {
                "event_time": 5.0,
                "cohort": 25,
                "estimate": -0.3634910216579974
              },
              {
                "event_time": -26.0,
                "cohort": 28,
                "estimate": 0.12374194972613506
              },
              {
                "event_time": -25.0,
                "cohort": 28,
                "estimate": -0.09237918473402018
              },
              {
                "event_time": -24.0,
                "cohort": 28,
                "estimate": 0.05342451959907457
              },
              {
                "event_time": -23.0,
                "cohort": 28,
                "estimate": 0.24112406736846137
              },
              {
                "event_time": -22.0,
                "cohort": 28,
                "estimate": 0.08116118924365245
              },
              {
                "event_time": -21.0,
                "cohort": 28,
                "estimate": 0.15962161899106658
              },
              {
                "event_time": -20.0,
                "cohort": 28,
                "estimate": -0.025728261874012837
              },
              {
                "event_time": -19.0,
                "cohort": 28,
                "estimate": 0.3645773670224767
              },
              {
                "event_time": -18.0,
                "cohort": 28,
                "estimate": 0.2657766299140262
              },
              {
                "event_time": -17.0,
                "cohort": 28,
                "estimate": 0.47196467845525714
              },
              {
                "event_time": -16.0,
                "cohort": 28,
                "estimate": -2.4415687506512516
              },
              {
                "event_time": -15.0,
                "cohort": 28,
                "estimate": 0.17415275062930824
              },
              {
                "event_time": -14.0,
                "cohort": 28,
                "estimate": 0.7891270351644256
              },
              {
                "event_time": -13.0,
                "cohort": 28,
                "estimate": 0.5991927494379525
              },
              {
                "event_time": -12.0,
                "cohort": 28,
                "estimate": -0.1832423508836779
              },
              {
                "event_time": -11.0,
                "cohort": 28,
                "estimate": 0.6009276928853481
              },
              {
                "event_time": -10.0,
                "cohort": 28,
                "estimate": 0.14012586601773674
              },
              {
                "event_time": -9.0,
                "cohort": 28,
                "estimate": -0.16168345800207728
              },
              {
                "event_time": -8.0,
                "cohort": 28,
                "estimate": -0.09216178017752619
              },
              {
                "event_time": -7.0,
                "cohort": 28,
                "estimate": 0.06893447240451916
              },
              {
                "event_time": -6.0,
                "cohort": 28,
                "estimate": 0.5671861895010617
              },
              {
                "event_time": -5.0,
                "cohort": 28,
                "estimate": 0.49958566588187403
              },
              {
                "event_time": -4.0,
                "cohort": 28,
                "estimate": 0.11929015969886261
              },
              {
                "event_time": -3.0,
                "cohort": 28,
                "estimate": 0.2140063526709218
              },
              {
                "event_time": -2.0,
                "cohort": 28,
                "estimate": 0.5110961493192521
              },
              {
                "event_time": 0.0,
                "cohort": 28,
                "estimate": -0.06872431340643909
              },
              {
                "event_time": 1.0,
                "cohort": 28,
                "estimate": -0.20421803967168844
              },
              {
                "event_time": 2.0,
                "cohort": 28,
                "estimate": -0.18354208052360171
              },
              {
                "event_time": 3.0,
                "cohort": 28,
                "estimate": -0.08324941946300655
              },
              {
                "event_time": 4.0,
                "cohort": 28,
                "estimate": -0.4664606524929298
              },
              {
                "event_time": 5.0,
                "cohort": 28,
                "estimate": -0.5631365734809035
              },
              {
                "event_time": -16.0,
                "cohort": 33,
                "estimate": -3.231544741778039
              },
              {
                "event_time": -2.0,
                "cohort": 33,
                "estimate": 0.7470027691645751
              },
              {
                "event_time": 0.0,
                "cohort": 33,
                "estimate": 0.3550582640354517
              },
              {
                "event_time": 1.0,
                "cohort": 33,
                "estimate": 0.18362389359351713
              },
              {
                "event_time": 2.0,
                "cohort": 33,
                "estimate": -0.4704012513853475
              },
              {
                "event_time": 3.0,
                "cohort": 33,
                "estimate": -0.3009527020560916
              },
              {
                "event_time": 4.0,
                "cohort": 33,
                "estimate": -0.09098642803576076
              },
              {
                "event_time": 5.0,
                "cohort": 33,
                "estimate": -0.20508341633506044
              }
            ]
          }
        }
      },
      "code_sha256": {
        "replication_engine.py": "cd3acc93d19b09e121e2366dbaaccd6cc5c4f902ca3ac3d3c1c27b3cc1d436f0",
        "reference_f_test.py": "5f044e72270f04daf518d8b9667920b0bdce87bdaa9b134f2625697b9eff1909",
        "sparse_did2s.py": "16f2083b77e2a6a0fd9a4dda23961f99f24def371aa785b956cc08b5c86929f3",
        "frequency.py": "f8b8062ee5e78fff474749beed9c4a3c20ced533b2e327a18f101ff35bca26b2",
        "sparse_models.py": "fd6fc12f18694fa56b8e0a68bec3d72bf57339ae0aecab45d7f13a834468feec"
      }
    },
    "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": "s02-p014",
        "specification_id": "S02-P014",
        "source_specification_id": "AM005-P2587-T2-DSALES-QP-M1",
        "study_id": 2,
        "study": "Do Powerful Politicians Really Cause Corporate Downsizing?",
        "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204",
        "description": "AM005-P2587-T2-DSALES-QP-M1",
        "data": "analyses/full-archive/prepared/S02-P014.parquet",
        "output_dir": "analyses/archive-expanded/fits/S02-P014"
      },
      "options": {
        "output_dir": "analyses/archive-expanded/fits/S02-P014",
        "regression_results": "analyses/archive-expanded/baselines/S02-P014.json",
        "display_window": [
          -10,
          10
        ],
        "timeout_seconds": 3600
      },
      "source": {
        "file": "S02-P014.parquet",
        "bytes": 2114636,
        "sha256": "726be300cb1dc5d8010ea8437f6ddb03a90a066b803a148c0bc5a4a9becd12de"
      },
      "regressions": {
        "y__d": {
          "sample": {
            "outcome": "y",
            "treatment": "d",
            "source_rows": 181489,
            "source_sd": 0.44138795731535097,
            "rows": 171347,
            "units": 15459,
            "clusters": 2028,
            "treated_units": 880,
            "never_treated_units": 14579,
            "treated_cohorts": 8,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 171059,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 326,
            "post_adoption_untreated_rows_removed": 6925,
            "units_without_minus_one_removed": 19,
            "additional_rows_removed": 1919
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.08296560274959391,
              "se": 0.04480111686807485,
              "pvalue": 0.06419058960422154,
              "lower": -0.17082664143155918,
              "upper": 0.004895435932371364
            },
            {
              "method": "Dynamic TWFE",
              "estimate": 0.04159920390949166,
              "se": 0.054027653176894556,
              "pvalue": 0.441412549507668,
              "lower": -0.06435631812914713,
              "upper": 0.14755472594813043
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.1009102811780779,
              "se": 0.04885147205634503,
              "pvalue": 0.03898791090446736,
              "lower": -0.1967146132140956,
              "upper": -0.0051059491420601955
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": 0.04343236573361355,
              "se": 0.015365335598963316,
              "pvalue": 0.004749970106958353,
              "lower": 0.013298868182709627,
              "upper": 0.07356586328451747
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -31,
                "estimate": -0.006211558149077138,
                "se": 0.0956849293710766,
                "pvalue": 0.948246656236141,
                "lower": -0.19386262286492276,
                "upper": 0.18143950656676847
              },
              {
                "event_time": -30,
                "estimate": 0.02065347177746066,
                "se": 0.09438188933590765,
                "pvalue": 0.8268054730233383,
                "lower": -0.16444215550875,
                "upper": 0.2057490990636713
              },
              {
                "event_time": -29,
                "estimate": -0.14666350465207287,
                "se": 0.09394777826625272,
                "pvalue": 0.11865217303527913,
                "lower": -0.3309077815222764,
                "upper": 0.03758077221813064
              },
              {
                "event_time": -28,
                "estimate": -0.1326741526214172,
                "se": 0.09384469017527067,
                "pvalue": 0.15758505227557645,
                "lower": -0.3167162598275006,
                "upper": 0.0513679545846662
              },
              {
                "event_time": -27,
                "estimate": -0.14512392688839473,
                "se": 0.09385897272554175,
                "pvalue": 0.1222144761090571,
                "lower": -0.3291940441038165,
                "upper": 0.038946190327027036
              },
              {
                "event_time": -26,
                "estimate": -0.17834064162694746,
                "se": 0.06269472435729588,
                "pvalue": 0.004491528690943549,
                "lower": -0.3012934603732321,
                "upper": -0.05538782288066278
              },
              {
                "event_time": -25,
                "estimate": 0.2661947407536421,
                "se": 0.07594082960826881,
                "pvalue": 0.0004660172959215471,
                "lower": 0.11726452128165255,
                "upper": 0.4151249602256316
              },
              {
                "event_time": -24,
                "estimate": -0.06368823293114123,
                "se": 0.08607215756435202,
                "pvalue": 0.45942208590894096,
                "lower": -0.23248735433408732,
                "upper": 0.10511088847180486
              },
              {
                "event_time": -23,
                "estimate": 0.014705244520841845,
                "se": 0.06498365255335047,
                "pvalue": 0.8209975689265759,
                "lower": -0.11273647144124196,
                "upper": 0.14214696048292566
              },
              {
                "event_time": -22,
                "estimate": 0.0927820866261768,
                "se": 0.06219416595652866,
                "pvalue": 0.13590369326017504,
                "lower": -0.0291890695168764,
                "upper": 0.21475324276923002
              },
              {
                "event_time": -21,
                "estimate": 0.05910314621542338,
                "se": 0.06267835813502941,
                "pvalue": 0.34581404831091017,
                "lower": -0.06381757615942782,
                "upper": 0.18202386859027458
              },
              {
                "event_time": -20,
                "estimate": -0.005263624581600634,
                "se": 0.06143092571885601,
                "pvalue": 0.9317263794247466,
                "lower": -0.12573796357513373,
                "upper": 0.11521071441193245
              },
              {
                "event_time": -19,
                "estimate": 0.0502478504182731,
                "se": 0.06254083285260209,
                "pvalue": 0.4218142627755673,
                "lower": -0.07240316631074173,
                "upper": 0.17289886714728794
              },
              {
                "event_time": -18,
                "estimate": 0.06367604496426846,
                "se": 0.07151390866842257,
                "pvalue": 0.37335635418858387,
                "lower": -0.07657238487548537,
                "upper": 0.2039244748040223
              },
              {
                "event_time": -17,
                "estimate": 0.10198342006554367,
                "se": 0.0557556728181929,
                "pvalue": 0.06752954021257179,
                "lower": -0.0073609817859441595,
                "upper": 0.2113278219170315
              },
              {
                "event_time": -16,
                "estimate": 0.051668624426081604,
                "se": 0.06562853274139714,
                "pvalue": 0.43120472809317506,
                "lower": -0.07703778864866676,
                "upper": 0.18037503750082998
              },
              {
                "event_time": -15,
                "estimate": 0.08314335377850027,
                "se": 0.060000939730693786,
                "pvalue": 0.16599070310210903,
                "lower": -0.03452658963287447,
                "upper": 0.200813297189875
              },
              {
                "event_time": -14,
                "estimate": 0.07167542353032809,
                "se": 0.054320624566166,
                "pvalue": 0.18715496466634846,
                "lower": -0.034854654956117254,
                "upper": 0.17820550201677343
              },
              {
                "event_time": -13,
                "estimate": 0.12193633770898546,
                "se": 0.0539422621394434,
                "pvalue": 0.023896072899992352,
                "lower": 0.016148279023251055,
                "upper": 0.22772439639471986
              },
              {
                "event_time": -12,
                "estimate": 0.20331171162907108,
                "se": 0.08698160633319928,
                "pvalue": 0.01951472519426303,
                "lower": 0.03272903840766808,
                "upper": 0.3738943848504741
              },
              {
                "event_time": -11,
                "estimate": 0.16691648575367057,
                "se": 0.09912239778710423,
                "pvalue": 0.09234661660661515,
                "lower": -0.02747591861131793,
                "upper": 0.3613088901186591
              },
              {
                "event_time": -10,
                "estimate": 0.09326644215585628,
                "se": 0.05302089405276371,
                "pvalue": 0.07871975429858441,
                "lower": -0.010714689319950038,
                "upper": 0.1972475736316626
              },
              {
                "event_time": -9,
                "estimate": 0.16514780227865697,
                "se": 0.05898871965358022,
                "pvalue": 0.005164263488115017,
                "lower": 0.04946295909618549,
                "upper": 0.28083264546112846
              },
              {
                "event_time": -8,
                "estimate": 0.07121961953140157,
                "se": 0.06485800591738711,
                "pvalue": 0.2722976837992421,
                "lower": -0.05597568641427253,
                "upper": 0.19841492547707568
              },
              {
                "event_time": -7,
                "estimate": 0.22526805661445895,
                "se": 0.06992215877540262,
                "pvalue": 0.0012945364077068093,
                "lower": 0.08814126321369084,
                "upper": 0.3623948500152271
              },
              {
                "event_time": -6,
                "estimate": 0.29947875550961667,
                "se": 0.05132528330780951,
                "pvalue": 6.250262724006501e-09,
                "lower": 0.19882294562547223,
                "upper": 0.40013456539376113
              },
              {
                "event_time": -5,
                "estimate": 0.26364955422884134,
                "se": 0.07293281230499467,
                "pvalue": 0.00030771876130999,
                "lower": 0.12061846279460214,
                "upper": 0.40668064566308054
              },
              {
                "event_time": -4,
                "estimate": 0.21386632401318903,
                "se": 0.05077666582830977,
                "pvalue": 2.6431984695935354e-05,
                "lower": 0.11428642707402473,
                "upper": 0.3134462209523533
              },
              {
                "event_time": -3,
                "estimate": 0.09554633150509988,
                "se": 0.08263333984952763,
                "pvalue": 0.24770758884831834,
                "lower": -0.06650880409159692,
                "upper": 0.25760146710179666
              },
              {
                "event_time": -2,
                "estimate": 0.047321539939111285,
                "se": 0.06123895577816483,
                "pvalue": 0.4397687849799845,
                "lower": -0.0727763200832723,
                "upper": 0.16741939996149485
              },
              {
                "event_time": 0,
                "estimate": -0.10644217993182079,
                "se": 0.14203566416278623,
                "pvalue": 0.4537003400646816,
                "lower": -0.3849932932885054,
                "upper": 0.1721089334248638
              },
              {
                "event_time": 1,
                "estimate": 0.019449519236446864,
                "se": 0.060837012494830166,
                "pvalue": 0.7492296240575145,
                "lower": -0.09986007574180814,
                "upper": 0.13875911421470186
              },
              {
                "event_time": 2,
                "estimate": 0.06293539077717418,
                "se": 0.04600630739531184,
                "pvalue": 0.17147212502999012,
                "lower": -0.02728918923891717,
                "upper": 0.15315997079326554
              },
              {
                "event_time": 3,
                "estimate": 0.07926511882123587,
                "se": 0.07299088954355894,
                "pvalue": 0.27762622673366005,
                "lower": -0.06387986991871254,
                "upper": 0.2224101075611843
              },
              {
                "event_time": 4,
                "estimate": 0.14729397781926107,
                "se": 0.08359815178877385,
                "pvalue": 0.07823207182167691,
                "lower": -0.01665328424750906,
                "upper": 0.3112412398860312
              },
              {
                "event_time": 5,
                "estimate": 0.1038350906677309,
                "se": 0.04692393442533349,
                "pvalue": 0.027019830345579983,
                "lower": 0.011810920158890015,
                "upper": 0.1958592611765718
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -31,
                "estimate": -0.09176507819085344,
                "se": 0.0655162088385552,
                "pvalue": 0.1614727323440558,
                "lower": -0.22025120892751712,
                "upper": 0.036721052545810234
              },
              {
                "event_time": -30,
                "estimate": -0.06625814785577891,
                "se": 0.06455068206334268,
                "pvalue": 0.3048012613521792,
                "lower": -0.19285075023253084,
                "upper": 0.060334454520973024
              },
              {
                "event_time": -29,
                "estimate": -0.2325324457423088,
                "se": 0.06417414443803063,
                "pvalue": 0.00029784509709662943,
                "lower": -0.35838660700027847,
                "upper": -0.10667828448433916
              },
              {
                "event_time": -28,
                "estimate": -0.21598317318220187,
                "se": 0.06433850023530528,
                "pvalue": 0.0008025417337864199,
                "lower": -0.34215965834795437,
                "upper": -0.08980668801644939
              },
              {
                "event_time": -27,
                "estimate": -0.23405629677467665,
                "se": 0.06437358984861423,
                "pvalue": 0.00028391484035325955,
                "lower": -0.3603015974095022,
                "upper": -0.10781099613985112
              },
              {
                "event_time": -26,
                "estimate": -0.2476843211062608,
                "se": 0.02841325612641475,
                "pvalue": 5.8181392244421835e-18,
                "lower": -0.3034065523835452,
                "upper": -0.19196208982897642
              },
              {
                "event_time": -25,
                "estimate": 0.1946100793112376,
                "se": 0.05072684164704212,
                "pvalue": 0.00012865292414626422,
                "lower": 0.09512789431819609,
                "upper": 0.29409226430427915
              },
              {
                "event_time": -24,
                "estimate": -0.1313365054947754,
                "se": 0.0545023103959672,
                "pvalue": 0.016052402727930647,
                "lower": -0.23822289442247904,
                "upper": -0.024450116567071772
              },
              {
                "event_time": -23,
                "estimate": -0.06546774207881018,
                "se": 0.02331932515678394,
                "pvalue": 0.0050413971181738635,
                "lower": -0.11120008700384332,
                "upper": -0.019735397153777035
              },
              {
                "event_time": -22,
                "estimate": 0.009705013742814373,
                "se": 0.018749122805752923,
                "pvalue": 0.6047764546581543,
                "lower": -0.027064547358530595,
                "upper": 0.04647457484415934
              },
              {
                "event_time": -21,
                "estimate": -0.023906451780516414,
                "se": 0.02001619783515525,
                "pvalue": 0.23247875861040124,
                "lower": -0.06316091807962892,
                "upper": 0.015348014518596093
              },
              {
                "event_time": -20,
                "estimate": -0.08693103944306435,
                "se": 0.019195666027601806,
                "pvalue": 6.280157005636519e-06,
                "lower": -0.1245763320893073,
                "upper": -0.049285746796821406
              },
              {
                "event_time": -19,
                "estimate": -0.03787665834485954,
                "se": 0.01999935626366983,
                "pvalue": 0.0583813557292846,
                "lower": -0.07709809604854431,
                "upper": 0.0013447793588252446
              },
              {
                "event_time": -18,
                "estimate": -0.027124623465691732,
                "se": 0.03672721444579422,
                "pvalue": 0.46027010895195863,
                "lower": -0.09915164945714049,
                "upper": 0.044902402525757015
              },
              {
                "event_time": -17,
                "estimate": 0.0037886509161154653,
                "se": 0.016384634642280363,
                "pvalue": 0.8171579524927003,
                "lower": -0.02834382967213294,
                "upper": 0.03592113150436387
              },
              {
                "event_time": -16,
                "estimate": -0.047342123804329006,
                "se": 0.025455054825871078,
                "pvalue": 0.06305407461598764,
                "lower": -0.09726292295077026,
                "upper": 0.002578675342112244
              },
              {
                "event_time": -15,
                "estimate": -0.021930491537259716,
                "se": 0.019651398054304568,
                "pvalue": 0.26456462037376827,
                "lower": -0.06046953621528013,
                "upper": 0.016608553140760703
              },
              {
                "event_time": -14,
                "estimate": -0.028424649073466833,
                "se": 0.013811381056924935,
                "pvalue": 0.03971198181325804,
                "lower": -0.05551063197132999,
                "upper": -0.0013386661756036727
              },
              {
                "event_time": -13,
                "estimate": 0.009519482258950787,
                "se": 0.023392865484676208,
                "pvalue": 0.6840953487738652,
                "lower": -0.03635708517760263,
                "upper": 0.055396049695504206
              },
              {
                "event_time": -12,
                "estimate": 0.08145060357894535,
                "se": 0.05547447069949084,
                "pvalue": 0.14219044512112164,
                "lower": -0.027342322953266718,
                "upper": 0.1902435301111574
              },
              {
                "event_time": -11,
                "estimate": 0.04251754814174844,
                "se": 0.06989019037561989,
                "pvalue": 0.5430249405368268,
                "lower": -0.09454655091105996,
                "upper": 0.17958164719455683
              },
              {
                "event_time": -10,
                "estimate": -0.02817181321657198,
                "se": 0.017195098681756928,
                "pvalue": 0.10150119445854942,
                "lower": -0.061893723205263186,
                "upper": 0.005550096772119227
              },
              {
                "event_time": -9,
                "estimate": 0.042988202430012314,
                "se": 0.03338730245635767,
                "pvalue": 0.19804566250716052,
                "lower": -0.02248880523572467,
                "upper": 0.1084652100957493
              },
              {
                "event_time": -8,
                "estimate": -0.04116679729012901,
                "se": 0.0338556249722224,
                "pvalue": 0.22414499158843235,
                "lower": -0.1075622486367053,
                "upper": 0.02522865405644728
              },
              {
                "event_time": -7,
                "estimate": 0.10508298015915998,
                "se": 0.04279013930414729,
                "pvalue": 0.014141480647430683,
                "lower": 0.021165739977868026,
                "upper": 0.18900022034045194
              },
              {
                "event_time": -6,
                "estimate": 0.15065640273036243,
                "se": 0.027842822008250067,
                "pvalue": 7.010248409314743e-08,
                "lower": 0.0960528697718982,
                "upper": 0.20525993568882667
              },
              {
                "event_time": -5,
                "estimate": 0.11367231776521539,
                "se": 0.051838117880746444,
                "pvalue": 0.028432720688774747,
                "lower": 0.012010770046834748,
                "upper": 0.215333865483596
              },
              {
                "event_time": -4,
                "estimate": 0.06690375141514653,
                "se": 0.032834221524994316,
                "pvalue": 0.04171730917561797,
                "lower": 0.002511410126095362,
                "upper": 0.13129609270419768
              },
              {
                "event_time": -3,
                "estimate": -0.04504486049076573,
                "se": 0.07066229583551961,
                "pvalue": 0.5238928894516427,
                "lower": -0.18362316259075634,
                "upper": 0.09353344160922489
              },
              {
                "event_time": -2,
                "estimate": -0.09611340256103851,
                "se": 0.057930758103757925,
                "pvalue": 0.09724866848688107,
                "lower": -0.2097234403111658,
                "upper": 0.017496635189088783
              },
              {
                "event_time": -1,
                "estimate": -0.13652985848356922,
                "se": 0.056281789108418925,
                "pvalue": 0.015360338094920907,
                "lower": -0.24690604541003364,
                "upper": -0.02615367155710481
              },
              {
                "event_time": 0,
                "estimate": -0.26005681986368057,
                "se": 0.1745135383910225,
                "pvalue": 0.13633214085089243,
                "lower": -0.6023014293507818,
                "upper": 0.0821877896234206
              },
              {
                "event_time": 1,
                "estimate": -0.13561297770904782,
                "se": 0.07471460402338087,
                "pvalue": 0.06965935711115569,
                "lower": -0.28213840325895934,
                "upper": 0.010912447840863676
              },
              {
                "event_time": 2,
                "estimate": -0.09171081465743867,
                "se": 0.042169689076626285,
                "pvalue": 0.029760071325562732,
                "lower": -0.174411268176894,
                "upper": -0.009010361137983341
              },
              {
                "event_time": 3,
                "estimate": -0.05734576891998747,
                "se": 0.054476743274216415,
                "pvalue": 0.2926199556962071,
                "lower": -0.164182017270175,
                "upper": 0.04949047943020005
              },
              {
                "event_time": 4,
                "estimate": 0.025018898364120235,
                "se": 0.0681693079069296,
                "pvalue": 0.7136489856286393,
                "lower": -0.10867031783489804,
                "upper": 0.15870811456313852
              },
              {
                "event_time": 5,
                "estimate": -0.019308169021101256,
                "se": 0.03657846185504433,
                "pvalue": 0.5976569014459602,
                "lower": -0.091043471099318,
                "upper": 0.05242713305711548
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -31,
                "estimate": -0.2009221991852997,
                "se": 0.19050163631803915,
                "pvalue": 0.2916879516504011,
                "lower": -0.5745216272264371,
                "upper": 0.17267722885583775
              },
              {
                "event_time": -30,
                "estimate": -0.16908236207674707,
                "se": 0.18979127260467368,
                "pvalue": 0.3730961342115343,
                "lower": -0.5412886709712781,
                "upper": 0.20312394681778392
              },
              {
                "event_time": -29,
                "estimate": -0.3366247943187066,
                "se": 0.18964689693275502,
                "pvalue": 0.0760465730429891,
                "lower": -0.7085479630287521,
                "upper": 0.03529837439133893
              },
              {
                "event_time": -28,
                "estimate": -0.325118646054712,
                "se": 0.18963138481403027,
                "pvalue": 0.08659402056296574,
                "lower": -0.6970113934056801,
                "upper": 0.04677410129625609
              },
              {
                "event_time": -27,
                "estimate": -0.33962507000401376,
                "se": 0.18966241562351574,
                "pvalue": 0.07349351761487546,
                "lower": -0.7115786729617866,
                "upper": 0.03232853295375909
              },
              {
                "event_time": -26,
                "estimate": -0.22731615126353397,
                "se": 0.09982619722168143,
                "pvalue": 0.022882883008391287,
                "lower": -0.4230888013381958,
                "upper": -0.03154350118887214
              },
              {
                "event_time": -25,
                "estimate": 0.22512510536594332,
                "se": 0.09798750524025417,
                "pvalue": 0.021692400766191732,
                "lower": 0.03295837850476102,
                "upper": 0.4172918322271256
              },
              {
                "event_time": -24,
                "estimate": -0.13190020778422712,
                "se": 0.05030451651912339,
                "pvalue": 0.00880606191366835,
                "lower": -0.2305541561842011,
                "upper": -0.033246259384253116
              },
              {
                "event_time": -23,
                "estimate": -0.07550547910694808,
                "se": 0.039006810364434694,
                "pvalue": 0.05304336929193813,
                "lower": -0.15200310045825594,
                "upper": 0.00099214224435977
              },
              {
                "event_time": -22,
                "estimate": 0.003679295195861422,
                "se": 0.036311680304077526,
                "pvalue": 0.9193021823125687,
                "lower": -0.06753281224329863,
                "upper": 0.07489140263502148
              },
              {
                "event_time": -21,
                "estimate": -0.02979394704794839,
                "se": 0.035724520148182955,
                "pvalue": 0.4043840280805557,
                "lower": -0.09985455415015315,
                "upper": 0.04026666005425638
              },
              {
                "event_time": -20,
                "estimate": -0.09644829731431658,
                "se": 0.03513998582192283,
                "pvalue": 0.006110262351372205,
                "lower": -0.16536255368598687,
                "upper": -0.027534040942646276
              },
              {
                "event_time": -19,
                "estimate": -0.04301033623452585,
                "se": 0.0369165829190794,
                "pvalue": 0.244128481697521,
                "lower": -0.11540873936832236,
                "upper": 0.02938806689927065
              },
              {
                "event_time": -18,
                "estimate": -0.002090975813424856,
                "se": 0.033090611492125215,
                "pvalue": 0.9496219175042606,
                "lower": -0.06698613244268482,
                "upper": 0.06280418081583512
              },
              {
                "event_time": -17,
                "estimate": 0.07691651085232198,
                "se": 0.030594021973047156,
                "pvalue": 0.012010479344663769,
                "lower": 0.016917503329224516,
                "upper": 0.13691551837541946
              },
              {
                "event_time": -16,
                "estimate": 0.025973216278710614,
                "se": 0.029365978877007114,
                "pvalue": 0.37654948818101647,
                "lower": -0.03161743293756121,
                "upper": 0.08356386549498243
              },
              {
                "event_time": -15,
                "estimate": 0.0663846740245779,
                "se": 0.027810449983241874,
                "pvalue": 0.017075799683992452,
                "lower": 0.011844626977633096,
                "upper": 0.1209247210715227
              },
              {
                "event_time": -14,
                "estimate": 0.058934431259477324,
                "se": 0.027677032217072583,
                "pvalue": 0.03334449486248591,
                "lower": 0.004656034464439851,
                "upper": 0.1132128280545148
              },
              {
                "event_time": -13,
                "estimate": 0.11611007667242844,
                "se": 0.027758826351229917,
                "pvalue": 3.0019531625078857e-05,
                "lower": 0.06167127053745604,
                "upper": 0.17054888280740083
              },
              {
                "event_time": -12,
                "estimate": 0.1972041259629289,
                "se": 0.029157390478793985,
                "pvalue": 1.7570259654778112e-11,
                "lower": 0.1400225467566298,
                "upper": 0.254385705169228
              },
              {
                "event_time": -11,
                "estimate": 0.16528185408512439,
                "se": 0.02900931239218264,
                "pvalue": 1.3931364581835469e-08,
                "lower": 0.10839067599837823,
                "upper": 0.22217303217187054
              },
              {
                "event_time": -10,
                "estimate": 0.08925440856409436,
                "se": 0.027092278439618242,
                "pvalue": 0.0010030976889031974,
                "lower": 0.036122792873010845,
                "upper": 0.14238602425517788
              },
              {
                "event_time": -9,
                "estimate": 0.15784013835618563,
                "se": 0.029619063115385705,
                "pvalue": 1.0972970652909506e-07,
                "lower": 0.0997531567800877,
                "upper": 0.21592711993228356
              },
              {
                "event_time": -8,
                "estimate": 0.06408319594238322,
                "se": 0.026794749266433743,
                "pvalue": 0.016864284676608186,
                "lower": 0.01153507512869649,
                "upper": 0.11663131675606996
              },
              {
                "event_time": -7,
                "estimate": 0.21716018008289295,
                "se": 0.020257603189560335,
                "pvalue": 4.0529722425432783e-26,
                "lower": 0.1774322852921677,
                "upper": 0.2568880748736182
              },
              {
                "event_time": -6,
                "estimate": 0.2783897001502508,
                "se": 0.026898045516175414,
                "pvalue": 1.688300740851727e-24,
                "lower": 0.22563900144501325,
                "upper": 0.3311403988554883
              },
              {
                "event_time": -5,
                "estimate": 0.254659718284194,
                "se": 0.02921768889233527,
                "pvalue": 5.881194978225246e-18,
                "lower": 0.19735988574817964,
                "upper": 0.3119595508202083
              },
              {
                "event_time": -4,
                "estimate": 0.21183770691348977,
                "se": 0.02017634460719038,
                "pvalue": 3.795404581024358e-25,
                "lower": 0.1722691711733407,
                "upper": 0.25140624265363887
              },
              {
                "event_time": -3,
                "estimate": 0.10135154870759017,
                "se": 0.02240962201246447,
                "pvalue": 6.459080124171287e-06,
                "lower": 0.05740325446565761,
                "upper": 0.14529984294952272
              },
              {
                "event_time": -2,
                "estimate": 0.04971798735586111,
                "se": 0.01978174604924368,
                "pvalue": 0.012036851811970397,
                "lower": 0.010923312661759041,
                "upper": 0.08851266204996318
              },
              {
                "event_time": 0,
                "estimate": -0.1090516328977979,
                "se": 0.01814287619229202,
                "pvalue": 2.184616140957792e-09,
                "lower": -0.1446322625420779,
                "upper": -0.07347100325351791
              },
              {
                "event_time": 1,
                "estimate": 0.015883150457224847,
                "se": 0.022314603401212687,
                "pvalue": 0.47668120521818086,
                "lower": -0.027878799459781993,
                "upper": 0.05964510037423169
              },
              {
                "event_time": 2,
                "estimate": 0.0634625521932901,
                "se": 0.01819806990717323,
                "pvalue": 0.0004982783662209312,
                "lower": 0.0277736802225418,
                "upper": 0.0991514241640384
              },
              {
                "event_time": 3,
                "estimate": 0.08715548374549123,
                "se": 0.01876399882179951,
                "pvalue": 3.622109660317679e-06,
                "lower": 0.05035674876829956,
                "upper": 0.12395421872268289
              },
              {
                "event_time": 4,
                "estimate": 0.15370221456137442,
                "se": 0.0204697152227948,
                "pvalue": 8.89172386096738e-14,
                "lower": 0.11355833943668112,
                "upper": 0.19384608968606773
              },
              {
                "event_time": 5,
                "estimate": 0.10902614863896509,
                "se": 0.020036929892021813,
                "pvalue": 5.930681569326455e-08,
                "lower": 0.06973102397734628,
                "upper": 0.14832127330058392
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0
            ],
            "weights": [
              0.2012735956333864,
              0.18262451671594268,
              0.17102569934045941,
              0.15919945417329998,
              0.14737320900614054,
              0.138503525130771
            ],
            "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": 4.753498317753396e-12
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "F": 2.4104628443384244,
            "df_num": 29,
            "df_den": 155669,
            "pvalue": 3.1353089477552046e-05,
            "log10_pvalue": -4.503719658120532,
            "inference": "Homoskedastic nested-model F",
            "observations": 171347,
            "design_columns": 179,
            "restricted_design_columns": 150,
            "fixed_effect_rank": 15499,
            "covariance_rank": 29,
            "rss_unrestricted": 125556.42419065305,
            "rss_restricted": 125612.80551105729,
            "test_horizon": null,
            "reference_cohort": 3,
            "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.-31.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-30.0]",
                "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]"
              ],
              "data": [
                [
                  -4.242306832488535e-06,
                  -4.275792545654818e-06,
                  -4.426599379389857e-06,
                  -4.488119160171868e-06,
                  -4.755895947607983e-06,
                  -2.255570811428626e-05
                ],
                [
                  -3.0180781193514017e-06,
                  -3.041203387573778e-06,
                  -3.1646002590510324e-06,
                  -3.204553541737368e-06,
                  -3.4081664185429585e-06,
                  -1.5279557385063168e-05
                ],
                [
                  -1.7409097189471775e-06,
                  -1.7717707129984521e-06,
                  -1.878995489137037e-06,
                  -1.9184116178858785e-06,
                  -2.049761391062637e-06,
                  -7.716838124096052e-06
                ],
                [
                  -8.651135638530409e-07,
                  -8.83041135300098e-07,
                  -9.483052947931638e-07,
                  -9.834870796331843e-07,
                  -1.059753036600816e-06,
                  -2.442818171741199e-06
                ],
                [
                  -1.767851558250745e-07,
                  -2.0045163821728816e-07,
                  -2.5580672061614127e-07,
                  -2.9765073002099474e-07,
                  -3.642344854698592e-07,
                  1.5717654869927233e-06
                ]
              ]
            },
            "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_17,ref=-1.0)+i(rel_time,cohort_dummy_19,ref=-1.0)+i(rel_time,cohort_dummy_20,ref=-1.0)+i(rel_time,cohort_dummy_24,ref=-1.0)+i(rel_time,cohort_dummy_25,ref=-1.0)+i(rel_time,cohort_dummy_28,ref=-1.0)+i(rel_time,cohort_dummy_33,ref=-1.0)|unit_fe+time_fe",
            "restriction_names": [
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_17",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_17",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_17",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_17",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_17",
              "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_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_25",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_25",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_25",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_25",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_25",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_28",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_28",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_28",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_28",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_28",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_33",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_33",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_33",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_33",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_33"
            ],
            "deviations": [
              {
                "event_time": -16.0,
                "cohort": 17,
                "estimate": -2.7494550329895717
              },
              {
                "event_time": -15.0,
                "cohort": 17,
                "estimate": 0.15144155724277153
              },
              {
                "event_time": -14.0,
                "cohort": 17,
                "estimate": 0.8201905224569364
              },
              {
                "event_time": -13.0,
                "cohort": 17,
                "estimate": 1.0601014171507201
              },
              {
                "event_time": -12.0,
                "cohort": 17,
                "estimate": 0.3843426967149739
              },
              {
                "event_time": -11.0,
                "cohort": 17,
                "estimate": 0.6871114992526655
              },
              {
                "event_time": -10.0,
                "cohort": 17,
                "estimate": 0.4627083664470033
              },
              {
                "event_time": -9.0,
                "cohort": 17,
                "estimate": 0.4395108512431084
              },
              {
                "event_time": -8.0,
                "cohort": 17,
                "estimate": 0.49461294176687
              },
              {
                "event_time": -7.0,
                "cohort": 17,
                "estimate": 0.7830681672324309
              },
              {
                "event_time": -6.0,
                "cohort": 17,
                "estimate": 0.9185172217560792
              },
              {
                "event_time": -5.0,
                "cohort": 17,
                "estimate": 0.7521848877813795
              },
              {
                "event_time": -4.0,
                "cohort": 17,
                "estimate": 0.10147639161683211
              },
              {
                "event_time": -3.0,
                "cohort": 17,
                "estimate": 0.4775382282226382
              },
              {
                "event_time": -2.0,
                "cohort": 17,
                "estimate": 0.5917458631576822
              },
              {
                "event_time": 0.0,
                "cohort": 17,
                "estimate": 0.4392416359816387
              },
              {
                "event_time": 1.0,
                "cohort": 17,
                "estimate": 0.2795751038608847
              },
              {
                "event_time": 2.0,
                "cohort": 17,
                "estimate": -0.013175536815008937
              },
              {
                "event_time": 3.0,
                "cohort": 17,
                "estimate": 0.1078238522080743
              },
              {
                "event_time": 4.0,
                "cohort": 17,
                "estimate": -0.03873933760643436
              },
              {
                "event_time": 5.0,
                "cohort": 17,
                "estimate": 0.08073578471735468
              },
              {
                "event_time": -18.0,
                "cohort": 19,
                "estimate": 0.6338850785418995
              },
              {
                "event_time": -17.0,
                "cohort": 19,
                "estimate": 0.6446017938399579
              },
              {
                "event_time": -16.0,
                "cohort": 19,
                "estimate": -2.590069309294384
              },
              {
                "event_time": -15.0,
                "cohort": 19,
                "estimate": 0.17075194585769268
              },
              {
                "event_time": -14.0,
                "cohort": 19,
                "estimate": 0.746027635915818
              },
              {
                "event_time": -13.0,
                "cohort": 19,
                "estimate": 0.7377665319575619
              },
              {
                "event_time": -12.0,
                "cohort": 19,
                "estimate": 0.32467429886575855
              },
              {
                "event_time": -11.0,
                "cohort": 19,
                "estimate": 0.6047994510319836
              },
              {
                "event_time": -10.0,
                "cohort": 19,
                "estimate": 0.32066939541242895
              },
              {
                "event_time": -9.0,
                "cohort": 19,
                "estimate": 0.23591218859945814
              },
              {
                "event_time": -8.0,
                "cohort": 19,
                "estimate": 0.1895617436074566
              },
              {
                "event_time": -7.0,
                "cohort": 19,
                "estimate": 0.5528308639135412
              },
              {
                "event_time": -6.0,
                "cohort": 19,
                "estimate": 0.7834792609295148
              },
              {
                "event_time": -5.0,
                "cohort": 19,
                "estimate": 0.8677346225165258
              },
              {
                "event_time": -4.0,
                "cohort": 19,
                "estimate": -0.018586084551349774
              },
              {
                "event_time": -3.0,
                "cohort": 19,
                "estimate": 0.27263225748829567
              },
              {
                "event_time": -2.0,
                "cohort": 19,
                "estimate": 0.3254103415948834
              },
              {
                "event_time": 0.0,
                "cohort": 19,
                "estimate": -0.43892237693815944
              },
              {
                "event_time": 1.0,
                "cohort": 19,
                "estimate": -0.24403701123254337
              },
              {
                "event_time": 2.0,
                "cohort": 19,
                "estimate": -0.06235876976129234
              },
              {
                "event_time": 3.0,
                "cohort": 19,
                "estimate": 0.2114844049645232
              },
              {
                "event_time": 4.0,
                "cohort": 19,
                "estimate": -0.06617621497503216
              },
              {
                "event_time": 5.0,
                "cohort": 19,
                "estimate": -0.23188558278427934
              },
              {
                "event_time": -5.0,
                "cohort": 20,
                "estimate": 4.1416512520716795
              },
              {
                "event_time": -4.0,
                "cohort": 20,
                "estimate": 4.5175347135939425
              },
              {
                "event_time": -3.0,
                "cohort": 20,
                "estimate": 0.5989278539785147
              },
              {
                "event_time": -2.0,
                "cohort": 20,
                "estimate": 0.6305842146069631
              },
              {
                "event_time": 0.0,
                "cohort": 20,
                "estimate": -0.11308948419773841
              },
              {
                "event_time": 1.0,
                "cohort": 20,
                "estimate": 6.178125604989145
              },
              {
                "event_time": 2.0,
                "cohort": 20,
                "estimate": 4.165809343052383
              },
              {
                "event_time": 3.0,
                "cohort": 20,
                "estimate": 1.201708928858098
              },
              {
                "event_time": 4.0,
                "cohort": 20,
                "estimate": 0.5307429192030922
              },
              {
                "event_time": -22.0,
                "cohort": 24,
                "estimate": -0.5396542768300587
              },
              {
                "event_time": -21.0,
                "cohort": 24,
                "estimate": -0.43679080251290836
              },
              {
                "event_time": -20.0,
                "cohort": 24,
                "estimate": -0.48985915171253513
              },
              {
                "event_time": -19.0,
                "cohort": 24,
                "estimate": -0.08507611264767792
              },
              {
                "event_time": -18.0,
                "cohort": 24,
                "estimate": 0.10491804654804318
              },
              {
                "event_time": -17.0,
                "cohort": 24,
                "estimate": 0.5118069083936942
              },
              {
                "event_time": -16.0,
                "cohort": 24,
                "estimate": -3.397906214322162
              },
              {
                "event_time": -15.0,
                "cohort": 24,
                "estimate": -0.4857121200713783
              },
              {
                "event_time": -14.0,
                "cohort": 24,
                "estimate": 0.2737369541100388
              },
              {
                "event_time": -13.0,
                "cohort": 24,
                "estimate": 0.25459120028472604
              },
              {
                "event_time": -12.0,
                "cohort": 24,
                "estimate": -0.3328554739169163
              },
              {
                "event_time": -11.0,
                "cohort": 24,
                "estimate": -0.4161229709804388
              },
              {
                "event_time": -10.0,
                "cohort": 24,
                "estimate": -0.1982000468848991
              },
              {
                "event_time": -9.0,
                "cohort": 24,
                "estimate": 0.4123195797603945
              },
              {
                "event_time": -8.0,
                "cohort": 24,
                "estimate": -0.7132377931082972
              },
              {
                "event_time": -7.0,
                "cohort": 24,
                "estimate": -0.30887083420388406
              },
              {
                "event_time": -6.0,
                "cohort": 24,
                "estimate": -0.003549584329025062
              },
              {
                "event_time": -5.0,
                "cohort": 24,
                "estimate": -0.5866416547578633
              },
              {
                "event_time": -4.0,
                "cohort": 24,
                "estimate": -0.9186680278478443
              },
              {
                "event_time": -3.0,
                "cohort": 24,
                "estimate": 0.07120807148732336
              },
              {
                "event_time": -2.0,
                "cohort": 24,
                "estimate": 0.20432348253953975
              },
              {
                "event_time": 0.0,
                "cohort": 24,
                "estimate": -1.1350559428461322
              },
              {
                "event_time": -24.0,
                "cohort": 25,
                "estimate": -0.17499896214724
              },
              {
                "event_time": -23.0,
                "cohort": 25,
                "estimate": 0.07601863367598577
              },
              {
                "event_time": -22.0,
                "cohort": 25,
                "estimate": 0.055205818883712066
              },
              {
                "event_time": -21.0,
                "cohort": 25,
                "estimate": -0.055937362232579335
              },
              {
                "event_time": -20.0,
                "cohort": 25,
                "estimate": -0.1476242776215303
              },
              {
                "event_time": -19.0,
                "cohort": 25,
                "estimate": 0.29053601042233634
              },
              {
                "event_time": -18.0,
                "cohort": 25,
                "estimate": 0.15224562144438192
              },
              {
                "event_time": -17.0,
                "cohort": 25,
                "estimate": 0.44929978816481164
              },
              {
                "event_time": -16.0,
                "cohort": 25,
                "estimate": -2.889199304171477
              },
              {
                "event_time": -15.0,
                "cohort": 25,
                "estimate": -0.09910828277824668
              },
              {
                "event_time": -14.0,
                "cohort": 25,
                "estimate": 0.5347547545631773
              },
              {
                "event_time": -13.0,
                "cohort": 25,
                "estimate": 0.5803858517351961
              },
              {
                "event_time": -12.0,
                "cohort": 25,
                "estimate": -0.06761866844099768
              },
              {
                "event_time": -11.0,
                "cohort": 25,
                "estimate": 0.18661806517472873
              },
              {
                "event_time": -10.0,
                "cohort": 25,
                "estimate": 0.11830934103171714
              },
              {
                "event_time": -9.0,
                "cohort": 25,
                "estimate": 0.12750248792565638
              },
              {
                "event_time": -8.0,
                "cohort": 25,
                "estimate": -0.11992656538878266
              },
              {
                "event_time": -7.0,
                "cohort": 25,
                "estimate": 0.22202792352495887
              },
              {
                "event_time": -6.0,
                "cohort": 25,
                "estimate": 0.5701963253902496
              },
              {
                "event_time": -5.0,
                "cohort": 25,
                "estimate": 0.505674714380173
              },
              {
                "event_time": -4.0,
                "cohort": 25,
                "estimate": -0.21642377392942969
              },
              {
                "event_time": -3.0,
                "cohort": 25,
                "estimate": 0.33097982509203183
              },
              {
                "event_time": -2.0,
                "cohort": 25,
                "estimate": 0.3279826286480334
              },
              {
                "event_time": 0.0,
                "cohort": 25,
                "estimate": -0.12323620437933026
              },
              {
                "event_time": 1.0,
                "cohort": 25,
                "estimate": -0.24781840784167997
              },
              {
                "event_time": 2.0,
                "cohort": 25,
                "estimate": -0.18512964483078032
              },
              {
                "event_time": 3.0,
                "cohort": 25,
                "estimate": -0.11380377132974359
              },
              {
                "event_time": 4.0,
                "cohort": 25,
                "estimate": -0.4316919894039861
              },
              {
                "event_time": 5.0,
                "cohort": 25,
                "estimate": -0.3634910216579974
              },
              {
                "event_time": -26.0,
                "cohort": 28,
                "estimate": 0.12374194972613506
              },
              {
                "event_time": -25.0,
                "cohort": 28,
                "estimate": -0.09237918473402018
              },
              {
                "event_time": -24.0,
                "cohort": 28,
                "estimate": 0.05342451959907457
              },
              {
                "event_time": -23.0,
                "cohort": 28,
                "estimate": 0.24112406736846137
              },
              {
                "event_time": -22.0,
                "cohort": 28,
                "estimate": 0.08116118924365245
              },
              {
                "event_time": -21.0,
                "cohort": 28,
                "estimate": 0.15962161899106658
              },
              {
                "event_time": -20.0,
                "cohort": 28,
                "estimate": -0.025728261874012837
              },
              {
                "event_time": -19.0,
                "cohort": 28,
                "estimate": 0.3645773670224767
              },
              {
                "event_time": -18.0,
                "cohort": 28,
                "estimate": 0.2657766299140262
              },
              {
                "event_time": -17.0,
                "cohort": 28,
                "estimate": 0.47196467845525714
              },
              {
                "event_time": -16.0,
                "cohort": 28,
                "estimate": -2.4415687506512516
              },
              {
                "event_time": -15.0,
                "cohort": 28,
                "estimate": 0.17415275062930824
              },
              {
                "event_time": -14.0,
                "cohort": 28,
                "estimate": 0.7891270351644256
              },
              {
                "event_time": -13.0,
                "cohort": 28,
                "estimate": 0.5991927494379525
              },
              {
                "event_time": -12.0,
                "cohort": 28,
                "estimate": -0.1832423508836779
              },
              {
                "event_time": -11.0,
                "cohort": 28,
                "estimate": 0.6009276928853481
              },
              {
                "event_time": -10.0,
                "cohort": 28,
                "estimate": 0.14012586601773674
              },
              {
                "event_time": -9.0,
                "cohort": 28,
                "estimate": -0.16168345800207728
              },
              {
                "event_time": -8.0,
                "cohort": 28,
                "estimate": -0.09216178017752619
              },
              {
                "event_time": -7.0,
                "cohort": 28,
                "estimate": 0.06893447240451916
              },
              {
                "event_time": -6.0,
                "cohort": 28,
                "estimate": 0.5671861895010617
              },
              {
                "event_time": -5.0,
                "cohort": 28,
                "estimate": 0.49958566588187403
              },
              {
                "event_time": -4.0,
                "cohort": 28,
                "estimate": 0.11929015969886261
              },
              {
                "event_time": -3.0,
                "cohort": 28,
                "estimate": 0.2140063526709218
              },
              {
                "event_time": -2.0,
                "cohort": 28,
                "estimate": 0.5110961493192521
              },
              {
                "event_time": 0.0,
                "cohort": 28,
                "estimate": -0.06872431340643909
              },
              {
                "event_time": 1.0,
                "cohort": 28,
                "estimate": -0.20421803967168844
              },
              {
                "event_time": 2.0,
                "cohort": 28,
                "estimate": -0.18354208052360171
              },
              {
                "event_time": 3.0,
                "cohort": 28,
                "estimate": -0.08324941946300655
              },
              {
                "event_time": 4.0,
                "cohort": 28,
                "estimate": -0.4664606524929298
              },
              {
                "event_time": 5.0,
                "cohort": 28,
                "estimate": -0.5631365734809035
              },
              {
                "event_time": -16.0,
                "cohort": 33,
                "estimate": -3.231544741778039
              },
              {
                "event_time": -2.0,
                "cohort": 33,
                "estimate": 0.7470027691645751
              },
              {
                "event_time": 0.0,
                "cohort": 33,
                "estimate": 0.3550582640354517
              },
              {
                "event_time": 1.0,
                "cohort": 33,
                "estimate": 0.18362389359351713
              },
              {
                "event_time": 2.0,
                "cohort": 33,
                "estimate": -0.4704012513853475
              },
              {
                "event_time": 3.0,
                "cohort": 33,
                "estimate": -0.3009527020560916
              },
              {
                "event_time": 4.0,
                "cohort": 33,
                "estimate": -0.09098642803576076
              },
              {
                "event_time": 5.0,
                "cohort": 33,
                "estimate": -0.20508341633506044
              }
            ]
          }
        }
      },
      "alternative_models": {
        "y__d": [
          {
            "method": "CS-DID",
            "estimate": -0.03299654074763402,
            "se": 0.02151109912804603,
            "lower": -0.07515752030647521,
            "upper": 0.009164438811207161,
            "event_study": [
              {
                "event_time": -31,
                "estimate": 0.13565336304716846,
                "se": 0.04045206433393959,
                "lower": 0.05636877385234962,
                "upper": 0.2149379522419873,
                "n": 0.0,
                "relative_to_minus_one": 0.13565336304716846
              },
              {
                "event_time": -30,
                "estimate": 0.16007880320018295,
                "se": 0.0383124121660725,
                "lower": 0.08498785519382665,
                "upper": 0.23516975120653924,
                "n": 0.0,
                "relative_to_minus_one": 0.16007880320018295
              },
              {
                "event_time": -29,
                "estimate": -0.010031124548199322,
                "se": 0.03737760670696294,
                "lower": -0.08328988752214946,
                "upper": 0.06322763842575081,
                "n": 0.0,
                "relative_to_minus_one": -0.010031124548199322
              },
              {
                "event_time": -28,
                "estimate": -0.005926284050292968,
                "se": 0.03770043582901604,
                "lower": -0.07981778047662787,
                "upper": 0.06796521237604193,
                "n": 0.0,
                "relative_to_minus_one": -0.005926284050292968
              },
              {
                "event_time": -27,
                "estimate": -0.032627593945234845,
                "se": 0.03876742612989371,
                "lower": -0.10861035293314353,
                "upper": 0.04335516504267384,
                "n": 0.0,
                "relative_to_minus_one": -0.032627593945234845
              },
              {
                "event_time": -26,
                "estimate": -0.2088511662016917,
                "se": 0.027160877417944394,
                "lower": -0.26208550772936995,
                "upper": -0.15561682467401344,
                "n": 0.0,
                "relative_to_minus_one": -0.2088511662016917
              },
              {
                "event_time": -25,
                "estimate": 0.25348199754862394,
                "se": 0.031103893568624922,
                "lower": 0.19251948637515207,
                "upper": 0.3144445087220958,
                "n": 0.0,
                "relative_to_minus_one": 0.25348199754862394
              },
              {
                "event_time": -24,
                "estimate": -0.10761945617562771,
                "se": 0.03861196747640427,
                "lower": -0.183297521801612,
                "upper": -0.03194139054964343,
                "n": 0.0,
                "relative_to_minus_one": -0.10761945617562771
              },
              {
                "event_time": -23,
                "estimate": 0.021045211879980485,
                "se": 0.02650951521399838,
                "lower": -0.03091248318707296,
                "upper": 0.07300290694703393,
                "n": 0.0,
                "relative_to_minus_one": 0.021045211879980485
              },
              {
                "event_time": -22,
                "estimate": 0.09883886658699532,
                "se": 0.023461211475228023,
                "lower": 0.05285573706187057,
                "upper": 0.14482199611212007,
                "n": 0.0,
                "relative_to_minus_one": 0.09883886658699532
              },
              {
                "event_time": -21,
                "estimate": 0.06311090817316975,
                "se": 0.02390535585598483,
                "lower": 0.016257271657825804,
                "upper": 0.10996454468851369,
                "n": 0.0,
                "relative_to_minus_one": 0.06311090817316975
              },
              {
                "event_time": -20,
                "estimate": -0.012167451532391373,
                "se": 0.023651857725750812,
                "lower": -0.05852424084232839,
                "upper": 0.03418933777754565,
                "n": 0.0,
                "relative_to_minus_one": -0.012167451532391373
              },
              {
                "event_time": -19,
                "estimate": 0.030135552074102623,
                "se": 0.024958477874513683,
                "lower": -0.018782165668883993,
                "upper": 0.07905326981708924,
                "n": 0.0,
                "relative_to_minus_one": 0.030135552074102623
              },
              {
                "event_time": -18,
                "estimate": 0.16299968501422613,
                "se": 0.033352312037515604,
                "lower": 0.09763035461955383,
                "upper": 0.22836901540889842,
                "n": 0.0,
                "relative_to_minus_one": 0.16299968501422613
              },
              {
                "event_time": -17,
                "estimate": 0.1370241211415483,
                "se": 0.0216190058684642,
                "lower": 0.0946516482577984,
                "upper": 0.1793965940252982,
                "n": 0.0,
                "relative_to_minus_one": 0.1370241211415483
              },
              {
                "event_time": -16,
                "estimate": 0.0877331395796263,
                "se": 0.023321067261911316,
                "lower": 0.042024687665244,
                "upper": 0.1334415914940086,
                "n": 0.0,
                "relative_to_minus_one": 0.0877331395796263
              },
              {
                "event_time": -15,
                "estimate": 0.12322026760703436,
                "se": 0.02157869179145434,
                "lower": 0.08092680886229375,
                "upper": 0.16551372635177497,
                "n": 0.0,
                "relative_to_minus_one": 0.12322026760703436
              },
              {
                "event_time": -14,
                "estimate": 0.11163998592618964,
                "se": 0.02163922538194869,
                "lower": 0.06922788352422521,
                "upper": 0.15405208832815406,
                "n": 0.0,
                "relative_to_minus_one": 0.11163998592618964
              },
              {
                "event_time": -13,
                "estimate": 0.15097968365141753,
                "se": 0.021815075833628367,
                "lower": 0.10822292069749584,
                "upper": 0.19373644660533923,
                "n": 0.0,
                "relative_to_minus_one": 0.15097968365141753
              },
              {
                "event_time": -12,
                "estimate": 0.2213904869796047,
                "se": 0.03063355495083849,
                "lower": 0.1613498225575326,
                "upper": 0.2814311514016768,
                "n": 0.0,
                "relative_to_minus_one": 0.2213904869796047
              },
              {
                "event_time": -11,
                "estimate": 0.17541555353244448,
                "se": 0.037550336560226646,
                "lower": 0.1018182462670426,
                "upper": 0.24901286079784635,
                "n": 0.0,
                "relative_to_minus_one": 0.17541555353244448
              },
              {
                "event_time": -10,
                "estimate": 0.09658123712130577,
                "se": 0.026263931845802873,
                "lower": 0.045104876611117554,
                "upper": 0.14805759763149398,
                "n": 0.0,
                "relative_to_minus_one": 0.09658123712130577
              },
              {
                "event_time": -9,
                "estimate": 0.15479943065808244,
                "se": 0.026065766969536903,
                "lower": 0.10371146616837636,
                "upper": 0.20588739514778853,
                "n": 0.0,
                "relative_to_minus_one": 0.15479943065808244
              },
              {
                "event_time": -8,
                "estimate": 0.04790986609847774,
                "se": 0.033475004520397623,
                "lower": -0.017699937143817103,
                "upper": 0.1135196693407726,
                "n": 0.0,
                "relative_to_minus_one": 0.04790986609847774
              },
              {
                "event_time": -7,
                "estimate": 0.18661222093427068,
                "se": 0.02590308472124042,
                "lower": 0.1358431077921497,
                "upper": 0.23738133407639167,
                "n": 0.0,
                "relative_to_minus_one": 0.18661222093427068
              },
              {
                "event_time": -6,
                "estimate": 0.2527908957681368,
                "se": 0.03019173149316876,
                "lower": 0.1936161894106223,
                "upper": 0.3119656021256513,
                "n": 0.0,
                "relative_to_minus_one": 0.2527908957681368
              },
              {
                "event_time": -5,
                "estimate": 0.22448996467291837,
                "se": 0.04340627771822474,
                "lower": 0.13941522364225445,
                "upper": 0.3095647057035823,
                "n": 0.0,
                "relative_to_minus_one": 0.22448996467291837
              },
              {
                "event_time": -4,
                "estimate": 0.18054340058134827,
                "se": 0.030889820791815608,
                "lower": 0.12000046434049313,
                "upper": 0.2410863368222034,
                "n": 0.0,
                "relative_to_minus_one": 0.18054340058134827
              },
              {
                "event_time": -3,
                "estimate": 0.07780730263914018,
                "se": 0.027447389830090835,
                "lower": 0.02401140710253119,
                "upper": 0.13160319817574917,
                "n": 0.0,
                "relative_to_minus_one": 0.07780730263914018
              },
              {
                "event_time": -2,
                "estimate": 0.0467508307957411,
                "se": 0.02480525815506747,
                "lower": -0.001866581815409607,
                "upper": 0.0953682434068918,
                "n": 0.0,
                "relative_to_minus_one": 0.0467508307957411
              },
              {
                "event_time": -1,
                "estimate": 0.0,
                "se": 1.8011240123048179e-19,
                "lower": -3.53013819580772e-19,
                "upper": 3.53013819580772e-19,
                "n": 0.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.11652014002684467,
                "se": 0.030954510611057907,
                "lower": -0.1771898659835811,
                "upper": -0.05585041407010823,
                "n": 885.0,
                "relative_to_minus_one": -0.11652014002684467
              },
              {
                "event_time": 1,
                "estimate": -0.04688380960178374,
                "se": 0.025953877086468756,
                "lower": -0.09775247395044184,
                "upper": 0.003984854746874371,
                "n": 803.0,
                "relative_to_minus_one": -0.04688380960178374
              },
              {
                "event_time": 2,
                "estimate": -0.01196395237705715,
                "se": 0.02585048269918765,
                "lower": -0.06262996745044071,
                "upper": 0.03870206269632641,
                "n": 752.0,
                "relative_to_minus_one": -0.01196395237705715
              },
              {
                "event_time": 3,
                "estimate": -0.011455356543181666,
                "se": 0.03401221712841696,
                "lower": -0.07811807714923524,
                "upper": 0.05520736406287191,
                "n": 700.0,
                "relative_to_minus_one": -0.011455356543181666
              },
              {
                "event_time": 4,
                "estimate": 0.027898750408739004,
                "se": 0.04072902299901647,
                "lower": -0.05192866779483682,
                "upper": 0.10772616861231482,
                "n": 648.0,
                "relative_to_minus_one": 0.027898750408739004
              },
              {
                "event_time": 5,
                "estimate": -0.0390547363456759,
                "se": 0.029899421675169992,
                "lower": -0.09765652598758534,
                "upper": 0.01954705329623354,
                "n": 609.0,
                "relative_to_minus_one": -0.0390547363456759
              }
            ],
            "group_time_estimates": [
              {
                "group": 3,
                "year": 1,
                "event_time": -2,
                "att": -0.43608076576191757,
                "mass": 0.0,
                "base": 2
              },
              {
                "group": 3,
                "year": 2,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 2
              },
              {
                "group": 3,
                "year": 3,
                "event_time": 0,
                "att": 0.11998135170789123,
                "mass": 11.0,
                "base": 2
              },
              {
                "group": 3,
                "year": 4,
                "event_time": 1,
                "att": 0.21762225745808922,
                "mass": 11.0,
                "base": 2
              },
              {
                "group": 3,
                "year": 5,
                "event_time": 2,
                "att": 0.16777503737209604,
                "mass": 11.0,
                "base": 2
              },
              {
                "group": 3,
                "year": 6,
                "event_time": 3,
                "att": 0.02337349332283367,
                "mass": 11.0,
                "base": 2
              },
              {
                "group": 3,
                "year": 7,
                "event_time": 4,
                "att": 0.36401065652378495,
                "mass": 11.0,
                "base": 2
              },
              {
                "group": 3,
                "year": 8,
                "event_time": 5,
                "att": 0.3510664460362641,
                "mass": 11.0,
                "base": 2
              },
              {
                "group": 17,
                "year": 1,
                "event_time": -16,
                "att": 0.07412100115227865,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 2,
                "event_time": -15,
                "att": 0.2453771463930754,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 3,
                "event_time": -14,
                "att": 0.28068399097636104,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 4,
                "event_time": -13,
                "att": 0.5456312245435443,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 5,
                "event_time": -12,
                "att": 0.4969878992302721,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 6,
                "event_time": -11,
                "att": 0.4796189554713528,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 7,
                "event_time": -10,
                "att": 0.37755212980025404,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 8,
                "event_time": -9,
                "att": 0.43794801504100994,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 9,
                "event_time": -8,
                "att": 0.5595341055319225,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 10,
                "event_time": -7,
                "att": 0.6531178811275267,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 11,
                "event_time": -6,
                "att": 0.5527115279286292,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 12,
                "event_time": -5,
                "att": 0.33904696687448166,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 13,
                "event_time": -4,
                "att": 0.402958917338514,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 14,
                "event_time": -3,
                "att": 0.24345365305743039,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 15,
                "event_time": -2,
                "att": 0.30997107834246534,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 16,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 17,
                "event_time": 0,
                "att": 0.5551060686448974,
                "mass": 25.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 18,
                "event_time": 1,
                "att": 0.4735923503317504,
                "mass": 22.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 19,
                "event_time": 2,
                "att": 0.13507630141553748,
                "mass": 21.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 20,
                "event_time": 3,
                "att": 0.09700172872417795,
                "mass": 20.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 21,
                "event_time": 4,
                "att": 0.29023785882158415,
                "mass": 19.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 22,
                "event_time": 5,
                "att": 0.2869213302832863,
                "mass": 18.0,
                "base": 16
              },
              {
                "group": 19,
                "year": 1,
                "event_time": -18,
                "att": 0.34891537633774794,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 2,
                "event_time": -17,
                "att": 0.18474690257765652,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 3,
                "event_time": -16,
                "att": 0.18224732520536982,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 4,
                "event_time": -15,
                "att": 0.2015994513753889,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 5,
                "event_time": -14,
                "att": 0.16319346474333318,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 6,
                "event_time": -13,
                "att": 0.17401454606978994,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 7,
                "event_time": -12,
                "att": 0.3871134530714272,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 8,
                "event_time": -11,
                "att": 0.35487820652539537,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 9,
                "event_time": -10,
                "att": 0.1747394157167736,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 10,
                "event_time": -9,
                "att": 0.1900428101202279,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 11,
                "event_time": -8,
                "att": 0.20367314423549943,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 12,
                "event_time": -7,
                "att": 0.36080471488411686,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 13,
                "event_time": -6,
                "att": 0.37261474203838096,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 14,
                "event_time": -5,
                "att": 0.442315557703542,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 15,
                "event_time": -4,
                "att": 0.2880592794395358,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 16,
                "event_time": -3,
                "att": 0.03635546973977932,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 17,
                "event_time": -2,
                "att": 0.05048897110851086,
                "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": -0.3233042790783449,
                "mass": 393.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 20,
                "event_time": 1,
                "att": -0.06311775295853911,
                "mass": 346.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 21,
                "event_time": 2,
                "att": 0.057564162462799606,
                "mass": 323.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 22,
                "event_time": 3,
                "att": 0.18631528441647527,
                "mass": 293.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 23,
                "event_time": 4,
                "att": 0.2750462718411953,
                "mass": 270.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 24,
                "event_time": 5,
                "att": 0.09257874952444098,
                "mass": 258.0,
                "base": 18
              },
              {
                "group": 20,
                "year": 15,
                "event_time": -5,
                "att": 3.8317327415815194,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 16,
                "event_time": -4,
                "att": 4.90540947833761,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 17,
                "event_time": -3,
                "att": 0.4426195627351366,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 18,
                "event_time": -2,
                "att": 0.35598225774993186,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 19,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 20,
                "event_time": 0,
                "att": -0.00800913040676976,
                "mass": 1.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 21,
                "event_time": 1,
                "att": 6.364414244720551,
                "mass": 1.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 22,
                "event_time": 2,
                "att": 4.294458396066345,
                "mass": 1.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 23,
                "event_time": 3,
                "att": 1.208834555686784,
                "mass": 1.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 24,
                "event_time": 4,
                "att": 0.8884056221857398,
                "mass": 1.0,
                "base": 19
              },
              {
                "group": 24,
                "year": 2,
                "event_time": -22,
                "att": -0.30169749943063295,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 3,
                "event_time": -21,
                "att": -0.14624415017117995,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 4,
                "event_time": -20,
                "att": -0.16998650041038413,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 5,
                "event_time": -19,
                "att": -0.14824225378517225,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 6,
                "event_time": -18,
                "att": 0.15185799140996137,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 7,
                "event_time": -17,
                "att": 0.32456487122651856,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 8,
                "event_time": -16,
                "att": -0.3477756388666503,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 9,
                "event_time": -15,
                "att": -0.1802662767734851,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 10,
                "event_time": -14,
                "att": -0.046042308906828866,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 11,
                "event_time": -13,
                "att": -0.04318254516886222,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 12,
                "event_time": -12,
                "att": -0.01402112389287058,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 13,
                "event_time": -11,
                "att": -0.4209462050496102,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 14,
                "event_time": -10,
                "att": -0.13794781803946327,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 15,
                "event_time": -9,
                "att": 0.5351297180375636,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 16,
                "event_time": -8,
                "att": -0.5628429150756386,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 17,
                "event_time": -7,
                "att": -0.365551313575927,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 18,
                "event_time": -6,
                "att": -0.321983556487552,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 19,
                "event_time": -5,
                "att": -0.943044055745818,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 20,
                "event_time": -4,
                "att": -0.5771566335441324,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 21,
                "event_time": -3,
                "att": -0.13101556376840784,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 22,
                "event_time": -2,
                "att": -0.09573800053009485,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 23,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 24,
                "event_time": 0,
                "att": -1.0069649191534014,
                "mass": 1.0,
                "base": 23
              },
              {
                "group": 25,
                "year": 1,
                "event_time": -24,
                "att": -0.1154479581450473,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 2,
                "event_time": -23,
                "att": 0.0197823713986022,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 3,
                "event_time": -22,
                "att": 0.10487166704551595,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 4,
                "event_time": -21,
                "att": 0.059064158714601495,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 5,
                "event_time": -20,
                "att": -0.013651069285973011,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 6,
                "event_time": -19,
                "att": 0.03623043295791287,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 7,
                "event_time": -18,
                "att": 0.04000445193070298,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 8,
                "event_time": -17,
                "att": 0.11414718174937591,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 9,
                "event_time": -16,
                "att": 0.015817998491078317,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 10,
                "event_time": -15,
                "att": 0.0588971647549634,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 11,
                "event_time": -14,
                "att": 0.07286995495742457,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 12,
                "event_time": -13,
                "att": 0.1312842314840195,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 13,
                "event_time": -12,
                "att": 0.10874088168189236,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 14,
                "event_time": -11,
                "att": 0.033057097487631165,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 15,
                "event_time": -10,
                "att": 0.03974200370267819,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 16,
                "event_time": -9,
                "att": 0.1391535105675525,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 17,
                "event_time": -8,
                "att": -0.07403446908105035,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 18,
                "event_time": -7,
                "att": 0.06656581063798697,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 19,
                "event_time": -6,
                "att": 0.17390807343196849,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 20,
                "event_time": -5,
                "att": 0.08085079579758928,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 21,
                "event_time": -4,
                "att": 0.07985543505677975,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 22,
                "event_time": -3,
                "att": 0.11181546700012399,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 23,
                "event_time": -2,
                "att": 0.027372569370194194,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 24,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 25,
                "event_time": 0,
                "att": -0.014429599795610676,
                "mass": 425.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 26,
                "event_time": 1,
                "att": -0.07796669227790098,
                "mass": 398.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 27,
                "event_time": 2,
                "att": -0.06851379397482019,
                "mass": 372.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 28,
                "event_time": 3,
                "att": -0.15205711112975956,
                "mass": 352.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 29,
                "event_time": 4,
                "att": -0.1607236014917977,
                "mass": 326.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 30,
                "event_time": 5,
                "att": -0.14401017279502615,
                "mass": 302.0,
                "base": 24
              },
              {
                "group": 28,
                "year": 2,
                "event_time": -26,
                "att": -0.25839671044733037,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 3,
                "event_time": -25,
                "att": 0.15709132632892495,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 4,
                "event_time": -24,
                "att": -0.04214301036967941,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 5,
                "event_time": -23,
                "att": 0.016475402741929213,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 6,
                "event_time": -22,
                "att": -0.043246162548437606,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 7,
                "event_time": -21,
                "att": 0.09698631815205705,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 8,
                "event_time": -20,
                "att": -0.06084226664029212,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 9,
                "event_time": -19,
                "att": -0.05300083946077891,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 10,
                "event_time": -18,
                "att": -0.029820939659357143,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 11,
                "event_time": -17,
                "att": -0.011724102824983706,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 12,
                "event_time": -16,
                "att": 0.3080476915718184,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 13,
                "event_time": -15,
                "att": 0.1644755390060742,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 14,
                "event_time": -14,
                "att": 0.123695649063507,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 15,
                "event_time": -13,
                "att": -0.02132168685652247,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 16,
                "event_time": -12,
                "att": -0.1891565994981531,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 17,
                "event_time": -11,
                "att": 0.25262345287811144,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 18,
                "event_time": -10,
                "att": -0.13426836995589383,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 19,
                "event_time": -9,
                "att": -0.3442218128779271,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 20,
                "event_time": -8,
                "att": -0.25306542294149253,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 21,
                "event_time": -7,
                "att": -0.2988262265096539,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 22,
                "event_time": -6,
                "att": -0.038394639774856965,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 23,
                "event_time": -5,
                "att": -0.07563908195690838,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 24,
                "event_time": -4,
                "att": 0.29534868801550956,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 25,
                "event_time": -3,
                "att": -0.10752898779943582,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 26,
                "event_time": -2,
                "att": 0.12124508078053164,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 27,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 28,
                "event_time": 0,
                "att": 0.039240521307006615,
                "mass": 23.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 29,
                "event_time": 1,
                "att": -0.040060911892121354,
                "mass": 20.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 30,
                "event_time": 2,
                "att": -0.11604634301359512,
                "mass": 19.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 31,
                "event_time": 3,
                "att": -0.148785717650739,
                "mass": 18.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 32,
                "event_time": 4,
                "att": -0.20209088702451689,
                "mass": 16.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 33,
                "event_time": 5,
                "att": -0.30357973015684303,
                "mass": 15.0,
                "base": 27
              },
              {
                "group": 33,
                "year": 2,
                "event_time": -31,
                "att": 0.13565336304716846,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 3,
                "event_time": -30,
                "att": 0.16007880320018295,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 4,
                "event_time": -29,
                "att": -0.010031124548199322,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 5,
                "event_time": -28,
                "att": -0.005926284050292968,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 6,
                "event_time": -27,
                "att": -0.032627593945234845,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 7,
                "event_time": -26,
                "att": -0.02752468983878717,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 8,
                "event_time": -25,
                "att": 0.6062519798475224,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 9,
                "event_time": -24,
                "att": 0.26030657026436266,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 10,
                "event_time": -23,
                "att": 0.13577660763074256,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 11,
                "event_time": -22,
                "att": 0.24561824709978858,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 12,
                "event_time": -21,
                "att": 0.30283591563210677,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 13,
                "event_time": -20,
                "att": 0.3185343210084453,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 14,
                "event_time": -19,
                "att": -0.09631965167514722,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 15,
                "event_time": -18,
                "att": -0.011758883300207773,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 16,
                "event_time": -17,
                "att": -0.26452094889377464,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 17,
                "event_time": -16,
                "att": -0.28430215179806,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 18,
                "event_time": -15,
                "att": 0.17877007095935643,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 19,
                "event_time": -14,
                "att": -0.41583278306521,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 20,
                "event_time": -13,
                "att": -0.4250519521787416,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 21,
                "event_time": -12,
                "att": 0.18652038431464452,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 22,
                "event_time": -11,
                "att": -0.13193255738772275,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 23,
                "event_time": -10,
                "att": -0.03602153093955293,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 24,
                "event_time": -9,
                "att": 0.059910995084676844,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 25,
                "event_time": -8,
                "att": 0.09046686436142518,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 26,
                "event_time": -7,
                "att": -0.12042534983988873,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 27,
                "event_time": -6,
                "att": -0.276198123415577,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 28,
                "event_time": -5,
                "att": -0.2752480243764037,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 29,
                "event_time": -4,
                "att": 0.3970752710620372,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 30,
                "event_time": -3,
                "att": -0.17117637081497916,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 31,
                "event_time": -2,
                "att": 0.4653287133265118,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 32,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 33,
                "event_time": 0,
                "att": 0.465053984091807,
                "mass": 6.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 34,
                "event_time": 1,
                "att": 0.41352824806233446,
                "mass": 5.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 35,
                "event_time": 2,
                "att": -0.28564038735321295,
                "mass": 5.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 36,
                "event_time": 3,
                "att": -0.2535441540715788,
                "mass": 5.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 37,
                "event_time": 4,
                "att": 0.2962267010088045,
                "mass": 5.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 38,
                "event_time": 5,
                "att": 0.14709381172005154,
                "mass": 5.0,
                "base": 32
              }
            ],
            "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": -0.03299654074763402,
                  "se": 0.02151109912804603,
                  "lower": -0.07515752030647521,
                  "upper": 0.009164438811207161
                },
                {
                  "typec": "simple",
                  "aggregation": "Native-equivalent CS-DID simple",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.033018885136227284,
                  "se": 0.021506298782775636,
                  "lower": -0.07517045619122514,
                  "upper": 0.009132685918770568
                },
                {
                  "typec": "group",
                  "aggregation": "Native-equivalent CS-DID group",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.03405233596469311,
                  "se": 0.021454878147562764,
                  "lower": -0.07610312442661156,
                  "upper": 0.007998452497225333
                },
                {
                  "typec": "treated_cells",
                  "aggregation": "Observed treated observations, configured weights",
                  "matches_treated_unit_year_target": true,
                  "estimate": -0.030166469320905342,
                  "se": 0.04600709420113788,
                  "lower": -0.12033871698847716,
                  "upper": 0.06000577834666647
                }
              ],
              "same_group_time_effects": true,
              "additional_covariates": []
            },
            "treated_cell_att": -0.030166469320905342,
            "treated_cell_se": 0.04600709420113788,
            "checks": {
              "input_rows": 171347,
              "retained_rows": 171347,
              "all_observed_post_cells_estimated": true,
              "post_weight_sum": 4397.0,
              "avoided_dense_if_bytes": 449614528
            },
            "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": 0.35599170811474323,
            "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": -0.13919859286074132,
            "event_study": [
              {
                "event_time": -31,
                "estimate": -0.09807334375815241,
                "raw_gap": -0.09807334375815241,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 1.0,
                "relative_to_minus_one": -0.037291837430936295
              },
              {
                "event_time": -30,
                "estimate": -0.04139845077579024,
                "raw_gap": -0.04139845077579024,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 1.0,
                "relative_to_minus_one": 0.019383055551425873
              },
              {
                "event_time": -29,
                "estimate": -0.21903038013317233,
                "raw_gap": -0.21903038013317233,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 1.0,
                "relative_to_minus_one": -0.1582488738059562
              },
              {
                "event_time": -28,
                "estimate": -0.1800342891326935,
                "raw_gap": -0.1800342891326935,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 1.0,
                "relative_to_minus_one": -0.1192527828054774
              },
              {
                "event_time": -27,
                "estimate": -0.15600508734562846,
                "raw_gap": -0.15600508734562846,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 1.0,
                "relative_to_minus_one": -0.09522358101841234
              },
              {
                "event_time": -26,
                "estimate": -0.2357129560407751,
                "raw_gap": -0.2357129560407751,
                "n": 6,
                "n_cells": 6,
                "weight_sum": 6.0,
                "relative_to_minus_one": -0.174931449713559
              },
              {
                "event_time": -25,
                "estimate": 0.1814598129997689,
                "raw_gap": 0.1814598129997689,
                "n": 7,
                "n_cells": 7,
                "weight_sum": 7.0,
                "relative_to_minus_one": 0.242241319326985
              },
              {
                "event_time": -24,
                "estimate": -0.1282696423522197,
                "raw_gap": -0.1282696423522197,
                "n": 19,
                "n_cells": 19,
                "weight_sum": 19.0,
                "relative_to_minus_one": -0.06748813602500357
              },
              {
                "event_time": -23,
                "estimate": -0.06011278321582657,
                "raw_gap": -0.06011278321582657,
                "n": 109,
                "n_cells": 109,
                "weight_sum": 109.0,
                "relative_to_minus_one": 0.0006687231113895464
              },
              {
                "event_time": -22,
                "estimate": 0.009184866859519431,
                "raw_gap": 0.009184866859519431,
                "n": 122,
                "n_cells": 122,
                "weight_sum": 122.0,
                "relative_to_minus_one": 0.06996637318673554
              },
              {
                "event_time": -21,
                "estimate": -0.019975080157531192,
                "raw_gap": -0.019975080157531192,
                "n": 125,
                "n_cells": 125,
                "weight_sum": 125.0,
                "relative_to_minus_one": 0.040806426169684926
              },
              {
                "event_time": -20,
                "estimate": -0.08058527983479712,
                "raw_gap": -0.08058527983479712,
                "n": 131,
                "n_cells": 131,
                "weight_sum": 131.0,
                "relative_to_minus_one": -0.019803773507581002
              },
              {
                "event_time": -19,
                "estimate": -0.028735244818653416,
                "raw_gap": -0.028735244818653416,
                "n": 153,
                "n_cells": 153,
                "weight_sum": 153.0,
                "relative_to_minus_one": 0.0320462615085627
              },
              {
                "event_time": -18,
                "estimate": -0.01547117473865932,
                "raw_gap": -0.01547117473865932,
                "n": 191,
                "n_cells": 191,
                "weight_sum": 191.0,
                "relative_to_minus_one": 0.045310331588556796
              },
              {
                "event_time": -17,
                "estimate": 0.004781236321757112,
                "raw_gap": 0.004781236321757112,
                "n": 275,
                "n_cells": 275,
                "weight_sum": 275.0,
                "relative_to_minus_one": 0.06556274264897323
              },
              {
                "event_time": -16,
                "estimate": -0.04346140082646133,
                "raw_gap": -0.04346140082646133,
                "n": 291,
                "n_cells": 291,
                "weight_sum": 291.0,
                "relative_to_minus_one": 0.017320105500754787
              },
              {
                "event_time": -15,
                "estimate": -0.021208394060784157,
                "raw_gap": -0.021208394060784157,
                "n": 312,
                "n_cells": 312,
                "weight_sum": 312.0,
                "relative_to_minus_one": 0.03957311226643195
              },
              {
                "event_time": -14,
                "estimate": -0.02458040245217103,
                "raw_gap": -0.02458040245217103,
                "n": 329,
                "n_cells": 329,
                "weight_sum": 329.0,
                "relative_to_minus_one": 0.03620110387504508
              },
              {
                "event_time": -13,
                "estimate": 0.00847534789732621,
                "raw_gap": 0.00847534789732621,
                "n": 377,
                "n_cells": 377,
                "weight_sum": 377.0,
                "relative_to_minus_one": 0.06925685422454232
              },
              {
                "event_time": -12,
                "estimate": 0.06034958394275878,
                "raw_gap": 0.06034958394275878,
                "n": 400,
                "n_cells": 400,
                "weight_sum": 400.0,
                "relative_to_minus_one": 0.1211310902699749
              },
              {
                "event_time": -11,
                "estimate": 0.042805087487125144,
                "raw_gap": 0.042805087487125144,
                "n": 422,
                "n_cells": 422,
                "weight_sum": 422.0,
                "relative_to_minus_one": 0.10358659381434127
              },
              {
                "event_time": -10,
                "estimate": -0.015187210450229471,
                "raw_gap": -0.015187210450229471,
                "n": 449,
                "n_cells": 447,
                "weight_sum": 449.0,
                "relative_to_minus_one": 0.04559429587698664
              },
              {
                "event_time": -9,
                "estimate": 0.016647100548940166,
                "raw_gap": 0.016647100548940166,
                "n": 466,
                "n_cells": 465,
                "weight_sum": 466.0,
                "relative_to_minus_one": 0.07742860687615628
              },
              {
                "event_time": -8,
                "estimate": -0.017809063976533188,
                "raw_gap": -0.017809063976533188,
                "n": 491,
                "n_cells": 490,
                "weight_sum": 491.0,
                "relative_to_minus_one": 0.04297244235068293
              },
              {
                "event_time": -7,
                "estimate": 0.0701443006258799,
                "raw_gap": 0.0701443006258799,
                "n": 515,
                "n_cells": 514,
                "weight_sum": 515.0,
                "relative_to_minus_one": 0.13092580695309602
              },
              {
                "event_time": -6,
                "estimate": 0.061970222778731675,
                "raw_gap": 0.061970222778731675,
                "n": 546,
                "n_cells": 545,
                "weight_sum": 546.0,
                "relative_to_minus_one": 0.12275172910594778
              },
              {
                "event_time": -5,
                "estimate": 0.040584921867597816,
                "raw_gap": 0.040584921867597816,
                "n": 625,
                "n_cells": 623,
                "weight_sum": 625.0,
                "relative_to_minus_one": 0.10136642819481392
              },
              {
                "event_time": -4,
                "estimate": 0.026903264184555197,
                "raw_gap": 0.026903264184555197,
                "n": 700,
                "n_cells": 698,
                "weight_sum": 700.0,
                "relative_to_minus_one": 0.08768477051177131
              },
              {
                "event_time": -3,
                "estimate": -0.015301073664867701,
                "raw_gap": -0.015301073664867701,
                "n": 741,
                "n_cells": 739,
                "weight_sum": 741.0,
                "relative_to_minus_one": 0.04548043266234841
              },
              {
                "event_time": -2,
                "estimate": -0.03925771882488736,
                "raw_gap": -0.03925771882488736,
                "n": 810,
                "n_cells": 807,
                "weight_sum": 810.0,
                "relative_to_minus_one": 0.021523787502328758
              },
              {
                "event_time": -1,
                "estimate": -0.060781506327216114,
                "raw_gap": -0.060781506327216114,
                "n": 884,
                "n_cells": 880,
                "weight_sum": 884.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.2719077289656804,
                "raw_gap": -0.2719077289656804,
                "n": 885,
                "n_cells": 880,
                "weight_sum": 885.0,
                "relative_to_minus_one": -0.21112622263846426
              },
              {
                "event_time": 1,
                "estimate": -0.1707940386474176,
                "raw_gap": -0.1707940386474176,
                "n": 803,
                "n_cells": 800,
                "weight_sum": 803.0,
                "relative_to_minus_one": -0.11001253232020149
              },
              {
                "event_time": 2,
                "estimate": -0.13238734162649132,
                "raw_gap": -0.13238734162649132,
                "n": 752,
                "n_cells": 750,
                "weight_sum": 752.0,
                "relative_to_minus_one": -0.07160583529927521
              },
              {
                "event_time": 3,
                "estimate": -0.09891407915182346,
                "raw_gap": -0.09891407915182346,
                "n": 700,
                "n_cells": 697,
                "weight_sum": 700.0,
                "relative_to_minus_one": -0.038132572824607344
              },
              {
                "event_time": 4,
                "estimate": -0.02236959229125724,
                "raw_gap": -0.02236959229125724,
                "n": 648,
                "n_cells": 646,
                "weight_sum": 648.0,
                "relative_to_minus_one": 0.03841191403595887
              },
              {
                "event_time": 5,
                "estimate": -0.08371039002634396,
                "raw_gap": -0.08371039002634396,
                "n": 609,
                "n_cells": 607,
                "weight_sum": 609.0,
                "relative_to_minus_one": -0.02292888369912785
              }
            ],
            "package_event_study": {
              "event_time": [
                -31.0,
                -30.0,
                -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
              ],
              "estimate": [
                -0.09807334375815241,
                -0.04139845077579024,
                -0.21903038013317233,
                -0.1800342891326935,
                -0.15600508734562846,
                -0.2357129560407751,
                0.1814598129997689,
                -0.1282696423522197,
                -0.06011278321582659,
                0.009184866859519457,
                -0.019975080157531182,
                -0.08058527983479714,
                -0.028735244818653433,
                -0.015471174738659312,
                0.004781236321757109,
                -0.04346140082646129,
                -0.021208394060784185,
                -0.024580402452171034,
                0.00847534789732621,
                0.06034958394275879,
                0.042805087487125144,
                -0.011516271046909025,
                0.016880782334284302,
                -0.01776198999584782,
                0.0697200831948989,
                0.061377468505432714,
                0.040461298201734996,
                0.027001935168891444,
                -0.015118256559341655,
                -0.03951249431878467,
                -0.06196692970889895,
                -0.27360290764478173,
                -0.1708384642519898,
                -0.13299683804205606,
                -0.09781433296137547,
                -0.025155840916544756,
                -0.08654344600041962
              ],
              "n": [
                1.0,
                1.0,
                1.0,
                1.0,
                1.0,
                6.0,
                7.0,
                19.0,
                109.0,
                122.0,
                125.0,
                131.0,
                153.0,
                191.0,
                275.0,
                291.0,
                312.0,
                329.0,
                377.0,
                400.0,
                422.0,
                447.0,
                465.0,
                490.0,
                514.0,
                545.0,
                623.0,
                698.0,
                739.0,
                807.0,
                880.0,
                880.0,
                800.0,
                750.0,
                697.0,
                646.0,
                607.0
              ]
            },
            "sdid_pre_gap_correction": [],
            "diagnostics": {
              "converged": true,
              "iterations": 266,
              "termination_reason": "Relative objective tolerance reached",
              "objective": 0.4648330153725069,
              "lambda_l": 0.00031164453639012126,
              "singular_values": [
                83.43248951324894,
                64.5712978179009,
                62.41219736344098,
                58.49942466101909,
                53.08993166079189,
                51.449860987243085,
                50.02130036191538,
                47.479642761994185,
                44.9311929274742,
                42.27948545900924,
                40.83286610813629,
                38.25221905530596,
                37.81421631723808,
                34.860115276312605,
                33.536091464239895,
                30.207257477942612,
                28.13176003442534,
                26.151598957601294,
                24.800653775082594,
                23.782379151557606,
                22.55792507614205,
                20.044532184486712,
                19.11251866811216,
                17.804823817959026,
                15.646301089796083,
                13.218159989924082,
                12.837653245662466,
                7.239115665215479,
                4.114243198909687,
                2.131722337972306,
                0.060256154053657696,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0
              ],
              "history_objective": [
                0.46814454652712023,
                0.4661390553039505,
                0.46553939767904784,
                0.46527776846846985,
                0.46514218418076486,
                0.46506322284017876,
                0.465012850931811,
                0.46497829366537324,
                0.4649531994424921,
                0.4649341695436245,
                0.464919259131492,
                0.464907284489083,
                0.46489748411836695,
                0.46488934396186793,
                0.4648825025644479,
                0.4648766970246263,
                0.4648717307236148,
                0.46486745320695305,
                0.46486374714242684,
                0.4648605195671645,
                0.4648576958327856,
                0.4648552153058344,
                0.46485302824472696,
                0.46485109348668635,
                0.46484937670517745,
                0.4648478490776532,
                0.46484648625355907,
                0.464845267545683,
                0.46484417528989275,
                0.46484319433349275,
                0.4648423116229084,
                0.46484151586881595,
                0.46484079727233535,
                0.4648401472996369,
                0.4648395584953481,
                0.4648390243272,
                0.4648385390560499,
                0.4648380976265987,
                0.46483769557514154,
                0.4648373289512909,
                0.4648369942514301,
                0.4648366883617827,
                0.464836408509696,
                0.46483615222168345,
                0.4648359172872729,
                0.46483570172771316,
                0.46483550376885285,
                0.46483532181755244,
                0.4648351544410902,
                0.46483500034922376,
                0.4648348583784321,
                0.4648347274781153,
                0.4648346066984306,
                0.46483449517963843,
                0.4648343921426036,
                0.4648342968804692,
                0.4648342087512727,
                0.4648341271713444,
                0.4648340516095151,
                0.4648339815818864,
                0.4648339166472383,
                0.46483385640287095,
                0.4648338004809264,
                0.4648337485450802,
                0.4648337002875804,
                0.46483365542659816,
                0.46483361370382925,
                0.46483357488234417,
                0.4648335387446654,
                0.46483350509104127,
                0.46483347373783196,
                0.4648334445161293,
                0.46483341727044825,
                0.46483339185758366,
                0.4648333681455359,
                0.46483334601258086,
                0.46483332534638333,
                0.4648333060432218,
                0.4648332880072694,
                0.4648332711499532,
                0.4648332553893372,
                0.4648332406496064,
                0.4648332268605615,
                0.46483321395719224,
                0.4648332018792142,
                0.46483319057074957,
                0.464833179979959,
                0.4648331700587282,
                0.46483316076238174,
                0.46483315204941655,
                0.46483314388126595,
                0.46483313622207023,
                0.46483312903847634,
                0.4648331222994514,
                0.464833115976115,
                0.4648331100415617,
                0.46483310447073745,
                0.46483309924029736,
                0.4648330943284651,
                0.4648330897149523,
                0.46483308538082624,
                0.4648330813084156,
                0.46483307748122893,
                0.46483307388387146,
                0.46483307050195943,
                0.46483306732206164,
                0.4648330643316134,
                0.464833061518875,
                0.46483305887288073,
                0.4648330563833565,
                0.4648330540406955,
                0.4648330518359124,
                0.4648330497605986,
                0.4648330478068653,
                0.46483304596734043,
                0.4648330442351184,
                0.46483304260371694,
                0.46483304106707,
                0.46483303961949135,
                0.4648330382556477,
                0.46483303697053663,
                0.46483303575946894,
                0.4648330346180449,
                0.46483303354213373,
                0.4648330325278648,
                0.4648330315715896,
                0.4648330306698991,
                0.4648330298195951,
                0.4648330290176471,
                0.4648330282612452,
                0.4648330275477176,
                0.4648330268745744,
                0.4648330262394599,
                0.4648330256401739,
                0.4648330250746395,
                0.4648330245409079,
                0.4648330240371432,
                0.46483302356162437,
                0.4648330231127217,
                0.46483302268891047,
                0.46483302228875056,
                0.46483302191089504,
                0.4648330215540706,
                0.464833021217083,
                0.4648330208987902,
                0.46483302059814696,
                0.46483302031414386,
                0.46483302004584093,
                0.46483301979235103,
                0.4648330195528403,
                0.4648330193265161,
                0.4648330191126434,
                0.464833018910521,
                0.4648330187194878,
                0.46483301853892184,
                0.46483301836824076,
                0.46483301820689304,
                0.4648330180543553,
                0.46483301791014153,
                0.4648330177737818,
                0.46483301764484597,
                0.46483301752292194,
                0.4648330174076184,
                0.46483301729857074,
                0.46483301719543263,
                0.4648330170978768,
                0.4648330170055984,
                0.4648330169183067,
                0.46483301683572587,
                0.4648330167575973,
                0.46483301668367666,
                0.4648330166137327,
                0.4648330165475555,
                0.4648330164849269,
                0.46483301642566394,
                0.4648330163695714,
                0.4648330163164891,
                0.46483301626624574,
                0.4648330162186871,
                0.46483301617367256,
                0.46483301613105665,
                0.46483301609071237,
                0.4648330160525247,
                0.4648330160163615,
                0.4648330159821248,
                0.46483301594970905,
                0.46483301591901655,
                0.46483301588994685,
                0.4648330158624189,
                0.46483301583635367,
                0.4648330158116643,
                0.4648330157882824,
                0.4648330157661378,
                0.46483301574516045,
                0.4648330157252889,
                0.4648330157064656,
                0.4648330156886357,
                0.4648330156717412,
                0.4648330156557373,
                0.4648330156405761,
                0.4648330156262068,
                0.46483301561259865,
                0.46483301559970025,
                0.46483301558747614,
                0.46483301557589346,
                0.46483301556492,
                0.4648330155545179,
                0.4648330155446612,
                0.46483301553531864,
                0.4648330155264656,
                0.46483301551807266,
                0.46483301551011413,
                0.4648330155025747,
                0.4648330154954261,
                0.46483301548864947,
                0.46483301548222955,
                0.46483301547613587,
                0.46483301547036215,
                0.46483301546488887,
                0.4648330154596985,
                0.46483301545477734,
                0.46483301545010874,
                0.4648330154456858,
                0.46483301544149136,
                0.4648330154375079,
                0.46483301543373834,
                0.46483301543015854,
                0.4648330154267639,
                0.46483301542354816,
                0.4648330154204976,
                0.4648330154176029,
                0.4648330154148525,
                0.46483301541225297,
                0.4648330154097816,
                0.46483301540743205,
                0.46483301540521293,
                0.4648330154031033,
                0.4648330154011013,
                0.4648330153992055,
                0.4648330153974034,
                0.46483301539569427,
                0.46483301539407373,
                0.4648330153925364,
                0.4648330153910768,
                0.46483301538969457,
                0.4648330153883796,
                0.4648330153871334,
                0.46483301538595084,
                0.464833015384826,
                0.46483301538376004,
                0.4648330153827488,
                0.46483301538179195,
                0.4648330153808821,
                0.4648330153800161,
                0.46483301537919747,
                0.46483301537841665,
                0.46483301537767996,
                0.46483301537697574,
                0.4648330153763126,
                0.4648330153756802,
                0.4648330153750824,
                0.46483301537450966,
                0.4648330153739714,
                0.46483301537345556,
                0.46483301537296895,
                0.4648330153725069
              ],
              "history_rmse": [
                0.3884623826256211,
                0.38704423671166954,
                0.3868479132911308,
                0.38690081080874933,
                0.3869340148193011,
                0.38695691093376977,
                0.38696925048602226,
                0.3869739797072698,
                0.3869740621182677,
                0.3869714533671811,
                0.386967344210222,
                0.3869624498476721,
                0.38695720149686685,
                0.3869518605041634,
                0.38694658509717234,
                0.38694146981870586,
                0.3869365692770141,
                0.3869319127571605,
                0.3869275133893202,
                0.38692337399907334,
                0.38691949089078864,
                0.38691585631902786,
                0.3869124601136485,
                0.3869092907522718,
                0.38690633606786123,
                0.3869035837137617,
                0.3869010214663569,
                0.38689863741875724,
                0.3868964201010726,
                0.386894358551296,
                0.3868924423529745,
                0.38689066165056757,
                0.3868890071500623,
                0.3868874701097731,
                0.38688604232485607,
                0.3868847161078049,
                0.3868834842665697,
                0.38688234008132893,
                0.38688127728070765,
                0.38688029001782265,
                0.3868793728466772,
                0.3868785206989291,
                0.3868777288614067,
                0.3868769929542843,
                0.38687630891014124,
                0.38687567295386716,
                0.3868750815835041,
                0.38687453155200496,
                0.3868740198498838,
                0.3868735436888764,
                0.3868731004864358,
                0.3868726878511796,
                0.386872303569171,
                0.3868719455911363,
                0.3868716120203708,
                0.38687130110154144,
                0.3868710112102229,
                0.38687074084308565,
                0.3868704886088634,
                0.3868702532198668,
                0.3868700334841945,
                0.3868698282984332,
                0.3868696366409497,
                0.3868694575656562,
                0.38686929019624966,
                0.38686913372090065,
                0.3868689873873155,
                0.38686885049819186,
                0.38686872240703685,
                0.38686860251432187,
                0.3868684902638541,
                0.3868683851395405,
                0.3868682866623163,
                0.3868681943873717,
                0.38686810790154186,
                0.38686802682095767,
                0.38686795078882635,
                0.3868678794734217,
                0.3868678125662143,
                0.38686774978016264,
                0.3868676908480971,
                0.38686763552128267,
                0.3868675835680546,
                0.38686753477260005,
                0.38686748893373984,
                0.3868674458639369,
                0.38686740538828435,
                0.3868673673435994,
                0.386867331577587,
                0.386867297948064,
                0.3868672663222481,
                0.3868672365760888,
                0.38686720859365953,
                0.3868671822665897,
                0.3868671574935478,
                0.38686713417972957,
                0.38686711223643905,
                0.386867091580658,
                0.38686707213463906,
                0.38686705382559305,
                0.3868670365853148,
                0.38686702034988635,
                0.38686700505939364,
                0.3868669906576669,
                0.3868669770920155,
                0.38686696431301937,
                0.38686695227428586,
                0.3868669409322759,
                0.38686693024612956,
                0.3868669201774513,
                0.3868669106901805,
                0.3868669017504454,
                0.3868668933264154,
                0.386866885388151,
                0.3868668779075236,
                0.38686687085808114,
                0.3868668642149294,
                0.386866857954659,
                0.38686685205524296,
                0.3868668464959488,
                0.38686684125726006,
                0.38686683632080643,
                0.3868668316692883,
                0.3868668272864106,
                0.38686682315683385,
                0.3868668192660852,
                0.3868668156005513,
                0.38686681214740665,
                0.3868668088945287,
                0.3868668058305394,
                0.3868668029446697,
                0.3868668002267951,
                0.3868667976673473,
                0.38686679525732137,
                0.38686679298821447,
                0.38686679085201015,
                0.3868667888411446,
                0.38686678694848725,
                0.386866785167298,
                0.38686678349122855,
                0.38686678191428114,
                0.3868667804308065,
                0.3868667790354677,
                0.38686677772323114,
                0.38686677648932566,
                0.3868667753292865,
                0.38686677423886434,
                0.38686677321406604,
                0.38686677225111693,
                0.3868667713464584,
                0.3868667704967213,
                0.3868667696987413,
                0.3868667689495184,
                0.3868667682462239,
                0.3868667675861857,
                0.3868667669668887,
                0.3868667663859545,
                0.3868667658411348,
                0.38686676533031655,
                0.38686676485149113,
                0.3868667644027783,
                0.3868667639823977,
                0.3868667635886633,
                0.38686676321999236,
                0.3868667628748865,
                0.38686676255193364,
                0.38686676224980443,
                0.38686676196724235,
                0.38686676170305956,
                0.3868667614561395,
                0.3868667612254275,
                0.3868667610099283,
                0.38686676080871524,
                0.38686676062088976,
                0.38686676044563206,
                0.3868667602821429,
                0.38686676012969895,
                0.3868667599875934,
                0.3868667598551716,
                0.3868667597318214,
                0.38686675961695144,
                0.3868667595100177,
                0.3868667594105147,
                0.38686675931793696,
                0.38686675923184255,
                0.3868667591518013,
                0.3868667590774084,
                0.3868667590082744,
                0.3868667589440512,
                0.38686675888440797,
                0.38686675882901944,
                0.3868667587775963,
                0.3868667587298607,
                0.3868667586855471,
                0.386866758644412,
                0.38686675860622893,
                0.38686675857078356,
                0.38686675853786695,
                0.3868667585072994,
                0.3868667584789017,
                0.38686675845250196,
                0.3868667584279583,
                0.386866758405113,
                0.38686675838383366,
                0.3868667583639978,
                0.3868667583454897,
                0.38686675832819184,
                0.3868667583120072,
                0.38686675829683764,
                0.3868667582825964,
                0.3868667582691967,
                0.38686675825656014,
                0.3868667582446243,
                0.38686675823331484,
                0.38686675822257277,
                0.3868667582123464,
                0.386866758202567,
                0.38686675819320115,
                0.3868667581842001,
                0.38686675817551897,
                0.3868667581671219,
                0.3868667581589709,
                0.3868667581510405,
                0.3868667581432962,
                0.3868667581357032,
                0.38686675812825577,
                0.3868667581209138,
                0.3868667581136636,
                0.3868667581064916,
                0.38686675809937493,
                0.38686675809229676,
                0.3868667580852402,
                0.3868667580782116,
                0.38686675807117965,
                0.3868667580641357,
                0.38686675805709186,
                0.3868667580500207,
                0.3868667580429214,
                0.38686675803579473,
                0.3868667580286256,
                0.3868667580214168,
                0.38686675801416515,
                0.3868667580068673,
                0.38686675799952003,
                0.3868667579921262,
                0.38686675798467807,
                0.386866757977181,
                0.3868667579696329,
                0.3868667579620317,
                0.38686675795438336,
                0.3868667579466869,
                0.3868667579389477,
                0.38686675793116065,
                0.3868667579233277,
                0.3868667579154577,
                0.3868667579075437,
                0.38686675789959885,
                0.38686675789161445,
                0.38686675788360503,
                0.38686675787556335,
                0.3868667578674986,
                0.3868667578594045,
                0.38686675785129826,
                0.3868667578431678,
                0.38686675783502755,
                0.3868667578268766
              ],
              "n_observed": 171059,
              "n_missing": 462760,
              "n_treated_observed": 4380,
              "n_untreated_observed": 166679
            },
            "checks": {
              "scalar_vs_treated_cell_average": 2.7755575615628914e-17,
              "native_scalar_vs_unweighted_matrix_average": 5.551115123125783e-17
            },
            "native_matrix_att": -0.14021645974633865,
            "matrix_preparation": {
              "source_rows": 171347,
              "matrix_shape": [
                15459,
                41
              ],
              "observed_cells": 171059,
              "missing_cells": 462760,
              "repeated_cells": 288,
              "minimum_cell_count": 1,
              "maximum_cell_count": 2,
              "observation_mass": 171347.0,
              "treated_observation_mass": 4397.0,
              "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": 8.244466125033796,
            "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 2, period 2: 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)": -0.08296560274959391,
          "SE": 0.04480111686807485,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": 0.04159920390949166,
          "SE": 0.054027653176894556,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.1009102811780779,
          "SE": 0.04885147205634503,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": 0.04343236573361355,
          "SE": 0.015365335598963316,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID",
          "Estimate (SDs)": -0.03299654074763402,
          "SE": 0.02151109912804603,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (treated cells)",
          "Estimate (SDs)": -0.030166469320905342,
          "SE": 0.04600709420113788,
          "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)": -0.13919859286074132,
          "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 2, period 2: 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)": -0.08296560274959391,
          "SE": 0.04480111686807485,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": "",
          "lower": -0.17082664143155918,
          "upper": 0.004895435932371364,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": 0.04159920390949166,
          "SE": 0.054027653176894556,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.06435631812914713,
          "upper": 0.14755472594813043,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.1009102811780779,
          "SE": 0.04885147205634503,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.1967146132140956,
          "upper": -0.0051059491420601955,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": 0.04343236573361355,
          "SE": 0.015365335598963316,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": 0.013298868182709627,
          "upper": 0.07356586328451747,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (equal event-time)",
          "Estimate (SDs)": -0.03299654074763402,
          "SE": 0.02151109912804603,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.07515752030647521,
          "upper": 0.009164438811207161,
          "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)": -0.030166469320905342,
          "SE": 0.04600709420113788,
          "Aggregation": "Treated cells",
          "Event study": "Same CS-DID path",
          "Status": "estimated",
          "Note": "",
          "lower": -0.12033871698847716,
          "upper": 0.06000577834666647,
          "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)": -0.13919859286074132,
          "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 2, period 2: 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": 1791602170.607775,
    "scalar_ranges": [
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Static TWFE",
        "Estimate (SDs)": -0.08296560274959391,
        "SE": 0.04480111686807485,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": "",
        "lower": -0.17082664143155918,
        "upper": 0.004895435932371364,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": 0.04159920390949166,
        "SE": 0.054027653176894556,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.06435631812914713,
        "upper": 0.14755472594813043,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": -0.1009102811780779,
        "SE": 0.04885147205634503,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.1967146132140956,
        "upper": -0.0051059491420601955,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": 0.04343236573361355,
        "SE": 0.015365335598963316,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": 0.013298868182709627,
        "upper": 0.07356586328451747,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (equal event-time)",
        "Estimate (SDs)": -0.03299654074763402,
        "SE": 0.02151109912804603,
        "Aggregation": "Equal post-event times",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.07515752030647521,
        "upper": 0.009164438811207161,
        "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)": -0.030166469320905342,
        "SE": 0.04600709420113788,
        "Aggregation": "Treated cells",
        "Event study": "Same CS-DID path",
        "Status": "estimated",
        "Note": "",
        "lower": -0.12033871698847716,
        "upper": 0.06000577834666647,
        "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)": -0.13919859286074132,
        "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 2, period 2: 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"
      }
    ]
  },
  {
    "study_id": 2,
    "specification_id": "S02-P015",
    "source_specification_id": "AM005-P2587-T2-DSALES-QP-M4",
    "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": "Do Powerful Politicians Really Cause Corporate Downsizing?",
    "status": "ready",
    "reason": "",
    "config": "analyses/full-archive/configs/S02-P015.json",
    "input_bytes": 2385782,
    "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": "original_fe",
        "frequency_weights": false,
        "source_sd": null,
        "require_never_control_periods": false,
        "latest_cohort_control": true,
        "slug": "s02-p015",
        "specification_id": "S02-P015",
        "source_specification_id": "AM005-P2587-T2-DSALES-QP-M4",
        "study_id": 2,
        "study": "Do Powerful Politicians Really Cause Corporate Downsizing?",
        "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204",
        "description": "AM005-P2587-T2-DSALES-QP-M4",
        "data": "analyses/full-archive/prepared/S02-P015.parquet",
        "output_dir": "analyses/full-archive/results/S02-P015"
      },
      "source": {
        "file": "S02-P015.parquet",
        "bytes": 2385782,
        "sha256": "22214d0a3420e49fa157e21235ecc7ee6f94a71a970a51dfbfaaf48ad7e90614"
      },
      "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": 181489,
            "source_sd": 0.44138795731535097,
            "rows": 168711,
            "units": 15419,
            "clusters": 2020,
            "treated_units": 947,
            "never_treated_units": 14472,
            "treated_cohorts": 5,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 168641,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 557,
            "post_adoption_untreated_rows_removed": 9505,
            "units_without_minus_one_removed": 9,
            "additional_rows_removed": 1801
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.23215959681919335,
              "se": 0.04354642780052648,
              "pvalue": 1.084085905409521e-07,
              "lower": -0.31756022302189724,
              "upper": -0.14675897061648946
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.22883034338521027,
              "se": 0.03747239494028558,
              "pvalue": 1.2171543201939456e-09,
              "lower": -0.3023189429064948,
              "upper": -0.15534174386392574
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.3078012706355126,
              "se": 0.05846940329798238,
              "pvalue": 1.556620818137465e-07,
              "lower": -0.4224679357915869,
              "upper": -0.19313460547943828
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": -0.2287531512150476,
              "se": 0.02463748541115887,
              "pvalue": 4.0490596084122505e-20,
              "lower": -0.27707070074657336,
              "upper": -0.18043560168352182
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -28,
                "estimate": -0.18191775115248468,
                "se": 0.09318860212327189,
                "pvalue": 0.051058930981182166,
                "lower": -0.36467361376277724,
                "upper": 0.0008381114578078774
              },
              {
                "event_time": -27,
                "estimate": -0.15503919831237575,
                "se": 0.09167651247212068,
                "pvalue": 0.09096152514856853,
                "lower": -0.33482964195249554,
                "upper": 0.024751245327744004
              },
              {
                "event_time": -26,
                "estimate": -0.32207624090261794,
                "se": 0.09122995777079891,
                "pvalue": 0.000424264241759955,
                "lower": -0.5009909284118024,
                "upper": -0.14316155339343345
              },
              {
                "event_time": -25,
                "estimate": -0.3075860154806337,
                "se": 0.09121122879045905,
                "pvalue": 0.0007596654398441065,
                "lower": -0.4864639728438579,
                "upper": -0.12870805811740946
              },
              {
                "event_time": -24,
                "estimate": -0.320905924685233,
                "se": 0.09120899290427358,
                "pvalue": 0.00044383089537756906,
                "lower": -0.4997794971634046,
                "upper": -0.1420323522070614
              },
              {
                "event_time": -23,
                "estimate": -0.3345659141939984,
                "se": 0.05417172602855562,
                "pvalue": 7.926632785063964e-10,
                "lower": -0.4408042340514089,
                "upper": -0.22832759433658792
              },
              {
                "event_time": -22,
                "estimate": 0.1085744765588225,
                "se": 0.06722146051876901,
                "pvalue": 0.10642887418039935,
                "lower": -0.023256195037477848,
                "upper": 0.24040514815512287
              },
              {
                "event_time": -21,
                "estimate": -0.22359249188421548,
                "se": 0.07806308976017373,
                "pvalue": 0.004223120206287212,
                "lower": -0.37668511246321323,
                "upper": -0.07049987130521776
              },
              {
                "event_time": -20,
                "estimate": -0.13180943671804174,
                "se": 0.06128951280281726,
                "pvalue": 0.03162589985680963,
                "lower": -0.252006730443153,
                "upper": -0.01161214299293048
              },
              {
                "event_time": -19,
                "estimate": -0.07018331838959649,
                "se": 0.058606110578955026,
                "pvalue": 0.2312356784603408,
                "lower": -0.18511808561491544,
                "upper": 0.04475144883572246
              },
              {
                "event_time": -18,
                "estimate": -0.09424674606621843,
                "se": 0.058914771128281675,
                "pvalue": 0.10981864615602653,
                "lower": -0.20978683973340564,
                "upper": 0.021293347600968793
              },
              {
                "event_time": -17,
                "estimate": -0.12145754703129041,
                "se": 0.05665634922691453,
                "pvalue": 0.03217134749228109,
                "lower": -0.23256855995986597,
                "upper": -0.010346534102714855
              },
              {
                "event_time": -16,
                "estimate": -0.09113699502259968,
                "se": 0.05795966241067676,
                "pvalue": 0.11600961237006092,
                "lower": -0.20480398711303405,
                "upper": 0.022529997067834664
              },
              {
                "event_time": -15,
                "estimate": -0.1040823817308551,
                "se": 0.08407009276473892,
                "pvalue": 0.21584409306080296,
                "lower": -0.2689555740835309,
                "upper": 0.06079081062182068
              },
              {
                "event_time": -14,
                "estimate": -0.06529832067221923,
                "se": 0.05643709549309023,
                "pvalue": 0.24740487684521628,
                "lower": -0.1759793464098443,
                "upper": 0.04538270506540584
              },
              {
                "event_time": -13,
                "estimate": -0.11229418435549819,
                "se": 0.05681703193633957,
                "pvalue": 0.048243399450529,
                "lower": -0.2237203185166971,
                "upper": -0.0008680501942992802
              },
              {
                "event_time": -12,
                "estimate": -0.08661551001735851,
                "se": 0.053557346551955855,
                "pvalue": 0.1059809776757765,
                "lower": -0.19164894592267878,
                "upper": 0.018417925887961747
              },
              {
                "event_time": -11,
                "estimate": -0.10616184627786893,
                "se": 0.04644868806985204,
                "pvalue": 0.022382495157719822,
                "lower": -0.1972542101711816,
                "upper": -0.01506948238455623
              },
              {
                "event_time": -10,
                "estimate": -0.047256771300841556,
                "se": 0.047365395537519034,
                "pvalue": 0.31854117227030326,
                "lower": -0.1401469265570203,
                "upper": 0.04563338395533718
              },
              {
                "event_time": -9,
                "estimate": 0.028992796016132468,
                "se": 0.07025635075735973,
                "pvalue": 0.6798910997784225,
                "lower": -0.10878971916236377,
                "upper": 0.1667753111946287
              },
              {
                "event_time": -8,
                "estimate": -0.025230032734884864,
                "se": 0.0729300269317996,
                "pvalue": 0.7294174696264114,
                "lower": -0.1682560002720073,
                "upper": 0.11779593480223757
              },
              {
                "event_time": -7,
                "estimate": -0.05345989583672731,
                "se": 0.038378088361511194,
                "pvalue": 0.16377929900777363,
                "lower": -0.12872468663768788,
                "upper": 0.021804894964233247
              },
              {
                "event_time": -6,
                "estimate": 0.0062770766142197345,
                "se": 0.04651380716878586,
                "pvalue": 0.8926642067990777,
                "lower": -0.08494299492602506,
                "upper": 0.09749714815446453
              },
              {
                "event_time": -5,
                "estimate": -0.08704838673985123,
                "se": 0.05087797055734203,
                "pvalue": 0.08724858451804567,
                "lower": -0.18682719214320076,
                "upper": 0.012730418663498291
              },
              {
                "event_time": -4,
                "estimate": 0.016118494164430543,
                "se": 0.06131816376334023,
                "pvalue": 0.7926802593625948,
                "lower": -0.10413498809539082,
                "upper": 0.1363719764242519
              },
              {
                "event_time": -3,
                "estimate": 0.1393839735906089,
                "se": 0.03777598123066062,
                "pvalue": 0.0002304165594160131,
                "lower": 0.06529999895788362,
                "upper": 0.21346794822333415
              },
              {
                "event_time": -2,
                "estimate": 0.14993128933862088,
                "se": 0.09761456402689468,
                "pvalue": 0.12470682774281984,
                "lower": -0.04150450265302333,
                "upper": 0.34136708133026505
              },
              {
                "event_time": 0,
                "estimate": -0.2643101571816056,
                "se": 0.06296064846630876,
                "pvalue": 2.8094610209458594e-05,
                "lower": -0.38778478131796407,
                "upper": -0.14083553304524715
              },
              {
                "event_time": 1,
                "estimate": -0.22705026602775102,
                "se": 0.05301954801689439,
                "pvalue": 1.93569175512364e-05,
                "lower": -0.33102900390191403,
                "upper": -0.123071528153588
              },
              {
                "event_time": 2,
                "estimate": -0.24432286525671035,
                "se": 0.05091941616777729,
                "pvalue": 1.718071234095849e-06,
                "lower": -0.34418295129002885,
                "upper": -0.14446277922339187
              },
              {
                "event_time": 3,
                "estimate": -0.3111314888114689,
                "se": 0.13619905265273247,
                "pvalue": 0.02245208829052315,
                "lower": -0.5782368513463441,
                "upper": -0.04402612627659375
              },
              {
                "event_time": 4,
                "estimate": -0.16067009342288616,
                "se": 0.046986290413690776,
                "pvalue": 0.0006398088386070811,
                "lower": -0.25281677058897006,
                "upper": -0.06852341625680224
              },
              {
                "event_time": 5,
                "estimate": -0.13320830760584776,
                "se": 0.03489265312015761,
                "pvalue": 0.0001387835256937387,
                "lower": -0.20163767315530307,
                "upper": -0.06477894205639244
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -28,
                "estimate": -0.07361903942574649,
                "se": 0.0705734473042553,
                "pvalue": 0.29700142886719066,
                "lower": -0.21202342521543602,
                "upper": 0.06478534636394304
              },
              {
                "event_time": -27,
                "estimate": -0.04856460317759634,
                "se": 0.06965262347053704,
                "pvalue": 0.4857328135291574,
                "lower": -0.18516312483574018,
                "upper": 0.08803391848054751
              },
              {
                "event_time": -26,
                "estimate": -0.21441976296301313,
                "se": 0.06921198037043884,
                "pvalue": 0.001975042054409695,
                "lower": -0.35015412196577994,
                "upper": -0.07868540396024631
              },
              {
                "event_time": -25,
                "estimate": -0.197911660741622,
                "se": 0.06952213519949405,
                "pvalue": 0.004461530693252609,
                "lower": -0.33425427667748187,
                "upper": -0.06156904480576211
              },
              {
                "event_time": -24,
                "estimate": -0.21509264299801745,
                "se": 0.06943439189254252,
                "pvalue": 0.001976585702386045,
                "lower": -0.35126318205553775,
                "upper": -0.07892210394049717
              },
              {
                "event_time": -23,
                "estimate": -0.24342085665871527,
                "se": 0.03174041540741004,
                "pvalue": 2.674213469495646e-14,
                "lower": -0.3056682438415049,
                "upper": -0.18117346947592558
              },
              {
                "event_time": -22,
                "estimate": 0.20179317257400187,
                "se": 0.05502706367683811,
                "pvalue": 0.00025160111934255077,
                "lower": 0.09387741613987202,
                "upper": 0.30970892900813174
              },
              {
                "event_time": -21,
                "estimate": -0.11284413120436598,
                "se": 0.04511333173434693,
                "pvalue": 0.012450785660350006,
                "lower": -0.2013176748404059,
                "upper": -0.024370587568326052
              },
              {
                "event_time": -20,
                "estimate": -0.018260355106363778,
                "se": 0.02182904096101744,
                "pvalue": 0.4029633363659192,
                "lower": -0.06107015287013866,
                "upper": 0.024549442657411102
              },
              {
                "event_time": -19,
                "estimate": 0.03882898226234818,
                "se": 0.017225290762197917,
                "pvalue": 0.024291375811956395,
                "lower": 0.005047781555052332,
                "upper": 0.07261018296964403
              },
              {
                "event_time": -18,
                "estimate": 0.01393029089101622,
                "se": 0.018343966844715693,
                "pvalue": 0.44770579660263154,
                "lower": -0.022044789837911413,
                "upper": 0.04990537161994385
              },
              {
                "event_time": -17,
                "estimate": -0.015097624961830303,
                "se": 0.01766351044427769,
                "pvalue": 0.39279914173039815,
                "lower": -0.04973823566333721,
                "upper": 0.0195429857396766
              },
              {
                "event_time": -16,
                "estimate": 0.013572048982381221,
                "se": 0.01643127510954432,
                "pvalue": 0.40890804492469024,
                "lower": -0.018651976145278547,
                "upper": 0.04579607411004099
              },
              {
                "event_time": -15,
                "estimate": -0.011203670507292325,
                "se": 0.050060666004955075,
                "pvalue": 0.8229341200041866,
                "lower": -0.10937962754631922,
                "upper": 0.08697228653173458
              },
              {
                "event_time": -14,
                "estimate": 0.00439653549026663,
                "se": 0.013393116524370731,
                "pvalue": 0.7427428560596603,
                "lower": -0.021869236371121578,
                "upper": 0.030662307351654837
              },
              {
                "event_time": -13,
                "estimate": -0.0431250733085386,
                "se": 0.013181095157300178,
                "pvalue": 0.0010869050278954826,
                "lower": -0.06897504166018496,
                "upper": -0.017275104956892228
              },
              {
                "event_time": -12,
                "estimate": -0.026774739113855774,
                "se": 0.012782552572654987,
                "pvalue": 0.03632810495228913,
                "lower": -0.051843109800291776,
                "upper": -0.0017063684274197764
              },
              {
                "event_time": -11,
                "estimate": -0.042645748790957186,
                "se": 0.02381519696669621,
                "pvalue": 0.07349205353741704,
                "lower": -0.08935067584979625,
                "upper": 0.004059178267881873
              },
              {
                "event_time": -10,
                "estimate": -0.002523630207590212,
                "se": 0.04110783056237832,
                "pvalue": 0.9510542954594844,
                "lower": -0.08314182667465643,
                "upper": 0.07809456625947601
              },
              {
                "event_time": -9,
                "estimate": 0.05924157004861949,
                "se": 0.024280216101384706,
                "pvalue": 0.014776389066665395,
                "lower": 0.011624675526443355,
                "upper": 0.10685846457079562
              },
              {
                "event_time": -8,
                "estimate": 0.0026877670103012913,
                "se": 0.03156828081123354,
                "pvalue": 0.9321574343018233,
                "lower": -0.05922204019068229,
                "upper": 0.06459757421128487
              },
              {
                "event_time": -7,
                "estimate": -0.016539643924314597,
                "se": 0.026922087768735604,
                "pvalue": 0.539051833962938,
                "lower": -0.06933761772519612,
                "upper": 0.03625832987656693
              },
              {
                "event_time": -6,
                "estimate": 0.019669607365296934,
                "se": 0.03769074427110375,
                "pvalue": 0.6018192256007079,
                "lower": -0.0542472056863426,
                "upper": 0.09358642041693647
              },
              {
                "event_time": -5,
                "estimate": -0.06495924106105516,
                "se": 0.01994036801883465,
                "pvalue": 0.001141919655816221,
                "lower": -0.10406508743085224,
                "upper": -0.02585339469125808
              },
              {
                "event_time": -4,
                "estimate": 0.017524349592125316,
                "se": 0.030260109827346733,
                "pvalue": 0.5625702502188523,
                "lower": -0.04181995162256035,
                "upper": 0.07686865080681099
              },
              {
                "event_time": -3,
                "estimate": 0.10795063152674245,
                "se": 0.024392010892776667,
                "pvalue": 1.0127567324256517e-05,
                "lower": 0.060114491806434155,
                "upper": 0.15578677124705073
              },
              {
                "event_time": -2,
                "estimate": 0.08608794837407503,
                "se": 0.05516503086983424,
                "pvalue": 0.11878600384418755,
                "lower": -0.022098380992725014,
                "upper": 0.19427427774087508
              },
              {
                "event_time": -1,
                "estimate": -0.10933347070684134,
                "se": 0.04864326435095992,
                "pvalue": 0.02470549378900325,
                "lower": -0.20472970516135647,
                "upper": -0.013937236252326193
              },
              {
                "event_time": 0,
                "estimate": -0.3714105259034945,
                "se": 0.12677255186039285,
                "pvalue": 0.0034305261918044015,
                "lower": -0.6200292039678618,
                "upper": -0.12279184783912725
              },
              {
                "event_time": 1,
                "estimate": -0.3102434569623701,
                "se": 0.11223091421703509,
                "pvalue": 0.005755776191613417,
                "lower": -0.5303439528593231,
                "upper": -0.09014296106541705
              },
              {
                "event_time": 2,
                "estimate": -0.3273135254032141,
                "se": 0.10746098903570497,
                "pvalue": 0.0023499983580085727,
                "lower": -0.5380595318965447,
                "upper": -0.1165675189098836
              },
              {
                "event_time": 3,
                "estimate": -0.39016273074603997,
                "se": 0.21111036637632952,
                "pvalue": 0.06472741256967722,
                "lower": -0.8041796409046917,
                "upper": 0.02385417941261181
              },
              {
                "event_time": 4,
                "estimate": -0.21341260885256677,
                "se": 0.10461222715824096,
                "pvalue": 0.04147673033781943,
                "lower": -0.41857179547281287,
                "upper": -0.008253422232320645
              },
              {
                "event_time": 5,
                "estimate": -0.18490120269541538,
                "se": 0.07424492600726443,
                "pvalue": 0.012838984008064762,
                "lower": -0.3305058709460024,
                "upper": -0.039296534444828335
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -28,
                "estimate": -0.2959980435198454,
                "se": 0.18836234584305955,
                "pvalue": 0.11623973419610283,
                "lower": -0.6654029086374631,
                "upper": 0.0734068215977724
              },
              {
                "event_time": -27,
                "estimate": -0.26856736084567584,
                "se": 0.18768889840071262,
                "pvalue": 0.15260856666598346,
                "lower": -0.6366515014814949,
                "upper": 0.09951677979014317
              },
              {
                "event_time": -26,
                "estimate": -0.43428482459689166,
                "se": 0.1875148979030022,
                "pvalue": 0.020657894944160645,
                "lower": -0.8020277259574222,
                "upper": -0.0665419232363611
              },
              {
                "event_time": -25,
                "estimate": -0.4232432723885257,
                "se": 0.1875387957777315,
                "pvalue": 0.024125175028630177,
                "lower": -0.7910330408187536,
                "upper": -0.055453503958297845
              },
              {
                "event_time": -24,
                "estimate": -0.43805463175983367,
                "se": 0.18758804768013682,
                "pvalue": 0.01963075697756333,
                "lower": -0.8059409900487373,
                "upper": -0.07016827347092996
              },
              {
                "event_time": -23,
                "estimate": -0.5535415350694144,
                "se": 0.07438440702858767,
                "pvalue": 1.4634666083731446e-13,
                "lower": -0.6994197450814281,
                "upper": -0.40766332505740066
              },
              {
                "event_time": -22,
                "estimate": -0.11277755534823168,
                "se": 0.07202846297211625,
                "pvalue": 0.11756715172572198,
                "lower": -0.25403543005644436,
                "upper": 0.02848031935998098
              },
              {
                "event_time": -21,
                "estimate": -0.27638098101158015,
                "se": 0.055926227602328564,
                "pvalue": 8.374640395465918e-07,
                "lower": -0.3860601234724012,
                "upper": -0.1667018385507591
              },
              {
                "event_time": -20,
                "estimate": -0.13475192748077824,
                "se": 0.0619715979448085,
                "pvalue": 0.02978981177864972,
                "lower": -0.2562868854229509,
                "upper": -0.013216969538605586
              },
              {
                "event_time": -19,
                "estimate": -0.07108429323591257,
                "se": 0.06057762060288548,
                "pvalue": 0.24075721782032483,
                "lower": -0.18988546694076675,
                "upper": 0.04771688046894161
              },
              {
                "event_time": -18,
                "estimate": -0.09350400504170672,
                "se": 0.059874901542689055,
                "pvalue": 0.11852574698127763,
                "lower": -0.21092704853435956,
                "upper": 0.023919038450946103
              },
              {
                "event_time": -17,
                "estimate": -0.12513722922803622,
                "se": 0.05865412988859451,
                "pvalue": 0.03300586658825242,
                "lower": -0.24016616902548482,
                "upper": -0.010108289430587628
              },
              {
                "event_time": -16,
                "estimate": -0.09446008774481343,
                "se": 0.06046234935431025,
                "pvalue": 0.11837498825951057,
                "lower": -0.21303519843350965,
                "upper": 0.024115022943882777
              },
              {
                "event_time": -15,
                "estimate": -0.09909733822375112,
                "se": 0.05362546934612007,
                "pvalue": 0.06475533371701242,
                "lower": -0.20426437244181822,
                "upper": 0.006069695994315977
              },
              {
                "event_time": -14,
                "estimate": -0.05941888894705715,
                "se": 0.04707653514653789,
                "pvalue": 0.2070311164557092,
                "lower": -0.15174254863698763,
                "upper": 0.032904770742873325
              },
              {
                "event_time": -13,
                "estimate": -0.10854703141472671,
                "se": 0.04612371425180983,
                "pvalue": 0.0186985873223883,
                "lower": -0.19900207626806174,
                "upper": -0.018091986561391687
              },
              {
                "event_time": -12,
                "estimate": -0.08276433657663353,
                "se": 0.04410997034374448,
                "pvalue": 0.06075575829148461,
                "lower": -0.16927014840565646,
                "upper": 0.003741475252389409
              },
              {
                "event_time": -11,
                "estimate": -0.10037139272124723,
                "se": 0.043458172273264525,
                "pvalue": 0.02101025743380691,
                "lower": -0.18559893751005085,
                "upper": -0.015143847932443597
              },
              {
                "event_time": -10,
                "estimate": -0.04089893415447974,
                "se": 0.042692125475228444,
                "pvalue": 0.33817889950670044,
                "lower": -0.12462415419342027,
                "upper": 0.042826285884460795
              },
              {
                "event_time": -9,
                "estimate": 0.030691021957460537,
                "se": 0.04306265159438797,
                "pvalue": 0.4761098903596739,
                "lower": -0.05376085154535605,
                "upper": 0.11514289546027713
              },
              {
                "event_time": -8,
                "estimate": -0.01608372240049529,
                "se": 0.04131675175246028,
                "pvalue": 0.6971112054578196,
                "lower": -0.09711164249728707,
                "upper": 0.06494419769629647
              },
              {
                "event_time": -7,
                "estimate": -0.04974598327332272,
                "se": 0.03689509611552138,
                "pvalue": 0.17771031263009113,
                "lower": -0.12210241917910279,
                "upper": 0.022610452632457353
              },
              {
                "event_time": -6,
                "estimate": 0.003600859919796199,
                "se": 0.03825994857958354,
                "pvalue": 0.9250266275329269,
                "lower": -0.07143224227050982,
                "upper": 0.0786339621101022
              },
              {
                "event_time": -5,
                "estimate": -0.088194130893517,
                "se": 0.03740758929538088,
                "pvalue": 0.018485778187457454,
                "lower": -0.16155563749499458,
                "upper": -0.014832624292039423
              },
              {
                "event_time": -4,
                "estimate": 0.014665001255862415,
                "se": 0.03618802661845021,
                "pvalue": 0.685340681406964,
                "lower": -0.056304772623463714,
                "upper": 0.08563477513518854
              },
              {
                "event_time": -3,
                "estimate": 0.1305584824069943,
                "se": 0.03431284810567889,
                "pvalue": 0.0001460567933333759,
                "lower": 0.06326619546106457,
                "upper": 0.19785076935292403
              },
              {
                "event_time": -2,
                "estimate": 0.15035795340698963,
                "se": 0.032248357955511814,
                "pvalue": 3.3282702799111803e-06,
                "lower": 0.08711441995287791,
                "upper": 0.21360148686110134
              },
              {
                "event_time": 0,
                "estimate": -0.26159100672776575,
                "se": 0.021149984045497647,
                "pvalue": 6.345302388121578e-34,
                "lower": -0.30306907904948344,
                "upper": -0.22011293440604804
              },
              {
                "event_time": 1,
                "estimate": -0.22737812855773273,
                "se": 0.02808319330857005,
                "pvalue": 9.667474604828535e-16,
                "lower": -0.28245319247134426,
                "upper": -0.1723030646441212
              },
              {
                "event_time": 2,
                "estimate": -0.24498079754812283,
                "se": 0.028749636110400326,
                "pvalue": 3.0409593466178696e-17,
                "lower": -0.30136284886527753,
                "upper": -0.18859874623096812
              },
              {
                "event_time": 3,
                "estimate": -0.3110527818167103,
                "se": 0.03216995530639339,
                "pvalue": 1.1929377406637967e-21,
                "lower": -0.3741425567269218,
                "upper": -0.2479630069064988
              },
              {
                "event_time": 4,
                "estimate": -0.16368634103311172,
                "se": 0.036156097788135416,
                "pvalue": 6.32488872106214e-06,
                "lower": -0.23459349801730942,
                "upper": -0.09277918404891403
              },
              {
                "event_time": 5,
                "estimate": -0.13250566204895586,
                "se": 0.030024242885210942,
                "pvalue": 1.071804673599933e-05,
                "lower": -0.19138739525114729,
                "upper": -0.07362392884676444
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0
            ],
            "weights": [
              0.21119536128456734,
              0.18599464763603926,
              0.16971454058876004,
              0.15566458519179305,
              0.1429527207850134,
              0.13447814451382695
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 1.1102230246251565e-16,
            "package_aggregate_vs_estimable_cell_weights": null
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "status": "not_identified",
            "pvalue": null,
            "reason": "The saturated and imported deviations designs do not span the same fitted model on this sparse panel. Test withheld.",
            "relative_rss_difference": 1.9024486359904142e-05
          },
          "method_status": {
            "Sun\u2013Abraham": "unvalidated: saturated and reference deviations fits disagree"
          }
        }
      },
      "code_sha256": {
        "replication_engine.py": "cd3acc93d19b09e121e2366dbaaccd6cc5c4f902ca3ac3d3c1c27b3cc1d436f0",
        "reference_f_test.py": "5f044e72270f04daf518d8b9667920b0bdce87bdaa9b134f2625697b9eff1909",
        "sparse_did2s.py": "16f2083b77e2a6a0fd9a4dda23961f99f24def371aa785b956cc08b5c86929f3",
        "frequency.py": "f8b8062ee5e78fff474749beed9c4a3c20ced533b2e327a18f101ff35bca26b2",
        "sparse_models.py": "fd6fc12f18694fa56b8e0a68bec3d72bf57339ae0aecab45d7f13a834468feec"
      }
    },
    "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": "original_fe",
        "frequency_weights": false,
        "source_sd": null,
        "require_never_control_periods": false,
        "latest_cohort_control": true,
        "slug": "s02-p015",
        "specification_id": "S02-P015",
        "source_specification_id": "AM005-P2587-T2-DSALES-QP-M4",
        "study_id": 2,
        "study": "Do Powerful Politicians Really Cause Corporate Downsizing?",
        "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204",
        "description": "AM005-P2587-T2-DSALES-QP-M4",
        "data": "analyses/full-archive/prepared/S02-P015.parquet",
        "output_dir": "analyses/archive-expanded/fits/S02-P015"
      },
      "options": {
        "output_dir": "analyses/archive-expanded/fits/S02-P015",
        "regression_results": "analyses/archive-expanded/baselines/S02-P015.json",
        "display_window": [
          -10,
          10
        ],
        "timeout_seconds": 3600
      },
      "source": {
        "file": "S02-P015.parquet",
        "bytes": 2385782,
        "sha256": "22214d0a3420e49fa157e21235ecc7ee6f94a71a970a51dfbfaaf48ad7e90614"
      },
      "regressions": {
        "y__d": {
          "sample": {
            "outcome": "y",
            "treatment": "d",
            "source_rows": 181489,
            "source_sd": 0.44138795731535097,
            "rows": 168711,
            "units": 15419,
            "clusters": 2020,
            "treated_units": 947,
            "never_treated_units": 14472,
            "treated_cohorts": 5,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 168641,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 557,
            "post_adoption_untreated_rows_removed": 9505,
            "units_without_minus_one_removed": 9,
            "additional_rows_removed": 1801
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.23215959681919335,
              "se": 0.04354642780052648,
              "pvalue": 1.084085905409521e-07,
              "lower": -0.31756022302189724,
              "upper": -0.14675897061648946
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.22883034338521027,
              "se": 0.03747239494028558,
              "pvalue": 1.2171543201939456e-09,
              "lower": -0.3023189429064948,
              "upper": -0.15534174386392574
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.3078012706355126,
              "se": 0.05846940329798238,
              "pvalue": 1.556620818137465e-07,
              "lower": -0.4224679357915869,
              "upper": -0.19313460547943828
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": null,
              "se": null,
              "pvalue": null,
              "lower": null,
              "upper": null,
              "status": "unvalidated",
              "reason": "unvalidated: saturated and reference deviations fits disagree"
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -28,
                "estimate": -0.18191775115248468,
                "se": 0.09318860212327189,
                "pvalue": 0.051058930981182166,
                "lower": -0.36467361376277724,
                "upper": 0.0008381114578078774
              },
              {
                "event_time": -27,
                "estimate": -0.15503919831237575,
                "se": 0.09167651247212068,
                "pvalue": 0.09096152514856853,
                "lower": -0.33482964195249554,
                "upper": 0.024751245327744004
              },
              {
                "event_time": -26,
                "estimate": -0.32207624090261794,
                "se": 0.09122995777079891,
                "pvalue": 0.000424264241759955,
                "lower": -0.5009909284118024,
                "upper": -0.14316155339343345
              },
              {
                "event_time": -25,
                "estimate": -0.3075860154806337,
                "se": 0.09121122879045905,
                "pvalue": 0.0007596654398441065,
                "lower": -0.4864639728438579,
                "upper": -0.12870805811740946
              },
              {
                "event_time": -24,
                "estimate": -0.320905924685233,
                "se": 0.09120899290427358,
                "pvalue": 0.00044383089537756906,
                "lower": -0.4997794971634046,
                "upper": -0.1420323522070614
              },
              {
                "event_time": -23,
                "estimate": -0.3345659141939984,
                "se": 0.05417172602855562,
                "pvalue": 7.926632785063964e-10,
                "lower": -0.4408042340514089,
                "upper": -0.22832759433658792
              },
              {
                "event_time": -22,
                "estimate": 0.1085744765588225,
                "se": 0.06722146051876901,
                "pvalue": 0.10642887418039935,
                "lower": -0.023256195037477848,
                "upper": 0.24040514815512287
              },
              {
                "event_time": -21,
                "estimate": -0.22359249188421548,
                "se": 0.07806308976017373,
                "pvalue": 0.004223120206287212,
                "lower": -0.37668511246321323,
                "upper": -0.07049987130521776
              },
              {
                "event_time": -20,
                "estimate": -0.13180943671804174,
                "se": 0.06128951280281726,
                "pvalue": 0.03162589985680963,
                "lower": -0.252006730443153,
                "upper": -0.01161214299293048
              },
              {
                "event_time": -19,
                "estimate": -0.07018331838959649,
                "se": 0.058606110578955026,
                "pvalue": 0.2312356784603408,
                "lower": -0.18511808561491544,
                "upper": 0.04475144883572246
              },
              {
                "event_time": -18,
                "estimate": -0.09424674606621843,
                "se": 0.058914771128281675,
                "pvalue": 0.10981864615602653,
                "lower": -0.20978683973340564,
                "upper": 0.021293347600968793
              },
              {
                "event_time": -17,
                "estimate": -0.12145754703129041,
                "se": 0.05665634922691453,
                "pvalue": 0.03217134749228109,
                "lower": -0.23256855995986597,
                "upper": -0.010346534102714855
              },
              {
                "event_time": -16,
                "estimate": -0.09113699502259968,
                "se": 0.05795966241067676,
                "pvalue": 0.11600961237006092,
                "lower": -0.20480398711303405,
                "upper": 0.022529997067834664
              },
              {
                "event_time": -15,
                "estimate": -0.1040823817308551,
                "se": 0.08407009276473892,
                "pvalue": 0.21584409306080296,
                "lower": -0.2689555740835309,
                "upper": 0.06079081062182068
              },
              {
                "event_time": -14,
                "estimate": -0.06529832067221923,
                "se": 0.05643709549309023,
                "pvalue": 0.24740487684521628,
                "lower": -0.1759793464098443,
                "upper": 0.04538270506540584
              },
              {
                "event_time": -13,
                "estimate": -0.11229418435549819,
                "se": 0.05681703193633957,
                "pvalue": 0.048243399450529,
                "lower": -0.2237203185166971,
                "upper": -0.0008680501942992802
              },
              {
                "event_time": -12,
                "estimate": -0.08661551001735851,
                "se": 0.053557346551955855,
                "pvalue": 0.1059809776757765,
                "lower": -0.19164894592267878,
                "upper": 0.018417925887961747
              },
              {
                "event_time": -11,
                "estimate": -0.10616184627786893,
                "se": 0.04644868806985204,
                "pvalue": 0.022382495157719822,
                "lower": -0.1972542101711816,
                "upper": -0.01506948238455623
              },
              {
                "event_time": -10,
                "estimate": -0.047256771300841556,
                "se": 0.047365395537519034,
                "pvalue": 0.31854117227030326,
                "lower": -0.1401469265570203,
                "upper": 0.04563338395533718
              },
              {
                "event_time": -9,
                "estimate": 0.028992796016132468,
                "se": 0.07025635075735973,
                "pvalue": 0.6798910997784225,
                "lower": -0.10878971916236377,
                "upper": 0.1667753111946287
              },
              {
                "event_time": -8,
                "estimate": -0.025230032734884864,
                "se": 0.0729300269317996,
                "pvalue": 0.7294174696264114,
                "lower": -0.1682560002720073,
                "upper": 0.11779593480223757
              },
              {
                "event_time": -7,
                "estimate": -0.05345989583672731,
                "se": 0.038378088361511194,
                "pvalue": 0.16377929900777363,
                "lower": -0.12872468663768788,
                "upper": 0.021804894964233247
              },
              {
                "event_time": -6,
                "estimate": 0.0062770766142197345,
                "se": 0.04651380716878586,
                "pvalue": 0.8926642067990777,
                "lower": -0.08494299492602506,
                "upper": 0.09749714815446453
              },
              {
                "event_time": -5,
                "estimate": -0.08704838673985123,
                "se": 0.05087797055734203,
                "pvalue": 0.08724858451804567,
                "lower": -0.18682719214320076,
                "upper": 0.012730418663498291
              },
              {
                "event_time": -4,
                "estimate": 0.016118494164430543,
                "se": 0.06131816376334023,
                "pvalue": 0.7926802593625948,
                "lower": -0.10413498809539082,
                "upper": 0.1363719764242519
              },
              {
                "event_time": -3,
                "estimate": 0.1393839735906089,
                "se": 0.03777598123066062,
                "pvalue": 0.0002304165594160131,
                "lower": 0.06529999895788362,
                "upper": 0.21346794822333415
              },
              {
                "event_time": -2,
                "estimate": 0.14993128933862088,
                "se": 0.09761456402689468,
                "pvalue": 0.12470682774281984,
                "lower": -0.04150450265302333,
                "upper": 0.34136708133026505
              },
              {
                "event_time": 0,
                "estimate": -0.2643101571816056,
                "se": 0.06296064846630876,
                "pvalue": 2.8094610209458594e-05,
                "lower": -0.38778478131796407,
                "upper": -0.14083553304524715
              },
              {
                "event_time": 1,
                "estimate": -0.22705026602775102,
                "se": 0.05301954801689439,
                "pvalue": 1.93569175512364e-05,
                "lower": -0.33102900390191403,
                "upper": -0.123071528153588
              },
              {
                "event_time": 2,
                "estimate": -0.24432286525671035,
                "se": 0.05091941616777729,
                "pvalue": 1.718071234095849e-06,
                "lower": -0.34418295129002885,
                "upper": -0.14446277922339187
              },
              {
                "event_time": 3,
                "estimate": -0.3111314888114689,
                "se": 0.13619905265273247,
                "pvalue": 0.02245208829052315,
                "lower": -0.5782368513463441,
                "upper": -0.04402612627659375
              },
              {
                "event_time": 4,
                "estimate": -0.16067009342288616,
                "se": 0.046986290413690776,
                "pvalue": 0.0006398088386070811,
                "lower": -0.25281677058897006,
                "upper": -0.06852341625680224
              },
              {
                "event_time": 5,
                "estimate": -0.13320830760584776,
                "se": 0.03489265312015761,
                "pvalue": 0.0001387835256937387,
                "lower": -0.20163767315530307,
                "upper": -0.06477894205639244
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -28,
                "estimate": -0.07361903942574649,
                "se": 0.0705734473042553,
                "pvalue": 0.29700142886719066,
                "lower": -0.21202342521543602,
                "upper": 0.06478534636394304
              },
              {
                "event_time": -27,
                "estimate": -0.04856460317759634,
                "se": 0.06965262347053704,
                "pvalue": 0.4857328135291574,
                "lower": -0.18516312483574018,
                "upper": 0.08803391848054751
              },
              {
                "event_time": -26,
                "estimate": -0.21441976296301313,
                "se": 0.06921198037043884,
                "pvalue": 0.001975042054409695,
                "lower": -0.35015412196577994,
                "upper": -0.07868540396024631
              },
              {
                "event_time": -25,
                "estimate": -0.197911660741622,
                "se": 0.06952213519949405,
                "pvalue": 0.004461530693252609,
                "lower": -0.33425427667748187,
                "upper": -0.06156904480576211
              },
              {
                "event_time": -24,
                "estimate": -0.21509264299801745,
                "se": 0.06943439189254252,
                "pvalue": 0.001976585702386045,
                "lower": -0.35126318205553775,
                "upper": -0.07892210394049717
              },
              {
                "event_time": -23,
                "estimate": -0.24342085665871527,
                "se": 0.03174041540741004,
                "pvalue": 2.674213469495646e-14,
                "lower": -0.3056682438415049,
                "upper": -0.18117346947592558
              },
              {
                "event_time": -22,
                "estimate": 0.20179317257400187,
                "se": 0.05502706367683811,
                "pvalue": 0.00025160111934255077,
                "lower": 0.09387741613987202,
                "upper": 0.30970892900813174
              },
              {
                "event_time": -21,
                "estimate": -0.11284413120436598,
                "se": 0.04511333173434693,
                "pvalue": 0.012450785660350006,
                "lower": -0.2013176748404059,
                "upper": -0.024370587568326052
              },
              {
                "event_time": -20,
                "estimate": -0.018260355106363778,
                "se": 0.02182904096101744,
                "pvalue": 0.4029633363659192,
                "lower": -0.06107015287013866,
                "upper": 0.024549442657411102
              },
              {
                "event_time": -19,
                "estimate": 0.03882898226234818,
                "se": 0.017225290762197917,
                "pvalue": 0.024291375811956395,
                "lower": 0.005047781555052332,
                "upper": 0.07261018296964403
              },
              {
                "event_time": -18,
                "estimate": 0.01393029089101622,
                "se": 0.018343966844715693,
                "pvalue": 0.44770579660263154,
                "lower": -0.022044789837911413,
                "upper": 0.04990537161994385
              },
              {
                "event_time": -17,
                "estimate": -0.015097624961830303,
                "se": 0.01766351044427769,
                "pvalue": 0.39279914173039815,
                "lower": -0.04973823566333721,
                "upper": 0.0195429857396766
              },
              {
                "event_time": -16,
                "estimate": 0.013572048982381221,
                "se": 0.01643127510954432,
                "pvalue": 0.40890804492469024,
                "lower": -0.018651976145278547,
                "upper": 0.04579607411004099
              },
              {
                "event_time": -15,
                "estimate": -0.011203670507292325,
                "se": 0.050060666004955075,
                "pvalue": 0.8229341200041866,
                "lower": -0.10937962754631922,
                "upper": 0.08697228653173458
              },
              {
                "event_time": -14,
                "estimate": 0.00439653549026663,
                "se": 0.013393116524370731,
                "pvalue": 0.7427428560596603,
                "lower": -0.021869236371121578,
                "upper": 0.030662307351654837
              },
              {
                "event_time": -13,
                "estimate": -0.0431250733085386,
                "se": 0.013181095157300178,
                "pvalue": 0.0010869050278954826,
                "lower": -0.06897504166018496,
                "upper": -0.017275104956892228
              },
              {
                "event_time": -12,
                "estimate": -0.026774739113855774,
                "se": 0.012782552572654987,
                "pvalue": 0.03632810495228913,
                "lower": -0.051843109800291776,
                "upper": -0.0017063684274197764
              },
              {
                "event_time": -11,
                "estimate": -0.042645748790957186,
                "se": 0.02381519696669621,
                "pvalue": 0.07349205353741704,
                "lower": -0.08935067584979625,
                "upper": 0.004059178267881873
              },
              {
                "event_time": -10,
                "estimate": -0.002523630207590212,
                "se": 0.04110783056237832,
                "pvalue": 0.9510542954594844,
                "lower": -0.08314182667465643,
                "upper": 0.07809456625947601
              },
              {
                "event_time": -9,
                "estimate": 0.05924157004861949,
                "se": 0.024280216101384706,
                "pvalue": 0.014776389066665395,
                "lower": 0.011624675526443355,
                "upper": 0.10685846457079562
              },
              {
                "event_time": -8,
                "estimate": 0.0026877670103012913,
                "se": 0.03156828081123354,
                "pvalue": 0.9321574343018233,
                "lower": -0.05922204019068229,
                "upper": 0.06459757421128487
              },
              {
                "event_time": -7,
                "estimate": -0.016539643924314597,
                "se": 0.026922087768735604,
                "pvalue": 0.539051833962938,
                "lower": -0.06933761772519612,
                "upper": 0.03625832987656693
              },
              {
                "event_time": -6,
                "estimate": 0.019669607365296934,
                "se": 0.03769074427110375,
                "pvalue": 0.6018192256007079,
                "lower": -0.0542472056863426,
                "upper": 0.09358642041693647
              },
              {
                "event_time": -5,
                "estimate": -0.06495924106105516,
                "se": 0.01994036801883465,
                "pvalue": 0.001141919655816221,
                "lower": -0.10406508743085224,
                "upper": -0.02585339469125808
              },
              {
                "event_time": -4,
                "estimate": 0.017524349592125316,
                "se": 0.030260109827346733,
                "pvalue": 0.5625702502188523,
                "lower": -0.04181995162256035,
                "upper": 0.07686865080681099
              },
              {
                "event_time": -3,
                "estimate": 0.10795063152674245,
                "se": 0.024392010892776667,
                "pvalue": 1.0127567324256517e-05,
                "lower": 0.060114491806434155,
                "upper": 0.15578677124705073
              },
              {
                "event_time": -2,
                "estimate": 0.08608794837407503,
                "se": 0.05516503086983424,
                "pvalue": 0.11878600384418755,
                "lower": -0.022098380992725014,
                "upper": 0.19427427774087508
              },
              {
                "event_time": -1,
                "estimate": -0.10933347070684134,
                "se": 0.04864326435095992,
                "pvalue": 0.02470549378900325,
                "lower": -0.20472970516135647,
                "upper": -0.013937236252326193
              },
              {
                "event_time": 0,
                "estimate": -0.3714105259034945,
                "se": 0.12677255186039285,
                "pvalue": 0.0034305261918044015,
                "lower": -0.6200292039678618,
                "upper": -0.12279184783912725
              },
              {
                "event_time": 1,
                "estimate": -0.3102434569623701,
                "se": 0.11223091421703509,
                "pvalue": 0.005755776191613417,
                "lower": -0.5303439528593231,
                "upper": -0.09014296106541705
              },
              {
                "event_time": 2,
                "estimate": -0.3273135254032141,
                "se": 0.10746098903570497,
                "pvalue": 0.0023499983580085727,
                "lower": -0.5380595318965447,
                "upper": -0.1165675189098836
              },
              {
                "event_time": 3,
                "estimate": -0.39016273074603997,
                "se": 0.21111036637632952,
                "pvalue": 0.06472741256967722,
                "lower": -0.8041796409046917,
                "upper": 0.02385417941261181
              },
              {
                "event_time": 4,
                "estimate": -0.21341260885256677,
                "se": 0.10461222715824096,
                "pvalue": 0.04147673033781943,
                "lower": -0.41857179547281287,
                "upper": -0.008253422232320645
              },
              {
                "event_time": 5,
                "estimate": -0.18490120269541538,
                "se": 0.07424492600726443,
                "pvalue": 0.012838984008064762,
                "lower": -0.3305058709460024,
                "upper": -0.039296534444828335
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0
            ],
            "weights": [
              0.21119536128456734,
              0.18599464763603926,
              0.16971454058876004,
              0.15566458519179305,
              0.1429527207850134,
              0.13447814451382695
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 1.1102230246251565e-16,
            "package_aggregate_vs_estimable_cell_weights": null
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "status": "not_identified",
            "pvalue": null,
            "reason": "The saturated and imported deviations designs do not span the same fitted model on this sparse panel. Test withheld.",
            "relative_rss_difference": 1.9024486359904142e-05
          },
          "method_status": {
            "Sun\u2013Abraham": "unvalidated: saturated and reference deviations fits disagree"
          }
        }
      },
      "alternative_models": {
        "y__d": [
          {
            "method": "CS-DID",
            "status": "unsupported",
            "reason": "csdid: matching the configured nonstandard fixed effects is not implemented."
          },
          {
            "method": "SDID",
            "status": "unsupported",
            "reason": "sdid: matching the configured nonstandard fixed effects is not implemented."
          },
          {
            "method": "Matrix completion",
            "status": "unsupported",
            "reason": "matrix-completion: matching the configured nonstandard fixed effects is not implemented."
          },
          {
            "method": "Horizontal ridge",
            "status": "unsupported",
            "reason": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented."
          },
          {
            "method": "Multisynth (cohort-averaged)",
            "status": "unsupported",
            "reason": "multisynth-cohort: matching the configured nonstandard fixed effects is not implemented."
          },
          {
            "method": "Multisynth (individual)",
            "status": "unsupported",
            "reason": "multisynth-individual: matching the configured nonstandard fixed effects is not implemented."
          }
        ]
      },
      "combined_table": [
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Static TWFE",
          "Estimate (SDs)": -0.23215959681919335,
          "SE": 0.04354642780052648,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.22883034338521027,
          "SE": 0.03747239494028558,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.3078012706355126,
          "SE": 0.05846940329798238,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "observations",
          "Event study": "No",
          "Status": "unvalidated",
          "Note": "unvalidated: saturated and reference deviations fits disagree"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Equal post-event times",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "csdid: matching the configured nonstandard fixed effects is not implemented."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "SDID",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "sdid: matching the configured nonstandard fixed effects is not implemented."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Matrix completion",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "matrix-completion: matching the configured nonstandard fixed effects is not implemented."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Horizontal ridge",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (cohort-averaged)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-cohort: matching the configured nonstandard fixed effects is not implemented."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (individual)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-individual: matching the configured nonstandard fixed effects is not implemented."
        }
      ],
      "adapter_sha256": {
        "validate_template.py": "acaff11c7459081dc8abf2f6a6eaf882aed70c073f4681e9f5ce6d63eae93e39",
        "mtgpax_worker.py": "7279b1b2aaa3f5909cd39ac1964d2e9c75907219011fe661a015511131affa85",
        "csdid_general.py": "9c3093549e3591900c0b1a99c7db688f4caa1d4817d030b274032427ca8cf2bf",
        "runner.py": "71623aa3539f4145e073f9cc3c8a2f195bccbcf0ad3a2192b3003f0dea035e1e",
        "csdid_model.py": "4b6272d878b20bb48b16ead3a1f7bd7410cb5806b800e08f01889b503e1b74fb",
        "multisynth_model.R": "3ae0740c5b75b14f563dacc9961688e8286655866a6b435045a3ef6f453c1604",
        "csdid_streaming.py": "2285286ffa353ca347d1a61fd3a11f867e2033953a1494fec5aaeb460ba36a01",
        "multisynth_sparse.R": "f9ab3d8d7f7b52a79ccd694c7173f626276a0830f23bb79e527c88c0f0292540",
        "matrix_models.py": "dc1afacddc30a8244338144e1f7647ff6026bcdf1fc2768ae21e6c5fa61a4c29",
        "csdid_aggregations.py": "cbed0fb13450d9398f9a59d53dbfdf8e275a74daa01158c38c0f3396a3e8c6ee",
        "bootstrap_matrix.py": "9815529a8ae1abb9440939848b5f003758a359e14d400747488c6af340bf6be4",
        "eligibility.py": "aba2b72cf19a45e82f49e4ddac2bc10bc82da1a3c872a408f94508eaea001bd5"
      },
      "scalar_ranges": [
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Static TWFE",
          "Estimate (SDs)": -0.23215959681919335,
          "SE": 0.04354642780052648,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": "",
          "lower": -0.31756022302189724,
          "upper": -0.14675897061648946,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.22883034338521027,
          "SE": 0.03747239494028558,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.3023189429064948,
          "upper": -0.15534174386392574,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.3078012706355126,
          "SE": 0.05846940329798238,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.4224679357915869,
          "upper": -0.19313460547943828,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unvalidated",
          "Note": "unvalidated: saturated and reference deviations fits disagree",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (equal event-time)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Equal post-event times",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "csdid: matching the configured nonstandard fixed effects is not implemented.",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "SDID",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "sdid: matching the configured nonstandard fixed effects is not implemented.",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Matrix completion",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "matrix-completion: matching the configured nonstandard fixed effects is not implemented.",
          "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": "unsupported",
          "Note": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented.",
          "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: matching the configured nonstandard fixed effects is not implemented.",
          "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: matching the configured nonstandard fixed effects is not implemented.",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        }
      ],
      "reporting_source": {
        "path": "templates/reporting/comparison_report.py",
        "sha256": "94e9c5116a13335ead2db81834cac48593160291aea51c30c12fe3e11e5da1ce"
      }
    },
    "finished": 1791580999.2892532,
    "scalar_ranges": [
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Static TWFE",
        "Estimate (SDs)": -0.23215959681919335,
        "SE": 0.04354642780052648,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": "",
        "lower": -0.31756022302189724,
        "upper": -0.14675897061648946,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": -0.22883034338521027,
        "SE": 0.03747239494028558,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.3023189429064948,
        "upper": -0.15534174386392574,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": -0.3078012706355126,
        "SE": 0.05846940329798238,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.4224679357915869,
        "upper": -0.19313460547943828,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unvalidated",
        "Note": "unvalidated: saturated and reference deviations fits disagree",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (equal event-time)",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Equal post-event times",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "csdid: matching the configured nonstandard fixed effects is not implemented.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "SDID",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "sdid: matching the configured nonstandard fixed effects is not implemented.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Matrix completion",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "matrix-completion: matching the configured nonstandard fixed effects is not implemented.",
        "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": "unsupported",
        "Note": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented.",
        "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: matching the configured nonstandard fixed effects is not implemented.",
        "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: matching the configured nonstandard fixed effects is not implemented.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      }
    ]
  },
  {
    "study_id": 2,
    "specification_id": "S02-P016",
    "source_specification_id": "AM005-P2587-T2-RD-ACTUAL",
    "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": "Do Powerful Politicians Really Cause Corporate Downsizing?",
    "status": "ready",
    "reason": "",
    "config": "analyses/full-archive/configs/S02-P016.json",
    "input_bytes": 901341,
    "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": "s02-p016",
        "specification_id": "S02-P016",
        "source_specification_id": "AM005-P2587-T2-RD-ACTUAL",
        "study_id": 2,
        "study": "Do Powerful Politicians Really Cause Corporate Downsizing?",
        "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204",
        "description": "AM005-P2587-T2-RD-ACTUAL",
        "data": "analyses/full-archive/prepared/S02-P016.parquet",
        "output_dir": "analyses/full-archive/results/S02-P016"
      },
      "source": {
        "file": "S02-P016.parquet",
        "bytes": 901341,
        "sha256": "27fb1270cf40d3f4a100c111c292782710612dd08c60f1172adb4f06f9eef522"
      },
      "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": 87865,
            "source_sd": 0.133426199719001,
            "rows": 83997,
            "units": 8574,
            "clusters": 1918,
            "treated_units": 330,
            "never_treated_units": 8244,
            "treated_cohorts": 6,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 83941,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 107,
            "post_adoption_untreated_rows_removed": 2174,
            "units_without_minus_one_removed": 16,
            "additional_rows_removed": 1257
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.021554538786991286,
              "se": 0.012795115243670585,
              "pvalue": 0.09223024517209766,
              "lower": -0.04664834752107842,
              "upper": 0.0035392699470958473
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.017390813093452986,
              "se": 0.01883780213300823,
              "pvalue": 0.3560259682086939,
              "lower": -0.05433555291751403,
              "upper": 0.01955392673060806
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.03330694035506232,
              "se": 0.01587336023014488,
              "pvalue": 0.03600995518573626,
              "lower": -0.06443781006563887,
              "upper": -0.002176070644485769
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": -0.01927011682842492,
              "se": 0.010651824322622953,
              "pvalue": 0.07059349988910862,
              "lower": -0.040160498597609964,
              "upper": 0.0016202649407601258
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -27,
                "estimate": 0.0025524886903451794,
                "se": 0.02892528153951664,
                "pvalue": 0.929691794957592,
                "lower": -0.05417583838676412,
                "upper": 0.05928081576745448
              },
              {
                "event_time": -26,
                "estimate": 0.03158451255724819,
                "se": 0.02723997367567043,
                "pvalue": 0.24640037834223358,
                "lower": -0.021838584954669824,
                "upper": 0.0850076100691662
              },
              {
                "event_time": -25,
                "estimate": 0.056156088144660554,
                "se": 0.05134725880585207,
                "pvalue": 0.27424456080135934,
                "lower": -0.04454627107255012,
                "upper": 0.1568584473618712
              },
              {
                "event_time": -24,
                "estimate": 0.017310175923434916,
                "se": 0.028991004624996087,
                "pvalue": 0.5505192578874849,
                "lower": -0.039547047416429906,
                "upper": 0.07416739926329974
              },
              {
                "event_time": -23,
                "estimate": 0.057981005977782774,
                "se": 0.019549532078395153,
                "pvalue": 0.0030557695612392277,
                "lower": 0.019640419787375275,
                "upper": 0.09632159216819028
              },
              {
                "event_time": -22,
                "estimate": 0.06463462031734513,
                "se": 0.02236030351617166,
                "pvalue": 0.0038883786012816075,
                "lower": 0.020781542874489585,
                "upper": 0.10848769776020067
              },
              {
                "event_time": -21,
                "estimate": 0.024721962059524424,
                "se": 0.0215696775109644,
                "pvalue": 0.25187851404152417,
                "lower": -0.017580537887385502,
                "upper": 0.06702446200643435
              },
              {
                "event_time": -20,
                "estimate": 0.011343528942102915,
                "se": 0.02130043151838922,
                "pvalue": 0.5944073576588795,
                "lower": -0.030430925159855106,
                "upper": 0.053117983044060936
              },
              {
                "event_time": -19,
                "estimate": 0.015484529516281756,
                "se": 0.022242180990749948,
                "pvalue": 0.48640140903077134,
                "lower": -0.028136885764594742,
                "upper": 0.05910594479715826
              },
              {
                "event_time": -18,
                "estimate": 0.037022483802084255,
                "se": 0.01849047147913486,
                "pvalue": 0.04539885006674944,
                "lower": 0.0007589296359714823,
                "upper": 0.07328603796819702
              },
              {
                "event_time": -17,
                "estimate": 0.03692564376722491,
                "se": 0.0184116180071378,
                "pvalue": 0.04504329280436985,
                "lower": 0.000816737207376711,
                "upper": 0.07303455032707311
              },
              {
                "event_time": -16,
                "estimate": 0.03420758112188693,
                "se": 0.02292192095326529,
                "pvalue": 0.13577136202118387,
                "lower": -0.010746941699127856,
                "upper": 0.07916210394290171
              },
              {
                "event_time": -15,
                "estimate": 0.05017193790748631,
                "se": 0.027024454227130658,
                "pvalue": 0.06353016895322416,
                "lower": -0.002828482378229441,
                "upper": 0.10317235819320206
              },
              {
                "event_time": -14,
                "estimate": 0.022038164229715454,
                "se": 0.021061587546566878,
                "pvalue": 0.295523229277987,
                "lower": -0.019267868538627435,
                "upper": 0.06334419699805835
              },
              {
                "event_time": -13,
                "estimate": 0.01567172934914503,
                "se": 0.018112613967195136,
                "pvalue": 0.3870162088591875,
                "lower": -0.01985076981646323,
                "upper": 0.05119422851475329
              },
              {
                "event_time": -12,
                "estimate": 0.007274351469729844,
                "se": 0.017835850175208914,
                "pvalue": 0.6834293478040222,
                "lower": -0.027705357925848134,
                "upper": 0.04225406086530782
              },
              {
                "event_time": -11,
                "estimate": 0.016661765640071047,
                "se": 0.018674233227801595,
                "pvalue": 0.3723800812816222,
                "lower": -0.01996218247997391,
                "upper": 0.053285713760116
              },
              {
                "event_time": -10,
                "estimate": 0.01239889164748471,
                "se": 0.021222632519457774,
                "pvalue": 0.5591345422026243,
                "lower": -0.029222982883151758,
                "upper": 0.05402076617812118
              },
              {
                "event_time": -9,
                "estimate": -0.0188951185515086,
                "se": 0.018882623977627525,
                "pvalue": 0.3171166819050057,
                "lower": -0.055927763077838116,
                "upper": 0.01813752597482091
              },
              {
                "event_time": -8,
                "estimate": 0.023327859163357608,
                "se": 0.023851015602150857,
                "pvalue": 0.3281652634404314,
                "lower": -0.023448806168372843,
                "upper": 0.07010452449508806
              },
              {
                "event_time": -7,
                "estimate": 0.005026476339849613,
                "se": 0.01783964431643058,
                "pvalue": 0.7781588949329573,
                "lower": -0.02996067413400812,
                "upper": 0.04001362681370735
              },
              {
                "event_time": -6,
                "estimate": 0.008333310988800009,
                "se": 0.025552529524442837,
                "pvalue": 0.7443656077481575,
                "lower": -0.04178036726631952,
                "upper": 0.05844698924391954
              },
              {
                "event_time": -5,
                "estimate": 0.0019169368018187023,
                "se": 0.02114572248242954,
                "pvalue": 0.9277772762386368,
                "lower": -0.03955410159157603,
                "upper": 0.04338797519521344
              },
              {
                "event_time": -4,
                "estimate": -0.007404319882736665,
                "se": 0.01982060944089401,
                "pvalue": 0.7087680114431969,
                "lower": -0.046276543604900834,
                "upper": 0.0314679038394275
              },
              {
                "event_time": -3,
                "estimate": -0.008806386980177276,
                "se": 0.019602258811538775,
                "pvalue": 0.6532994497959528,
                "lower": -0.04725038095796941,
                "upper": 0.029637606997614852
              },
              {
                "event_time": -2,
                "estimate": -0.008621734049083521,
                "se": 0.02382426990664173,
                "pvalue": 0.7174750902387573,
                "lower": -0.05534594566275167,
                "upper": 0.038102477564584625
              },
              {
                "event_time": 0,
                "estimate": 0.01151700573521792,
                "se": 0.025217500750878197,
                "pvalue": 0.6479334973308248,
                "lower": -0.037939613337225966,
                "upper": 0.0609736248076618
              },
              {
                "event_time": 1,
                "estimate": 0.019800819212806523,
                "se": 0.01918132824446554,
                "pvalue": 0.30206342513004264,
                "lower": -0.017817644792077248,
                "upper": 0.0574192832176903
              },
              {
                "event_time": 2,
                "estimate": -0.009014347619835817,
                "se": 0.022644115257833698,
                "pvalue": 0.6906097431932915,
                "lower": -0.05342403728744474,
                "upper": 0.0353953420477731
              },
              {
                "event_time": 3,
                "estimate": -0.045349071751974085,
                "se": 0.029946235065749626,
                "pvalue": 0.13010202356924774,
                "lower": -0.10407969517622694,
                "upper": 0.013381551672278766
              },
              {
                "event_time": 4,
                "estimate": -0.04321231530404952,
                "se": 0.02206090132830956,
                "pvalue": 0.05028407372116031,
                "lower": -0.0864782045040719,
                "upper": 5.357389597285961e-05
              },
              {
                "event_time": 5,
                "estimate": -0.0649958191027852,
                "se": 0.03507502531651307,
                "pvalue": 0.06402859016919767,
                "lower": -0.13378503747823034,
                "upper": 0.003793399272659967
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -27,
                "estimate": -0.019672142124359943,
                "se": 0.011930267169558268,
                "pvalue": 0.09932639822777478,
                "lower": -0.043069808874375955,
                "upper": 0.0037255246256560695
              },
              {
                "event_time": -26,
                "estimate": 0.007943438289750332,
                "se": 0.008942451617129045,
                "pvalue": 0.3744993477915375,
                "lower": -0.00959451789279124,
                "upper": 0.025481394472291904
              },
              {
                "event_time": -25,
                "estimate": 0.026152864677545067,
                "se": 0.04807723162221307,
                "pvalue": 0.58652118222091,
                "lower": -0.06813630988764816,
                "upper": 0.12044203924273827
              },
              {
                "event_time": -24,
                "estimate": 0.0008454776668782882,
                "se": 0.018850332176728043,
                "pvalue": 0.964229839586974,
                "lower": -0.03612383610704931,
                "upper": 0.037814791440805885
              },
              {
                "event_time": -23,
                "estimate": 0.041328102434856746,
                "se": 0.007258243665183378,
                "pvalue": 1.43333055847543e-08,
                "lower": 0.027093218667818404,
                "upper": 0.05556298620189509
              },
              {
                "event_time": -22,
                "estimate": 0.046820845492764857,
                "se": 0.013498876968695514,
                "pvalue": 0.0005349342288524111,
                "lower": 0.020346817683989608,
                "upper": 0.07329487330154011
              },
              {
                "event_time": -21,
                "estimate": 0.013087854084224344,
                "se": 0.009715251317680368,
                "pvalue": 0.17809269107549203,
                "lower": -0.005965718605561091,
                "upper": 0.03214142677400978
              },
              {
                "event_time": -20,
                "estimate": -0.0029251171550339,
                "se": 0.010245541933688138,
                "pvalue": 0.7752908316731683,
                "lower": -0.023018696991152998,
                "upper": 0.017168462681085198
              },
              {
                "event_time": -19,
                "estimate": -0.0030141278089881383,
                "se": 0.012879203654104655,
                "pvalue": 0.814986209795778,
                "lower": -0.028272850922352145,
                "upper": 0.022244595304375867
              },
              {
                "event_time": -18,
                "estimate": 0.018532926522614984,
                "se": 0.007668111418901233,
                "pvalue": 0.015746884476311566,
                "lower": 0.003494209197050969,
                "upper": 0.033571643848179
              },
              {
                "event_time": -17,
                "estimate": 0.02134683861356431,
                "se": 0.006363136972491782,
                "pvalue": 0.000809804684719452,
                "lower": 0.008867440101269213,
                "upper": 0.03382623712585941
              },
              {
                "event_time": -16,
                "estimate": 0.02256071674095832,
                "se": 0.010457245979684433,
                "pvalue": 0.03109652269754613,
                "lower": 0.0020519424546687655,
                "upper": 0.04306949102724787
              },
              {
                "event_time": -15,
                "estimate": 0.036307813925573675,
                "se": 0.013117187315550545,
                "pvalue": 0.005695122478841795,
                "lower": 0.010582356721235767,
                "upper": 0.06203327112991158
              },
              {
                "event_time": -14,
                "estimate": 0.012615827362840188,
                "se": 0.006630218978530768,
                "pvalue": 0.05721936018369143,
                "lower": -0.000387372979155037,
                "upper": 0.025619027704835415
              },
              {
                "event_time": -13,
                "estimate": 0.0055768429664837795,
                "se": 0.005132373302188286,
                "pvalue": 0.27734970529971636,
                "lower": -0.004488779073204962,
                "upper": 0.015642465006172522
              },
              {
                "event_time": -12,
                "estimate": -0.0027193121281260963,
                "se": 0.006051043220808862,
                "pvalue": 0.6531971160403445,
                "lower": -0.014586631674136857,
                "upper": 0.009148007417884664
              },
              {
                "event_time": -11,
                "estimate": 0.004926908377561425,
                "se": 0.0070479546066042845,
                "pvalue": 0.48460242103117057,
                "lower": -0.00889555601580497,
                "upper": 0.01874937277092782
              },
              {
                "event_time": -10,
                "estimate": 0.0037261275236612434,
                "se": 0.008017088500841308,
                "pvalue": 0.6421466966805391,
                "lower": -0.01199700443827082,
                "upper": 0.019449259485593305
              },
              {
                "event_time": -9,
                "estimate": -0.017423965335196284,
                "se": 0.0071245482933631615,
                "pvalue": 0.014549564990342044,
                "lower": -0.03139664543894611,
                "upper": -0.0034512852314464576
              },
              {
                "event_time": -8,
                "estimate": 0.021819802156388648,
                "se": 0.010968034828522837,
                "pvalue": 0.04679902501734186,
                "lower": 0.0003092676333090426,
                "upper": 0.043330336679468257
              },
              {
                "event_time": -7,
                "estimate": 0.000893817526768738,
                "se": 0.007869898261397232,
                "pvalue": 0.9095872200769556,
                "lower": -0.014540644607202126,
                "upper": 0.016328279660739603
              },
              {
                "event_time": -6,
                "estimate": 5.804889411065654e-06,
                "se": 0.018204802466977314,
                "pvalue": 0.9997456150602715,
                "lower": -0.03569749456888396,
                "upper": 0.035709104347706085
              },
              {
                "event_time": -5,
                "estimate": -0.004439444544408218,
                "se": 0.011015306531661783,
                "pvalue": 0.6869747332754159,
                "lower": -0.026042688437783654,
                "upper": 0.01716379934896722
              },
              {
                "event_time": -4,
                "estimate": -0.012902496467910122,
                "se": 0.008011628443003687,
                "pvalue": 0.10745967218242848,
                "lower": -0.02861492015215613,
                "upper": 0.0028099272163358887
              },
              {
                "event_time": -3,
                "estimate": -0.014782872386560356,
                "se": 0.011034494970884951,
                "pvalue": 0.18050288165181413,
                "lower": -0.03642374869000807,
                "upper": 0.006858003916887356
              },
              {
                "event_time": -2,
                "estimate": -0.01142720894190649,
                "se": 0.007040581266575262,
                "pvalue": 0.10474333368274345,
                "lower": -0.025235212724258757,
                "upper": 0.002380794840445776
              },
              {
                "event_time": -1,
                "estimate": -0.01149052068011214,
                "se": 0.008613811273327778,
                "pvalue": 0.18237385890613048,
                "lower": -0.02838394668276861,
                "upper": 0.0054029053225443276
              },
              {
                "event_time": 0,
                "estimate": -0.003641288306832082,
                "se": 0.028567577220329196,
                "pvalue": 0.8985879003973316,
                "lower": -0.059668084870295804,
                "upper": 0.052385508256631644
              },
              {
                "event_time": 1,
                "estimate": 0.0061606559171991674,
                "se": 0.023011813643968114,
                "pvalue": 0.7889458901777063,
                "lower": -0.03897016465058308,
                "upper": 0.05129147648498141
              },
              {
                "event_time": 2,
                "estimate": -0.02013686500555259,
                "se": 0.0324770476696068,
                "pvalue": 0.535309273733869,
                "lower": -0.08383092378881284,
                "upper": 0.043557193777707656
              },
              {
                "event_time": 3,
                "estimate": -0.05943173338406674,
                "se": 0.04799979248134971,
                "pvalue": 0.21580595120258397,
                "lower": -0.1535690341323892,
                "upper": 0.03470556736425574
              },
              {
                "event_time": 4,
                "estimate": -0.06510823591080306,
                "se": 0.020502060186597813,
                "pvalue": 0.0015185547115066462,
                "lower": -0.1053169223649345,
                "upper": -0.02489954945667161
              },
              {
                "event_time": 5,
                "estimate": -0.08707393433437298,
                "se": 0.05107873580826138,
                "pvalue": 0.08841237285244051,
                "lower": -0.18724966564601808,
                "upper": 0.01310179697727211
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -27,
                "estimate": 0.21802361678839438,
                "se": 0.09775583791880635,
                "pvalue": 0.025843720928475103,
                "lower": 0.026304648052382557,
                "upper": 0.40974258552440623
              },
              {
                "event_time": -26,
                "estimate": 0.2480533021952391,
                "se": 0.09725286314962528,
                "pvalue": 0.010830852139681294,
                "lower": 0.05732076870545494,
                "upper": 0.4387858356850233
              },
              {
                "event_time": -25,
                "estimate": 0.15113822113744502,
                "se": 0.05850727203088764,
                "pvalue": 0.009861224934160619,
                "lower": 0.036393627912888776,
                "upper": 0.26588281436200123
              },
              {
                "event_time": -24,
                "estimate": 0.03077104844380204,
                "se": 0.023841095801270442,
                "pvalue": 0.19697287739800975,
                "lower": -0.01598616215217709,
                "upper": 0.07752825903978117
              },
              {
                "event_time": -23,
                "estimate": 0.056411042439333356,
                "se": 0.01956614585665533,
                "pvalue": 0.003981789681986844,
                "lower": 0.018037873269712942,
                "upper": 0.09478421160895377
              },
              {
                "event_time": -22,
                "estimate": 0.057391852208263705,
                "se": 0.021101954354124118,
                "pvalue": 0.006592265475898864,
                "lower": 0.01600665196633764,
                "upper": 0.09877705245018978
              },
              {
                "event_time": -21,
                "estimate": 0.015871435930603646,
                "se": 0.020944907271556838,
                "pvalue": 0.4486814352051739,
                "lower": -0.02520576322050465,
                "upper": 0.05694863508171194
              },
              {
                "event_time": -20,
                "estimate": 0.0012323142295461095,
                "se": 0.020721342980157587,
                "pvalue": 0.9525833448143609,
                "lower": -0.039406430131487535,
                "upper": 0.041871058590579754
              },
              {
                "event_time": -19,
                "estimate": 0.005089681361845646,
                "se": 0.022047790436558697,
                "pvalue": 0.817457768731583,
                "lower": -0.038150494727848,
                "upper": 0.04832985745153928
              },
              {
                "event_time": -18,
                "estimate": 0.027504107031801128,
                "se": 0.01734687411982669,
                "pvalue": 0.11300935683617185,
                "lower": -0.006516621426471126,
                "upper": 0.061524835490073385
              },
              {
                "event_time": -17,
                "estimate": 0.029099601762687603,
                "se": 0.014461062372075575,
                "pvalue": 0.04433083113429245,
                "lower": 0.0007385337812110121,
                "upper": 0.057460669744164194
              },
              {
                "event_time": -16,
                "estimate": 0.027062983361918494,
                "se": 0.01433288998049882,
                "pvalue": 0.05915354215443239,
                "lower": -0.0010467126375191989,
                "upper": 0.05517267936135618
              },
              {
                "event_time": -15,
                "estimate": 0.04417729486645443,
                "se": 0.014122597351772773,
                "pvalue": 0.0017856808811401361,
                "lower": 0.0164800252424689,
                "upper": 0.07187456449043995
              },
              {
                "event_time": -14,
                "estimate": 0.015009129760398351,
                "se": 0.013667159035249588,
                "pvalue": 0.2722596870451375,
                "lower": -0.011794933215006114,
                "upper": 0.04181319273580282
              },
              {
                "event_time": -13,
                "estimate": 0.00953628688165347,
                "se": 0.013448488462234821,
                "pvalue": 0.4783503238753047,
                "lower": -0.01683891887515578,
                "upper": 0.035911492638462716
              },
              {
                "event_time": -12,
                "estimate": 0.002034111812728917,
                "se": 0.013554495987733646,
                "pvalue": 0.8807258391007643,
                "lower": -0.024548996141018912,
                "upper": 0.028617219766476746
              },
              {
                "event_time": -11,
                "estimate": 0.00850354083968822,
                "se": 0.014514042706755052,
                "pvalue": 0.5580226500197673,
                "lower": -0.019961432293074316,
                "upper": 0.03696851397245076
              },
              {
                "event_time": -10,
                "estimate": 0.003717622229248766,
                "se": 0.01570933124196369,
                "pvalue": 0.8129531669953075,
                "lower": -0.02709155346154936,
                "upper": 0.03452679792004689
              },
              {
                "event_time": -9,
                "estimate": -0.02781012180720102,
                "se": 0.013484308475659979,
                "pvalue": 0.03930353444436354,
                "lower": -0.05425557785473649,
                "upper": -0.0013646657596655502
              },
              {
                "event_time": -8,
                "estimate": 0.013122980845745978,
                "se": 0.014170508042523013,
                "pvalue": 0.3545225603731169,
                "lower": -0.014668251332472832,
                "upper": 0.040914213023964786
              },
              {
                "event_time": -7,
                "estimate": -0.005804021335874545,
                "se": 0.013870181776550616,
                "pvalue": 0.6756627025183515,
                "lower": -0.03300625296719621,
                "upper": 0.021398210295447126
              },
              {
                "event_time": -6,
                "estimate": -0.001408552792883086,
                "se": 0.017396364580401114,
                "pvalue": 0.9354756728327398,
                "lower": -0.03552634205351356,
                "upper": 0.032709236467747385
              },
              {
                "event_time": -5,
                "estimate": -0.006552449589737748,
                "se": 0.014500836759636298,
                "pvalue": 0.6514159196168218,
                "lower": -0.03499152318937069,
                "upper": 0.02188662400989519
              },
              {
                "event_time": -4,
                "estimate": -0.01360874888307579,
                "se": 0.01313138304758702,
                "pvalue": 0.30016817227785064,
                "lower": -0.03936204678894547,
                "upper": 0.01214454902279389
              },
              {
                "event_time": -3,
                "estimate": -0.01282526181536586,
                "se": 0.012635622857345541,
                "pvalue": 0.31022996755398863,
                "lower": -0.037606273723417086,
                "upper": 0.011955750092685371
              },
              {
                "event_time": -2,
                "estimate": -0.0106686253677802,
                "se": 0.011447910212161481,
                "pvalue": 0.35149120907848563,
                "lower": -0.033120292570315873,
                "upper": 0.01178304183475547
              },
              {
                "event_time": 0,
                "estimate": 0.008831211738362363,
                "se": 0.01420825804772711,
                "pvalue": 0.5343085204847539,
                "lower": -0.019034055834791324,
                "upper": 0.03669647931151605
              },
              {
                "event_time": 1,
                "estimate": 0.018807637238362873,
                "se": 0.01177834666496337,
                "pvalue": 0.11047561893040614,
                "lower": -0.004292082677061226,
                "upper": 0.041907357153786975
              },
              {
                "event_time": 2,
                "estimate": -0.011267650190205227,
                "se": 0.01501244260578766,
                "pvalue": 0.4530131727303197,
                "lower": -0.04071008632359212,
                "upper": 0.01817478594318166
              },
              {
                "event_time": 3,
                "estimate": -0.04685214169173971,
                "se": 0.0176042734196349,
                "pvalue": 0.007846438980267191,
                "lower": -0.0813776822345198,
                "upper": -0.012326601148959622
              },
              {
                "event_time": 4,
                "estimate": -0.045705440618784385,
                "se": 0.014053383220175925,
                "pvalue": 0.0011647401475184996,
                "lower": -0.0732669673325334,
                "upper": -0.018143913905035357
              },
              {
                "event_time": 5,
                "estimate": -0.06612129424191376,
                "se": 0.01192337647247836,
                "pvalue": 3.3373633020024246e-08,
                "lower": -0.08950544694135072,
                "upper": -0.042737141542476806
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0
            ],
            "weights": [
              0.210292249047014,
              0.18614993646759848,
              0.16836086404066072,
              0.15819567979669633,
              0.14675984752223634,
              0.13024142312579415
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 1.3877787807814457e-17,
            "package_aggregate_vs_estimable_cell_weights": 1.3877787807814457e-17,
            "saturated_vs_deviations_relative_rss_difference": 5.650805094825698e-12
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "F": 0.4155406218758587,
            "df_num": 20,
            "df_den": 75265,
            "pvalue": 0.9895992509023763,
            "log10_pvalue": -0.004540642127003143,
            "inference": "Homoskedastic nested-model F",
            "observations": 83997,
            "design_columns": 118,
            "restricted_design_columns": 98,
            "fixed_effect_rank": 8614,
            "covariance_rank": 20,
            "rss_unrestricted": 22070.693887179685,
            "rss_restricted": 22073.130948194263,
            "test_horizon": null,
            "reference_cohort": 4,
            "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.-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]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-23.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-22.0]"
              ],
              "data": [
                [
                  -2.3664031062802288e-07,
                  -4.914874569513809e-06,
                  -0.06601339379315807,
                  0.0038016423463709433,
                  0.001010860408677537,
                  0.0011130830643205517
                ],
                [
                  -0.005047783311805321,
                  0.0001953035104655068,
                  0.004550694754854388,
                  -0.05514472361232195,
                  0.0026538133412273815,
                  0.0027222287854415943
                ],
                [
                  0.0003217510968180497,
                  -0.0017345366074795333,
                  0.004266620692577986,
                  0.0033232511925575885,
                  -0.037902352834835146,
                  0.001016978352702617
                ],
                [
                  0.000338529796729523,
                  6.530819461915454e-05,
                  0.0021810600093064097,
                  0.0034807809477791765,
                  0.0016232474634949583,
                  -0.034977753538174554
                ],
                [
                  0.0003434934333517276,
                  8.550333445633204e-05,
                  0.004448196583587173,
                  0.00189059123469533,
                  0.001934631272052784,
                  0.0009220550355762504
                ]
              ]
            },
            "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_18,ref=-1.0)+i(rel_time,cohort_dummy_20,ref=-1.0)+i(rel_time,cohort_dummy_26,ref=-1.0)+i(rel_time,cohort_dummy_29,ref=-1.0)+i(rel_time,cohort_dummy_34,ref=-1.0)|unit_fe+time_fe",
            "restriction_names": [
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_29",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_29",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_29",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_29",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_29"
            ],
            "deviations": [
              {
                "event_time": -17.0,
                "cohort": 18,
                "estimate": -0.25808636890457026
              },
              {
                "event_time": -16.0,
                "cohort": 18,
                "estimate": -0.4687212546960082
              },
              {
                "event_time": -15.0,
                "cohort": 18,
                "estimate": -0.6798840760865401
              },
              {
                "event_time": -14.0,
                "cohort": 18,
                "estimate": -0.3402971679300582
              },
              {
                "event_time": -13.0,
                "cohort": 18,
                "estimate": -0.3606552958552539
              },
              {
                "event_time": -12.0,
                "cohort": 18,
                "estimate": -0.3721420628628194
              },
              {
                "event_time": -11.0,
                "cohort": 18,
                "estimate": -0.3163264402520741
              },
              {
                "event_time": -10.0,
                "cohort": 18,
                "estimate": -0.33921787459437686
              },
              {
                "event_time": -9.0,
                "cohort": 18,
                "estimate": -0.3394572567752635
              },
              {
                "event_time": -8.0,
                "cohort": 18,
                "estimate": -0.38711144645717027
              },
              {
                "event_time": -7.0,
                "cohort": 18,
                "estimate": -0.31961189071276974
              },
              {
                "event_time": -6.0,
                "cohort": 18,
                "estimate": -0.3383507006642551
              },
              {
                "event_time": -5.0,
                "cohort": 18,
                "estimate": -0.6526816381442234
              },
              {
                "event_time": -4.0,
                "cohort": 18,
                "estimate": -0.0814729138721507
              },
              {
                "event_time": -3.0,
                "cohort": 18,
                "estimate": -0.15547606341118292
              },
              {
                "event_time": -2.0,
                "cohort": 18,
                "estimate": 0.0787044797372131
              },
              {
                "event_time": 0.0,
                "cohort": 18,
                "estimate": 0.009285534902482968
              },
              {
                "event_time": 1.0,
                "cohort": 18,
                "estimate": 0.11738066201073082
              },
              {
                "event_time": 2.0,
                "cohort": 18,
                "estimate": 0.37876915315196585
              },
              {
                "event_time": 3.0,
                "cohort": 18,
                "estimate": 0.3008576024398923
              },
              {
                "event_time": 4.0,
                "cohort": 18,
                "estimate": 0.28139872423209666
              },
              {
                "event_time": 5.0,
                "cohort": 18,
                "estimate": 0.21709782962023813
              },
              {
                "event_time": -18.0,
                "cohort": 20,
                "estimate": -0.23216521115261882
              },
              {
                "event_time": -17.0,
                "cohort": 20,
                "estimate": -0.23629671583215878
              },
              {
                "event_time": -16.0,
                "cohort": 20,
                "estimate": -0.26733640223203303
              },
              {
                "event_time": -15.0,
                "cohort": 20,
                "estimate": -0.3073882534896583
              },
              {
                "event_time": -14.0,
                "cohort": 20,
                "estimate": -0.19576152728304108
              },
              {
                "event_time": -13.0,
                "cohort": 20,
                "estimate": -0.16890388473749107
              },
              {
                "event_time": -12.0,
                "cohort": 20,
                "estimate": -0.2080044979685056
              },
              {
                "event_time": -11.0,
                "cohort": 20,
                "estimate": -0.21479084010918992
              },
              {
                "event_time": -10.0,
                "cohort": 20,
                "estimate": -0.17219941347324463
              },
              {
                "event_time": -9.0,
                "cohort": 20,
                "estimate": -0.22245838612571617
              },
              {
                "event_time": -8.0,
                "cohort": 20,
                "estimate": -0.22853920634048552
              },
              {
                "event_time": -7.0,
                "cohort": 20,
                "estimate": -0.1997517733673254
              },
              {
                "event_time": -6.0,
                "cohort": 20,
                "estimate": -0.14554094110100835
              },
              {
                "event_time": -5.0,
                "cohort": 20,
                "estimate": -0.5123045063522669
              },
              {
                "event_time": -4.0,
                "cohort": 20,
                "estimate": -0.14155149170349104
              },
              {
                "event_time": -3.0,
                "cohort": 20,
                "estimate": -0.1513319564349122
              },
              {
                "event_time": -2.0,
                "cohort": 20,
                "estimate": 0.05265250364592212
              },
              {
                "event_time": 0.0,
                "cohort": 20,
                "estimate": -0.002366705190731677
              },
              {
                "event_time": 1.0,
                "cohort": 20,
                "estimate": 0.2194187749258924
              },
              {
                "event_time": 2.0,
                "cohort": 20,
                "estimate": 0.4083299116522032
              },
              {
                "event_time": 3.0,
                "cohort": 20,
                "estimate": 0.2613550754901855
              },
              {
                "event_time": 4.0,
                "cohort": 20,
                "estimate": 0.2106694088520115
              },
              {
                "event_time": 5.0,
                "cohort": 20,
                "estimate": 0.1127488689946356
              },
              {
                "event_time": -25.0,
                "cohort": 26,
                "estimate": -0.3524955192518128
              },
              {
                "event_time": -24.0,
                "cohort": 26,
                "estimate": -0.33397546588711946
              },
              {
                "event_time": -23.0,
                "cohort": 26,
                "estimate": -0.2750214741103334
              },
              {
                "event_time": -22.0,
                "cohort": 26,
                "estimate": -0.31323179314916916
              },
              {
                "event_time": -21.0,
                "cohort": 26,
                "estimate": -0.2888860185260328
              },
              {
                "event_time": -20.0,
                "cohort": 26,
                "estimate": -0.29949344124638044
              },
              {
                "event_time": -19.0,
                "cohort": 26,
                "estimate": -0.2733701954208225
              },
              {
                "event_time": -18.0,
                "cohort": 26,
                "estimate": -0.23592464875735913
              },
              {
                "event_time": -17.0,
                "cohort": 26,
                "estimate": -0.24014409528782976
              },
              {
                "event_time": -16.0,
                "cohort": 26,
                "estimate": -0.24427177914280296
              },
              {
                "event_time": -15.0,
                "cohort": 26,
                "estimate": -0.2665182416650598
              },
              {
                "event_time": -14.0,
                "cohort": 26,
                "estimate": -0.19167251939879726
              },
              {
                "event_time": -13.0,
                "cohort": 26,
                "estimate": -0.19564501652441274
              },
              {
                "event_time": -12.0,
                "cohort": 26,
                "estimate": -0.23515318469510987
              },
              {
                "event_time": -11.0,
                "cohort": 26,
                "estimate": -0.23892497486707748
              },
              {
                "event_time": -10.0,
                "cohort": 26,
                "estimate": -0.18996446473160483
              },
              {
                "event_time": -9.0,
                "cohort": 26,
                "estimate": -0.2761129694534457
              },
              {
                "event_time": -8.0,
                "cohort": 26,
                "estimate": -0.2118014477369519
              },
              {
                "event_time": -7.0,
                "cohort": 26,
                "estimate": -0.22864531853707498
              },
              {
                "event_time": -6.0,
                "cohort": 26,
                "estimate": -0.22702986105707307
              },
              {
                "event_time": -5.0,
                "cohort": 26,
                "estimate": -0.5288544343767814
              },
              {
                "event_time": -4.0,
                "cohort": 26,
                "estimate": -0.19398357344899547
              },
              {
                "event_time": -3.0,
                "cohort": 26,
                "estimate": -0.2019162012607034
              },
              {
                "event_time": -2.0,
                "cohort": 26,
                "estimate": 0.06732990040553072
              },
              {
                "event_time": 0.0,
                "cohort": 26,
                "estimate": -0.04124574098597073
              },
              {
                "event_time": 1.0,
                "cohort": 26,
                "estimate": 0.1814863980989725
              },
              {
                "event_time": 2.0,
                "cohort": 26,
                "estimate": 0.3430258700770409
              },
              {
                "event_time": 3.0,
                "cohort": 26,
                "estimate": 0.17264925436896217
              },
              {
                "event_time": 4.0,
                "cohort": 26,
                "estimate": 0.19795182099856043
              },
              {
                "event_time": 5.0,
                "cohort": 26,
                "estimate": -0.02125017795152971
              },
              {
                "event_time": -5.0,
                "cohort": 29,
                "estimate": -0.3678009331056931
              },
              {
                "event_time": -4.0,
                "cohort": 29,
                "estimate": 0.008512983423191456
              },
              {
                "event_time": -3.0,
                "cohort": 29,
                "estimate": 0.03537217017877216
              },
              {
                "event_time": -2.0,
                "cohort": 29,
                "estimate": 0.14385662035646885
              },
              {
                "event_time": 0.0,
                "cohort": 29,
                "estimate": 0.5659784592527484
              },
              {
                "event_time": 1.0,
                "cohort": 29,
                "estimate": 0.5108492195566904
              },
              {
                "event_time": 2.0,
                "cohort": 29,
                "estimate": 0.4918866255141868
              },
              {
                "event_time": 3.0,
                "cohort": 29,
                "estimate": 0.5756244989350925
              },
              {
                "event_time": 4.0,
                "cohort": 29,
                "estimate": 0.42468438307871637
              },
              {
                "event_time": 5.0,
                "cohort": 29,
                "estimate": -0.07835228901729277
              },
              {
                "event_time": 0.0,
                "cohort": 34,
                "estimate": -0.04667837038545876
              }
            ]
          }
        }
      },
      "code_sha256": {
        "replication_engine.py": "836da12e7ca9210de54b65782ae08d98863e1382a1ec9e9b6fa80c3db0494f39",
        "reference_f_test.py": "9cf8f31eeda89784ac1750ea22c35401ae46e24e06279acf938d2d103b78cccf",
        "sparse_did2s.py": "75169d7fbba6e1bad163e564ac9b5b1262a04033eda925dc379dc3eef64c59fa",
        "frequency.py": "8f922ae4be2b63ad9b89515d8e665cda4e11a354258b54ef3b820648243642eb",
        "sparse_models.py": "538c06b81a46a104838d662d6e6489d0d2daa7f680fd234049f28c97c87ef555"
      }
    },
    "comparison": {
      "schema": "expensive-replication-v1",
      "config": {
        "outcomes": [
          "y"
        ],
        "treatments": [
          "d"
        ],
        "unit": "unit",
        "time": "time",
        "cluster": "cluster",
        "covariates": [],
        "baseline_by_time": [],
        "weight": 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": "s02-p016",
        "specification_id": "S02-P016",
        "source_specification_id": "AM005-P2587-T2-RD-ACTUAL",
        "study_id": 2,
        "study": "Do Powerful Politicians Really Cause Corporate Downsizing?",
        "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204",
        "description": "AM005-P2587-T2-RD-ACTUAL",
        "data": "analyses/full-archive/prepared/S02-P016.parquet",
        "output_dir": "analyses/archive-expanded/fits/S02-P016"
      },
      "options": {
        "output_dir": "analyses/archive-expanded/fits/S02-P016",
        "regression_results": "analyses/archive-expanded/baselines/S02-P016.json",
        "display_window": [
          -10,
          10
        ],
        "timeout_seconds": 3600
      },
      "source": {
        "file": "S02-P016.parquet",
        "bytes": 901341,
        "sha256": "27fb1270cf40d3f4a100c111c292782710612dd08c60f1172adb4f06f9eef522"
      },
      "regressions": {
        "y__d": {
          "sample": {
            "outcome": "y",
            "treatment": "d",
            "source_rows": 87865,
            "source_sd": 0.133426199719001,
            "rows": 83997,
            "units": 8574,
            "clusters": 1918,
            "treated_units": 330,
            "never_treated_units": 8244,
            "treated_cohorts": 6,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 83941,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 107,
            "post_adoption_untreated_rows_removed": 2174,
            "units_without_minus_one_removed": 16,
            "additional_rows_removed": 1257
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.021554538786991286,
              "se": 0.012795115243670585,
              "pvalue": 0.09223024517209766,
              "lower": -0.04664834752107842,
              "upper": 0.0035392699470958473
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.017390813093452986,
              "se": 0.01883780213300823,
              "pvalue": 0.3560259682086939,
              "lower": -0.05433555291751403,
              "upper": 0.01955392673060806
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.03330694035506232,
              "se": 0.01587336023014488,
              "pvalue": 0.03600995518573626,
              "lower": -0.06443781006563887,
              "upper": -0.002176070644485769
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": -0.01927011682842492,
              "se": 0.010651824322622953,
              "pvalue": 0.07059349988910862,
              "lower": -0.040160498597609964,
              "upper": 0.0016202649407601258
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -27,
                "estimate": 0.0025524886903451794,
                "se": 0.02892528153951664,
                "pvalue": 0.929691794957592,
                "lower": -0.05417583838676412,
                "upper": 0.05928081576745448
              },
              {
                "event_time": -26,
                "estimate": 0.03158451255724819,
                "se": 0.02723997367567043,
                "pvalue": 0.24640037834223358,
                "lower": -0.021838584954669824,
                "upper": 0.0850076100691662
              },
              {
                "event_time": -25,
                "estimate": 0.056156088144660554,
                "se": 0.05134725880585207,
                "pvalue": 0.27424456080135934,
                "lower": -0.04454627107255012,
                "upper": 0.1568584473618712
              },
              {
                "event_time": -24,
                "estimate": 0.017310175923434916,
                "se": 0.028991004624996087,
                "pvalue": 0.5505192578874849,
                "lower": -0.039547047416429906,
                "upper": 0.07416739926329974
              },
              {
                "event_time": -23,
                "estimate": 0.057981005977782774,
                "se": 0.019549532078395153,
                "pvalue": 0.0030557695612392277,
                "lower": 0.019640419787375275,
                "upper": 0.09632159216819028
              },
              {
                "event_time": -22,
                "estimate": 0.06463462031734513,
                "se": 0.02236030351617166,
                "pvalue": 0.0038883786012816075,
                "lower": 0.020781542874489585,
                "upper": 0.10848769776020067
              },
              {
                "event_time": -21,
                "estimate": 0.024721962059524424,
                "se": 0.0215696775109644,
                "pvalue": 0.25187851404152417,
                "lower": -0.017580537887385502,
                "upper": 0.06702446200643435
              },
              {
                "event_time": -20,
                "estimate": 0.011343528942102915,
                "se": 0.02130043151838922,
                "pvalue": 0.5944073576588795,
                "lower": -0.030430925159855106,
                "upper": 0.053117983044060936
              },
              {
                "event_time": -19,
                "estimate": 0.015484529516281756,
                "se": 0.022242180990749948,
                "pvalue": 0.48640140903077134,
                "lower": -0.028136885764594742,
                "upper": 0.05910594479715826
              },
              {
                "event_time": -18,
                "estimate": 0.037022483802084255,
                "se": 0.01849047147913486,
                "pvalue": 0.04539885006674944,
                "lower": 0.0007589296359714823,
                "upper": 0.07328603796819702
              },
              {
                "event_time": -17,
                "estimate": 0.03692564376722491,
                "se": 0.0184116180071378,
                "pvalue": 0.04504329280436985,
                "lower": 0.000816737207376711,
                "upper": 0.07303455032707311
              },
              {
                "event_time": -16,
                "estimate": 0.03420758112188693,
                "se": 0.02292192095326529,
                "pvalue": 0.13577136202118387,
                "lower": -0.010746941699127856,
                "upper": 0.07916210394290171
              },
              {
                "event_time": -15,
                "estimate": 0.05017193790748631,
                "se": 0.027024454227130658,
                "pvalue": 0.06353016895322416,
                "lower": -0.002828482378229441,
                "upper": 0.10317235819320206
              },
              {
                "event_time": -14,
                "estimate": 0.022038164229715454,
                "se": 0.021061587546566878,
                "pvalue": 0.295523229277987,
                "lower": -0.019267868538627435,
                "upper": 0.06334419699805835
              },
              {
                "event_time": -13,
                "estimate": 0.01567172934914503,
                "se": 0.018112613967195136,
                "pvalue": 0.3870162088591875,
                "lower": -0.01985076981646323,
                "upper": 0.05119422851475329
              },
              {
                "event_time": -12,
                "estimate": 0.007274351469729844,
                "se": 0.017835850175208914,
                "pvalue": 0.6834293478040222,
                "lower": -0.027705357925848134,
                "upper": 0.04225406086530782
              },
              {
                "event_time": -11,
                "estimate": 0.016661765640071047,
                "se": 0.018674233227801595,
                "pvalue": 0.3723800812816222,
                "lower": -0.01996218247997391,
                "upper": 0.053285713760116
              },
              {
                "event_time": -10,
                "estimate": 0.01239889164748471,
                "se": 0.021222632519457774,
                "pvalue": 0.5591345422026243,
                "lower": -0.029222982883151758,
                "upper": 0.05402076617812118
              },
              {
                "event_time": -9,
                "estimate": -0.0188951185515086,
                "se": 0.018882623977627525,
                "pvalue": 0.3171166819050057,
                "lower": -0.055927763077838116,
                "upper": 0.01813752597482091
              },
              {
                "event_time": -8,
                "estimate": 0.023327859163357608,
                "se": 0.023851015602150857,
                "pvalue": 0.3281652634404314,
                "lower": -0.023448806168372843,
                "upper": 0.07010452449508806
              },
              {
                "event_time": -7,
                "estimate": 0.005026476339849613,
                "se": 0.01783964431643058,
                "pvalue": 0.7781588949329573,
                "lower": -0.02996067413400812,
                "upper": 0.04001362681370735
              },
              {
                "event_time": -6,
                "estimate": 0.008333310988800009,
                "se": 0.025552529524442837,
                "pvalue": 0.7443656077481575,
                "lower": -0.04178036726631952,
                "upper": 0.05844698924391954
              },
              {
                "event_time": -5,
                "estimate": 0.0019169368018187023,
                "se": 0.02114572248242954,
                "pvalue": 0.9277772762386368,
                "lower": -0.03955410159157603,
                "upper": 0.04338797519521344
              },
              {
                "event_time": -4,
                "estimate": -0.007404319882736665,
                "se": 0.01982060944089401,
                "pvalue": 0.7087680114431969,
                "lower": -0.046276543604900834,
                "upper": 0.0314679038394275
              },
              {
                "event_time": -3,
                "estimate": -0.008806386980177276,
                "se": 0.019602258811538775,
                "pvalue": 0.6532994497959528,
                "lower": -0.04725038095796941,
                "upper": 0.029637606997614852
              },
              {
                "event_time": -2,
                "estimate": -0.008621734049083521,
                "se": 0.02382426990664173,
                "pvalue": 0.7174750902387573,
                "lower": -0.05534594566275167,
                "upper": 0.038102477564584625
              },
              {
                "event_time": 0,
                "estimate": 0.01151700573521792,
                "se": 0.025217500750878197,
                "pvalue": 0.6479334973308248,
                "lower": -0.037939613337225966,
                "upper": 0.0609736248076618
              },
              {
                "event_time": 1,
                "estimate": 0.019800819212806523,
                "se": 0.01918132824446554,
                "pvalue": 0.30206342513004264,
                "lower": -0.017817644792077248,
                "upper": 0.0574192832176903
              },
              {
                "event_time": 2,
                "estimate": -0.009014347619835817,
                "se": 0.022644115257833698,
                "pvalue": 0.6906097431932915,
                "lower": -0.05342403728744474,
                "upper": 0.0353953420477731
              },
              {
                "event_time": 3,
                "estimate": -0.045349071751974085,
                "se": 0.029946235065749626,
                "pvalue": 0.13010202356924774,
                "lower": -0.10407969517622694,
                "upper": 0.013381551672278766
              },
              {
                "event_time": 4,
                "estimate": -0.04321231530404952,
                "se": 0.02206090132830956,
                "pvalue": 0.05028407372116031,
                "lower": -0.0864782045040719,
                "upper": 5.357389597285961e-05
              },
              {
                "event_time": 5,
                "estimate": -0.0649958191027852,
                "se": 0.03507502531651307,
                "pvalue": 0.06402859016919767,
                "lower": -0.13378503747823034,
                "upper": 0.003793399272659967
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -27,
                "estimate": -0.019672142124359943,
                "se": 0.011930267169558268,
                "pvalue": 0.09932639822777478,
                "lower": -0.043069808874375955,
                "upper": 0.0037255246256560695
              },
              {
                "event_time": -26,
                "estimate": 0.007943438289750332,
                "se": 0.008942451617129045,
                "pvalue": 0.3744993477915375,
                "lower": -0.00959451789279124,
                "upper": 0.025481394472291904
              },
              {
                "event_time": -25,
                "estimate": 0.026152864677545067,
                "se": 0.04807723162221307,
                "pvalue": 0.58652118222091,
                "lower": -0.06813630988764816,
                "upper": 0.12044203924273827
              },
              {
                "event_time": -24,
                "estimate": 0.0008454776668782882,
                "se": 0.018850332176728043,
                "pvalue": 0.964229839586974,
                "lower": -0.03612383610704931,
                "upper": 0.037814791440805885
              },
              {
                "event_time": -23,
                "estimate": 0.041328102434856746,
                "se": 0.007258243665183378,
                "pvalue": 1.43333055847543e-08,
                "lower": 0.027093218667818404,
                "upper": 0.05556298620189509
              },
              {
                "event_time": -22,
                "estimate": 0.046820845492764857,
                "se": 0.013498876968695514,
                "pvalue": 0.0005349342288524111,
                "lower": 0.020346817683989608,
                "upper": 0.07329487330154011
              },
              {
                "event_time": -21,
                "estimate": 0.013087854084224344,
                "se": 0.009715251317680368,
                "pvalue": 0.17809269107549203,
                "lower": -0.005965718605561091,
                "upper": 0.03214142677400978
              },
              {
                "event_time": -20,
                "estimate": -0.0029251171550339,
                "se": 0.010245541933688138,
                "pvalue": 0.7752908316731683,
                "lower": -0.023018696991152998,
                "upper": 0.017168462681085198
              },
              {
                "event_time": -19,
                "estimate": -0.0030141278089881383,
                "se": 0.012879203654104655,
                "pvalue": 0.814986209795778,
                "lower": -0.028272850922352145,
                "upper": 0.022244595304375867
              },
              {
                "event_time": -18,
                "estimate": 0.018532926522614984,
                "se": 0.007668111418901233,
                "pvalue": 0.015746884476311566,
                "lower": 0.003494209197050969,
                "upper": 0.033571643848179
              },
              {
                "event_time": -17,
                "estimate": 0.02134683861356431,
                "se": 0.006363136972491782,
                "pvalue": 0.000809804684719452,
                "lower": 0.008867440101269213,
                "upper": 0.03382623712585941
              },
              {
                "event_time": -16,
                "estimate": 0.02256071674095832,
                "se": 0.010457245979684433,
                "pvalue": 0.03109652269754613,
                "lower": 0.0020519424546687655,
                "upper": 0.04306949102724787
              },
              {
                "event_time": -15,
                "estimate": 0.036307813925573675,
                "se": 0.013117187315550545,
                "pvalue": 0.005695122478841795,
                "lower": 0.010582356721235767,
                "upper": 0.06203327112991158
              },
              {
                "event_time": -14,
                "estimate": 0.012615827362840188,
                "se": 0.006630218978530768,
                "pvalue": 0.05721936018369143,
                "lower": -0.000387372979155037,
                "upper": 0.025619027704835415
              },
              {
                "event_time": -13,
                "estimate": 0.0055768429664837795,
                "se": 0.005132373302188286,
                "pvalue": 0.27734970529971636,
                "lower": -0.004488779073204962,
                "upper": 0.015642465006172522
              },
              {
                "event_time": -12,
                "estimate": -0.0027193121281260963,
                "se": 0.006051043220808862,
                "pvalue": 0.6531971160403445,
                "lower": -0.014586631674136857,
                "upper": 0.009148007417884664
              },
              {
                "event_time": -11,
                "estimate": 0.004926908377561425,
                "se": 0.0070479546066042845,
                "pvalue": 0.48460242103117057,
                "lower": -0.00889555601580497,
                "upper": 0.01874937277092782
              },
              {
                "event_time": -10,
                "estimate": 0.0037261275236612434,
                "se": 0.008017088500841308,
                "pvalue": 0.6421466966805391,
                "lower": -0.01199700443827082,
                "upper": 0.019449259485593305
              },
              {
                "event_time": -9,
                "estimate": -0.017423965335196284,
                "se": 0.0071245482933631615,
                "pvalue": 0.014549564990342044,
                "lower": -0.03139664543894611,
                "upper": -0.0034512852314464576
              },
              {
                "event_time": -8,
                "estimate": 0.021819802156388648,
                "se": 0.010968034828522837,
                "pvalue": 0.04679902501734186,
                "lower": 0.0003092676333090426,
                "upper": 0.043330336679468257
              },
              {
                "event_time": -7,
                "estimate": 0.000893817526768738,
                "se": 0.007869898261397232,
                "pvalue": 0.9095872200769556,
                "lower": -0.014540644607202126,
                "upper": 0.016328279660739603
              },
              {
                "event_time": -6,
                "estimate": 5.804889411065654e-06,
                "se": 0.018204802466977314,
                "pvalue": 0.9997456150602715,
                "lower": -0.03569749456888396,
                "upper": 0.035709104347706085
              },
              {
                "event_time": -5,
                "estimate": -0.004439444544408218,
                "se": 0.011015306531661783,
                "pvalue": 0.6869747332754159,
                "lower": -0.026042688437783654,
                "upper": 0.01716379934896722
              },
              {
                "event_time": -4,
                "estimate": -0.012902496467910122,
                "se": 0.008011628443003687,
                "pvalue": 0.10745967218242848,
                "lower": -0.02861492015215613,
                "upper": 0.0028099272163358887
              },
              {
                "event_time": -3,
                "estimate": -0.014782872386560356,
                "se": 0.011034494970884951,
                "pvalue": 0.18050288165181413,
                "lower": -0.03642374869000807,
                "upper": 0.006858003916887356
              },
              {
                "event_time": -2,
                "estimate": -0.01142720894190649,
                "se": 0.007040581266575262,
                "pvalue": 0.10474333368274345,
                "lower": -0.025235212724258757,
                "upper": 0.002380794840445776
              },
              {
                "event_time": -1,
                "estimate": -0.01149052068011214,
                "se": 0.008613811273327778,
                "pvalue": 0.18237385890613048,
                "lower": -0.02838394668276861,
                "upper": 0.0054029053225443276
              },
              {
                "event_time": 0,
                "estimate": -0.003641288306832082,
                "se": 0.028567577220329196,
                "pvalue": 0.8985879003973316,
                "lower": -0.059668084870295804,
                "upper": 0.052385508256631644
              },
              {
                "event_time": 1,
                "estimate": 0.0061606559171991674,
                "se": 0.023011813643968114,
                "pvalue": 0.7889458901777063,
                "lower": -0.03897016465058308,
                "upper": 0.05129147648498141
              },
              {
                "event_time": 2,
                "estimate": -0.02013686500555259,
                "se": 0.0324770476696068,
                "pvalue": 0.535309273733869,
                "lower": -0.08383092378881284,
                "upper": 0.043557193777707656
              },
              {
                "event_time": 3,
                "estimate": -0.05943173338406674,
                "se": 0.04799979248134971,
                "pvalue": 0.21580595120258397,
                "lower": -0.1535690341323892,
                "upper": 0.03470556736425574
              },
              {
                "event_time": 4,
                "estimate": -0.06510823591080306,
                "se": 0.020502060186597813,
                "pvalue": 0.0015185547115066462,
                "lower": -0.1053169223649345,
                "upper": -0.02489954945667161
              },
              {
                "event_time": 5,
                "estimate": -0.08707393433437298,
                "se": 0.05107873580826138,
                "pvalue": 0.08841237285244051,
                "lower": -0.18724966564601808,
                "upper": 0.01310179697727211
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -27,
                "estimate": 0.21802361678839438,
                "se": 0.09775583791880635,
                "pvalue": 0.025843720928475103,
                "lower": 0.026304648052382557,
                "upper": 0.40974258552440623
              },
              {
                "event_time": -26,
                "estimate": 0.2480533021952391,
                "se": 0.09725286314962528,
                "pvalue": 0.010830852139681294,
                "lower": 0.05732076870545494,
                "upper": 0.4387858356850233
              },
              {
                "event_time": -25,
                "estimate": 0.15113822113744502,
                "se": 0.05850727203088764,
                "pvalue": 0.009861224934160619,
                "lower": 0.036393627912888776,
                "upper": 0.26588281436200123
              },
              {
                "event_time": -24,
                "estimate": 0.03077104844380204,
                "se": 0.023841095801270442,
                "pvalue": 0.19697287739800975,
                "lower": -0.01598616215217709,
                "upper": 0.07752825903978117
              },
              {
                "event_time": -23,
                "estimate": 0.056411042439333356,
                "se": 0.01956614585665533,
                "pvalue": 0.003981789681986844,
                "lower": 0.018037873269712942,
                "upper": 0.09478421160895377
              },
              {
                "event_time": -22,
                "estimate": 0.057391852208263705,
                "se": 0.021101954354124118,
                "pvalue": 0.006592265475898864,
                "lower": 0.01600665196633764,
                "upper": 0.09877705245018978
              },
              {
                "event_time": -21,
                "estimate": 0.015871435930603646,
                "se": 0.020944907271556838,
                "pvalue": 0.4486814352051739,
                "lower": -0.02520576322050465,
                "upper": 0.05694863508171194
              },
              {
                "event_time": -20,
                "estimate": 0.0012323142295461095,
                "se": 0.020721342980157587,
                "pvalue": 0.9525833448143609,
                "lower": -0.039406430131487535,
                "upper": 0.041871058590579754
              },
              {
                "event_time": -19,
                "estimate": 0.005089681361845646,
                "se": 0.022047790436558697,
                "pvalue": 0.817457768731583,
                "lower": -0.038150494727848,
                "upper": 0.04832985745153928
              },
              {
                "event_time": -18,
                "estimate": 0.027504107031801128,
                "se": 0.01734687411982669,
                "pvalue": 0.11300935683617185,
                "lower": -0.006516621426471126,
                "upper": 0.061524835490073385
              },
              {
                "event_time": -17,
                "estimate": 0.029099601762687603,
                "se": 0.014461062372075575,
                "pvalue": 0.04433083113429245,
                "lower": 0.0007385337812110121,
                "upper": 0.057460669744164194
              },
              {
                "event_time": -16,
                "estimate": 0.027062983361918494,
                "se": 0.01433288998049882,
                "pvalue": 0.05915354215443239,
                "lower": -0.0010467126375191989,
                "upper": 0.05517267936135618
              },
              {
                "event_time": -15,
                "estimate": 0.04417729486645443,
                "se": 0.014122597351772773,
                "pvalue": 0.0017856808811401361,
                "lower": 0.0164800252424689,
                "upper": 0.07187456449043995
              },
              {
                "event_time": -14,
                "estimate": 0.015009129760398351,
                "se": 0.013667159035249588,
                "pvalue": 0.2722596870451375,
                "lower": -0.011794933215006114,
                "upper": 0.04181319273580282
              },
              {
                "event_time": -13,
                "estimate": 0.00953628688165347,
                "se": 0.013448488462234821,
                "pvalue": 0.4783503238753047,
                "lower": -0.01683891887515578,
                "upper": 0.035911492638462716
              },
              {
                "event_time": -12,
                "estimate": 0.002034111812728917,
                "se": 0.013554495987733646,
                "pvalue": 0.8807258391007643,
                "lower": -0.024548996141018912,
                "upper": 0.028617219766476746
              },
              {
                "event_time": -11,
                "estimate": 0.00850354083968822,
                "se": 0.014514042706755052,
                "pvalue": 0.5580226500197673,
                "lower": -0.019961432293074316,
                "upper": 0.03696851397245076
              },
              {
                "event_time": -10,
                "estimate": 0.003717622229248766,
                "se": 0.01570933124196369,
                "pvalue": 0.8129531669953075,
                "lower": -0.02709155346154936,
                "upper": 0.03452679792004689
              },
              {
                "event_time": -9,
                "estimate": -0.02781012180720102,
                "se": 0.013484308475659979,
                "pvalue": 0.03930353444436354,
                "lower": -0.05425557785473649,
                "upper": -0.0013646657596655502
              },
              {
                "event_time": -8,
                "estimate": 0.013122980845745978,
                "se": 0.014170508042523013,
                "pvalue": 0.3545225603731169,
                "lower": -0.014668251332472832,
                "upper": 0.040914213023964786
              },
              {
                "event_time": -7,
                "estimate": -0.005804021335874545,
                "se": 0.013870181776550616,
                "pvalue": 0.6756627025183515,
                "lower": -0.03300625296719621,
                "upper": 0.021398210295447126
              },
              {
                "event_time": -6,
                "estimate": -0.001408552792883086,
                "se": 0.017396364580401114,
                "pvalue": 0.9354756728327398,
                "lower": -0.03552634205351356,
                "upper": 0.032709236467747385
              },
              {
                "event_time": -5,
                "estimate": -0.006552449589737748,
                "se": 0.014500836759636298,
                "pvalue": 0.6514159196168218,
                "lower": -0.03499152318937069,
                "upper": 0.02188662400989519
              },
              {
                "event_time": -4,
                "estimate": -0.01360874888307579,
                "se": 0.01313138304758702,
                "pvalue": 0.30016817227785064,
                "lower": -0.03936204678894547,
                "upper": 0.01214454902279389
              },
              {
                "event_time": -3,
                "estimate": -0.01282526181536586,
                "se": 0.012635622857345541,
                "pvalue": 0.31022996755398863,
                "lower": -0.037606273723417086,
                "upper": 0.011955750092685371
              },
              {
                "event_time": -2,
                "estimate": -0.0106686253677802,
                "se": 0.011447910212161481,
                "pvalue": 0.35149120907848563,
                "lower": -0.033120292570315873,
                "upper": 0.01178304183475547
              },
              {
                "event_time": 0,
                "estimate": 0.008831211738362363,
                "se": 0.01420825804772711,
                "pvalue": 0.5343085204847539,
                "lower": -0.019034055834791324,
                "upper": 0.03669647931151605
              },
              {
                "event_time": 1,
                "estimate": 0.018807637238362873,
                "se": 0.01177834666496337,
                "pvalue": 0.11047561893040614,
                "lower": -0.004292082677061226,
                "upper": 0.041907357153786975
              },
              {
                "event_time": 2,
                "estimate": -0.011267650190205227,
                "se": 0.01501244260578766,
                "pvalue": 0.4530131727303197,
                "lower": -0.04071008632359212,
                "upper": 0.01817478594318166
              },
              {
                "event_time": 3,
                "estimate": -0.04685214169173971,
                "se": 0.0176042734196349,
                "pvalue": 0.007846438980267191,
                "lower": -0.0813776822345198,
                "upper": -0.012326601148959622
              },
              {
                "event_time": 4,
                "estimate": -0.045705440618784385,
                "se": 0.014053383220175925,
                "pvalue": 0.0011647401475184996,
                "lower": -0.0732669673325334,
                "upper": -0.018143913905035357
              },
              {
                "event_time": 5,
                "estimate": -0.06612129424191376,
                "se": 0.01192337647247836,
                "pvalue": 3.3373633020024246e-08,
                "lower": -0.08950544694135072,
                "upper": -0.042737141542476806
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0
            ],
            "weights": [
              0.210292249047014,
              0.18614993646759848,
              0.16836086404066072,
              0.15819567979669633,
              0.14675984752223634,
              0.13024142312579415
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 1.3877787807814457e-17,
            "package_aggregate_vs_estimable_cell_weights": 1.3877787807814457e-17,
            "saturated_vs_deviations_relative_rss_difference": 5.650805094825698e-12
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "F": 0.4155406218758587,
            "df_num": 20,
            "df_den": 75265,
            "pvalue": 0.9895992509023763,
            "log10_pvalue": -0.004540642127003143,
            "inference": "Homoskedastic nested-model F",
            "observations": 83997,
            "design_columns": 118,
            "restricted_design_columns": 98,
            "fixed_effect_rank": 8614,
            "covariance_rank": 20,
            "rss_unrestricted": 22070.693887179685,
            "rss_restricted": 22073.130948194263,
            "test_horizon": null,
            "reference_cohort": 4,
            "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.-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]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-23.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-22.0]"
              ],
              "data": [
                [
                  -2.3664031062802288e-07,
                  -4.914874569513809e-06,
                  -0.06601339379315807,
                  0.0038016423463709433,
                  0.001010860408677537,
                  0.0011130830643205517
                ],
                [
                  -0.005047783311805321,
                  0.0001953035104655068,
                  0.004550694754854388,
                  -0.05514472361232195,
                  0.0026538133412273815,
                  0.0027222287854415943
                ],
                [
                  0.0003217510968180497,
                  -0.0017345366074795333,
                  0.004266620692577986,
                  0.0033232511925575885,
                  -0.037902352834835146,
                  0.001016978352702617
                ],
                [
                  0.000338529796729523,
                  6.530819461915454e-05,
                  0.0021810600093064097,
                  0.0034807809477791765,
                  0.0016232474634949583,
                  -0.034977753538174554
                ],
                [
                  0.0003434934333517276,
                  8.550333445633204e-05,
                  0.004448196583587173,
                  0.00189059123469533,
                  0.001934631272052784,
                  0.0009220550355762504
                ]
              ]
            },
            "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_18,ref=-1.0)+i(rel_time,cohort_dummy_20,ref=-1.0)+i(rel_time,cohort_dummy_26,ref=-1.0)+i(rel_time,cohort_dummy_29,ref=-1.0)+i(rel_time,cohort_dummy_34,ref=-1.0)|unit_fe+time_fe",
            "restriction_names": [
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_20",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_29",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_29",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_29",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_29",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_29"
            ],
            "deviations": [
              {
                "event_time": -17.0,
                "cohort": 18,
                "estimate": -0.25808636890457026
              },
              {
                "event_time": -16.0,
                "cohort": 18,
                "estimate": -0.4687212546960082
              },
              {
                "event_time": -15.0,
                "cohort": 18,
                "estimate": -0.6798840760865401
              },
              {
                "event_time": -14.0,
                "cohort": 18,
                "estimate": -0.3402971679300582
              },
              {
                "event_time": -13.0,
                "cohort": 18,
                "estimate": -0.3606552958552539
              },
              {
                "event_time": -12.0,
                "cohort": 18,
                "estimate": -0.3721420628628194
              },
              {
                "event_time": -11.0,
                "cohort": 18,
                "estimate": -0.3163264402520741
              },
              {
                "event_time": -10.0,
                "cohort": 18,
                "estimate": -0.33921787459437686
              },
              {
                "event_time": -9.0,
                "cohort": 18,
                "estimate": -0.3394572567752635
              },
              {
                "event_time": -8.0,
                "cohort": 18,
                "estimate": -0.38711144645717027
              },
              {
                "event_time": -7.0,
                "cohort": 18,
                "estimate": -0.31961189071276974
              },
              {
                "event_time": -6.0,
                "cohort": 18,
                "estimate": -0.3383507006642551
              },
              {
                "event_time": -5.0,
                "cohort": 18,
                "estimate": -0.6526816381442234
              },
              {
                "event_time": -4.0,
                "cohort": 18,
                "estimate": -0.0814729138721507
              },
              {
                "event_time": -3.0,
                "cohort": 18,
                "estimate": -0.15547606341118292
              },
              {
                "event_time": -2.0,
                "cohort": 18,
                "estimate": 0.0787044797372131
              },
              {
                "event_time": 0.0,
                "cohort": 18,
                "estimate": 0.009285534902482968
              },
              {
                "event_time": 1.0,
                "cohort": 18,
                "estimate": 0.11738066201073082
              },
              {
                "event_time": 2.0,
                "cohort": 18,
                "estimate": 0.37876915315196585
              },
              {
                "event_time": 3.0,
                "cohort": 18,
                "estimate": 0.3008576024398923
              },
              {
                "event_time": 4.0,
                "cohort": 18,
                "estimate": 0.28139872423209666
              },
              {
                "event_time": 5.0,
                "cohort": 18,
                "estimate": 0.21709782962023813
              },
              {
                "event_time": -18.0,
                "cohort": 20,
                "estimate": -0.23216521115261882
              },
              {
                "event_time": -17.0,
                "cohort": 20,
                "estimate": -0.23629671583215878
              },
              {
                "event_time": -16.0,
                "cohort": 20,
                "estimate": -0.26733640223203303
              },
              {
                "event_time": -15.0,
                "cohort": 20,
                "estimate": -0.3073882534896583
              },
              {
                "event_time": -14.0,
                "cohort": 20,
                "estimate": -0.19576152728304108
              },
              {
                "event_time": -13.0,
                "cohort": 20,
                "estimate": -0.16890388473749107
              },
              {
                "event_time": -12.0,
                "cohort": 20,
                "estimate": -0.2080044979685056
              },
              {
                "event_time": -11.0,
                "cohort": 20,
                "estimate": -0.21479084010918992
              },
              {
                "event_time": -10.0,
                "cohort": 20,
                "estimate": -0.17219941347324463
              },
              {
                "event_time": -9.0,
                "cohort": 20,
                "estimate": -0.22245838612571617
              },
              {
                "event_time": -8.0,
                "cohort": 20,
                "estimate": -0.22853920634048552
              },
              {
                "event_time": -7.0,
                "cohort": 20,
                "estimate": -0.1997517733673254
              },
              {
                "event_time": -6.0,
                "cohort": 20,
                "estimate": -0.14554094110100835
              },
              {
                "event_time": -5.0,
                "cohort": 20,
                "estimate": -0.5123045063522669
              },
              {
                "event_time": -4.0,
                "cohort": 20,
                "estimate": -0.14155149170349104
              },
              {
                "event_time": -3.0,
                "cohort": 20,
                "estimate": -0.1513319564349122
              },
              {
                "event_time": -2.0,
                "cohort": 20,
                "estimate": 0.05265250364592212
              },
              {
                "event_time": 0.0,
                "cohort": 20,
                "estimate": -0.002366705190731677
              },
              {
                "event_time": 1.0,
                "cohort": 20,
                "estimate": 0.2194187749258924
              },
              {
                "event_time": 2.0,
                "cohort": 20,
                "estimate": 0.4083299116522032
              },
              {
                "event_time": 3.0,
                "cohort": 20,
                "estimate": 0.2613550754901855
              },
              {
                "event_time": 4.0,
                "cohort": 20,
                "estimate": 0.2106694088520115
              },
              {
                "event_time": 5.0,
                "cohort": 20,
                "estimate": 0.1127488689946356
              },
              {
                "event_time": -25.0,
                "cohort": 26,
                "estimate": -0.3524955192518128
              },
              {
                "event_time": -24.0,
                "cohort": 26,
                "estimate": -0.33397546588711946
              },
              {
                "event_time": -23.0,
                "cohort": 26,
                "estimate": -0.2750214741103334
              },
              {
                "event_time": -22.0,
                "cohort": 26,
                "estimate": -0.31323179314916916
              },
              {
                "event_time": -21.0,
                "cohort": 26,
                "estimate": -0.2888860185260328
              },
              {
                "event_time": -20.0,
                "cohort": 26,
                "estimate": -0.29949344124638044
              },
              {
                "event_time": -19.0,
                "cohort": 26,
                "estimate": -0.2733701954208225
              },
              {
                "event_time": -18.0,
                "cohort": 26,
                "estimate": -0.23592464875735913
              },
              {
                "event_time": -17.0,
                "cohort": 26,
                "estimate": -0.24014409528782976
              },
              {
                "event_time": -16.0,
                "cohort": 26,
                "estimate": -0.24427177914280296
              },
              {
                "event_time": -15.0,
                "cohort": 26,
                "estimate": -0.2665182416650598
              },
              {
                "event_time": -14.0,
                "cohort": 26,
                "estimate": -0.19167251939879726
              },
              {
                "event_time": -13.0,
                "cohort": 26,
                "estimate": -0.19564501652441274
              },
              {
                "event_time": -12.0,
                "cohort": 26,
                "estimate": -0.23515318469510987
              },
              {
                "event_time": -11.0,
                "cohort": 26,
                "estimate": -0.23892497486707748
              },
              {
                "event_time": -10.0,
                "cohort": 26,
                "estimate": -0.18996446473160483
              },
              {
                "event_time": -9.0,
                "cohort": 26,
                "estimate": -0.2761129694534457
              },
              {
                "event_time": -8.0,
                "cohort": 26,
                "estimate": -0.2118014477369519
              },
              {
                "event_time": -7.0,
                "cohort": 26,
                "estimate": -0.22864531853707498
              },
              {
                "event_time": -6.0,
                "cohort": 26,
                "estimate": -0.22702986105707307
              },
              {
                "event_time": -5.0,
                "cohort": 26,
                "estimate": -0.5288544343767814
              },
              {
                "event_time": -4.0,
                "cohort": 26,
                "estimate": -0.19398357344899547
              },
              {
                "event_time": -3.0,
                "cohort": 26,
                "estimate": -0.2019162012607034
              },
              {
                "event_time": -2.0,
                "cohort": 26,
                "estimate": 0.06732990040553072
              },
              {
                "event_time": 0.0,
                "cohort": 26,
                "estimate": -0.04124574098597073
              },
              {
                "event_time": 1.0,
                "cohort": 26,
                "estimate": 0.1814863980989725
              },
              {
                "event_time": 2.0,
                "cohort": 26,
                "estimate": 0.3430258700770409
              },
              {
                "event_time": 3.0,
                "cohort": 26,
                "estimate": 0.17264925436896217
              },
              {
                "event_time": 4.0,
                "cohort": 26,
                "estimate": 0.19795182099856043
              },
              {
                "event_time": 5.0,
                "cohort": 26,
                "estimate": -0.02125017795152971
              },
              {
                "event_time": -5.0,
                "cohort": 29,
                "estimate": -0.3678009331056931
              },
              {
                "event_time": -4.0,
                "cohort": 29,
                "estimate": 0.008512983423191456
              },
              {
                "event_time": -3.0,
                "cohort": 29,
                "estimate": 0.03537217017877216
              },
              {
                "event_time": -2.0,
                "cohort": 29,
                "estimate": 0.14385662035646885
              },
              {
                "event_time": 0.0,
                "cohort": 29,
                "estimate": 0.5659784592527484
              },
              {
                "event_time": 1.0,
                "cohort": 29,
                "estimate": 0.5108492195566904
              },
              {
                "event_time": 2.0,
                "cohort": 29,
                "estimate": 0.4918866255141868
              },
              {
                "event_time": 3.0,
                "cohort": 29,
                "estimate": 0.5756244989350925
              },
              {
                "event_time": 4.0,
                "cohort": 29,
                "estimate": 0.42468438307871637
              },
              {
                "event_time": 5.0,
                "cohort": 29,
                "estimate": -0.07835228901729277
              },
              {
                "event_time": 0.0,
                "cohort": 34,
                "estimate": -0.04667837038545876
              }
            ]
          }
        }
      },
      "alternative_models": {
        "y__d": [
          {
            "method": "CS-DID",
            "estimate": -0.1257423322860072,
            "se": 0.05937370401437105,
            "lower": -0.2421126537829157,
            "upper": -0.009372010789098717,
            "event_study": [
              {
                "event_time": -27,
                "estimate": -0.012698097739096166,
                "se": 0.12816472554961794,
                "lower": -0.2638963439048078,
                "upper": 0.23850014842661546,
                "n": 0.0,
                "relative_to_minus_one": -0.012698097739096166
              },
              {
                "event_time": -26,
                "estimate": 0.13059585814698574,
                "se": 0.12596519530512873,
                "lower": -0.11629138795662047,
                "upper": 0.37748310425059195,
                "n": 0.0,
                "relative_to_minus_one": 0.13059585814698574
              },
              {
                "event_time": -25,
                "estimate": 0.08692192812784554,
                "se": 0.1053758331868547,
                "lower": -0.11961090975929027,
                "upper": 0.2934547660149813,
                "n": 0.0,
                "relative_to_minus_one": 0.08692192812784554
              },
              {
                "event_time": -24,
                "estimate": 0.1471553656330112,
                "se": 0.08050804187516478,
                "lower": -0.01063749690815427,
                "upper": 0.30494822817417666,
                "n": 0.0,
                "relative_to_minus_one": 0.1471553656330112
              },
              {
                "event_time": -23,
                "estimate": 0.2329670310834198,
                "se": 0.07722157601110388,
                "lower": 0.08161552327223398,
                "upper": 0.3843185388946056,
                "n": 0.0,
                "relative_to_minus_one": 0.2329670310834198
              },
              {
                "event_time": -22,
                "estimate": 0.24631091027730848,
                "se": 0.07696284379744878,
                "lower": 0.09546650828652697,
                "upper": 0.39715531226809,
                "n": 0.0,
                "relative_to_minus_one": 0.24631091027730848
              },
              {
                "event_time": -21,
                "estimate": 0.21541201187365405,
                "se": 0.076915370686761,
                "lower": 0.06466065547005467,
                "upper": 0.36616336827725343,
                "n": 0.0,
                "relative_to_minus_one": 0.21541201187365405
              },
              {
                "event_time": -20,
                "estimate": 0.2070778451853932,
                "se": 0.0773290857546866,
                "lower": 0.05551562214879813,
                "upper": 0.3586400682219883,
                "n": 0.0,
                "relative_to_minus_one": 0.2070778451853932
              },
              {
                "event_time": -19,
                "estimate": 0.23941378032844404,
                "se": 0.07706973543799489,
                "lower": 0.08835987457194378,
                "upper": 0.3904676860849443,
                "n": 0.0,
                "relative_to_minus_one": 0.23941378032844404
              },
              {
                "event_time": -18,
                "estimate": 0.12061697580711356,
                "se": 0.0628803586280998,
                "lower": -0.002626262438924498,
                "upper": 0.2438602140531516,
                "n": 0.0,
                "relative_to_minus_one": 0.12061697580711356
              },
              {
                "event_time": -17,
                "estimate": 0.1775453122282129,
                "se": 0.05709904209832817,
                "lower": 0.06563324616375334,
                "upper": 0.2894573782926725,
                "n": 0.0,
                "relative_to_minus_one": 0.1775453122282129
              },
              {
                "event_time": -16,
                "estimate": 0.17161939868689233,
                "se": 0.057447326375901886,
                "lower": 0.05902470798200672,
                "upper": 0.28421408939177795,
                "n": 0.0,
                "relative_to_minus_one": 0.17161939868689233
              },
              {
                "event_time": -15,
                "estimate": 0.19666421067885875,
                "se": 0.05757439178343907,
                "lower": 0.08382047635151936,
                "upper": 0.30950794500619816,
                "n": 0.0,
                "relative_to_minus_one": 0.19666421067885875
              },
              {
                "event_time": -14,
                "estimate": 0.15408703096831455,
                "se": 0.05714147670525986,
                "lower": 0.04209179460257076,
                "upper": 0.2660822673340584,
                "n": 0.0,
                "relative_to_minus_one": 0.15408703096831455
              },
              {
                "event_time": -13,
                "estimate": 0.12737153541326082,
                "se": 0.05636195395391921,
                "lower": 0.016904135565274286,
                "upper": 0.23783893526124736,
                "n": 0.0,
                "relative_to_minus_one": 0.12737153541326082
              },
              {
                "event_time": -12,
                "estimate": 0.10506536535412736,
                "se": 0.05733868332207577,
                "lower": -0.007316388878088609,
                "upper": 0.21744711958634333,
                "n": 0.0,
                "relative_to_minus_one": 0.10506536535412736
              },
              {
                "event_time": -11,
                "estimate": 0.1315639909728984,
                "se": 0.061053847067550786,
                "lower": 0.011900649602882465,
                "upper": 0.25122733234291433,
                "n": 0.0,
                "relative_to_minus_one": 0.1315639909728984
              },
              {
                "event_time": -10,
                "estimate": 0.1004431176237347,
                "se": 0.0630708105871165,
                "lower": -0.02317339960276117,
                "upper": 0.22405963485023056,
                "n": 0.0,
                "relative_to_minus_one": 0.1004431176237347
              },
              {
                "event_time": -9,
                "estimate": 0.046973034560740354,
                "se": 0.06340076122916546,
                "lower": -0.07729017404084737,
                "upper": 0.17123624316232808,
                "n": 0.0,
                "relative_to_minus_one": 0.046973034560740354
              },
              {
                "event_time": -8,
                "estimate": 0.0572250028988356,
                "se": 0.06562732775541186,
                "lower": -0.0714021959033775,
                "upper": 0.1858522017010487,
                "n": 0.0,
                "relative_to_minus_one": 0.0572250028988356
              },
              {
                "event_time": -7,
                "estimate": 0.028834517926938998,
                "se": 0.05639527626780252,
                "lower": -0.08169819245614036,
                "upper": 0.13936722831001835,
                "n": 0.0,
                "relative_to_minus_one": 0.028834517926938998
              },
              {
                "event_time": -6,
                "estimate": 0.0372857800882004,
                "se": 0.06436778851923174,
                "lower": -0.08887276717398457,
                "upper": 0.1634443273503854,
                "n": 0.0,
                "relative_to_minus_one": 0.0372857800882004
              },
              {
                "event_time": -5,
                "estimate": 0.024048533309069284,
                "se": 0.06710256040618622,
                "lower": -0.10747006835747913,
                "upper": 0.1555671349756177,
                "n": 0.0,
                "relative_to_minus_one": 0.024048533309069284
              },
              {
                "event_time": -4,
                "estimate": -0.008707484890428913,
                "se": 0.0730153520940556,
                "lower": -0.15181494531328912,
                "upper": 0.1343999755324313,
                "n": 0.0,
                "relative_to_minus_one": -0.008707484890428913
              },
              {
                "event_time": -3,
                "estimate": -0.020693300715391227,
                "se": 0.07471861975658052,
                "lower": -0.16713910441283197,
                "upper": 0.12575250298204954,
                "n": 0.0,
                "relative_to_minus_one": -0.020693300715391227
              },
              {
                "event_time": -2,
                "estimate": -0.02111678160034767,
                "se": 0.07847496944816618,
                "lower": -0.17492489540663445,
                "upper": 0.13269133220593912,
                "n": 0.0,
                "relative_to_minus_one": -0.02111678160034767
              },
              {
                "event_time": -1,
                "estimate": 0.0,
                "se": 5.080774808632347e-19,
                "lower": -9.958135638477784e-19,
                "upper": 9.958135638477784e-19,
                "n": 0.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.02992885353553,
                "se": 0.07974470957742265,
                "lower": -0.1862256122648847,
                "upper": 0.12636790519382468,
                "n": 331.0,
                "relative_to_minus_one": -0.02992885353553
              },
              {
                "event_time": 1,
                "estimate": -0.06912151671716812,
                "se": 0.0899199674531554,
                "lower": -0.24536141441636658,
                "upper": 0.10711838098203033,
                "n": 293.0,
                "relative_to_minus_one": -0.06912151671716812
              },
              {
                "event_time": 2,
                "estimate": -0.08939731438233826,
                "se": 0.09628823420497357,
                "lower": -0.2781187855590442,
                "upper": 0.09932415679436764,
                "n": 265.0,
                "relative_to_minus_one": -0.08939731438233826
              },
              {
                "event_time": 3,
                "estimate": -0.15273163974102344,
                "se": 0.10085455628706057,
                "lower": -0.35040293774042985,
                "upper": 0.04493965825838295,
                "n": 249.0,
                "relative_to_minus_one": -0.15273163974102344
              },
              {
                "event_time": 4,
                "estimate": -0.185552485963049,
                "se": 0.09848785661942017,
                "lower": -0.37858513785165726,
                "upper": 0.007480165925559307,
                "n": 231.0,
                "relative_to_minus_one": -0.185552485963049
              },
              {
                "event_time": 5,
                "estimate": -0.22772218337693442,
                "se": 0.09030992003719171,
                "lower": -0.40472637409652235,
                "upper": -0.0507179926573465,
                "n": 205.0,
                "relative_to_minus_one": -0.22772218337693442
              }
            ],
            "group_time_estimates": [
              {
                "group": 4,
                "year": 3,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 3
              },
              {
                "group": 4,
                "year": 4,
                "event_time": 0,
                "att": 0.03707255379716631,
                "mass": 1.0,
                "base": 3
              },
              {
                "group": 18,
                "year": 1,
                "event_time": -17,
                "att": 0.47230301804524577,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 2,
                "event_time": -16,
                "att": 0.3215970885473941,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 3,
                "event_time": -15,
                "att": 0.2618684235409462,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 4,
                "event_time": -14,
                "att": 0.06101057279824862,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 5,
                "event_time": -13,
                "att": 0.04602536661050888,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 6,
                "event_time": -12,
                "att": 0.05450764299399913,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 7,
                "event_time": -11,
                "att": -0.043635217127624054,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 8,
                "event_time": -10,
                "att": -0.09316603925120176,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 9,
                "event_time": -9,
                "att": -0.05572453192260671,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 10,
                "event_time": -8,
                "att": -0.11062511857236035,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 11,
                "event_time": -7,
                "att": -0.06889965375138751,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 12,
                "event_time": -6,
                "att": -0.10138367700691273,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 13,
                "event_time": -5,
                "att": -0.11990432288782099,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 14,
                "event_time": -4,
                "att": -0.026879680022453667,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 15,
                "event_time": -3,
                "att": 0.11764195284099355,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 16,
                "event_time": -2,
                "att": 0.03276207144914095,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 17,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 18,
                "event_time": 0,
                "att": -0.010094492149467116,
                "mass": 13.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 19,
                "event_time": 1,
                "att": -0.142965101832925,
                "mass": 13.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 20,
                "event_time": 2,
                "att": -0.004367028763163083,
                "mass": 11.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 21,
                "event_time": 3,
                "att": 0.009456831992462611,
                "mass": 11.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 22,
                "event_time": 4,
                "att": -0.23303924292269973,
                "mass": 10.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 23,
                "event_time": 5,
                "att": -0.04185444448918818,
                "mass": 8.0,
                "base": 17
              },
              {
                "group": 20,
                "year": 2,
                "event_time": -18,
                "att": -0.1642284671032298,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 3,
                "event_time": -17,
                "att": 0.0010561468787321782,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 4,
                "event_time": -16,
                "att": -0.0002738285103339455,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 5,
                "event_time": -15,
                "att": 0.03689772350988474,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 6,
                "event_time": -14,
                "att": 0.04331849137749094,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 7,
                "event_time": -13,
                "att": 0.04853239167412429,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 8,
                "event_time": -12,
                "att": 0.044403881587933125,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 9,
                "event_time": -11,
                "att": 0.04446600586809937,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 10,
                "event_time": -10,
                "att": 0.03443703863248879,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 11,
                "event_time": -9,
                "att": 0.008120473930635724,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 12,
                "event_time": -8,
                "att": -0.0050470858521120265,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 13,
                "event_time": -7,
                "att": 0.013645542021979873,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 14,
                "event_time": -6,
                "att": 0.10796578250233857,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 15,
                "event_time": -5,
                "att": 0.07091696863366398,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 16,
                "event_time": -4,
                "att": 0.06389002684962675,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 17,
                "event_time": -3,
                "att": 0.03907043537896521,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 18,
                "event_time": -2,
                "att": -0.04386771226242764,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 19,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 20,
                "event_time": 0,
                "att": -0.02372919925366218,
                "mass": 119.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 21,
                "event_time": 1,
                "att": -0.02911794234993831,
                "mass": 101.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 22,
                "event_time": 2,
                "att": -0.03804166966664091,
                "mass": 87.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 23,
                "event_time": 3,
                "att": -0.06570829232126751,
                "mass": 83.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 24,
                "event_time": 4,
                "att": -0.1001854354792504,
                "mass": 74.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 25,
                "event_time": 5,
                "att": -0.062072256687899174,
                "mass": 71.0,
                "base": 19
              },
              {
                "group": 26,
                "year": 1,
                "event_time": -25,
                "att": 0.0776549591982974,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 2,
                "event_time": -24,
                "att": 0.14022368269385294,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 3,
                "event_time": -23,
                "att": 0.23012286816647257,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 4,
                "event_time": -22,
                "att": 0.2424863180145014,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 5,
                "event_time": -21,
                "att": 0.21333968411190116,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 6,
                "event_time": -20,
                "att": 0.20484019545803261,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 7,
                "event_time": -19,
                "att": 0.2395859550320049,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 8,
                "event_time": -18,
                "att": 0.2494239277234318,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 9,
                "event_time": -17,
                "att": 0.24278830086452166,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 10,
                "event_time": -16,
                "att": 0.24242398769354254,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 11,
                "event_time": -15,
                "att": 0.26619366496464725,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 12,
                "event_time": -14,
                "att": 0.21362476101390604,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 13,
                "event_time": -13,
                "att": 0.17182311251367105,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 14,
                "event_time": -12,
                "att": 0.13964644057938386,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 15,
                "event_time": -11,
                "att": 0.18716094356562557,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 16,
                "event_time": -10,
                "att": 0.1495776650136691,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 17,
                "event_time": -9,
                "att": 0.07631031678758882,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 18,
                "event_time": -8,
                "att": 0.10221657008710439,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 19,
                "event_time": -7,
                "att": 0.04806001430775275,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 20,
                "event_time": -6,
                "att": 0.019984008052731483,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 21,
                "event_time": -5,
                "att": 0.017927375035478366,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 22,
                "event_time": -4,
                "att": -0.03047937640516102,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 23,
                "event_time": -3,
                "att": -0.0440056144420789,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 24,
                "event_time": -2,
                "att": -0.020644455556684482,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 25,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 26,
                "event_time": 0,
                "att": -0.05604838658553413,
                "mass": 187.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 27,
                "event_time": 1,
                "att": -0.09408399724585514,
                "mass": 168.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 28,
                "event_time": 2,
                "att": -0.12270195394108996,
                "mass": 157.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 29,
                "event_time": 3,
                "att": -0.22212533018156871,
                "mass": 146.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 30,
                "event_time": 4,
                "att": -0.2425043071831417,
                "mass": 139.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 31,
                "event_time": 5,
                "att": -0.3211135169236947,
                "mass": 118.0,
                "base": 25
              },
              {
                "group": 29,
                "year": 2,
                "event_time": -27,
                "att": -0.012698097739096165,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 3,
                "event_time": -26,
                "att": 0.13059585814698574,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 4,
                "event_time": -25,
                "att": 0.3178488151625529,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 5,
                "event_time": -24,
                "att": 0.31988843242332643,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 6,
                "event_time": -23,
                "att": 0.3038417360299267,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 7,
                "event_time": -22,
                "att": 0.3416172819875807,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 8,
                "event_time": -21,
                "att": 0.26705308271088324,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 9,
                "event_time": -20,
                "att": 0.26283863274623376,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 10,
                "event_time": -19,
                "att": 0.2351232977961613,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 11,
                "event_time": -18,
                "att": 0.214119116804294,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 12,
                "event_time": -17,
                "att": 0.20859628910212996,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 13,
                "event_time": -16,
                "att": 0.202264072412215,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 14,
                "event_time": -15,
                "att": 0.2305731130701148,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 15,
                "event_time": -14,
                "att": 0.07810407315071383,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 16,
                "event_time": -13,
                "att": 0.0415335284798895,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 17,
                "event_time": -12,
                "att": 0.013671475650947895,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 18,
                "event_time": -11,
                "att": -0.01210545098145882,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 19,
                "event_time": -10,
                "att": -0.10243678655365274,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 20,
                "event_time": -9,
                "att": -0.09770292504895606,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 21,
                "event_time": -8,
                "att": -0.11978515086416242,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 22,
                "event_time": -7,
                "att": -0.14484800070320392,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 23,
                "event_time": -6,
                "att": -0.16782371118868028,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 24,
                "event_time": -5,
                "att": -0.23157944622540882,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 25,
                "event_time": -4,
                "att": -0.3034215514033373,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 26,
                "event_time": -3,
                "att": -0.3359247593845057,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 27,
                "event_time": -2,
                "att": 0.1610096417061806,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 28,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 29,
                "event_time": 0,
                "att": 0.5259140205780402,
                "mass": 10.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 30,
                "event_time": 1,
                "att": 0.19971233793784438,
                "mass": 10.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 31,
                "event_time": 2,
                "att": 0.061105606163437076,
                "mass": 9.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 32,
                "event_time": 3,
                "att": 0.3661453993776327,
                "mass": 8.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 33,
                "event_time": 4,
                "att": 0.3172568021630654,
                "mass": 7.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 34,
                "event_time": 5,
                "att": -0.07295541414332118,
                "mass": 7.0,
                "base": 28
              },
              {
                "group": 34,
                "year": 29,
                "event_time": -5,
                "att": 0.6443855285085283,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 30,
                "event_time": -4,
                "att": 0.20990225579819577,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 31,
                "event_time": -3,
                "att": 0.2062627177849211,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 32,
                "event_time": -2,
                "att": -0.03597656096161117,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 33,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 34,
                "event_time": 0,
                "att": -0.07693796306967882,
                "mass": 1.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 35,
                "event_time": 1,
                "att": -0.21604198259634722,
                "mass": 1.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 36,
                "event_time": 2,
                "att": -0.41170730109606046,
                "mass": 1.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 37,
                "event_time": 3,
                "att": -0.3029800345891248,
                "mass": 1.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 38,
                "event_time": 4,
                "att": -0.30711745067862284,
                "mass": 1.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 39,
                "event_time": 5,
                "att": -0.16397331809530713,
                "mass": 1.0,
                "base": 33
              }
            ],
            "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": -0.1257423322860072,
                  "se": 0.05937370401437105,
                  "lower": -0.2421126537829157,
                  "upper": -0.009372010789098717
                },
                {
                  "typec": "simple",
                  "aggregation": "Native-equivalent CS-DID simple",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.12573571624687244,
                  "se": 0.05937347318239591,
                  "lower": -0.24210558532142318,
                  "upper": -0.009365847172321709
                },
                {
                  "typec": "group",
                  "aggregation": "Native-equivalent CS-DID group",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.12567952508581623,
                  "se": 0.05935351036856433,
                  "lower": -0.242010267764227,
                  "upper": -0.00934878240740547
                },
                {
                  "typec": "treated_cells",
                  "aggregation": "Observed treated observations, configured weights",
                  "matches_treated_unit_year_target": true,
                  "estimate": -0.10770351002410262,
                  "se": 0.06026898126221719,
                  "lower": -0.2258285426829677,
                  "upper": 0.01042152263476244
                }
              ],
              "same_group_time_effects": true,
              "additional_covariates": []
            },
            "treated_cell_att": -0.10770351002410262,
            "treated_cell_se": 0.06026898126221719,
            "checks": {
              "input_rows": 83997,
              "retained_rows": 83997,
              "all_observed_post_cells_estimated": true,
              "post_weight_sum": 1574.0,
              "avoided_dense_if_bytes": 165306096
            },
            "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": 0.26207258412614465,
            "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": -0.038653410894144195,
            "event_study": [
              {
                "event_time": -27,
                "estimate": -0.03163257397899252,
                "raw_gap": -0.03163257397899252,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 1.0,
                "relative_to_minus_one": -0.026394967815581743
              },
              {
                "event_time": -26,
                "estimate": -0.0016449918648434314,
                "raw_gap": -0.0016449918648434314,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 1.0,
                "relative_to_minus_one": 0.003592614298567348
              },
              {
                "event_time": -25,
                "estimate": 0.018528600762451518,
                "raw_gap": 0.018528600762451518,
                "n": 4,
                "n_cells": 4,
                "weight_sum": 4.0,
                "relative_to_minus_one": 0.023766206925862298
              },
              {
                "event_time": -24,
                "estimate": -0.003081350768629442,
                "raw_gap": -0.003081350768629442,
                "n": 13,
                "n_cells": 13,
                "weight_sum": 13.0,
                "relative_to_minus_one": 0.0021562553947813375
              },
              {
                "event_time": -23,
                "estimate": 0.036129383116591876,
                "raw_gap": 0.036129383116591876,
                "n": 24,
                "n_cells": 24,
                "weight_sum": 24.0,
                "relative_to_minus_one": 0.04136698928000265
              },
              {
                "event_time": -22,
                "estimate": 0.041560134442196715,
                "raw_gap": 0.041560134442196715,
                "n": 35,
                "n_cells": 35,
                "weight_sum": 35.0,
                "relative_to_minus_one": 0.04679774060560749
              },
              {
                "event_time": -21,
                "estimate": 0.009732786147676458,
                "raw_gap": 0.009732786147676458,
                "n": 39,
                "n_cells": 39,
                "weight_sum": 39.0,
                "relative_to_minus_one": 0.014970392311087238
              },
              {
                "event_time": -20,
                "estimate": -0.008321332689247243,
                "raw_gap": -0.008321332689247243,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 48.0,
                "relative_to_minus_one": -0.003083726525836464
              },
              {
                "event_time": -19,
                "estimate": -0.010547575882673776,
                "raw_gap": -0.010547575882673776,
                "n": 55,
                "n_cells": 55,
                "weight_sum": 55.0,
                "relative_to_minus_one": -0.005309969719262997
              },
              {
                "event_time": -18,
                "estimate": 0.011314748788068906,
                "raw_gap": 0.011314748788068906,
                "n": 63,
                "n_cells": 63,
                "weight_sum": 63.0,
                "relative_to_minus_one": 0.016552354951479685
              },
              {
                "event_time": -17,
                "estimate": 0.015160076758520848,
                "raw_gap": 0.015160076758520848,
                "n": 80,
                "n_cells": 80,
                "weight_sum": 80.0,
                "relative_to_minus_one": 0.02039768292193163
              },
              {
                "event_time": -16,
                "estimate": 0.017266010025975515,
                "raw_gap": 0.017266010025975515,
                "n": 87,
                "n_cells": 87,
                "weight_sum": 87.0,
                "relative_to_minus_one": 0.022503616189386295
              },
              {
                "event_time": -15,
                "estimate": 0.03122314720192934,
                "raw_gap": 0.03122314720192934,
                "n": 92,
                "n_cells": 92,
                "weight_sum": 92.0,
                "relative_to_minus_one": 0.03646075336534012
              },
              {
                "event_time": -14,
                "estimate": 0.00883892868633615,
                "raw_gap": 0.00883892868633615,
                "n": 109,
                "n_cells": 109,
                "weight_sum": 109.0,
                "relative_to_minus_one": 0.01407653484974693
              },
              {
                "event_time": -13,
                "estimate": 0.0020078910849583415,
                "raw_gap": 0.0020078910849583415,
                "n": 116,
                "n_cells": 116,
                "weight_sum": 116.0,
                "relative_to_minus_one": 0.0072454972483691205
              },
              {
                "event_time": -12,
                "estimate": -0.00791780761037158,
                "raw_gap": -0.00791780761037158,
                "n": 127,
                "n_cells": 127,
                "weight_sum": 127.0,
                "relative_to_minus_one": -0.002680201446960801
              },
              {
                "event_time": -11,
                "estimate": -0.00016548902734327427,
                "raw_gap": -0.00016548902734327427,
                "n": 145,
                "n_cells": 144,
                "weight_sum": 145.0,
                "relative_to_minus_one": 0.0050721171360675055
              },
              {
                "event_time": -10,
                "estimate": 0.0004832416320896606,
                "raw_gap": 0.0004832416320896606,
                "n": 154,
                "n_cells": 153,
                "weight_sum": 154.0,
                "relative_to_minus_one": 0.00572084779550044
              },
              {
                "event_time": -9,
                "estimate": -0.020029315021160628,
                "raw_gap": -0.020029315021160628,
                "n": 162,
                "n_cells": 162,
                "weight_sum": 162.0,
                "relative_to_minus_one": -0.014791708857749847
              },
              {
                "event_time": -8,
                "estimate": 0.017805634188592587,
                "raw_gap": 0.017805634188592587,
                "n": 168,
                "n_cells": 168,
                "weight_sum": 168.0,
                "relative_to_minus_one": 0.023043240352003367
              },
              {
                "event_time": -7,
                "estimate": -0.004546509960680035,
                "raw_gap": -0.004546509960680035,
                "n": 178,
                "n_cells": 178,
                "weight_sum": 178.0,
                "relative_to_minus_one": 0.0006910962027307441
              },
              {
                "event_time": -6,
                "estimate": -0.0009362208314056268,
                "raw_gap": -0.0009362208314056268,
                "n": 203,
                "n_cells": 203,
                "weight_sum": 203.0,
                "relative_to_minus_one": 0.004301385332005152
              },
              {
                "event_time": -5,
                "estimate": -0.00039967148492160655,
                "raw_gap": -0.00039967148492160655,
                "n": 225,
                "n_cells": 225,
                "weight_sum": 225.0,
                "relative_to_minus_one": 0.004837934678489173
              },
              {
                "event_time": -4,
                "estimate": -0.007267244929769403,
                "raw_gap": -0.007267244929769403,
                "n": 240,
                "n_cells": 240,
                "weight_sum": 240.0,
                "relative_to_minus_one": -0.0020296387663586235
              },
              {
                "event_time": -3,
                "estimate": -0.007376506742279727,
                "raw_gap": -0.007376506742279727,
                "n": 266,
                "n_cells": 266,
                "weight_sum": 266.0,
                "relative_to_minus_one": -0.0021389005788689476
              },
              {
                "event_time": -2,
                "estimate": -0.005966514143638377,
                "raw_gap": -0.005966514143638377,
                "n": 289,
                "n_cells": 289,
                "weight_sum": 289.0,
                "relative_to_minus_one": -0.0007289079802275979
              },
              {
                "event_time": -1,
                "estimate": -0.005237606163410779,
                "raw_gap": -0.005237606163410779,
                "n": 331,
                "n_cells": 330,
                "weight_sum": 331.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.0040077887314100185,
                "raw_gap": -0.0040077887314100185,
                "n": 331,
                "n_cells": 330,
                "weight_sum": 331.0,
                "relative_to_minus_one": 0.001229817432000761
              },
              {
                "event_time": 1,
                "estimate": 0.005379478716776906,
                "raw_gap": 0.005379478716776906,
                "n": 293,
                "n_cells": 293,
                "weight_sum": 293.0,
                "relative_to_minus_one": 0.010617084880187685
              },
              {
                "event_time": 2,
                "estimate": -0.027403617917210944,
                "raw_gap": -0.027403617917210944,
                "n": 265,
                "n_cells": 265,
                "weight_sum": 265.0,
                "relative_to_minus_one": -0.022166011753800164
              },
              {
                "event_time": 3,
                "estimate": -0.06927468125481795,
                "raw_gap": -0.06927468125481795,
                "n": 249,
                "n_cells": 249,
                "weight_sum": 249.0,
                "relative_to_minus_one": -0.06403707509140717
              },
              {
                "event_time": 4,
                "estimate": -0.07014382142388512,
                "raw_gap": -0.07014382142388512,
                "n": 231,
                "n_cells": 231,
                "weight_sum": 231.0,
                "relative_to_minus_one": -0.06490621526047434
              },
              {
                "event_time": 5,
                "estimate": -0.09939268688718954,
                "raw_gap": -0.09939268688718954,
                "n": 205,
                "n_cells": 205,
                "weight_sum": 205.0,
                "relative_to_minus_one": -0.09415508072377876
              }
            ],
            "package_event_study": {
              "event_time": [
                -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
              ],
              "estimate": [
                -0.03163257397899252,
                -0.0016449918648434314,
                0.018528600762451518,
                -0.003081350768629442,
                0.03612938311659188,
                0.041560134442196715,
                0.009732786147676462,
                -0.008321332689247242,
                -0.010547575882673773,
                0.011314748788068908,
                0.015160076758520847,
                0.017266010025975515,
                0.031223147201929348,
                0.00883892868633615,
                0.0020078910849583445,
                -0.00791780761037158,
                0.00154209826457909,
                0.0006808227726780459,
                -0.020029315021160624,
                0.01780563418859259,
                -0.004546509960680036,
                -0.0009362208314056347,
                -0.0003996714849216081,
                -0.007267244929769404,
                -0.007376506742279731,
                -0.005966514143638377,
                -0.005353315864865899,
                -0.004134003546584568,
                0.005379478716776906,
                -0.02740361791721095,
                -0.06927468125481796,
                -0.07014382142388512,
                -0.09939268688718958
              ],
              "n": [
                1.0,
                1.0,
                4.0,
                13.0,
                24.0,
                35.0,
                39.0,
                48.0,
                55.0,
                63.0,
                80.0,
                87.0,
                92.0,
                109.0,
                116.0,
                127.0,
                144.0,
                153.0,
                162.0,
                168.0,
                178.0,
                203.0,
                225.0,
                240.0,
                266.0,
                289.0,
                330.0,
                330.0,
                293.0,
                265.0,
                249.0,
                231.0,
                205.0
              ]
            },
            "sdid_pre_gap_correction": [],
            "diagnostics": {
              "converged": true,
              "iterations": 100,
              "termination_reason": "Relative objective tolerance reached",
              "objective": 0.17789627018054233,
              "lambda_l": 0.00036425172863535713,
              "singular_values": [
                51.44771051339732,
                36.222680276336256,
                29.468714169351763,
                25.3403617253245,
                23.941337825440712,
                21.025876729177433,
                16.79636874661285,
                15.602510721474912,
                14.803426004170456,
                12.822026448199468,
                10.045459163774405,
                9.787031889921677,
                8.697447654706652,
                6.934054241562768,
                5.559341235459916,
                4.070183805569391,
                3.2474234540565963,
                2.3114047852087953,
                1.3984092803832713,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0
              ],
              "history_objective": [
                0.17990573712165536,
                0.17876197469463218,
                0.17834140999972042,
                0.1781447207278685,
                0.17804538817151283,
                0.17799088539721442,
                0.1779587576271256,
                0.17793881929223182,
                0.17792595056068927,
                0.17791738436833798,
                0.17791153797671583,
                0.17790746427338527,
                0.17790457552794464,
                0.17790249597300578,
                0.17790097925324888,
                0.17789986033503574,
                0.17789902655883463,
                0.1778983997262551,
                0.17789792474796506,
                0.17789756229668763,
                0.17789728396203913,
                0.17789706900026894,
                0.17789690211978854,
                0.17789677195072737,
                0.17789666997336262,
                0.17789658975877587,
                0.17789652642488096,
                0.17789647624277682,
                0.1778964363493009,
                0.17789640453536534,
                0.17789637908892164,
                0.17789635867761586,
                0.17789634226057613,
                0.17789632902170505,
                0.1778963183189507,
                0.17789630964557496,
                0.17789630260039418,
                0.17789629686487732,
                0.17789629218540398,
                0.1778962883594944,
                0.177896285225086,
                0.17789628265213397,
                0.17789628053603693,
                0.17789627879246436,
                0.1778962773532713,
                0.17789627616326498,
                0.17789627517765652,
                0.17789627436002325,
                0.17789627368067512,
                0.1778962731153787,
                0.17789627264429905,
                0.17789627225118443,
                0.1778962719226875,
                0.17789627164782823,
                0.1778962714175631,
                0.17789627122442253,
                0.1778962710622318,
                0.1778962709258821,
                0.17789627081113094,
                0.17789627071446035,
                0.1778962706329368,
                0.17789627056412527,
                0.17789627050599097,
                0.1778962704568308,
                0.17789627041522818,
                0.17789627037999153,
                0.1778962703501239,
                0.17789627032478833,
                0.17789627030328348,
                0.17789627028501537,
                0.17789627026949073,
                0.17789627025628602,
                0.17789627024504837,
                0.1778962702354795,
                0.17789627022732818,
                0.17789627022038085,
                0.17789627021445664,
                0.17789627020940124,
                0.17789627020508592,
                0.1778962702014017,
                0.17789627019825388,
                0.17789627019556306,
                0.17789627019326487,
                0.17789627019129722,
                0.17789627018961213,
                0.1778962701881745,
                0.17789627018694,
                0.17789627018588383,
                0.1778962701849781,
                0.17789627018420254,
                0.17789627018353873,
                0.17789627018296983,
                0.17789627018248105,
                0.17789627018206283,
                0.1778962701817033,
                0.17789627018139648,
                0.17789627018113047,
                0.17789627018090387,
                0.1778962701807068,
                0.17789627018054233
              ],
              "history_rmse": [
                0.2653356984341515,
                0.26370582959553385,
                0.26330888940078756,
                0.26312410722958623,
                0.2627981515308616,
                0.26263216303363823,
                0.26253466227829836,
                0.262472407894975,
                0.262430258832718,
                0.26240041064337966,
                0.26237850115577815,
                0.2623619443190153,
                0.2623491325074127,
                0.26233902482658855,
                0.2623309227909363,
                0.26232434264353427,
                0.26231893987837945,
                0.2623144630732524,
                0.26231072475656875,
                0.26230758248967545,
                0.2623049262563242,
                0.26230266985225326,
                0.2623007448759457,
                0.2622990964500484,
                0.2622976801190972,
                0.2622964595623767,
                0.2622954048820491,
                0.26229449130387733,
                0.26229369817859083,
                0.2622930082053654,
                0.26229240682162214,
                0.26229188171882556,
                0.26229142245493153,
                0.2622910201416946,
                0.2622906671905096,
                0.26229035710454407,
                0.262290084307608,
                0.2622898440026294,
                0.26228963205394856,
                0.2622894448890314,
                0.2622892794160845,
                0.262289132954687,
                0.26228900317725623,
                0.26228888805946876,
                0.26228878583814963,
                0.26228869497541246,
                0.26228861412809035,
                0.2622885421215619,
                0.2622884779273048,
                0.2622884206436758,
                0.2622883694793065,
                0.26228832373886124,
                0.26228828281070266,
                0.262288246156244,
                0.2622882133007448,
                0.2622881838253008,
                0.26228815735991956,
                0.26228813357750264,
                0.2622881121885797,
                0.26228809293676164,
                0.2622880755947311,
                0.26228805996079185,
                0.26228804585580456,
                0.26228803312052396,
                0.2622880216132904,
                0.2622880112079591,
                0.26228800179212075,
                0.2622879932655205,
                0.2622879855386765,
                0.26228797853164765,
                0.26228797217297967,
                0.2622879663987295,
                0.26228796115165254,
                0.2622879563804551,
                0.2622879520391428,
                0.26228794808644035,
                0.2622879444852794,
                0.26228794120234644,
                0.2622879382076853,
                0.262287935474337,
                0.262287932978018,
                0.26228793069684514,
                0.26228792861108935,
                0.2622879267029313,
                0.26228792495628767,
                0.2622879233566363,
                0.2622879218908158,
                0.2622879205469421,
                0.2622879193142414,
                0.2622879181829576,
                0.2622879171442443,
                0.2622879161900727,
                0.2622879153131536,
                0.26228791450687156,
                0.26228791376520616,
                0.26228791308268956,
                0.26228791245433347,
                0.2622879118756118,
                0.26228791134238394,
                0.2622879108508972
              ],
              "n_observed": 83941,
              "n_missing": 267593,
              "n_treated_observed": 1573,
              "n_untreated_observed": 82368
            },
            "checks": {
              "scalar_vs_treated_cell_average": 6.938893903907228e-18,
              "native_scalar_vs_unweighted_matrix_average": 2.7755575615628914e-17
            },
            "native_matrix_att": -0.038701914715612976,
            "matrix_preparation": {
              "source_rows": 83997,
              "matrix_shape": [
                8574,
                41
              ],
              "observed_cells": 83941,
              "missing_cells": 267593,
              "repeated_cells": 56,
              "minimum_cell_count": 1,
              "maximum_cell_count": 2,
              "observation_mass": 83997.0,
              "treated_observation_mass": 1574.0,
              "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": 1.5116242920048535,
            "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 17, period 17: 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)": -0.021554538786991286,
          "SE": 0.012795115243670585,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.017390813093452986,
          "SE": 0.01883780213300823,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.03330694035506232,
          "SE": 0.01587336023014488,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": -0.01927011682842492,
          "SE": 0.010651824322622953,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID",
          "Estimate (SDs)": -0.1257423322860072,
          "SE": 0.05937370401437105,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (treated cells)",
          "Estimate (SDs)": -0.10770351002410262,
          "SE": 0.06026898126221719,
          "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)": -0.038653410894144195,
          "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 17, period 17: 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)": -0.021554538786991286,
          "SE": 0.012795115243670585,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": "",
          "lower": -0.04664834752107842,
          "upper": 0.0035392699470958473,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.017390813093452986,
          "SE": 0.01883780213300823,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.05433555291751403,
          "upper": 0.01955392673060806,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.03330694035506232,
          "SE": 0.01587336023014488,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.06443781006563887,
          "upper": -0.002176070644485769,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": -0.01927011682842492,
          "SE": 0.010651824322622953,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.040160498597609964,
          "upper": 0.0016202649407601258,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (equal event-time)",
          "Estimate (SDs)": -0.1257423322860072,
          "SE": 0.05937370401437105,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.2421126537829157,
          "upper": -0.009372010789098717,
          "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)": -0.10770351002410262,
          "SE": 0.06026898126221719,
          "Aggregation": "Treated cells",
          "Event study": "Same CS-DID path",
          "Status": "estimated",
          "Note": "",
          "lower": -0.2258285426829677,
          "upper": 0.01042152263476244,
          "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)": -0.038653410894144195,
          "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 17, period 17: 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": 1791602174.0347772,
    "scalar_ranges": [
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Static TWFE",
        "Estimate (SDs)": -0.021554538786991286,
        "SE": 0.012795115243670585,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": "",
        "lower": -0.04664834752107842,
        "upper": 0.0035392699470958473,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": -0.017390813093452986,
        "SE": 0.01883780213300823,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.05433555291751403,
        "upper": 0.01955392673060806,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": -0.03330694035506232,
        "SE": 0.01587336023014488,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.06443781006563887,
        "upper": -0.002176070644485769,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": -0.01927011682842492,
        "SE": 0.010651824322622953,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.040160498597609964,
        "upper": 0.0016202649407601258,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (equal event-time)",
        "Estimate (SDs)": -0.1257423322860072,
        "SE": 0.05937370401437105,
        "Aggregation": "Equal post-event times",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.2421126537829157,
        "upper": -0.009372010789098717,
        "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)": -0.10770351002410262,
        "SE": 0.06026898126221719,
        "Aggregation": "Treated cells",
        "Event study": "Same CS-DID path",
        "Status": "estimated",
        "Note": "",
        "lower": -0.2258285426829677,
        "upper": 0.01042152263476244,
        "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)": -0.038653410894144195,
        "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 17, period 17: 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"
      }
    ]
  },
  {
    "study_id": 2,
    "specification_id": "S02-P017",
    "source_specification_id": "AM005-P2587-T2-RD-NOOV-M1",
    "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": "Do Powerful Politicians Really Cause Corporate Downsizing?",
    "status": "ready",
    "reason": "",
    "config": "analyses/full-archive/configs/S02-P017.json",
    "input_bytes": 900863,
    "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": "s02-p017",
        "specification_id": "S02-P017",
        "source_specification_id": "AM005-P2587-T2-RD-NOOV-M1",
        "study_id": 2,
        "study": "Do Powerful Politicians Really Cause Corporate Downsizing?",
        "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204",
        "description": "AM005-P2587-T2-RD-NOOV-M1",
        "data": "analyses/full-archive/prepared/S02-P017.parquet",
        "output_dir": "analyses/full-archive/results/S02-P017"
      },
      "source": {
        "file": "S02-P017.parquet",
        "bytes": 900863,
        "sha256": "2bf8c363ff88695ce228edd475b08d5dc22e4fb3706c3e394f3a5df4b902fd26"
      },
      "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": 87865,
            "source_sd": 0.133426199719001,
            "rows": 83423,
            "units": 8642,
            "clusters": 1911,
            "treated_units": 320,
            "never_treated_units": 8322,
            "treated_cohorts": 5,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 83368,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 45,
            "post_adoption_untreated_rows_removed": 3258,
            "units_without_minus_one_removed": 5,
            "additional_rows_removed": 1139
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.02325612733538412,
              "se": 0.013863174184456761,
              "pvalue": 0.09359916507391122,
              "lower": -0.05044467861338843,
              "upper": 0.003932423942620191
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.0033845104048898507,
              "se": 0.01367603806291358,
              "pvalue": 0.8045653754906863,
              "lower": -0.030206049051526653,
              "upper": 0.02343702824174695
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.02489864530828904,
              "se": 0.010629126658667361,
              "pvalue": 0.01925763004718304,
              "lower": -0.04574456063434714,
              "upper": -0.00405272998223094
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": -0.003759562756685654,
              "se": 0.010109668088432637,
              "pvalue": 0.7100249661772873,
              "lower": -0.023586712410055277,
              "upper": 0.016067586896683972
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -26,
                "estimate": 0.020005954196298432,
                "se": 0.016533159226550485,
                "pvalue": 0.2264093271586446,
                "lower": -0.012418989863227755,
                "upper": 0.052430898255824615
              },
              {
                "event_time": -25,
                "estimate": 0.04946262154907366,
                "se": 0.013625301521175194,
                "pvalue": 0.00029065302591832487,
                "lower": 0.022740587752362883,
                "upper": 0.07618465534578443
              },
              {
                "event_time": -24,
                "estimate": 0.06484555939367478,
                "se": 0.05723520287823777,
                "pvalue": 0.25737057873285807,
                "lower": -0.04740450885596731,
                "upper": 0.17709562764331688
              },
              {
                "event_time": -23,
                "estimate": 0.03915115739679818,
                "se": 0.025010458265273514,
                "pvalue": 0.11765680676168647,
                "lower": -0.009899523059498927,
                "upper": 0.08820183785309528
              },
              {
                "event_time": -22,
                "estimate": 0.0817467385365443,
                "se": 0.013112204713928256,
                "pvalue": 5.567281103438874e-10,
                "lower": 0.05603099367978312,
                "upper": 0.10746248339330547
              },
              {
                "event_time": -21,
                "estimate": 0.0859248263830061,
                "se": 0.017062464243046915,
                "pvalue": 5.203732536546366e-07,
                "lower": 0.05246180573357071,
                "upper": 0.11938784703244149
              },
              {
                "event_time": -20,
                "estimate": 0.050021735006329636,
                "se": 0.015651993549176776,
                "pvalue": 0.0014168695620029085,
                "lower": 0.01932493905234724,
                "upper": 0.08071853096031203
              },
              {
                "event_time": -19,
                "estimate": 0.03314207184094498,
                "se": 0.015984569751652074,
                "pvalue": 0.03827079099747179,
                "lower": 0.001793025181999093,
                "upper": 0.06449111849989086
              },
              {
                "event_time": -18,
                "estimate": 0.046173351207042176,
                "se": 0.01727874559440264,
                "pvalue": 0.007598216064088243,
                "lower": 0.012286158103768326,
                "upper": 0.08006054431031603
              },
              {
                "event_time": -17,
                "estimate": 0.05822641949235571,
                "se": 0.012359068666768983,
                "pvalue": 2.6399164094714772e-06,
                "lower": 0.03398773016162707,
                "upper": 0.08246510882308436
              },
              {
                "event_time": -16,
                "estimate": 0.05791872120078844,
                "se": 0.011677431506040718,
                "pvalue": 7.678009495200202e-07,
                "lower": 0.03501686329487391,
                "upper": 0.08082057910670297
              },
              {
                "event_time": -15,
                "estimate": 0.046439069383565464,
                "se": 0.015576623258361481,
                "pvalue": 0.002906270625261841,
                "lower": 0.015890090155349038,
                "upper": 0.07698804861178189
              },
              {
                "event_time": -14,
                "estimate": 0.06568140352069038,
                "se": 0.01704986977492979,
                "pvalue": 0.00012086910200916282,
                "lower": 0.03224308322758505,
                "upper": 0.09911972381379572
              },
              {
                "event_time": -13,
                "estimate": 0.03982347203820335,
                "se": 0.012275943645981766,
                "pvalue": 0.0011988804918008401,
                "lower": 0.015747808062280703,
                "upper": 0.063899136014126
              },
              {
                "event_time": -12,
                "estimate": 0.038117665478608086,
                "se": 0.012097712346975837,
                "pvalue": 0.0016533812731604491,
                "lower": 0.014391549935669937,
                "upper": 0.06184378102154624
              },
              {
                "event_time": -11,
                "estimate": 0.027884549475871264,
                "se": 0.011880480386445137,
                "pvalue": 0.01902234622030212,
                "lower": 0.00458447072793583,
                "upper": 0.0511846282238067
              },
              {
                "event_time": -10,
                "estimate": 0.034072980917970286,
                "se": 0.011405151872275244,
                "pvalue": 0.002848452276119706,
                "lower": 0.011705119677328055,
                "upper": 0.05644084215861252
              },
              {
                "event_time": -9,
                "estimate": 0.0356554219284654,
                "se": 0.01340609082352097,
                "pvalue": 0.00788772838257833,
                "lower": 0.00936330563943056,
                "upper": 0.06194753821750024
              },
              {
                "event_time": -8,
                "estimate": 0.011511263664883193,
                "se": 0.012020728753124217,
                "pvalue": 0.33837672099052574,
                "lower": -0.012063871131427208,
                "upper": 0.035086398461193595
              },
              {
                "event_time": -7,
                "estimate": 0.05112970093353818,
                "se": 0.016745815887139675,
                "pvalue": 0.002294766399815641,
                "lower": 0.018287693188299897,
                "upper": 0.08397170867877646
              },
              {
                "event_time": -6,
                "estimate": 0.026418063144995615,
                "se": 0.01219834031738577,
                "pvalue": 0.03045678126064501,
                "lower": 0.0024945953436865467,
                "upper": 0.05034153094630468
              },
              {
                "event_time": -5,
                "estimate": 0.022888063081070917,
                "se": 0.02242562949041857,
                "pvalue": 0.3075634022609863,
                "lower": -0.021093233642833973,
                "upper": 0.06686935980497581
              },
              {
                "event_time": -4,
                "estimate": 0.0149980516362923,
                "se": 0.01687727689393053,
                "pvalue": 0.3743012134509804,
                "lower": -0.01810177832748224,
                "upper": 0.048097881600066845
              },
              {
                "event_time": -3,
                "estimate": 0.016024056960471805,
                "se": 0.015446693841066441,
                "pvalue": 0.29969114081057413,
                "lower": -0.01427010381292003,
                "upper": 0.04631821773386364
              },
              {
                "event_time": -2,
                "estimate": 0.001703394565550641,
                "se": 0.01561253688815689,
                "pvalue": 0.9131312425426704,
                "lower": -0.02891601871710957,
                "upper": 0.03232280784821085
              },
              {
                "event_time": 0,
                "estimate": -0.0033845104048898507,
                "se": 0.01367603806291358,
                "pvalue": 0.8045653754906863,
                "lower": -0.030206049051526653,
                "upper": 0.02343702824174695
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -26,
                "estimate": -0.024459204360640974,
                "se": 0.010779326241776606,
                "pvalue": 0.023374283738739912,
                "lower": -0.04559969212826005,
                "upper": -0.003318716593021895
              },
              {
                "event_time": -25,
                "estimate": 0.003012854229257317,
                "se": 0.007402949622348628,
                "pvalue": 0.6840681015824024,
                "lower": -0.011505860802209012,
                "upper": 0.017531569260723648
              },
              {
                "event_time": -24,
                "estimate": 0.022145241948692808,
                "se": 0.045999877058741374,
                "pvalue": 0.6302734652993999,
                "lower": -0.06807002906735787,
                "upper": 0.1123605129647435
              },
              {
                "event_time": -23,
                "estimate": 0.0008326256308375823,
                "se": 0.0172913330124062,
                "pvalue": 0.9615995226304969,
                "lower": -0.03307925400203576,
                "upper": 0.03474450526371092
              },
              {
                "event_time": -22,
                "estimate": 0.04134946896812532,
                "se": 0.00681953647952651,
                "pvalue": 1.6022947264639586e-09,
                "lower": 0.02797494775106445,
                "upper": 0.0547239901851862
              },
              {
                "event_time": -21,
                "estimate": 0.04604642059744569,
                "se": 0.01313745642990526,
                "pvalue": 0.00046718489643632626,
                "lower": 0.020281151903966937,
                "upper": 0.07181168929092444
              },
              {
                "event_time": -20,
                "estimate": 0.013180688997647919,
                "se": 0.00929097494133247,
                "pvalue": 0.15616274127129795,
                "lower": -0.005040834100452696,
                "upper": 0.03140221209574853
              },
              {
                "event_time": -19,
                "estimate": -0.0033142905390088776,
                "se": 0.010036964145109097,
                "pvalue": 0.7412786636503786,
                "lower": -0.022998852725405645,
                "upper": 0.016370271647387892
              },
              {
                "event_time": -18,
                "estimate": 0.00884362360421802,
                "se": 0.012578250819427752,
                "pvalue": 0.4820862809043746,
                "lower": -0.015824927251547785,
                "upper": 0.03351217445998382
              },
              {
                "event_time": -17,
                "estimate": 0.021493613395233976,
                "se": 0.0072297679284385,
                "pvalue": 0.0029866021889941303,
                "lower": 0.007314543476974574,
                "upper": 0.03567268331349338
              },
              {
                "event_time": -16,
                "estimate": 0.021817779930338843,
                "se": 0.006210301527163829,
                "pvalue": 0.0004531124668700893,
                "lower": 0.009638094435766178,
                "upper": 0.033997465424911506
              },
              {
                "event_time": -15,
                "estimate": 0.011510567853489554,
                "se": 0.009734043701168303,
                "pvalue": 0.2371520552833504,
                "lower": -0.007579904702808346,
                "upper": 0.030601040409787457
              },
              {
                "event_time": -14,
                "estimate": 0.03057395708667708,
                "se": 0.010311822766868945,
                "pvalue": 0.0030649113153169696,
                "lower": 0.010350340306253942,
                "upper": 0.050797573867100224
              },
              {
                "event_time": -13,
                "estimate": 0.006906855341434219,
                "se": 0.005001588744317019,
                "pvalue": 0.16746133520133644,
                "lower": -0.002902294441796408,
                "upper": 0.016716005124664847
              },
              {
                "event_time": -12,
                "estimate": 0.006091413343101892,
                "se": 0.006053308810637158,
                "pvalue": 0.3144012325186432,
                "lower": -0.0057803769705572815,
                "upper": 0.017963203656761066
              },
              {
                "event_time": -11,
                "estimate": -0.0031744396462666923,
                "se": 0.006401378409545397,
                "pvalue": 0.6200224518431536,
                "lower": -0.01572886641910283,
                "upper": 0.009379987126569444
              },
              {
                "event_time": -10,
                "estimate": 0.0037372383347545604,
                "se": 0.006462115313771547,
                "pvalue": 0.5631091922408495,
                "lower": -0.008936306066775253,
                "upper": 0.016410782736284376
              },
              {
                "event_time": -9,
                "estimate": 0.0064939649518392815,
                "se": 0.007814439542763119,
                "pvalue": 0.4060655208710108,
                "lower": -0.008831766903675535,
                "upper": 0.0218196968073541
              },
              {
                "event_time": -8,
                "estimate": -0.013870081083857148,
                "se": 0.0065099345160182,
                "pvalue": 0.0332493551185805,
                "lower": -0.02663740882930643,
                "upper": -0.0011027533384078674
              },
              {
                "event_time": -7,
                "estimate": 0.023717744973796133,
                "se": 0.011157933562524876,
                "pvalue": 0.03366127566573227,
                "lower": 0.0018347299597161783,
                "upper": 0.04560075998787609
              },
              {
                "event_time": -6,
                "estimate": -0.0007066175909254686,
                "se": 0.008519459397790008,
                "pvalue": 0.9339066672967471,
                "lower": -0.01741503916997425,
                "upper": 0.016001803988123314
              },
              {
                "event_time": -5,
                "estimate": -0.002983374662303268,
                "se": 0.0157029482311345,
                "pvalue": 0.8493385760670957,
                "lower": -0.03378010328429003,
                "upper": 0.027813353959683495
              },
              {
                "event_time": -4,
                "estimate": -0.00590132192774452,
                "se": 0.012488796000591423,
                "pvalue": 0.6366030252966243,
                "lower": -0.030394433385820072,
                "upper": 0.01859178953033103
              },
              {
                "event_time": -3,
                "estimate": -0.005496211294743901,
                "se": 0.00916331056939628,
                "pvalue": 0.5487064902119042,
                "lower": -0.02346735816034698,
                "upper": 0.012474935570859179
              },
              {
                "event_time": -2,
                "estimate": -0.01567834615780008,
                "se": 0.010904183227812959,
                "pvalue": 0.15064651350153777,
                "lower": -0.03706370429364064,
                "upper": 0.00570701197804048
              },
              {
                "event_time": -1,
                "estimate": -0.020816423822314283,
                "se": 0.006962179826069764,
                "pvalue": 0.002826076974606239,
                "lower": -0.03447069813851068,
                "upper": -0.007162149506117883
              },
              {
                "event_time": 0,
                "estimate": -0.02489864530828904,
                "se": 0.010629126658667361,
                "pvalue": 0.01925763004718304,
                "lower": -0.04574456063434714,
                "upper": -0.00405272998223094
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -26,
                "estimate": 0.06310767142843189,
                "se": 0.020643822423305983,
                "pvalue": 0.0022668127374037617,
                "lower": 0.022620866814856012,
                "upper": 0.10359447604200778
              },
              {
                "event_time": -25,
                "estimate": 0.09284455447269559,
                "se": 0.01830414777805989,
                "pvalue": 4.310581039462415e-07,
                "lower": 0.05694633564904951,
                "upper": 0.12874277329634165
              },
              {
                "event_time": -24,
                "estimate": 0.08063782392858122,
                "se": 0.03512323574963359,
                "pvalue": 0.021792090639686894,
                "lower": 0.011753895650523052,
                "upper": 0.14952175220663938
              },
              {
                "event_time": -23,
                "estimate": 0.037990759535603935,
                "se": 0.01858017243026714,
                "pvalue": 0.04102189875203251,
                "lower": 0.0015511992911060382,
                "upper": 0.07443031978010184
              },
              {
                "event_time": -22,
                "estimate": 0.07823823722825171,
                "se": 0.017484000860129936,
                "pvalue": 8.097054932807173e-06,
                "lower": 0.043948496105090475,
                "upper": 0.11252797835141296
              },
              {
                "event_time": -21,
                "estimate": 0.08145409205229302,
                "se": 0.01950953251548886,
                "pvalue": 3.1125965965717595e-05,
                "lower": 0.04319186450256056,
                "upper": 0.11971631960202549
              },
              {
                "event_time": -20,
                "estimate": 0.04516529432044003,
                "se": 0.019258988083265118,
                "pvalue": 0.01912108538396091,
                "lower": 0.007394436211233764,
                "upper": 0.0829361524296463
              },
              {
                "event_time": -19,
                "estimate": 0.02876091224697405,
                "se": 0.01984346131738531,
                "pvalue": 0.14739289381512358,
                "lower": -0.010156218734884617,
                "upper": 0.06767804322883271
              },
              {
                "event_time": -18,
                "estimate": 0.04230367007018175,
                "se": 0.021325483400296028,
                "pvalue": 0.04743064158007171,
                "lower": 0.00047998732317754145,
                "upper": 0.08412735281718596
              },
              {
                "event_time": -17,
                "estimate": 0.05529759823761482,
                "se": 0.01694203349548855,
                "pvalue": 0.0011181934543083051,
                "lower": 0.022070767187464,
                "upper": 0.08852442928776563
              },
              {
                "event_time": -16,
                "estimate": 0.056132190993031746,
                "se": 0.014142658880543554,
                "pvalue": 7.484530295043581e-05,
                "lower": 0.028395512432641202,
                "upper": 0.08386886955342229
              },
              {
                "event_time": -15,
                "estimate": 0.04574636157291386,
                "se": 0.013684674240025771,
                "pvalue": 0.000845116222962041,
                "lower": 0.01890788559712455,
                "upper": 0.07258483754870318
              },
              {
                "event_time": -14,
                "estimate": 0.06571393793963207,
                "se": 0.013811485556681699,
                "pvalue": 2.1027376192610386e-06,
                "lower": 0.03862675874914921,
                "upper": 0.09280111713011492
              },
              {
                "event_time": -13,
                "estimate": 0.039420477324678405,
                "se": 0.013378489501187517,
                "pvalue": 0.003252255846354556,
                "lower": 0.01318249293629047,
                "upper": 0.06565846171306634
              },
              {
                "event_time": -12,
                "estimate": 0.038899499599903756,
                "se": 0.013271327322248111,
                "pvalue": 0.0034178448723094766,
                "lower": 0.012871682403992085,
                "upper": 0.06492731679581543
              },
              {
                "event_time": -11,
                "estimate": 0.029899487581360455,
                "se": 0.01315993849496371,
                "pvalue": 0.023196772937979716,
                "lower": 0.004090126909338833,
                "upper": 0.05570884825338208
              },
              {
                "event_time": -10,
                "estimate": 0.033168462697118484,
                "se": 0.014146277961417932,
                "pvalue": 0.019145457517067935,
                "lower": 0.005424686370760129,
                "upper": 0.06091223902347684
              },
              {
                "event_time": -9,
                "estimate": 0.03468220094544448,
                "se": 0.015043961433616478,
                "pvalue": 0.021251436610356816,
                "lower": 0.00517788170225171,
                "upper": 0.06418652018863726
              },
              {
                "event_time": -8,
                "estimate": 0.010765414466701158,
                "se": 0.01202667691282292,
                "pvalue": 0.370831490954167,
                "lower": -0.012821385900771094,
                "upper": 0.03435221483417341
              },
              {
                "event_time": -7,
                "estimate": 0.04910070599521444,
                "se": 0.012191759501300813,
                "pvalue": 5.8611646993167495e-05,
                "lower": 0.025190144535064785,
                "upper": 0.0730112674553641
              },
              {
                "event_time": -6,
                "estimate": 0.02400072059599169,
                "se": 0.013793708240114054,
                "pvalue": 0.08202431031413966,
                "lower": -0.0030515936006121555,
                "upper": 0.051053034792595535
              },
              {
                "event_time": -5,
                "estimate": 0.0211219592775291,
                "se": 0.016661293002287327,
                "pvalue": 0.20505023252662963,
                "lower": -0.011554281612413557,
                "upper": 0.053798200167471756
              },
              {
                "event_time": -4,
                "estimate": 0.015017802015876144,
                "se": 0.012793739411843107,
                "pvalue": 0.2406054978879338,
                "lower": -0.010073366529515074,
                "upper": 0.04010897056126736
              },
              {
                "event_time": -3,
                "estimate": 0.015422820964112577,
                "se": 0.011408123730963506,
                "pvalue": 0.17656236567512335,
                "lower": -0.006950868705954382,
                "upper": 0.037796510634179534
              },
              {
                "event_time": -2,
                "estimate": 0.0012220306351652579,
                "se": 0.009661386104163472,
                "pvalue": 0.8993604982803142,
                "lower": -0.017725945348874513,
                "upper": 0.020170006619205032
              },
              {
                "event_time": 0,
                "estimate": -0.003759562756685654,
                "se": 0.010109668088432637,
                "pvalue": 0.7100249661772873,
                "lower": -0.023586712410055277,
                "upper": 0.016067586896683972
              }
            ]
          },
          "target": {
            "event_times": [
              0.0
            ],
            "weights": [
              1.0
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 6.938893903907228e-18,
            "package_aggregate_vs_estimable_cell_weights": 1.3877787807814457e-17
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "status": "not_identified",
            "pvalue": null,
            "reason": "No identified positive-event-time cohort deviations remain to test."
          }
        }
      },
      "code_sha256": {
        "replication_engine.py": "cd3acc93d19b09e121e2366dbaaccd6cc5c4f902ca3ac3d3c1c27b3cc1d436f0",
        "reference_f_test.py": "5f044e72270f04daf518d8b9667920b0bdce87bdaa9b134f2625697b9eff1909",
        "sparse_did2s.py": "16f2083b77e2a6a0fd9a4dda23961f99f24def371aa785b956cc08b5c86929f3",
        "frequency.py": "f8b8062ee5e78fff474749beed9c4a3c20ced533b2e327a18f101ff35bca26b2",
        "sparse_models.py": "fd6fc12f18694fa56b8e0a68bec3d72bf57339ae0aecab45d7f13a834468feec"
      }
    },
    "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": "s02-p017",
        "specification_id": "S02-P017",
        "source_specification_id": "AM005-P2587-T2-RD-NOOV-M1",
        "study_id": 2,
        "study": "Do Powerful Politicians Really Cause Corporate Downsizing?",
        "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204",
        "description": "AM005-P2587-T2-RD-NOOV-M1",
        "data": "analyses/full-archive/prepared/S02-P017.parquet",
        "output_dir": "analyses/archive-expanded/fits/S02-P017"
      },
      "options": {
        "output_dir": "analyses/archive-expanded/fits/S02-P017",
        "regression_results": "analyses/archive-expanded/baselines/S02-P017.json",
        "display_window": [
          -10,
          10
        ],
        "timeout_seconds": 3600
      },
      "source": {
        "file": "S02-P017.parquet",
        "bytes": 900863,
        "sha256": "2bf8c363ff88695ce228edd475b08d5dc22e4fb3706c3e394f3a5df4b902fd26"
      },
      "regressions": {
        "y__d": {
          "sample": {
            "outcome": "y",
            "treatment": "d",
            "source_rows": 87865,
            "source_sd": 0.133426199719001,
            "rows": 83423,
            "units": 8642,
            "clusters": 1911,
            "treated_units": 320,
            "never_treated_units": 8322,
            "treated_cohorts": 5,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 83368,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 45,
            "post_adoption_untreated_rows_removed": 3258,
            "units_without_minus_one_removed": 5,
            "additional_rows_removed": 1139
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.02325612733538412,
              "se": 0.013863174184456761,
              "pvalue": 0.09359916507391122,
              "lower": -0.05044467861338843,
              "upper": 0.003932423942620191
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.0033845104048898507,
              "se": 0.01367603806291358,
              "pvalue": 0.8045653754906863,
              "lower": -0.030206049051526653,
              "upper": 0.02343702824174695
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.02489864530828904,
              "se": 0.010629126658667361,
              "pvalue": 0.01925763004718304,
              "lower": -0.04574456063434714,
              "upper": -0.00405272998223094
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": -0.003759562756685654,
              "se": 0.010109668088432637,
              "pvalue": 0.7100249661772873,
              "lower": -0.023586712410055277,
              "upper": 0.016067586896683972
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -26,
                "estimate": 0.020005954196298432,
                "se": 0.016533159226550485,
                "pvalue": 0.2264093271586446,
                "lower": -0.012418989863227755,
                "upper": 0.052430898255824615
              },
              {
                "event_time": -25,
                "estimate": 0.04946262154907366,
                "se": 0.013625301521175194,
                "pvalue": 0.00029065302591832487,
                "lower": 0.022740587752362883,
                "upper": 0.07618465534578443
              },
              {
                "event_time": -24,
                "estimate": 0.06484555939367478,
                "se": 0.05723520287823777,
                "pvalue": 0.25737057873285807,
                "lower": -0.04740450885596731,
                "upper": 0.17709562764331688
              },
              {
                "event_time": -23,
                "estimate": 0.03915115739679818,
                "se": 0.025010458265273514,
                "pvalue": 0.11765680676168647,
                "lower": -0.009899523059498927,
                "upper": 0.08820183785309528
              },
              {
                "event_time": -22,
                "estimate": 0.0817467385365443,
                "se": 0.013112204713928256,
                "pvalue": 5.567281103438874e-10,
                "lower": 0.05603099367978312,
                "upper": 0.10746248339330547
              },
              {
                "event_time": -21,
                "estimate": 0.0859248263830061,
                "se": 0.017062464243046915,
                "pvalue": 5.203732536546366e-07,
                "lower": 0.05246180573357071,
                "upper": 0.11938784703244149
              },
              {
                "event_time": -20,
                "estimate": 0.050021735006329636,
                "se": 0.015651993549176776,
                "pvalue": 0.0014168695620029085,
                "lower": 0.01932493905234724,
                "upper": 0.08071853096031203
              },
              {
                "event_time": -19,
                "estimate": 0.03314207184094498,
                "se": 0.015984569751652074,
                "pvalue": 0.03827079099747179,
                "lower": 0.001793025181999093,
                "upper": 0.06449111849989086
              },
              {
                "event_time": -18,
                "estimate": 0.046173351207042176,
                "se": 0.01727874559440264,
                "pvalue": 0.007598216064088243,
                "lower": 0.012286158103768326,
                "upper": 0.08006054431031603
              },
              {
                "event_time": -17,
                "estimate": 0.05822641949235571,
                "se": 0.012359068666768983,
                "pvalue": 2.6399164094714772e-06,
                "lower": 0.03398773016162707,
                "upper": 0.08246510882308436
              },
              {
                "event_time": -16,
                "estimate": 0.05791872120078844,
                "se": 0.011677431506040718,
                "pvalue": 7.678009495200202e-07,
                "lower": 0.03501686329487391,
                "upper": 0.08082057910670297
              },
              {
                "event_time": -15,
                "estimate": 0.046439069383565464,
                "se": 0.015576623258361481,
                "pvalue": 0.002906270625261841,
                "lower": 0.015890090155349038,
                "upper": 0.07698804861178189
              },
              {
                "event_time": -14,
                "estimate": 0.06568140352069038,
                "se": 0.01704986977492979,
                "pvalue": 0.00012086910200916282,
                "lower": 0.03224308322758505,
                "upper": 0.09911972381379572
              },
              {
                "event_time": -13,
                "estimate": 0.03982347203820335,
                "se": 0.012275943645981766,
                "pvalue": 0.0011988804918008401,
                "lower": 0.015747808062280703,
                "upper": 0.063899136014126
              },
              {
                "event_time": -12,
                "estimate": 0.038117665478608086,
                "se": 0.012097712346975837,
                "pvalue": 0.0016533812731604491,
                "lower": 0.014391549935669937,
                "upper": 0.06184378102154624
              },
              {
                "event_time": -11,
                "estimate": 0.027884549475871264,
                "se": 0.011880480386445137,
                "pvalue": 0.01902234622030212,
                "lower": 0.00458447072793583,
                "upper": 0.0511846282238067
              },
              {
                "event_time": -10,
                "estimate": 0.034072980917970286,
                "se": 0.011405151872275244,
                "pvalue": 0.002848452276119706,
                "lower": 0.011705119677328055,
                "upper": 0.05644084215861252
              },
              {
                "event_time": -9,
                "estimate": 0.0356554219284654,
                "se": 0.01340609082352097,
                "pvalue": 0.00788772838257833,
                "lower": 0.00936330563943056,
                "upper": 0.06194753821750024
              },
              {
                "event_time": -8,
                "estimate": 0.011511263664883193,
                "se": 0.012020728753124217,
                "pvalue": 0.33837672099052574,
                "lower": -0.012063871131427208,
                "upper": 0.035086398461193595
              },
              {
                "event_time": -7,
                "estimate": 0.05112970093353818,
                "se": 0.016745815887139675,
                "pvalue": 0.002294766399815641,
                "lower": 0.018287693188299897,
                "upper": 0.08397170867877646
              },
              {
                "event_time": -6,
                "estimate": 0.026418063144995615,
                "se": 0.01219834031738577,
                "pvalue": 0.03045678126064501,
                "lower": 0.0024945953436865467,
                "upper": 0.05034153094630468
              },
              {
                "event_time": -5,
                "estimate": 0.022888063081070917,
                "se": 0.02242562949041857,
                "pvalue": 0.3075634022609863,
                "lower": -0.021093233642833973,
                "upper": 0.06686935980497581
              },
              {
                "event_time": -4,
                "estimate": 0.0149980516362923,
                "se": 0.01687727689393053,
                "pvalue": 0.3743012134509804,
                "lower": -0.01810177832748224,
                "upper": 0.048097881600066845
              },
              {
                "event_time": -3,
                "estimate": 0.016024056960471805,
                "se": 0.015446693841066441,
                "pvalue": 0.29969114081057413,
                "lower": -0.01427010381292003,
                "upper": 0.04631821773386364
              },
              {
                "event_time": -2,
                "estimate": 0.001703394565550641,
                "se": 0.01561253688815689,
                "pvalue": 0.9131312425426704,
                "lower": -0.02891601871710957,
                "upper": 0.03232280784821085
              },
              {
                "event_time": 0,
                "estimate": -0.0033845104048898507,
                "se": 0.01367603806291358,
                "pvalue": 0.8045653754906863,
                "lower": -0.030206049051526653,
                "upper": 0.02343702824174695
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -26,
                "estimate": -0.024459204360640974,
                "se": 0.010779326241776606,
                "pvalue": 0.023374283738739912,
                "lower": -0.04559969212826005,
                "upper": -0.003318716593021895
              },
              {
                "event_time": -25,
                "estimate": 0.003012854229257317,
                "se": 0.007402949622348628,
                "pvalue": 0.6840681015824024,
                "lower": -0.011505860802209012,
                "upper": 0.017531569260723648
              },
              {
                "event_time": -24,
                "estimate": 0.022145241948692808,
                "se": 0.045999877058741374,
                "pvalue": 0.6302734652993999,
                "lower": -0.06807002906735787,
                "upper": 0.1123605129647435
              },
              {
                "event_time": -23,
                "estimate": 0.0008326256308375823,
                "se": 0.0172913330124062,
                "pvalue": 0.9615995226304969,
                "lower": -0.03307925400203576,
                "upper": 0.03474450526371092
              },
              {
                "event_time": -22,
                "estimate": 0.04134946896812532,
                "se": 0.00681953647952651,
                "pvalue": 1.6022947264639586e-09,
                "lower": 0.02797494775106445,
                "upper": 0.0547239901851862
              },
              {
                "event_time": -21,
                "estimate": 0.04604642059744569,
                "se": 0.01313745642990526,
                "pvalue": 0.00046718489643632626,
                "lower": 0.020281151903966937,
                "upper": 0.07181168929092444
              },
              {
                "event_time": -20,
                "estimate": 0.013180688997647919,
                "se": 0.00929097494133247,
                "pvalue": 0.15616274127129795,
                "lower": -0.005040834100452696,
                "upper": 0.03140221209574853
              },
              {
                "event_time": -19,
                "estimate": -0.0033142905390088776,
                "se": 0.010036964145109097,
                "pvalue": 0.7412786636503786,
                "lower": -0.022998852725405645,
                "upper": 0.016370271647387892
              },
              {
                "event_time": -18,
                "estimate": 0.00884362360421802,
                "se": 0.012578250819427752,
                "pvalue": 0.4820862809043746,
                "lower": -0.015824927251547785,
                "upper": 0.03351217445998382
              },
              {
                "event_time": -17,
                "estimate": 0.021493613395233976,
                "se": 0.0072297679284385,
                "pvalue": 0.0029866021889941303,
                "lower": 0.007314543476974574,
                "upper": 0.03567268331349338
              },
              {
                "event_time": -16,
                "estimate": 0.021817779930338843,
                "se": 0.006210301527163829,
                "pvalue": 0.0004531124668700893,
                "lower": 0.009638094435766178,
                "upper": 0.033997465424911506
              },
              {
                "event_time": -15,
                "estimate": 0.011510567853489554,
                "se": 0.009734043701168303,
                "pvalue": 0.2371520552833504,
                "lower": -0.007579904702808346,
                "upper": 0.030601040409787457
              },
              {
                "event_time": -14,
                "estimate": 0.03057395708667708,
                "se": 0.010311822766868945,
                "pvalue": 0.0030649113153169696,
                "lower": 0.010350340306253942,
                "upper": 0.050797573867100224
              },
              {
                "event_time": -13,
                "estimate": 0.006906855341434219,
                "se": 0.005001588744317019,
                "pvalue": 0.16746133520133644,
                "lower": -0.002902294441796408,
                "upper": 0.016716005124664847
              },
              {
                "event_time": -12,
                "estimate": 0.006091413343101892,
                "se": 0.006053308810637158,
                "pvalue": 0.3144012325186432,
                "lower": -0.0057803769705572815,
                "upper": 0.017963203656761066
              },
              {
                "event_time": -11,
                "estimate": -0.0031744396462666923,
                "se": 0.006401378409545397,
                "pvalue": 0.6200224518431536,
                "lower": -0.01572886641910283,
                "upper": 0.009379987126569444
              },
              {
                "event_time": -10,
                "estimate": 0.0037372383347545604,
                "se": 0.006462115313771547,
                "pvalue": 0.5631091922408495,
                "lower": -0.008936306066775253,
                "upper": 0.016410782736284376
              },
              {
                "event_time": -9,
                "estimate": 0.0064939649518392815,
                "se": 0.007814439542763119,
                "pvalue": 0.4060655208710108,
                "lower": -0.008831766903675535,
                "upper": 0.0218196968073541
              },
              {
                "event_time": -8,
                "estimate": -0.013870081083857148,
                "se": 0.0065099345160182,
                "pvalue": 0.0332493551185805,
                "lower": -0.02663740882930643,
                "upper": -0.0011027533384078674
              },
              {
                "event_time": -7,
                "estimate": 0.023717744973796133,
                "se": 0.011157933562524876,
                "pvalue": 0.03366127566573227,
                "lower": 0.0018347299597161783,
                "upper": 0.04560075998787609
              },
              {
                "event_time": -6,
                "estimate": -0.0007066175909254686,
                "se": 0.008519459397790008,
                "pvalue": 0.9339066672967471,
                "lower": -0.01741503916997425,
                "upper": 0.016001803988123314
              },
              {
                "event_time": -5,
                "estimate": -0.002983374662303268,
                "se": 0.0157029482311345,
                "pvalue": 0.8493385760670957,
                "lower": -0.03378010328429003,
                "upper": 0.027813353959683495
              },
              {
                "event_time": -4,
                "estimate": -0.00590132192774452,
                "se": 0.012488796000591423,
                "pvalue": 0.6366030252966243,
                "lower": -0.030394433385820072,
                "upper": 0.01859178953033103
              },
              {
                "event_time": -3,
                "estimate": -0.005496211294743901,
                "se": 0.00916331056939628,
                "pvalue": 0.5487064902119042,
                "lower": -0.02346735816034698,
                "upper": 0.012474935570859179
              },
              {
                "event_time": -2,
                "estimate": -0.01567834615780008,
                "se": 0.010904183227812959,
                "pvalue": 0.15064651350153777,
                "lower": -0.03706370429364064,
                "upper": 0.00570701197804048
              },
              {
                "event_time": -1,
                "estimate": -0.020816423822314283,
                "se": 0.006962179826069764,
                "pvalue": 0.002826076974606239,
                "lower": -0.03447069813851068,
                "upper": -0.007162149506117883
              },
              {
                "event_time": 0,
                "estimate": -0.02489864530828904,
                "se": 0.010629126658667361,
                "pvalue": 0.01925763004718304,
                "lower": -0.04574456063434714,
                "upper": -0.00405272998223094
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -26,
                "estimate": 0.06310767142843189,
                "se": 0.020643822423305983,
                "pvalue": 0.0022668127374037617,
                "lower": 0.022620866814856012,
                "upper": 0.10359447604200778
              },
              {
                "event_time": -25,
                "estimate": 0.09284455447269559,
                "se": 0.01830414777805989,
                "pvalue": 4.310581039462415e-07,
                "lower": 0.05694633564904951,
                "upper": 0.12874277329634165
              },
              {
                "event_time": -24,
                "estimate": 0.08063782392858122,
                "se": 0.03512323574963359,
                "pvalue": 0.021792090639686894,
                "lower": 0.011753895650523052,
                "upper": 0.14952175220663938
              },
              {
                "event_time": -23,
                "estimate": 0.037990759535603935,
                "se": 0.01858017243026714,
                "pvalue": 0.04102189875203251,
                "lower": 0.0015511992911060382,
                "upper": 0.07443031978010184
              },
              {
                "event_time": -22,
                "estimate": 0.07823823722825171,
                "se": 0.017484000860129936,
                "pvalue": 8.097054932807173e-06,
                "lower": 0.043948496105090475,
                "upper": 0.11252797835141296
              },
              {
                "event_time": -21,
                "estimate": 0.08145409205229302,
                "se": 0.01950953251548886,
                "pvalue": 3.1125965965717595e-05,
                "lower": 0.04319186450256056,
                "upper": 0.11971631960202549
              },
              {
                "event_time": -20,
                "estimate": 0.04516529432044003,
                "se": 0.019258988083265118,
                "pvalue": 0.01912108538396091,
                "lower": 0.007394436211233764,
                "upper": 0.0829361524296463
              },
              {
                "event_time": -19,
                "estimate": 0.02876091224697405,
                "se": 0.01984346131738531,
                "pvalue": 0.14739289381512358,
                "lower": -0.010156218734884617,
                "upper": 0.06767804322883271
              },
              {
                "event_time": -18,
                "estimate": 0.04230367007018175,
                "se": 0.021325483400296028,
                "pvalue": 0.04743064158007171,
                "lower": 0.00047998732317754145,
                "upper": 0.08412735281718596
              },
              {
                "event_time": -17,
                "estimate": 0.05529759823761482,
                "se": 0.01694203349548855,
                "pvalue": 0.0011181934543083051,
                "lower": 0.022070767187464,
                "upper": 0.08852442928776563
              },
              {
                "event_time": -16,
                "estimate": 0.056132190993031746,
                "se": 0.014142658880543554,
                "pvalue": 7.484530295043581e-05,
                "lower": 0.028395512432641202,
                "upper": 0.08386886955342229
              },
              {
                "event_time": -15,
                "estimate": 0.04574636157291386,
                "se": 0.013684674240025771,
                "pvalue": 0.000845116222962041,
                "lower": 0.01890788559712455,
                "upper": 0.07258483754870318
              },
              {
                "event_time": -14,
                "estimate": 0.06571393793963207,
                "se": 0.013811485556681699,
                "pvalue": 2.1027376192610386e-06,
                "lower": 0.03862675874914921,
                "upper": 0.09280111713011492
              },
              {
                "event_time": -13,
                "estimate": 0.039420477324678405,
                "se": 0.013378489501187517,
                "pvalue": 0.003252255846354556,
                "lower": 0.01318249293629047,
                "upper": 0.06565846171306634
              },
              {
                "event_time": -12,
                "estimate": 0.038899499599903756,
                "se": 0.013271327322248111,
                "pvalue": 0.0034178448723094766,
                "lower": 0.012871682403992085,
                "upper": 0.06492731679581543
              },
              {
                "event_time": -11,
                "estimate": 0.029899487581360455,
                "se": 0.01315993849496371,
                "pvalue": 0.023196772937979716,
                "lower": 0.004090126909338833,
                "upper": 0.05570884825338208
              },
              {
                "event_time": -10,
                "estimate": 0.033168462697118484,
                "se": 0.014146277961417932,
                "pvalue": 0.019145457517067935,
                "lower": 0.005424686370760129,
                "upper": 0.06091223902347684
              },
              {
                "event_time": -9,
                "estimate": 0.03468220094544448,
                "se": 0.015043961433616478,
                "pvalue": 0.021251436610356816,
                "lower": 0.00517788170225171,
                "upper": 0.06418652018863726
              },
              {
                "event_time": -8,
                "estimate": 0.010765414466701158,
                "se": 0.01202667691282292,
                "pvalue": 0.370831490954167,
                "lower": -0.012821385900771094,
                "upper": 0.03435221483417341
              },
              {
                "event_time": -7,
                "estimate": 0.04910070599521444,
                "se": 0.012191759501300813,
                "pvalue": 5.8611646993167495e-05,
                "lower": 0.025190144535064785,
                "upper": 0.0730112674553641
              },
              {
                "event_time": -6,
                "estimate": 0.02400072059599169,
                "se": 0.013793708240114054,
                "pvalue": 0.08202431031413966,
                "lower": -0.0030515936006121555,
                "upper": 0.051053034792595535
              },
              {
                "event_time": -5,
                "estimate": 0.0211219592775291,
                "se": 0.016661293002287327,
                "pvalue": 0.20505023252662963,
                "lower": -0.011554281612413557,
                "upper": 0.053798200167471756
              },
              {
                "event_time": -4,
                "estimate": 0.015017802015876144,
                "se": 0.012793739411843107,
                "pvalue": 0.2406054978879338,
                "lower": -0.010073366529515074,
                "upper": 0.04010897056126736
              },
              {
                "event_time": -3,
                "estimate": 0.015422820964112577,
                "se": 0.011408123730963506,
                "pvalue": 0.17656236567512335,
                "lower": -0.006950868705954382,
                "upper": 0.037796510634179534
              },
              {
                "event_time": -2,
                "estimate": 0.0012220306351652579,
                "se": 0.009661386104163472,
                "pvalue": 0.8993604982803142,
                "lower": -0.017725945348874513,
                "upper": 0.020170006619205032
              },
              {
                "event_time": 0,
                "estimate": -0.003759562756685654,
                "se": 0.010109668088432637,
                "pvalue": 0.7100249661772873,
                "lower": -0.023586712410055277,
                "upper": 0.016067586896683972
              }
            ]
          },
          "target": {
            "event_times": [
              0.0
            ],
            "weights": [
              1.0
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 6.938893903907228e-18,
            "package_aggregate_vs_estimable_cell_weights": 1.3877787807814457e-17
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "status": "not_identified",
            "pvalue": null,
            "reason": "No identified positive-event-time cohort deviations remain to test."
          }
        }
      },
      "alternative_models": {
        "y__d": [
          {
            "method": "CS-DID",
            "estimate": -0.035001884822026964,
            "se": 0.07871723596880427,
            "lower": -0.18928483228342424,
            "upper": 0.11928106263937033,
            "event_study": [
              {
                "event_time": -26,
                "estimate": -0.17878259459326148,
                "se": 0.11193284096911295,
                "lower": -0.3981669315799723,
                "upper": 0.040601742393449325,
                "n": 0.0,
                "relative_to_minus_one": -0.17878259459326148
              },
              {
                "event_time": -25,
                "estimate": -0.03650162997101289,
                "se": 0.10947428965153956,
                "lower": -0.25106729492113633,
                "upper": 0.17806403497911058,
                "n": 0.0,
                "relative_to_minus_one": -0.03650162997101289
              },
              {
                "event_time": -24,
                "estimate": 0.1173473614367806,
                "se": 0.11056591809854398,
                "lower": -0.09935785595397092,
                "upper": 0.33405257882753214,
                "n": 0.0,
                "relative_to_minus_one": 0.1173473614367806
              },
              {
                "event_time": -23,
                "estimate": 0.1794882770046489,
                "se": 0.08674392540183143,
                "lower": 0.009473307339430165,
                "upper": 0.34950324666986765,
                "n": 0.0,
                "relative_to_minus_one": 0.1794882770046489
              },
              {
                "event_time": -22,
                "estimate": 0.265074065180003,
                "se": 0.08377888336733637,
                "lower": 0.10087047111504194,
                "upper": 0.429277659244964,
                "n": 0.0,
                "relative_to_minus_one": 0.265074065180003
              },
              {
                "event_time": -21,
                "estimate": 0.277645343304944,
                "se": 0.08351914608809675,
                "lower": 0.11395082495273501,
                "upper": 0.441339861657153,
                "n": 0.0,
                "relative_to_minus_one": 0.277645343304944
              },
              {
                "event_time": -20,
                "estimate": 0.24743874947538264,
                "se": 0.08349197619793645,
                "lower": 0.08379748312935176,
                "upper": 0.4110800158214135,
                "n": 0.0,
                "relative_to_minus_one": 0.24743874947538264
              },
              {
                "event_time": -19,
                "estimate": 0.2388656565945975,
                "se": 0.08386630551569091,
                "lower": 0.07449071826741044,
                "upper": 0.40324059492178455,
                "n": 0.0,
                "relative_to_minus_one": 0.2388656565945975
              },
              {
                "event_time": -18,
                "estimate": 0.27736812449820186,
                "se": 0.0836481347767131,
                "lower": 0.11342079296189181,
                "upper": 0.44131545603451194,
                "n": 0.0,
                "relative_to_minus_one": 0.27736812449820186
              },
              {
                "event_time": -17,
                "estimate": 0.1608473300090739,
                "se": 0.06711501627299406,
                "lower": 0.029304315292185884,
                "upper": 0.2923903447259619,
                "n": 0.0,
                "relative_to_minus_one": 0.1608473300090739
              },
              {
                "event_time": -16,
                "estimate": 0.21244496946810398,
                "se": 0.06077456128074867,
                "lower": 0.09332901818161413,
                "upper": 0.33156092075459387,
                "n": 0.0,
                "relative_to_minus_one": 0.21244496946810398
              },
              {
                "event_time": -15,
                "estimate": 0.19980315284530265,
                "se": 0.06083468196161201,
                "lower": 0.08056936718959462,
                "upper": 0.31903693850101067,
                "n": 0.0,
                "relative_to_minus_one": 0.19980315284530265
              },
              {
                "event_time": -14,
                "estimate": 0.23004920505124957,
                "se": 0.06081832239539089,
                "lower": 0.11084748355613763,
                "upper": 0.3492509265463615,
                "n": 0.0,
                "relative_to_minus_one": 0.23004920505124957
              },
              {
                "event_time": -13,
                "estimate": 0.18562519993911178,
                "se": 0.06062045145636649,
                "lower": 0.06681129835807478,
                "upper": 0.30443910152014875,
                "n": 0.0,
                "relative_to_minus_one": 0.18562519993911178
              },
              {
                "event_time": -12,
                "estimate": 0.1668039839348499,
                "se": 0.05985894531520603,
                "lower": 0.0494826069644935,
                "upper": 0.28412536090520635,
                "n": 0.0,
                "relative_to_minus_one": 0.1668039839348499
              },
              {
                "event_time": -11,
                "estimate": 0.14498253843232206,
                "se": 0.0608716390141047,
                "lower": 0.0256763182847536,
                "upper": 0.26428875857989054,
                "n": 0.0,
                "relative_to_minus_one": 0.14498253843232206
              },
              {
                "event_time": -10,
                "estimate": 0.17142442016775725,
                "se": 0.06422247489149985,
                "lower": 0.04555068238238963,
                "upper": 0.29729815795312486,
                "n": 0.0,
                "relative_to_minus_one": 0.17142442016775725
              },
              {
                "event_time": -9,
                "estimate": 0.14450981649694858,
                "se": 0.06642040868884876,
                "lower": 0.014328207628373751,
                "upper": 0.2746914253655234,
                "n": 0.0,
                "relative_to_minus_one": 0.14450981649694858
              },
              {
                "event_time": -8,
                "estimate": 0.08716678700148266,
                "se": 0.06764394884952941,
                "lower": -0.045412916515664606,
                "upper": 0.21974649051862993,
                "n": 0.0,
                "relative_to_minus_one": 0.08716678700148266
              },
              {
                "event_time": -7,
                "estimate": 0.09504051636212577,
                "se": 0.06014589985712081,
                "lower": -0.022843281175583804,
                "upper": 0.21292431389983535,
                "n": 0.0,
                "relative_to_minus_one": 0.09504051636212577
              },
              {
                "event_time": -6,
                "estimate": 0.05936618941576523,
                "se": 0.07052843152507444,
                "lower": -0.07886699625948003,
                "upper": 0.1975993750910105,
                "n": 0.0,
                "relative_to_minus_one": 0.05936618941576523
              },
              {
                "event_time": -5,
                "estimate": 0.0672918188602397,
                "se": 0.06757215266347034,
                "lower": -0.06514716671800445,
                "upper": 0.19973080443848384,
                "n": 0.0,
                "relative_to_minus_one": 0.0672918188602397
              },
              {
                "event_time": -4,
                "estimate": 0.05133413098095572,
                "se": 0.06887915833602491,
                "lower": -0.08366653864308496,
                "upper": 0.18633480060499638,
                "n": 0.0,
                "relative_to_minus_one": 0.05133413098095572
              },
              {
                "event_time": -3,
                "estimate": 0.031168717398654785,
                "se": 0.07734523583330837,
                "lower": -0.12042515921038643,
                "upper": 0.182762594007696,
                "n": 0.0,
                "relative_to_minus_one": 0.031168717398654785
              },
              {
                "event_time": -2,
                "estimate": 0.003476230051401031,
                "se": 0.07777566331418755,
                "lower": -0.1489612689181197,
                "upper": 0.15591372902092174,
                "n": 0.0,
                "relative_to_minus_one": 0.003476230051401031
              },
              {
                "event_time": -1,
                "estimate": 0.0,
                "se": 3.994361093083789e-19,
                "lower": -7.828803883692269e-19,
                "upper": 7.828803883692269e-19,
                "n": 0.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.035001884822026964,
                "se": 0.07871723596880427,
                "lower": -0.18928483228342424,
                "upper": 0.11928106263937033,
                "n": 321.0,
                "relative_to_minus_one": -0.035001884822026964
              }
            ],
            "group_time_estimates": [
              {
                "group": 17,
                "year": 1,
                "event_time": -16,
                "att": 0.4394902819786967,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 2,
                "event_time": -15,
                "att": 0.2901435269251373,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 3,
                "event_time": -14,
                "att": 0.2295419765858166,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 4,
                "event_time": -13,
                "att": 0.02808927343175599,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 5,
                "event_time": -12,
                "att": 0.01321807273349146,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 6,
                "event_time": -11,
                "att": 0.02178801105594791,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 7,
                "event_time": -10,
                "att": -0.07653372888290197,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 8,
                "event_time": -9,
                "att": -0.1258579011341955,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 9,
                "event_time": -8,
                "att": -0.08822297622706249,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 10,
                "event_time": -7,
                "att": -0.14264135773078873,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 11,
                "event_time": -6,
                "att": -0.1012135801090496,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 12,
                "event_time": -5,
                "att": -0.13314523415824778,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 13,
                "event_time": -4,
                "att": -0.15199675382183242,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 14,
                "event_time": -3,
                "att": -0.05971688863410457,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 15,
                "event_time": -2,
                "att": 0.08490502925955978,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 16,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 17,
                "event_time": 0,
                "att": -0.06476099700420584,
                "mass": 12.0,
                "base": 16
              },
              {
                "group": 19,
                "year": 2,
                "event_time": -17,
                "att": -0.09663391495950663,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 3,
                "event_time": -16,
                "att": 0.06773167242195721,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 4,
                "event_time": -15,
                "att": 0.07109330006616596,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 5,
                "event_time": -14,
                "att": 0.11612237779072984,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 6,
                "event_time": -13,
                "att": 0.11030534224912356,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 7,
                "event_time": -12,
                "att": 0.12470303961475579,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 8,
                "event_time": -11,
                "att": 0.11552667437333308,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 9,
                "event_time": -10,
                "att": 0.11061983604986242,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 10,
                "event_time": -9,
                "att": 0.10394870866139833,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 11,
                "event_time": -8,
                "att": 0.07972041393587148,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 12,
                "event_time": -7,
                "att": 0.06717897715148133,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 13,
                "event_time": -6,
                "att": 0.08184888450831349,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 14,
                "event_time": -5,
                "att": 0.15216013942408635,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 15,
                "event_time": -4,
                "att": 0.09913289819826315,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 16,
                "event_time": -3,
                "att": 0.14245026161513746,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 17,
                "event_time": -2,
                "att": 0.08743328583554522,
                "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": -0.03928863077511191,
                "mass": 118.0,
                "base": 18
              },
              {
                "group": 25,
                "year": 1,
                "event_time": -24,
                "att": 0.11628074362755447,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 2,
                "event_time": -23,
                "att": 0.18036435077121937,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 3,
                "event_time": -22,
                "att": 0.2692637219115877,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 4,
                "event_time": -21,
                "att": 0.28100869502701253,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 5,
                "event_time": -20,
                "att": 0.25225216081021756,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 6,
                "event_time": -19,
                "att": 0.24353799988648234,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 7,
                "event_time": -18,
                "att": 0.2841936302904436,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 8,
                "event_time": -17,
                "att": 0.2851128658401466,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 9,
                "event_time": -16,
                "att": 0.27581123877899666,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 10,
                "event_time": -15,
                "att": 0.2614655526460412,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 11,
                "event_time": -14,
                "att": 0.2888673358784317,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 12,
                "event_time": -13,
                "att": 0.2367943233661351,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 13,
                "event_time": -12,
                "att": 0.20275179861518772,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 14,
                "event_time": -11,
                "att": 0.17392888639286652,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 15,
                "event_time": -10,
                "att": 0.22227752365837478,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 16,
                "event_time": -9,
                "att": 0.1889871851771025,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 17,
                "event_time": -8,
                "att": 0.10984189145522982,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 18,
                "event_time": -7,
                "att": 0.13084544167804202,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 19,
                "event_time": -6,
                "att": 0.06792035852711742,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 20,
                "event_time": -5,
                "att": 0.04946576878534886,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 21,
                "event_time": -4,
                "att": 0.05110615876391139,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 22,
                "event_time": -3,
                "att": -0.001209593486759919,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 23,
                "event_time": -2,
                "att": -0.023645210764827396,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 24,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 25,
                "event_time": 0,
                "att": -0.02964533276282466,
                "mass": 181.0,
                "base": 24
              },
              {
                "group": 28,
                "year": 2,
                "event_time": -26,
                "att": -0.17878259459326148,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 3,
                "event_time": -25,
                "att": -0.03650162997101289,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 4,
                "event_time": -24,
                "att": 0.1501310449342451,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 5,
                "event_time": -23,
                "att": 0.1525611763738085,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 6,
                "event_time": -22,
                "att": 0.13630031036060092,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 7,
                "event_time": -21,
                "att": 0.17426899106970004,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 8,
                "event_time": -20,
                "att": 0.09949320386441532,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 9,
                "event_time": -19,
                "att": 0.09525599402596971,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 10,
                "event_time": -18,
                "att": 0.06757862007832657,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 11,
                "event_time": -17,
                "att": 0.04627703824915033,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 12,
                "event_time": -16,
                "att": 0.0411953367080346,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 13,
                "event_time": -15,
                "att": 0.034823992212068666,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 14,
                "event_time": -14,
                "att": 0.06217240897473908,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 15,
                "event_time": -13,
                "att": -0.09110969875479585,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 16,
                "event_time": -12,
                "att": -0.12539187975179455,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 17,
                "event_time": -11,
                "att": -0.1549080687352341,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 18,
                "event_time": -10,
                "att": -0.18263708567506987,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 19,
                "event_time": -9,
                "att": -0.27467685796596264,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 20,
                "event_time": -8,
                "att": -0.2663437217068567,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 21,
                "event_time": -7,
                "att": -0.28435675190012855,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 22,
                "event_time": -6,
                "att": -0.31072007052028117,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 23,
                "event_time": -5,
                "att": -0.33593230816223857,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 24,
                "event_time": -4,
                "att": -0.39924162561598375,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 25,
                "event_time": -3,
                "att": -0.46715046562113366,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 26,
                "event_time": -2,
                "att": -0.4972073260434656,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 27,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 28,
                "event_time": 0,
                "att": -0.10288048471119038,
                "mass": 9.0,
                "base": 27
              },
              {
                "group": 33,
                "year": 29,
                "event_time": -4,
                "att": 0.6812401269886914,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 30,
                "event_time": -3,
                "att": 0.24325014614847273,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 31,
                "event_time": -2,
                "att": 0.24164847996722538,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 32,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 33,
                "event_time": 0,
                "att": 0.037180549992456235,
                "mass": 1.0,
                "base": 32
              }
            ],
            "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": -0.035001884822026964,
                  "se": 0.07871723596880427,
                  "lower": -0.18928483228342424,
                  "upper": 0.11928106263937033
                },
                {
                  "typec": "simple",
                  "aggregation": "Native-equivalent CS-DID simple",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.035001884822026964,
                  "se": 0.07871723596880427,
                  "lower": -0.18928483228342424,
                  "upper": 0.11928106263937033
                },
                {
                  "typec": "group",
                  "aggregation": "Native-equivalent CS-DID group",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.035001884822026964,
                  "se": 0.07871723596880427,
                  "lower": -0.18928483228342424,
                  "upper": 0.11928106263937033
                },
                {
                  "typec": "treated_cells",
                  "aggregation": "Observed treated observations, configured weights",
                  "matches_treated_unit_year_target": true,
                  "estimate": -0.03634809793767351,
                  "se": 0.07159125072136079,
                  "lower": -0.17666437095971782,
                  "upper": 0.10396817508437078
                }
              ],
              "same_group_time_effects": true,
              "additional_covariates": []
            },
            "treated_cell_att": -0.03634809793767351,
            "treated_cell_se": 0.07159125072136079,
            "checks": {
              "input_rows": 83423,
              "retained_rows": 83423,
              "all_observed_post_cells_estimated": true,
              "post_weight_sum": 321.0,
              "avoided_dense_if_bytes": 136813720
            },
            "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": 0.20599654223769903,
            "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": -0.020679354628959565,
            "event_study": [
              {
                "event_time": -26,
                "estimate": -0.03483868986780056,
                "raw_gap": -0.03483868986780056,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 1.0,
                "relative_to_minus_one": -0.020311054056914014
              },
              {
                "event_time": -25,
                "estimate": -0.004950471306873677,
                "raw_gap": -0.004950471306873677,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 1.0,
                "relative_to_minus_one": 0.009577164504012869
              },
              {
                "event_time": -24,
                "estimate": 0.015706157890013714,
                "raw_gap": 0.015706157890013714,
                "n": 4,
                "n_cells": 4,
                "weight_sum": 4.0,
                "relative_to_minus_one": 0.03023379370090026
              },
              {
                "event_time": -23,
                "estimate": -0.0029163522018925544,
                "raw_gap": -0.0029163522018925544,
                "n": 13,
                "n_cells": 13,
                "weight_sum": 13.0,
                "relative_to_minus_one": 0.01161128360899399
              },
              {
                "event_time": -22,
                "estimate": 0.036263269028664086,
                "raw_gap": 0.036263269028664086,
                "n": 24,
                "n_cells": 24,
                "weight_sum": 24.0,
                "relative_to_minus_one": 0.050790904839550635
              },
              {
                "event_time": -21,
                "estimate": 0.041012089700818384,
                "raw_gap": 0.041012089700818384,
                "n": 35,
                "n_cells": 35,
                "weight_sum": 35.0,
                "relative_to_minus_one": 0.05553972551170493
              },
              {
                "event_time": -20,
                "estimate": 0.009886360956664913,
                "raw_gap": 0.009886360956664913,
                "n": 39,
                "n_cells": 39,
                "weight_sum": 39.0,
                "relative_to_minus_one": 0.02441399676755146
              },
              {
                "event_time": -19,
                "estimate": -0.008510544673951837,
                "raw_gap": -0.008510544673951837,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 48.0,
                "relative_to_minus_one": 0.006017091136934709
              },
              {
                "event_time": -18,
                "estimate": 0.0021085445963106154,
                "raw_gap": 0.0021085445963106154,
                "n": 54,
                "n_cells": 54,
                "weight_sum": 54.0,
                "relative_to_minus_one": 0.016636180407197162
              },
              {
                "event_time": -17,
                "estimate": 0.015091036801922917,
                "raw_gap": 0.015091036801922917,
                "n": 62,
                "n_cells": 62,
                "weight_sum": 62.0,
                "relative_to_minus_one": 0.02961867261280946
              },
              {
                "event_time": -16,
                "estimate": 0.01648974611282316,
                "raw_gap": 0.01648974611282316,
                "n": 79,
                "n_cells": 79,
                "weight_sum": 79.0,
                "relative_to_minus_one": 0.031017381923709706
              },
              {
                "event_time": -15,
                "estimate": 0.007154782448899225,
                "raw_gap": 0.007154782448899225,
                "n": 88,
                "n_cells": 88,
                "weight_sum": 88.0,
                "relative_to_minus_one": 0.02168241825978577
              },
              {
                "event_time": -14,
                "estimate": 0.026444360831692704,
                "raw_gap": 0.026444360831692704,
                "n": 91,
                "n_cells": 91,
                "weight_sum": 91.0,
                "relative_to_minus_one": 0.04097199664257925
              },
              {
                "event_time": -13,
                "estimate": 0.004043550278710467,
                "raw_gap": 0.004043550278710467,
                "n": 112,
                "n_cells": 112,
                "weight_sum": 112.0,
                "relative_to_minus_one": 0.018571186089597014
              },
              {
                "event_time": -12,
                "estimate": 0.0035186609071066245,
                "raw_gap": 0.0035186609071066245,
                "n": 119,
                "n_cells": 119,
                "weight_sum": 119.0,
                "relative_to_minus_one": 0.01804629671799317
              },
              {
                "event_time": -11,
                "estimate": -0.00761403302626773,
                "raw_gap": -0.00761403302626773,
                "n": 132,
                "n_cells": 132,
                "weight_sum": 132.0,
                "relative_to_minus_one": 0.006913602784618816
              },
              {
                "event_time": -10,
                "estimate": -0.0003637123746558896,
                "raw_gap": -0.0003637123746558896,
                "n": 152,
                "n_cells": 151,
                "weight_sum": 152.0,
                "relative_to_minus_one": 0.014163923436230656
              },
              {
                "event_time": -9,
                "estimate": 0.003980586134019459,
                "raw_gap": 0.003980586134019459,
                "n": 162,
                "n_cells": 161,
                "weight_sum": 162.0,
                "relative_to_minus_one": 0.018508221944906006
              },
              {
                "event_time": -8,
                "estimate": -0.016402655093491966,
                "raw_gap": -0.016402655093491966,
                "n": 173,
                "n_cells": 173,
                "weight_sum": 173.0,
                "relative_to_minus_one": -0.0018750192826054203
              },
              {
                "event_time": -7,
                "estimate": 0.020032387640268007,
                "raw_gap": 0.020032387640268007,
                "n": 182,
                "n_cells": 182,
                "weight_sum": 182.0,
                "relative_to_minus_one": 0.03456002345115455
              },
              {
                "event_time": -6,
                "estimate": -0.00503082459815669,
                "raw_gap": -0.00503082459815669,
                "n": 193,
                "n_cells": 193,
                "weight_sum": 193.0,
                "relative_to_minus_one": 0.009496811212729855
              },
              {
                "event_time": -5,
                "estimate": -0.0027544308974302495,
                "raw_gap": -0.0027544308974302495,
                "n": 218,
                "n_cells": 218,
                "weight_sum": 218.0,
                "relative_to_minus_one": 0.011773204913456296
              },
              {
                "event_time": -4,
                "estimate": -0.001899997820089157,
                "raw_gap": -0.001899997820089157,
                "n": 244,
                "n_cells": 244,
                "weight_sum": 244.0,
                "relative_to_minus_one": 0.01262763799079739
              },
              {
                "event_time": -3,
                "estimate": 0.0001113256980538307,
                "raw_gap": 0.0001113256980538307,
                "n": 261,
                "n_cells": 261,
                "weight_sum": 261.0,
                "relative_to_minus_one": 0.014638961508940377
              },
              {
                "event_time": -2,
                "estimate": -0.008626310742731508,
                "raw_gap": -0.008626310742731508,
                "n": 295,
                "n_cells": 295,
                "weight_sum": 295.0,
                "relative_to_minus_one": 0.005901325068155038
              },
              {
                "event_time": -1,
                "estimate": -0.014527635810886546,
                "raw_gap": -0.014527635810886546,
                "n": 320,
                "n_cells": 320,
                "weight_sum": 320.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.020679354628959565,
                "raw_gap": -0.020679354628959565,
                "n": 321,
                "n_cells": 320,
                "weight_sum": 321.0,
                "relative_to_minus_one": -0.0061517188180730195
              }
            ],
            "package_event_study": {
              "event_time": [
                -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
              ],
              "estimate": [
                -0.03483868986780056,
                -0.004950471306873677,
                0.015706157890013714,
                -0.0029163522018925544,
                0.03626326902866408,
                0.041012089700818384,
                0.009886360956664913,
                -0.008510544673951835,
                0.002108544596310615,
                0.01509103680192292,
                0.01648974611282316,
                0.007154782448899228,
                0.026444360831692704,
                0.0040435502787104696,
                0.003518660907106621,
                -0.007614033026267732,
                0.0012893201654217647,
                0.00418575705391861,
                -0.016402655093491973,
                0.02003238764026799,
                -0.0050308245981566906,
                -0.002754430897430248,
                -0.0018999978200891449,
                0.00011132569805383476,
                -0.008626310742731508,
                -0.014527635810886536,
                -0.020912485304950944
              ],
              "n": [
                1.0,
                1.0,
                4.0,
                13.0,
                24.0,
                35.0,
                39.0,
                48.0,
                54.0,
                62.0,
                79.0,
                88.0,
                91.0,
                112.0,
                119.0,
                132.0,
                151.0,
                161.0,
                173.0,
                182.0,
                193.0,
                218.0,
                244.0,
                261.0,
                295.0,
                320.0,
                320.0
              ]
            },
            "sdid_pre_gap_correction": [],
            "diagnostics": {
              "converged": true,
              "iterations": 97,
              "termination_reason": "Relative objective tolerance reached",
              "objective": 0.17831932559340818,
              "lambda_l": 0.00036314417558663825,
              "singular_values": [
                51.770805569398036,
                36.338764247934016,
                29.624899361802832,
                25.432916185227874,
                24.097701002315,
                21.238513170416986,
                17.24243732439036,
                15.454917905830458,
                14.650561275071064,
                12.761998051887295,
                10.353645704177987,
                9.83299149039573,
                8.865711605788734,
                7.174365004985228,
                5.590639737266342,
                4.238570784523825,
                3.3287987339614045,
                2.360435660640606,
                1.161008588379902,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0
              ],
              "history_objective": [
                0.1803239550145136,
                0.1791708290978568,
                0.17875017273992683,
                0.17856031605753514,
                0.17846459090836087,
                0.1784115881546155,
                0.1783802243260109,
                0.17836072210373186,
                0.17834812614675644,
                0.17833974414103737,
                0.17833403012958354,
                0.17833005637618754,
                0.17832724597229543,
                0.17832522951344476,
                0.1783237645750193,
                0.1783226886797194,
                0.1783218909229001,
                0.17832129437748329,
                0.17832084492123113,
                0.17832050399265076,
                0.178320243806016,
                0.1783200441375012,
                0.17831989013364466,
                0.178319770796305,
                0.17831967792207956,
                0.1783196053513995,
                0.1783195484313324,
                0.17831950362762622,
                0.17831946824212358,
                0.1783194402053323,
                0.1783194179230419,
                0.17831940016218664,
                0.17831938596541247,
                0.17831937458674527,
                0.17831936544295643,
                0.17831935807656984,
                0.17831935212763925,
                0.1783193473121095,
                0.1783193434051812,
                0.17831934022845095,
                0.1783193376399615,
                0.17831933552645454,
                0.17831933379735837,
                0.17831933238004932,
                0.17831933121616195,
                0.17831933025868726,
                0.17831932946966778,
                0.17831932881839788,
                0.17831932827997476,
                0.17831932783416882,
                0.17831932746451068,
                0.17831932715756088,
                0.17831932690234276,
                0.17831932668986075,
                0.178319326512745,
                0.17831932636492842,
                0.17831932624142913,
                0.17831932613813525,
                0.1783193260516512,
                0.1783193259791695,
                0.17831932591836844,
                0.1783193258673174,
                0.17831932582441762,
                0.17831932578833645,
                0.17831932575796802,
                0.17831932573238773,
                0.17831932571082748,
                0.1783193256926411,
                0.17831932567729147,
                0.17831932566432807,
                0.17831932565337305,
                0.17831932564411307,
                0.17831932563627587,
                0.17831932562964486,
                0.17831932562402864,
                0.17831932561927244,
                0.17831932561524,
                0.1783193256118219,
                0.1783193256089211,
                0.17831932560646163,
                0.17831932560437097,
                0.1783193256025979,
                0.17831932560109076,
                0.17831932559981084,
                0.17831932559872227,
                0.17831932559779695,
                0.17831932559700983,
                0.17831932559634162,
                0.17831932559577096,
                0.1783193255952867,
                0.17831932559487423,
                0.17831932559452074,
                0.17831932559422237,
                0.17831932559396924,
                0.1783193255937498,
                0.17831932559356659,
                0.17831932559340818
              ],
              "history_rmse": [
                0.26541640933790617,
                0.26393800833611686,
                0.26354173470836684,
                0.26306177729724867,
                0.2628066544747233,
                0.2626637890266915,
                0.2625759287814441,
                0.262518390912153,
                0.26247885990895226,
                0.26245062332274505,
                0.2624297926946642,
                0.262414006665361,
                0.2624017729995426,
                0.2623921148049702,
                0.2623843717815243,
                0.26237808446360067,
                0.2623729246264099,
                0.26236865220966177,
                0.262365087917194,
                0.2623620953336959,
                0.26235956896652646,
                0.26235742606565676,
                0.26235560090792126,
                0.262354040723642,
                0.2623527027401411,
                0.26235155199955223,
                0.2623505597230514,
                0.2623497020672524,
                0.262348959166522,
                0.2623483143868734,
                0.26234775373846253,
                0.26234726540859893,
                0.26234683938736925,
                0.2623464671651211,
                0.2623461414864215,
                0.2623458561485901,
                0.2623456058358789,
                0.2623453859822653,
                0.2623451926574324,
                0.26234502247157643,
                0.2623448724956862,
                0.26234474019449483,
                0.26234462336999365,
                0.2623445201135817,
                0.2623444287655402,
                0.2623443478805748,
                0.26234427619841766,
                0.2623442126187677,
                0.2623441561797932,
                0.26234410603975,
                0.26234406146115385,
                0.26234402179716515,
                0.2623439864798832,
                0.26234395501018865,
                0.26234392694902153,
                0.26234390190975954,
                0.26234387955169236,
                0.26234385957427814,
                0.26234384171219416,
                0.26234382573101794,
                0.26234381142347335,
                0.2623437986061263,
                0.2623437871165416,
                0.26234377681075893,
                0.26234376756111244,
                0.26234375925429787,
                0.26234375178969865,
                0.26234374507789293,
                0.26234373903936814,
                0.26234373360337243,
                0.26234372870690925,
                0.2623437242938617,
                0.2623437203141856,
                0.2623437167232659,
                0.26234371348126456,
                0.26234371055261785,
                0.26234370790553496,
                0.2623437055116053,
                0.2623437033454029,
                0.26234370138418245,
                0.262343699607558,
                0.26234369799728186,
                0.2623436965369773,
                0.26234369521196516,
                0.2623436940090628,
                0.2623436929164377,
                0.2623436919234563,
                0.26234369102056143,
                0.26234369019914916,
                0.26234368945148895,
                0.262343688770611,
                0.26234368815023457,
                0.2623436875847124,
                0.2623436870689389,
                0.26234368659830065,
                0.26234368616865744,
                0.2623436857762424
              ],
              "n_observed": 83368,
              "n_missing": 270954,
              "n_treated_observed": 320,
              "n_untreated_observed": 83048
            },
            "checks": {
              "scalar_vs_treated_cell_average": 0.0,
              "native_scalar_vs_unweighted_matrix_average": 0.0
            },
            "native_matrix_att": -0.020912485304950927,
            "matrix_preparation": {
              "source_rows": 83423,
              "matrix_shape": [
                8642,
                41
              ],
              "observed_cells": 83368,
              "missing_cells": 270954,
              "repeated_cells": 55,
              "minimum_cell_count": 1,
              "maximum_cell_count": 2,
              "observation_mass": 83423.0,
              "treated_observation_mass": 321.0,
              "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": 1.5045024999417365,
            "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 16, period 16: 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)": -0.02325612733538412,
          "SE": 0.013863174184456761,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.0033845104048898507,
          "SE": 0.01367603806291358,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.02489864530828904,
          "SE": 0.010629126658667361,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": -0.003759562756685654,
          "SE": 0.010109668088432637,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID",
          "Estimate (SDs)": -0.035001884822026964,
          "SE": 0.07871723596880427,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (treated cells)",
          "Estimate (SDs)": -0.03634809793767351,
          "SE": 0.07159125072136079,
          "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)": -0.020679354628959565,
          "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 16, period 16: 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)": -0.02325612733538412,
          "SE": 0.013863174184456761,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": "",
          "lower": -0.05044467861338843,
          "upper": 0.003932423942620191,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.0033845104048898507,
          "SE": 0.01367603806291358,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.030206049051526653,
          "upper": 0.02343702824174695,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.02489864530828904,
          "SE": 0.010629126658667361,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.04574456063434714,
          "upper": -0.00405272998223094,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": -0.003759562756685654,
          "SE": 0.010109668088432637,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.023586712410055277,
          "upper": 0.016067586896683972,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (equal event-time)",
          "Estimate (SDs)": -0.035001884822026964,
          "SE": 0.07871723596880427,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.18928483228342424,
          "upper": 0.11928106263937033,
          "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)": -0.03634809793767351,
          "SE": 0.07159125072136079,
          "Aggregation": "Treated cells",
          "Event study": "Same CS-DID path",
          "Status": "estimated",
          "Note": "",
          "lower": -0.17666437095971782,
          "upper": 0.10396817508437078,
          "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)": -0.020679354628959565,
          "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 16, period 16: 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": 1791602177.330922,
    "scalar_ranges": [
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Static TWFE",
        "Estimate (SDs)": -0.02325612733538412,
        "SE": 0.013863174184456761,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": "",
        "lower": -0.05044467861338843,
        "upper": 0.003932423942620191,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": -0.0033845104048898507,
        "SE": 0.01367603806291358,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.030206049051526653,
        "upper": 0.02343702824174695,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": -0.02489864530828904,
        "SE": 0.010629126658667361,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.04574456063434714,
        "upper": -0.00405272998223094,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": -0.003759562756685654,
        "SE": 0.010109668088432637,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.023586712410055277,
        "upper": 0.016067586896683972,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (equal event-time)",
        "Estimate (SDs)": -0.035001884822026964,
        "SE": 0.07871723596880427,
        "Aggregation": "Equal post-event times",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.18928483228342424,
        "upper": 0.11928106263937033,
        "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)": -0.03634809793767351,
        "SE": 0.07159125072136079,
        "Aggregation": "Treated cells",
        "Event study": "Same CS-DID path",
        "Status": "estimated",
        "Note": "",
        "lower": -0.17666437095971782,
        "upper": 0.10396817508437078,
        "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)": -0.020679354628959565,
        "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 16, period 16: 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"
      }
    ]
  },
  {
    "study_id": 2,
    "specification_id": "S02-P018",
    "source_specification_id": "AM005-P2587-T2-RD-NOOV-M4M1",
    "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": "Do Powerful Politicians Really Cause Corporate Downsizing?",
    "status": "ready",
    "reason": "",
    "config": "analyses/full-archive/configs/S02-P018.json",
    "input_bytes": 1052217,
    "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": "original_fe",
        "frequency_weights": false,
        "source_sd": null,
        "require_never_control_periods": false,
        "latest_cohort_control": true,
        "slug": "s02-p018",
        "specification_id": "S02-P018",
        "source_specification_id": "AM005-P2587-T2-RD-NOOV-M4M1",
        "study_id": 2,
        "study": "Do Powerful Politicians Really Cause Corporate Downsizing?",
        "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204",
        "description": "AM005-P2587-T2-RD-NOOV-M4M1",
        "data": "analyses/full-archive/prepared/S02-P018.parquet",
        "output_dir": "analyses/full-archive/results/S02-P018"
      },
      "source": {
        "file": "S02-P018.parquet",
        "bytes": 1052217,
        "sha256": "00846ea9efcc31503371f6feba36c2688820f607567b34fd92f6efc0b04aab68"
      },
      "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": 87865,
            "source_sd": 0.133426199719001,
            "rows": 83038,
            "units": 8586,
            "clusters": 1911,
            "treated_units": 347,
            "never_treated_units": 8239,
            "treated_cohorts": 5,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 83005,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 145,
            "post_adoption_untreated_rows_removed": 3333,
            "units_without_minus_one_removed": 8,
            "additional_rows_removed": 1196
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.029289195835654317,
              "se": 0.009368993021458799,
              "pvalue": 0.0017975659635133306,
              "lower": -0.04766372852188406,
              "upper": -0.010914663149424575
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.008695226079528287,
              "se": 0.012547282857786762,
              "pvalue": 0.48839585208000913,
              "lower": -0.03330304235879318,
              "upper": 0.015912590199736603
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.020480335846561407,
              "se": 0.010898891375702451,
              "pvalue": 0.06038012639644144,
              "lower": -0.041855315566135406,
              "upper": 0.0008946438730125898
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": -0.008341095239414597,
              "se": 0.008556246984357377,
              "pvalue": 0.32975592148720384,
              "lower": -0.025121664882858503,
              "upper": 0.008439474404029307
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -23,
                "estimate": 0.009800315640077077,
                "se": 0.01749557624783186,
                "pvalue": 0.5754362467287786,
                "lower": -0.024512127211989032,
                "upper": 0.04411275849214319
              },
              {
                "event_time": -22,
                "estimate": 0.0396176419806027,
                "se": 0.014794406940934106,
                "pvalue": 0.007472451509695037,
                "lower": 0.010602750701790429,
                "upper": 0.06863253325941497
              },
              {
                "event_time": -21,
                "estimate": 0.05443914547246783,
                "se": 0.05808402154961775,
                "pvalue": 0.3487493873560733,
                "lower": -0.059475631715075146,
                "upper": 0.1683539226600108
              },
              {
                "event_time": -20,
                "estimate": 0.028709837056818746,
                "se": 0.02603101043291067,
                "pvalue": 0.2702056054756309,
                "lower": -0.022342357235522574,
                "upper": 0.07976203134916007
              },
              {
                "event_time": -19,
                "estimate": 0.07150758574396393,
                "se": 0.01411039902659347,
                "pvalue": 4.4146336866471675e-07,
                "lower": 0.04383417542803693,
                "upper": 0.09918099605989093
              },
              {
                "event_time": -18,
                "estimate": 0.06878363828906653,
                "se": 0.015484220122938503,
                "pvalue": 9.415124582392283e-06,
                "lower": 0.03841588071703565,
                "upper": 0.0991513958610974
              },
              {
                "event_time": -17,
                "estimate": 0.03812272186648062,
                "se": 0.014541593956770212,
                "pvalue": 0.008820439137355796,
                "lower": 0.009603649127652648,
                "upper": 0.0666417946053086
              },
              {
                "event_time": -16,
                "estimate": 0.030847455525775638,
                "se": 0.01427310218552823,
                "pvalue": 0.030801501495277103,
                "lower": 0.002854950670536649,
                "upper": 0.058839960381014626
              },
              {
                "event_time": -15,
                "estimate": 0.013025568287895991,
                "se": 0.022029519574722073,
                "pvalue": 0.5544041948615374,
                "lower": -0.030178874981573116,
                "upper": 0.0562300115573651
              },
              {
                "event_time": -14,
                "estimate": 0.04488019569530513,
                "se": 0.02249356980382111,
                "pvalue": 0.046157942960069046,
                "lower": 0.0007656539677516755,
                "upper": 0.08899473742285859
              },
              {
                "event_time": -13,
                "estimate": 0.05679257307658006,
                "se": 0.01534981099203792,
                "pvalue": 0.0002217979290410512,
                "lower": 0.0266884196040937,
                "upper": 0.08689672654906642
              },
              {
                "event_time": -12,
                "estimate": 0.04825228690590386,
                "se": 0.025389877112925147,
                "pvalue": 0.057524035948606646,
                "lower": -0.0015425123689235404,
                "upper": 0.09804708618073125
              },
              {
                "event_time": -11,
                "estimate": 0.06133693016129436,
                "se": 0.02545811045430449,
                "pvalue": 0.01607602107332528,
                "lower": 0.011408311194361968,
                "upper": 0.11126554912822675
              },
              {
                "event_time": -10,
                "estimate": 0.031426116545639184,
                "se": 0.013796039207078462,
                "pvalue": 0.0228420638706554,
                "lower": 0.004369230840808154,
                "upper": 0.05848300225047021
              },
              {
                "event_time": -9,
                "estimate": 0.0237166062262828,
                "se": 0.015662100245959824,
                "pvalue": 0.1301235134749612,
                "lower": -0.007000011050008682,
                "upper": 0.05443322350257428
              },
              {
                "event_time": -8,
                "estimate": 0.02525555406955752,
                "se": 0.014581085279307448,
                "pvalue": 0.08342140011437096,
                "lower": -0.003340969318995659,
                "upper": 0.0538520774581107
              },
              {
                "event_time": -7,
                "estimate": 0.03205421945878971,
                "se": 0.011522172889053479,
                "pvalue": 0.005456278820203911,
                "lower": 0.009456855806005353,
                "upper": 0.054651583111574066
              },
              {
                "event_time": -6,
                "estimate": 0.0294878395909628,
                "se": 0.014596506760395369,
                "pvalue": 0.04350216146982232,
                "lower": 0.000861071489058781,
                "upper": 0.05811460769286682
              },
              {
                "event_time": -5,
                "estimate": 0.00911110963544447,
                "se": 0.014621155139093204,
                "pvalue": 0.5332631932083947,
                "lower": -0.019563999034011327,
                "upper": 0.03778621830490027
              },
              {
                "event_time": -4,
                "estimate": 0.033493263446531044,
                "se": 0.015589624619198876,
                "pvalue": 0.031804770909662494,
                "lower": 0.0029187858612206366,
                "upper": 0.06406774103184146
              },
              {
                "event_time": -3,
                "estimate": 0.006435726006706957,
                "se": 0.011580841489926169,
                "pvalue": 0.5784661417045807,
                "lower": -0.016276698904199968,
                "upper": 0.029148150917613882
              },
              {
                "event_time": -2,
                "estimate": 0.011967295506515992,
                "se": 0.015570251809415132,
                "pvalue": 0.44222582849672687,
                "lower": -0.0185691879927939,
                "upper": 0.04250377900582589
              },
              {
                "event_time": 0,
                "estimate": -0.011132317652716744,
                "se": 0.016564970479950463,
                "pvalue": 0.5016397086674422,
                "lower": -0.043619650158263655,
                "upper": 0.021355014852830166
              },
              {
                "event_time": 1,
                "estimate": -0.016172383025449624,
                "se": 0.015763866129218828,
                "pvalue": 0.3050616700393994,
                "lower": -0.04708858424251284,
                "upper": 0.014743818191613592
              },
              {
                "event_time": 2,
                "estimate": -0.000623224212749948,
                "se": 0.018057565015404828,
                "pvalue": 0.9724715290291649,
                "lower": -0.03603784324910951,
                "upper": 0.034791394823609614
              },
              {
                "event_time": 3,
                "estimate": -0.005069953517555122,
                "se": 0.018877565407481398,
                "pvalue": 0.7882893694564519,
                "lower": -0.04209276288690163,
                "upper": 0.03195285585179139
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -23,
                "estimate": -0.032036350104897554,
                "se": 0.01013615859958596,
                "pvalue": 0.001599121727425767,
                "lower": -0.0519154531284903,
                "upper": -0.01215724708130481
              },
              {
                "event_time": -22,
                "estimate": -0.004452511045952207,
                "se": 0.00643805321764403,
                "pvalue": 0.4892771579924262,
                "lower": -0.017078864701285328,
                "upper": 0.008173842609380914
              },
              {
                "event_time": -21,
                "estimate": 0.015931542908403193,
                "se": 0.04172917047323858,
                "pvalue": 0.7026638206482738,
                "lower": -0.06590798937362513,
                "upper": 0.09777107519043152
              },
              {
                "event_time": -20,
                "estimate": -0.0013388014939805922,
                "se": 0.01499881078203052,
                "pvalue": 0.9288842357473005,
                "lower": -0.030754570972916888,
                "upper": 0.0280769679849557
              },
              {
                "event_time": -19,
                "estimate": 0.03599377441968795,
                "se": 0.0060173468121187635,
                "pvalue": 2.6301818973053925e-09,
                "lower": 0.02419251302154029,
                "upper": 0.04779503581783561
              },
              {
                "event_time": -18,
                "estimate": 0.03385025083784122,
                "se": 0.00906539931784227,
                "pvalue": 0.00019397981755008524,
                "lower": 0.016071128183154745,
                "upper": 0.05162937349252769
              },
              {
                "event_time": -17,
                "estimate": 0.006947277936005082,
                "se": 0.005711336981488575,
                "pvalue": 0.22398237265942525,
                "lower": -0.00425383490590569,
                "upper": 0.018148390777915854
              },
              {
                "event_time": -16,
                "estimate": -0.00118947953473062,
                "se": 0.00682664483589304,
                "pvalue": 0.8616947479571566,
                "lower": -0.01457794170853071,
                "upper": 0.012198982639069472
              },
              {
                "event_time": -15,
                "estimate": -0.01739584264097335,
                "se": 0.015236288712459873,
                "pvalue": 0.25370625153950066,
                "lower": -0.04727735544845499,
                "upper": 0.012485670166508294
              },
              {
                "event_time": -14,
                "estimate": 0.012695675288118172,
                "se": 0.015041627590751483,
                "pvalue": 0.3987549832831877,
                "lower": -0.01680406680661167,
                "upper": 0.042195417382848016
              },
              {
                "event_time": -13,
                "estimate": 0.025279864934884586,
                "se": 0.008212252600955735,
                "pvalue": 0.00211138213985331,
                "lower": 0.009173939410314063,
                "upper": 0.041385790459455105
              },
              {
                "event_time": -12,
                "estimate": 0.018450134562354833,
                "se": 0.01718633563844378,
                "pvalue": 0.28316670643648006,
                "lower": -0.015255823508252223,
                "upper": 0.05215609263296189
              },
              {
                "event_time": -11,
                "estimate": 0.03160313757993725,
                "se": 0.01639933457213906,
                "pvalue": 0.054115492195871806,
                "lower": -0.000559348659300872,
                "upper": 0.06376562381917536
              },
              {
                "event_time": -10,
                "estimate": 0.005229166385405711,
                "se": 0.006317523128685366,
                "pvalue": 0.40793015112264597,
                "lower": -0.007160802841614503,
                "upper": 0.017619135612425924
              },
              {
                "event_time": -9,
                "estimate": -0.0014717170612188646,
                "se": 0.007305935436736088,
                "pvalue": 0.8403749819751009,
                "lower": -0.015800167213579967,
                "upper": 0.012856733091142237
              },
              {
                "event_time": -8,
                "estimate": -0.0017323766778017237,
                "se": 0.008714503445017344,
                "pvalue": 0.8424463327727135,
                "lower": -0.018823319965728377,
                "upper": 0.015358566610124929
              },
              {
                "event_time": -7,
                "estimate": 0.0035415802377838064,
                "se": 0.006320183163474888,
                "pvalue": 0.5752993691069146,
                "lower": -0.00885360586751507,
                "upper": 0.015936766343082682
              },
              {
                "event_time": -6,
                "estimate": 0.004160236598761687,
                "se": 0.009667304689095994,
                "pvalue": 0.66699623089668,
                "lower": -0.014799346954207829,
                "upper": 0.023119820151731203
              },
              {
                "event_time": -5,
                "estimate": -0.012400782248580142,
                "se": 0.008538343525322492,
                "pvalue": 0.14656468552023105,
                "lower": -0.029146239506682357,
                "upper": 0.004344675009522073
              },
              {
                "event_time": -4,
                "estimate": 0.010558256411589658,
                "se": 0.008700462879183251,
                "pvalue": 0.22507801091482782,
                "lower": -0.006505150423352044,
                "upper": 0.027621663246531362
              },
              {
                "event_time": -3,
                "estimate": -0.019285203875230278,
                "se": 0.008817064057369017,
                "pvalue": 0.028844493730334157,
                "lower": -0.03657728973201778,
                "upper": -0.0019931180184427806
              },
              {
                "event_time": -2,
                "estimate": -0.007505641970537735,
                "se": 0.009010199482322612,
                "pvalue": 0.40493975341462046,
                "lower": -0.025176506333249034,
                "upper": 0.010165222392173566
              },
              {
                "event_time": -1,
                "estimate": -0.013167320539620287,
                "se": 0.005932578580409084,
                "pvalue": 0.026570223998821713,
                "lower": -0.02480233390655094,
                "upper": -0.0015323071726896318
              },
              {
                "event_time": 0,
                "estimate": -0.024360047990586504,
                "se": 0.022076553765553023,
                "pvalue": 0.2699771899321627,
                "lower": -0.06765673503425998,
                "upper": 0.018936639053086964
              },
              {
                "event_time": 1,
                "estimate": -0.029053103565163593,
                "se": 0.020185671673579295,
                "pvalue": 0.15023127700349384,
                "lower": -0.06864137981963062,
                "upper": 0.01053517268930343
              },
              {
                "event_time": 2,
                "estimate": -0.01165535323272072,
                "se": 0.02134208247532428,
                "pvalue": 0.5850467459801023,
                "lower": -0.05351159019830201,
                "upper": 0.030200883732860576
              },
              {
                "event_time": 3,
                "estimate": -0.014297475350317071,
                "se": 0.01369666639914616,
                "pvalue": 0.29667979190566734,
                "lower": -0.04115947042994512,
                "upper": 0.012564519729310976
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -23,
                "estimate": 0.06337543348303463,
                "se": 0.01699656297172532,
                "pvalue": 0.00019806266743160585,
                "lower": 0.030041658854082914,
                "upper": 0.09670920811198636
              },
              {
                "event_time": -22,
                "estimate": 0.09349154081371833,
                "se": 0.014131750493911297,
                "pvalue": 4.787048364118167e-11,
                "lower": 0.06577625585520894,
                "upper": 0.12120682577222772
              },
              {
                "event_time": -21,
                "estimate": 0.07559905111745395,
                "se": 0.03447659444345807,
                "pvalue": 0.028444587188426546,
                "lower": 0.00798332015679952,
                "upper": 0.1432147820781084
              },
              {
                "event_time": -20,
                "estimate": 0.030726208933982372,
                "se": 0.016833518188155018,
                "pvalue": 0.06811197401750799,
                "lower": -0.0022878011591040727,
                "upper": 0.06374021902706882
              },
              {
                "event_time": -19,
                "estimate": 0.07071496041415158,
                "se": 0.014569913282811361,
                "pvalue": 1.311561331360139e-06,
                "lower": 0.04214034762093321,
                "upper": 0.09928957320736995
              },
              {
                "event_time": -18,
                "estimate": 0.06664467365707952,
                "se": 0.01523934187373817,
                "pvalue": 1.2903202828350183e-05,
                "lower": 0.0367571729689819,
                "upper": 0.09653217434517714
              },
              {
                "event_time": -17,
                "estimate": 0.03577061476792973,
                "se": 0.015565628885478794,
                "pvalue": 0.02166646303694796,
                "lower": 0.005243197778412263,
                "upper": 0.0662980317574472
              },
              {
                "event_time": -16,
                "estimate": 0.029577100667423507,
                "se": 0.015475193711385345,
                "pvalue": 0.05612085915089033,
                "lower": -0.0007729542450213255,
                "upper": 0.059927155579868344
              },
              {
                "event_time": -15,
                "estimate": 0.0048205071744953434,
                "se": 0.014720479046795127,
                "pvalue": 0.7433487331167579,
                "lower": -0.02404939621669981,
                "upper": 0.0336904105656905
              },
              {
                "event_time": -14,
                "estimate": 0.03837524289965353,
                "se": 0.013707568236298286,
                "pvalue": 0.005168586564605468,
                "lower": 0.0114918670630292,
                "upper": 0.06525861873627786
              },
              {
                "event_time": -13,
                "estimate": 0.05254263854647938,
                "se": 0.011461778602308409,
                "pvalue": 4.853359295896861e-06,
                "lower": 0.030063720578660004,
                "upper": 0.07502155651429876
              },
              {
                "event_time": -12,
                "estimate": 0.04579687783980168,
                "se": 0.010834438096563434,
                "pvalue": 2.480288433964179e-05,
                "lower": 0.024548304328617637,
                "upper": 0.06704545135098572
              },
              {
                "event_time": -11,
                "estimate": 0.06063563302376242,
                "se": 0.010590417758282865,
                "pvalue": 1.1950402425656893e-08,
                "lower": 0.0398656338557945,
                "upper": 0.08140563219173033
              },
              {
                "event_time": -10,
                "estimate": 0.030750975972099175,
                "se": 0.010814276892147109,
                "pvalue": 0.0045088174933004144,
                "lower": 0.009541942751818654,
                "upper": 0.0519600091923797
              },
              {
                "event_time": -9,
                "estimate": 0.023945584389646335,
                "se": 0.010738908634493427,
                "pvalue": 0.02587676989304526,
                "lower": 0.0028843639076814344,
                "upper": 0.04500680487161124
              },
              {
                "event_time": -8,
                "estimate": 0.02631084261157342,
                "se": 0.010415342063851196,
                "pvalue": 0.011611851605451745,
                "lower": 0.005884203083486871,
                "upper": 0.046737482139659975
              },
              {
                "event_time": -7,
                "estimate": 0.0319587129856334,
                "se": 0.009344058547638352,
                "pvalue": 0.0006388716336904272,
                "lower": 0.013633081958651174,
                "upper": 0.050284344012615625
              },
              {
                "event_time": -6,
                "estimate": 0.030293721795528143,
                "se": 0.011650415434228425,
                "pvalue": 0.009388048710627999,
                "lower": 0.0074448479929672615,
                "upper": 0.053142595598089024
              },
              {
                "event_time": -5,
                "estimate": 0.010074606874679294,
                "se": 0.009296219021201103,
                "pvalue": 0.27862057574483845,
                "lower": -0.00815720094844296,
                "upper": 0.028306414697801548
              },
              {
                "event_time": -4,
                "estimate": 0.033932077154594925,
                "se": 0.01002666004961252,
                "pvalue": 0.0007283293882334105,
                "lower": 0.01426772343020365,
                "upper": 0.053596430878986204
              },
              {
                "event_time": -3,
                "estimate": 0.004509766238522723,
                "se": 0.009974196699213322,
                "pvalue": 0.6512170927065827,
                "lower": -0.01505169600707982,
                "upper": 0.024071228484125268
              },
              {
                "event_time": -2,
                "estimate": 0.011757871211313418,
                "se": 0.012779063324947791,
                "pvalue": 0.357642618611604,
                "lower": -0.013304514492875306,
                "upper": 0.03682025691550214
              },
              {
                "event_time": 0,
                "estimate": -0.012416368826115694,
                "se": 0.009839769393977835,
                "pvalue": 0.20715479511773255,
                "lower": -0.03171419132854479,
                "upper": 0.0068814536763134
              },
              {
                "event_time": 1,
                "estimate": -0.016677581094076865,
                "se": 0.009959364919568113,
                "pvalue": 0.0941837716168785,
                "lower": -0.036209955152799386,
                "upper": 0.0028547929646456534
              },
              {
                "event_time": 2,
                "estimate": 0.0014982462302228026,
                "se": 0.010405766721354378,
                "pvalue": 0.8855296354675437,
                "lower": -0.018909614071186277,
                "upper": 0.02190610653163188
              },
              {
                "event_time": 3,
                "estimate": -0.003310674689586822,
                "se": 0.01323772973106706,
                "pvalue": 0.8025416738656402,
                "lower": -0.029272600061700474,
                "upper": 0.02265125068252683
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0
            ],
            "weights": [
              0.29759862778730706,
              0.258147512864494,
              0.23499142367066894,
              0.20926243567753003
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 8.673617379884035e-18,
            "package_aggregate_vs_estimable_cell_weights": null
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "status": "not_identified",
            "pvalue": null,
            "reason": "The saturated and imported deviations designs do not span the same fitted model on this sparse panel. Test withheld.",
            "relative_rss_difference": 1.961883611136854e-06
          },
          "method_status": {
            "Sun\u2013Abraham": "unvalidated: saturated and reference deviations fits disagree"
          }
        }
      },
      "code_sha256": {
        "replication_engine.py": "836da12e7ca9210de54b65782ae08d98863e1382a1ec9e9b6fa80c3db0494f39",
        "reference_f_test.py": "9cf8f31eeda89784ac1750ea22c35401ae46e24e06279acf938d2d103b78cccf",
        "sparse_did2s.py": "80f31c1a9b71ccb8a6113641ff8ef830af32dbdea8af48d60740c31d4b00b63c",
        "frequency.py": "8f922ae4be2b63ad9b89515d8e665cda4e11a354258b54ef3b820648243642eb",
        "sparse_models.py": "538c06b81a46a104838d662d6e6489d0d2daa7f680fd234049f28c97c87ef555"
      }
    },
    "comparison": {
      "schema": "expensive-replication-v1",
      "config": {
        "outcomes": [
          "y"
        ],
        "treatments": [
          "d"
        ],
        "unit": "unit",
        "time": "time",
        "cluster": "cluster",
        "covariates": [],
        "baseline_by_time": [],
        "weight": 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": "original_fe",
        "frequency_weights": false,
        "source_sd": null,
        "require_never_control_periods": false,
        "latest_cohort_control": true,
        "slug": "s02-p018",
        "specification_id": "S02-P018",
        "source_specification_id": "AM005-P2587-T2-RD-NOOV-M4M1",
        "study_id": 2,
        "study": "Do Powerful Politicians Really Cause Corporate Downsizing?",
        "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204",
        "description": "AM005-P2587-T2-RD-NOOV-M4M1",
        "data": "analyses/full-archive/prepared/S02-P018.parquet",
        "output_dir": "analyses/archive-expanded/fits/S02-P018"
      },
      "options": {
        "output_dir": "analyses/archive-expanded/fits/S02-P018",
        "regression_results": "analyses/archive-expanded/baselines/S02-P018.json",
        "display_window": [
          -10,
          10
        ],
        "timeout_seconds": 3600
      },
      "source": {
        "file": "S02-P018.parquet",
        "bytes": 1052217,
        "sha256": "00846ea9efcc31503371f6feba36c2688820f607567b34fd92f6efc0b04aab68"
      },
      "regressions": {
        "y__d": {
          "sample": {
            "outcome": "y",
            "treatment": "d",
            "source_rows": 87865,
            "source_sd": 0.133426199719001,
            "rows": 83038,
            "units": 8586,
            "clusters": 1911,
            "treated_units": 347,
            "never_treated_units": 8239,
            "treated_cohorts": 5,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 83005,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 145,
            "post_adoption_untreated_rows_removed": 3333,
            "units_without_minus_one_removed": 8,
            "additional_rows_removed": 1196
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.029289195835654317,
              "se": 0.009368993021458799,
              "pvalue": 0.0017975659635133306,
              "lower": -0.04766372852188406,
              "upper": -0.010914663149424575
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.008695226079528287,
              "se": 0.012547282857786762,
              "pvalue": 0.48839585208000913,
              "lower": -0.03330304235879318,
              "upper": 0.015912590199736603
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.020480335846561407,
              "se": 0.010898891375702451,
              "pvalue": 0.06038012639644144,
              "lower": -0.041855315566135406,
              "upper": 0.0008946438730125898
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": null,
              "se": null,
              "pvalue": null,
              "lower": null,
              "upper": null,
              "status": "unvalidated",
              "reason": "unvalidated: saturated and reference deviations fits disagree"
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -23,
                "estimate": 0.009800315640077077,
                "se": 0.01749557624783186,
                "pvalue": 0.5754362467287786,
                "lower": -0.024512127211989032,
                "upper": 0.04411275849214319
              },
              {
                "event_time": -22,
                "estimate": 0.0396176419806027,
                "se": 0.014794406940934106,
                "pvalue": 0.007472451509695037,
                "lower": 0.010602750701790429,
                "upper": 0.06863253325941497
              },
              {
                "event_time": -21,
                "estimate": 0.05443914547246783,
                "se": 0.05808402154961775,
                "pvalue": 0.3487493873560733,
                "lower": -0.059475631715075146,
                "upper": 0.1683539226600108
              },
              {
                "event_time": -20,
                "estimate": 0.028709837056818746,
                "se": 0.02603101043291067,
                "pvalue": 0.2702056054756309,
                "lower": -0.022342357235522574,
                "upper": 0.07976203134916007
              },
              {
                "event_time": -19,
                "estimate": 0.07150758574396393,
                "se": 0.01411039902659347,
                "pvalue": 4.4146336866471675e-07,
                "lower": 0.04383417542803693,
                "upper": 0.09918099605989093
              },
              {
                "event_time": -18,
                "estimate": 0.06878363828906653,
                "se": 0.015484220122938503,
                "pvalue": 9.415124582392283e-06,
                "lower": 0.03841588071703565,
                "upper": 0.0991513958610974
              },
              {
                "event_time": -17,
                "estimate": 0.03812272186648062,
                "se": 0.014541593956770212,
                "pvalue": 0.008820439137355796,
                "lower": 0.009603649127652648,
                "upper": 0.0666417946053086
              },
              {
                "event_time": -16,
                "estimate": 0.030847455525775638,
                "se": 0.01427310218552823,
                "pvalue": 0.030801501495277103,
                "lower": 0.002854950670536649,
                "upper": 0.058839960381014626
              },
              {
                "event_time": -15,
                "estimate": 0.013025568287895991,
                "se": 0.022029519574722073,
                "pvalue": 0.5544041948615374,
                "lower": -0.030178874981573116,
                "upper": 0.0562300115573651
              },
              {
                "event_time": -14,
                "estimate": 0.04488019569530513,
                "se": 0.02249356980382111,
                "pvalue": 0.046157942960069046,
                "lower": 0.0007656539677516755,
                "upper": 0.08899473742285859
              },
              {
                "event_time": -13,
                "estimate": 0.05679257307658006,
                "se": 0.01534981099203792,
                "pvalue": 0.0002217979290410512,
                "lower": 0.0266884196040937,
                "upper": 0.08689672654906642
              },
              {
                "event_time": -12,
                "estimate": 0.04825228690590386,
                "se": 0.025389877112925147,
                "pvalue": 0.057524035948606646,
                "lower": -0.0015425123689235404,
                "upper": 0.09804708618073125
              },
              {
                "event_time": -11,
                "estimate": 0.06133693016129436,
                "se": 0.02545811045430449,
                "pvalue": 0.01607602107332528,
                "lower": 0.011408311194361968,
                "upper": 0.11126554912822675
              },
              {
                "event_time": -10,
                "estimate": 0.031426116545639184,
                "se": 0.013796039207078462,
                "pvalue": 0.0228420638706554,
                "lower": 0.004369230840808154,
                "upper": 0.05848300225047021
              },
              {
                "event_time": -9,
                "estimate": 0.0237166062262828,
                "se": 0.015662100245959824,
                "pvalue": 0.1301235134749612,
                "lower": -0.007000011050008682,
                "upper": 0.05443322350257428
              },
              {
                "event_time": -8,
                "estimate": 0.02525555406955752,
                "se": 0.014581085279307448,
                "pvalue": 0.08342140011437096,
                "lower": -0.003340969318995659,
                "upper": 0.0538520774581107
              },
              {
                "event_time": -7,
                "estimate": 0.03205421945878971,
                "se": 0.011522172889053479,
                "pvalue": 0.005456278820203911,
                "lower": 0.009456855806005353,
                "upper": 0.054651583111574066
              },
              {
                "event_time": -6,
                "estimate": 0.0294878395909628,
                "se": 0.014596506760395369,
                "pvalue": 0.04350216146982232,
                "lower": 0.000861071489058781,
                "upper": 0.05811460769286682
              },
              {
                "event_time": -5,
                "estimate": 0.00911110963544447,
                "se": 0.014621155139093204,
                "pvalue": 0.5332631932083947,
                "lower": -0.019563999034011327,
                "upper": 0.03778621830490027
              },
              {
                "event_time": -4,
                "estimate": 0.033493263446531044,
                "se": 0.015589624619198876,
                "pvalue": 0.031804770909662494,
                "lower": 0.0029187858612206366,
                "upper": 0.06406774103184146
              },
              {
                "event_time": -3,
                "estimate": 0.006435726006706957,
                "se": 0.011580841489926169,
                "pvalue": 0.5784661417045807,
                "lower": -0.016276698904199968,
                "upper": 0.029148150917613882
              },
              {
                "event_time": -2,
                "estimate": 0.011967295506515992,
                "se": 0.015570251809415132,
                "pvalue": 0.44222582849672687,
                "lower": -0.0185691879927939,
                "upper": 0.04250377900582589
              },
              {
                "event_time": 0,
                "estimate": -0.011132317652716744,
                "se": 0.016564970479950463,
                "pvalue": 0.5016397086674422,
                "lower": -0.043619650158263655,
                "upper": 0.021355014852830166
              },
              {
                "event_time": 1,
                "estimate": -0.016172383025449624,
                "se": 0.015763866129218828,
                "pvalue": 0.3050616700393994,
                "lower": -0.04708858424251284,
                "upper": 0.014743818191613592
              },
              {
                "event_time": 2,
                "estimate": -0.000623224212749948,
                "se": 0.018057565015404828,
                "pvalue": 0.9724715290291649,
                "lower": -0.03603784324910951,
                "upper": 0.034791394823609614
              },
              {
                "event_time": 3,
                "estimate": -0.005069953517555122,
                "se": 0.018877565407481398,
                "pvalue": 0.7882893694564519,
                "lower": -0.04209276288690163,
                "upper": 0.03195285585179139
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -23,
                "estimate": -0.032036350104897554,
                "se": 0.01013615859958596,
                "pvalue": 0.001599121727425767,
                "lower": -0.0519154531284903,
                "upper": -0.01215724708130481
              },
              {
                "event_time": -22,
                "estimate": -0.004452511045952207,
                "se": 0.00643805321764403,
                "pvalue": 0.4892771579924262,
                "lower": -0.017078864701285328,
                "upper": 0.008173842609380914
              },
              {
                "event_time": -21,
                "estimate": 0.015931542908403193,
                "se": 0.04172917047323858,
                "pvalue": 0.7026638206482738,
                "lower": -0.06590798937362513,
                "upper": 0.09777107519043152
              },
              {
                "event_time": -20,
                "estimate": -0.0013388014939805922,
                "se": 0.01499881078203052,
                "pvalue": 0.9288842357473005,
                "lower": -0.030754570972916888,
                "upper": 0.0280769679849557
              },
              {
                "event_time": -19,
                "estimate": 0.03599377441968795,
                "se": 0.0060173468121187635,
                "pvalue": 2.6301818973053925e-09,
                "lower": 0.02419251302154029,
                "upper": 0.04779503581783561
              },
              {
                "event_time": -18,
                "estimate": 0.03385025083784122,
                "se": 0.00906539931784227,
                "pvalue": 0.00019397981755008524,
                "lower": 0.016071128183154745,
                "upper": 0.05162937349252769
              },
              {
                "event_time": -17,
                "estimate": 0.006947277936005082,
                "se": 0.005711336981488575,
                "pvalue": 0.22398237265942525,
                "lower": -0.00425383490590569,
                "upper": 0.018148390777915854
              },
              {
                "event_time": -16,
                "estimate": -0.00118947953473062,
                "se": 0.00682664483589304,
                "pvalue": 0.8616947479571566,
                "lower": -0.01457794170853071,
                "upper": 0.012198982639069472
              },
              {
                "event_time": -15,
                "estimate": -0.01739584264097335,
                "se": 0.015236288712459873,
                "pvalue": 0.25370625153950066,
                "lower": -0.04727735544845499,
                "upper": 0.012485670166508294
              },
              {
                "event_time": -14,
                "estimate": 0.012695675288118172,
                "se": 0.015041627590751483,
                "pvalue": 0.3987549832831877,
                "lower": -0.01680406680661167,
                "upper": 0.042195417382848016
              },
              {
                "event_time": -13,
                "estimate": 0.025279864934884586,
                "se": 0.008212252600955735,
                "pvalue": 0.00211138213985331,
                "lower": 0.009173939410314063,
                "upper": 0.041385790459455105
              },
              {
                "event_time": -12,
                "estimate": 0.018450134562354833,
                "se": 0.01718633563844378,
                "pvalue": 0.28316670643648006,
                "lower": -0.015255823508252223,
                "upper": 0.05215609263296189
              },
              {
                "event_time": -11,
                "estimate": 0.03160313757993725,
                "se": 0.01639933457213906,
                "pvalue": 0.054115492195871806,
                "lower": -0.000559348659300872,
                "upper": 0.06376562381917536
              },
              {
                "event_time": -10,
                "estimate": 0.005229166385405711,
                "se": 0.006317523128685366,
                "pvalue": 0.40793015112264597,
                "lower": -0.007160802841614503,
                "upper": 0.017619135612425924
              },
              {
                "event_time": -9,
                "estimate": -0.0014717170612188646,
                "se": 0.007305935436736088,
                "pvalue": 0.8403749819751009,
                "lower": -0.015800167213579967,
                "upper": 0.012856733091142237
              },
              {
                "event_time": -8,
                "estimate": -0.0017323766778017237,
                "se": 0.008714503445017344,
                "pvalue": 0.8424463327727135,
                "lower": -0.018823319965728377,
                "upper": 0.015358566610124929
              },
              {
                "event_time": -7,
                "estimate": 0.0035415802377838064,
                "se": 0.006320183163474888,
                "pvalue": 0.5752993691069146,
                "lower": -0.00885360586751507,
                "upper": 0.015936766343082682
              },
              {
                "event_time": -6,
                "estimate": 0.004160236598761687,
                "se": 0.009667304689095994,
                "pvalue": 0.66699623089668,
                "lower": -0.014799346954207829,
                "upper": 0.023119820151731203
              },
              {
                "event_time": -5,
                "estimate": -0.012400782248580142,
                "se": 0.008538343525322492,
                "pvalue": 0.14656468552023105,
                "lower": -0.029146239506682357,
                "upper": 0.004344675009522073
              },
              {
                "event_time": -4,
                "estimate": 0.010558256411589658,
                "se": 0.008700462879183251,
                "pvalue": 0.22507801091482782,
                "lower": -0.006505150423352044,
                "upper": 0.027621663246531362
              },
              {
                "event_time": -3,
                "estimate": -0.019285203875230278,
                "se": 0.008817064057369017,
                "pvalue": 0.028844493730334157,
                "lower": -0.03657728973201778,
                "upper": -0.0019931180184427806
              },
              {
                "event_time": -2,
                "estimate": -0.007505641970537735,
                "se": 0.009010199482322612,
                "pvalue": 0.40493975341462046,
                "lower": -0.025176506333249034,
                "upper": 0.010165222392173566
              },
              {
                "event_time": -1,
                "estimate": -0.013167320539620287,
                "se": 0.005932578580409084,
                "pvalue": 0.026570223998821713,
                "lower": -0.02480233390655094,
                "upper": -0.0015323071726896318
              },
              {
                "event_time": 0,
                "estimate": -0.024360047990586504,
                "se": 0.022076553765553023,
                "pvalue": 0.2699771899321627,
                "lower": -0.06765673503425998,
                "upper": 0.018936639053086964
              },
              {
                "event_time": 1,
                "estimate": -0.029053103565163593,
                "se": 0.020185671673579295,
                "pvalue": 0.15023127700349384,
                "lower": -0.06864137981963062,
                "upper": 0.01053517268930343
              },
              {
                "event_time": 2,
                "estimate": -0.01165535323272072,
                "se": 0.02134208247532428,
                "pvalue": 0.5850467459801023,
                "lower": -0.05351159019830201,
                "upper": 0.030200883732860576
              },
              {
                "event_time": 3,
                "estimate": -0.014297475350317071,
                "se": 0.01369666639914616,
                "pvalue": 0.29667979190566734,
                "lower": -0.04115947042994512,
                "upper": 0.012564519729310976
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0
            ],
            "weights": [
              0.29759862778730706,
              0.258147512864494,
              0.23499142367066894,
              0.20926243567753003
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 8.673617379884035e-18,
            "package_aggregate_vs_estimable_cell_weights": null
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "status": "not_identified",
            "pvalue": null,
            "reason": "The saturated and imported deviations designs do not span the same fitted model on this sparse panel. Test withheld.",
            "relative_rss_difference": 1.961883611136854e-06
          },
          "method_status": {
            "Sun\u2013Abraham": "unvalidated: saturated and reference deviations fits disagree"
          }
        }
      },
      "alternative_models": {
        "y__d": [
          {
            "method": "CS-DID",
            "status": "unsupported",
            "reason": "csdid: matching the configured nonstandard fixed effects is not implemented."
          },
          {
            "method": "SDID",
            "status": "unsupported",
            "reason": "sdid: matching the configured nonstandard fixed effects is not implemented."
          },
          {
            "method": "Matrix completion",
            "status": "unsupported",
            "reason": "matrix-completion: matching the configured nonstandard fixed effects is not implemented."
          },
          {
            "method": "Horizontal ridge",
            "status": "unsupported",
            "reason": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented."
          },
          {
            "method": "Multisynth (cohort-averaged)",
            "status": "unsupported",
            "reason": "multisynth-cohort: matching the configured nonstandard fixed effects is not implemented."
          },
          {
            "method": "Multisynth (individual)",
            "status": "unsupported",
            "reason": "multisynth-individual: matching the configured nonstandard fixed effects is not implemented."
          }
        ]
      },
      "combined_table": [
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Static TWFE",
          "Estimate (SDs)": -0.029289195835654317,
          "SE": 0.009368993021458799,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.008695226079528287,
          "SE": 0.012547282857786762,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.020480335846561407,
          "SE": 0.010898891375702451,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "observations",
          "Event study": "No",
          "Status": "unvalidated",
          "Note": "unvalidated: saturated and reference deviations fits disagree"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Equal post-event times",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "csdid: matching the configured nonstandard fixed effects is not implemented."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "SDID",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "sdid: matching the configured nonstandard fixed effects is not implemented."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Matrix completion",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "matrix-completion: matching the configured nonstandard fixed effects is not implemented."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Horizontal ridge",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (cohort-averaged)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-cohort: matching the configured nonstandard fixed effects is not implemented."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (individual)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-individual: matching the configured nonstandard fixed effects is not implemented."
        }
      ],
      "adapter_sha256": {
        "validate_template.py": "acaff11c7459081dc8abf2f6a6eaf882aed70c073f4681e9f5ce6d63eae93e39",
        "mtgpax_worker.py": "7279b1b2aaa3f5909cd39ac1964d2e9c75907219011fe661a015511131affa85",
        "csdid_general.py": "9c3093549e3591900c0b1a99c7db688f4caa1d4817d030b274032427ca8cf2bf",
        "runner.py": "71623aa3539f4145e073f9cc3c8a2f195bccbcf0ad3a2192b3003f0dea035e1e",
        "csdid_model.py": "4b6272d878b20bb48b16ead3a1f7bd7410cb5806b800e08f01889b503e1b74fb",
        "multisynth_model.R": "3ae0740c5b75b14f563dacc9961688e8286655866a6b435045a3ef6f453c1604",
        "csdid_streaming.py": "2285286ffa353ca347d1a61fd3a11f867e2033953a1494fec5aaeb460ba36a01",
        "multisynth_sparse.R": "f9ab3d8d7f7b52a79ccd694c7173f626276a0830f23bb79e527c88c0f0292540",
        "matrix_models.py": "dc1afacddc30a8244338144e1f7647ff6026bcdf1fc2768ae21e6c5fa61a4c29",
        "csdid_aggregations.py": "cbed0fb13450d9398f9a59d53dbfdf8e275a74daa01158c38c0f3396a3e8c6ee",
        "bootstrap_matrix.py": "9815529a8ae1abb9440939848b5f003758a359e14d400747488c6af340bf6be4",
        "eligibility.py": "aba2b72cf19a45e82f49e4ddac2bc10bc82da1a3c872a408f94508eaea001bd5"
      },
      "scalar_ranges": [
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Static TWFE",
          "Estimate (SDs)": -0.029289195835654317,
          "SE": 0.009368993021458799,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": "",
          "lower": -0.04766372852188406,
          "upper": -0.010914663149424575,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.008695226079528287,
          "SE": 0.012547282857786762,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.03330304235879318,
          "upper": 0.015912590199736603,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.020480335846561407,
          "SE": 0.010898891375702451,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.041855315566135406,
          "upper": 0.0008946438730125898,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unvalidated",
          "Note": "unvalidated: saturated and reference deviations fits disagree",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (equal event-time)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Equal post-event times",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "csdid: matching the configured nonstandard fixed effects is not implemented.",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "SDID",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "sdid: matching the configured nonstandard fixed effects is not implemented.",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Matrix completion",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "matrix-completion: matching the configured nonstandard fixed effects is not implemented.",
          "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": "unsupported",
          "Note": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented.",
          "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: matching the configured nonstandard fixed effects is not implemented.",
          "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: matching the configured nonstandard fixed effects is not implemented.",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        }
      ],
      "reporting_source": {
        "path": "templates/reporting/comparison_report.py",
        "sha256": "94e9c5116a13335ead2db81834cac48593160291aea51c30c12fe3e11e5da1ce"
      }
    },
    "finished": 1791581004.1998029,
    "scalar_ranges": [
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Static TWFE",
        "Estimate (SDs)": -0.029289195835654317,
        "SE": 0.009368993021458799,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": "",
        "lower": -0.04766372852188406,
        "upper": -0.010914663149424575,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": -0.008695226079528287,
        "SE": 0.012547282857786762,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.03330304235879318,
        "upper": 0.015912590199736603,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": -0.020480335846561407,
        "SE": 0.010898891375702451,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.041855315566135406,
        "upper": 0.0008946438730125898,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unvalidated",
        "Note": "unvalidated: saturated and reference deviations fits disagree",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (equal event-time)",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Equal post-event times",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "csdid: matching the configured nonstandard fixed effects is not implemented.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "SDID",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "sdid: matching the configured nonstandard fixed effects is not implemented.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Matrix completion",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "matrix-completion: matching the configured nonstandard fixed effects is not implemented.",
        "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": "unsupported",
        "Note": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented.",
        "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: matching the configured nonstandard fixed effects is not implemented.",
        "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: matching the configured nonstandard fixed effects is not implemented.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      }
    ]
  },
  {
    "study_id": 2,
    "specification_id": "S02-P019",
    "source_specification_id": "AM005-P2587-T2-RD-QP-M1",
    "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": "Do Powerful Politicians Really Cause Corporate Downsizing?",
    "status": "ready",
    "reason": "",
    "config": "analyses/full-archive/configs/S02-P019.json",
    "input_bytes": 901465,
    "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": "s02-p019",
        "specification_id": "S02-P019",
        "source_specification_id": "AM005-P2587-T2-RD-QP-M1",
        "study_id": 2,
        "study": "Do Powerful Politicians Really Cause Corporate Downsizing?",
        "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204",
        "description": "AM005-P2587-T2-RD-QP-M1",
        "data": "analyses/full-archive/prepared/S02-P019.parquet",
        "output_dir": "analyses/full-archive/results/S02-P019"
      },
      "source": {
        "file": "S02-P019.parquet",
        "bytes": 901465,
        "sha256": "391c984925e46f54f48cb72b1445dbc6ea78002c2af99891c53c942aa4a9079b"
      },
      "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": 87865,
            "source_sd": 0.133426199719001,
            "rows": 83517,
            "units": 8531,
            "clusters": 1916,
            "treated_units": 322,
            "never_treated_units": 8209,
            "treated_cohorts": 7,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 83461,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 153,
            "post_adoption_untreated_rows_removed": 2503,
            "units_without_minus_one_removed": 18,
            "additional_rows_removed": 1274
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.018531623316536978,
              "se": 0.011687651791437265,
              "pvalue": 0.11300134282129645,
              "lower": -0.04145348736656067,
              "upper": 0.004390240733486709
            },
            {
              "method": "Dynamic TWFE",
              "estimate": 0.002121510660720598,
              "se": 0.01826339509025798,
              "pvalue": 0.9075364119816137,
              "lower": -0.03369672441516227,
              "upper": 0.03793974573660346
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.01886543598466338,
              "se": 0.013615699968209572,
              "pvalue": 0.16604114744648488,
              "lower": -0.04556859494135507,
              "upper": 0.007837722972028307
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": 0.0015926812435597668,
              "se": 0.007538664431060782,
              "pvalue": 0.8327003531811873,
              "lower": -0.013192174114136911,
              "upper": 0.016377536601256446
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -26,
                "estimate": 0.022164347076281916,
                "se": 0.02638921361258917,
                "pvalue": 0.40106831186721603,
                "lower": -0.029590272038736935,
                "upper": 0.07391896619130077
              },
              {
                "event_time": -25,
                "estimate": 0.05128100339847436,
                "se": 0.024569819483442442,
                "pvalue": 0.037006122499592585,
                "lower": 0.0030945864874488,
                "upper": 0.09946742030949993
              },
              {
                "event_time": -24,
                "estimate": 0.07187390872970649,
                "se": 0.05265231688267394,
                "pvalue": 0.17239252678836028,
                "lower": -0.0313880014503712,
                "upper": 0.1751358189097842
              },
              {
                "event_time": -23,
                "estimate": 0.036481018044634994,
                "se": 0.02709899558774883,
                "pvalue": 0.17839318731372567,
                "lower": -0.016665627991624493,
                "upper": 0.08962766408089448
              },
              {
                "event_time": -22,
                "estimate": 0.07634036371409744,
                "se": 0.016186225077393156,
                "pvalue": 2.5743048930611176e-06,
                "lower": 0.04459588181749357,
                "upper": 0.10808484561070131
              },
              {
                "event_time": -21,
                "estimate": 0.08239846528630282,
                "se": 0.01969765138395788,
                "pvalue": 3.0047199741658142e-05,
                "lower": 0.043767361692111956,
                "upper": 0.12102956888049368
              },
              {
                "event_time": -20,
                "estimate": 0.042107631550471245,
                "se": 0.018870503240224244,
                "pvalue": 0.02577001956223912,
                "lower": 0.005098733822627488,
                "upper": 0.079116529278315
              },
              {
                "event_time": -19,
                "estimate": 0.028449661005136732,
                "se": 0.018368159731621796,
                "pvalue": 0.12158122724167718,
                "lower": -0.007574038856097649,
                "upper": 0.06447336086637112
              },
              {
                "event_time": -18,
                "estimate": 0.0453474552098471,
                "se": 0.019017493880887585,
                "pvalue": 0.01719858834468317,
                "lower": 0.00805027891740926,
                "upper": 0.08264463150228493
              },
              {
                "event_time": -17,
                "estimate": 0.057811708220859244,
                "se": 0.015091528960934398,
                "pvalue": 0.00013187426677077678,
                "lower": 0.028214148221427232,
                "upper": 0.08740926822029126
              },
              {
                "event_time": -16,
                "estimate": 0.055071873444840276,
                "se": 0.015045397164134717,
                "pvalue": 0.000258664486935353,
                "lower": 0.025564787288528772,
                "upper": 0.08457895960115178
              },
              {
                "event_time": -15,
                "estimate": 0.04094526271735153,
                "se": 0.01853758889772758,
                "pvalue": 0.027308702898036726,
                "lower": 0.004589277776026815,
                "upper": 0.07730124765867624
              },
              {
                "event_time": -14,
                "estimate": 0.06244678133612302,
                "se": 0.021462729939304565,
                "pvalue": 0.003661305120300585,
                "lower": 0.02035399943347071,
                "upper": 0.10453956323877533
              },
              {
                "event_time": -13,
                "estimate": 0.033586043858888824,
                "se": 0.016055137429195596,
                "pvalue": 0.03657718861428282,
                "lower": 0.0020986515217825408,
                "upper": 0.06507343619599511
              },
              {
                "event_time": -12,
                "estimate": 0.03370558575162979,
                "se": 0.01500758781581133,
                "pvalue": 0.02482383141038458,
                "lower": 0.004272651423038169,
                "upper": 0.06313852008022142
              },
              {
                "event_time": -11,
                "estimate": 0.02497481517206267,
                "se": 0.014699550497980518,
                "pvalue": 0.08947803164015476,
                "lower": -0.003853995278811719,
                "upper": 0.05380362562293706
              },
              {
                "event_time": -10,
                "estimate": 0.03244813439268983,
                "se": 0.01492605463018941,
                "pvalue": 0.029832835109650208,
                "lower": 0.0031751032362444045,
                "upper": 0.06172116554913525
              },
              {
                "event_time": -9,
                "estimate": 0.03257679718145758,
                "se": 0.01734495789078272,
                "pvalue": 0.06050960629162097,
                "lower": -0.001440195608932153,
                "upper": 0.06659378997184731
              },
              {
                "event_time": -8,
                "estimate": 0.0002295341646527027,
                "se": 0.015717581358725325,
                "pvalue": 0.9883499030370998,
                "lower": -0.030595842012607986,
                "upper": 0.031054910341913388
              },
              {
                "event_time": -7,
                "estimate": 0.04089503017445918,
                "se": 0.019269022578595994,
                "pvalue": 0.03393891507467513,
                "lower": 0.003104554910043446,
                "upper": 0.07868550543887493
              },
              {
                "event_time": -6,
                "estimate": 0.0202803251487384,
                "se": 0.014922018837547357,
                "pvalue": 0.17427898430259509,
                "lower": -0.008984790996896811,
                "upper": 0.049545441294373604
              },
              {
                "event_time": -5,
                "estimate": 0.02605776132069689,
                "se": 0.022006197031245508,
                "pvalue": 0.23651641218919028,
                "lower": -0.017100870165723703,
                "upper": 0.06921639280711749
              },
              {
                "event_time": -4,
                "estimate": 0.015366382254298533,
                "se": 0.018499954462917686,
                "pvalue": 0.40629339928123537,
                "lower": -0.020915793900307893,
                "upper": 0.051648558408904956
              },
              {
                "event_time": -3,
                "estimate": 0.016671340141837247,
                "se": 0.020056020797545173,
                "pvalue": 0.40594243979696987,
                "lower": -0.022662598814368152,
                "upper": 0.05600527909804265
              },
              {
                "event_time": -2,
                "estimate": 0.0034658349975157333,
                "se": 0.01829504579006936,
                "pvalue": 0.8497671305331118,
                "lower": -0.03241447354283295,
                "upper": 0.03934614353786441
              },
              {
                "event_time": 0,
                "estimate": -0.007721510771234193,
                "se": 0.02350407187039063,
                "pvalue": 0.7425559521048503,
                "lower": -0.05381777969240364,
                "upper": 0.03837475814993525
              },
              {
                "event_time": 1,
                "estimate": 0.02657716804022683,
                "se": 0.027045990732003488,
                "pvalue": 0.3258961165828679,
                "lower": -0.026465524685387657,
                "upper": 0.07961986076584132
              },
              {
                "event_time": 2,
                "estimate": 0.027948458208649548,
                "se": 0.018770335744651163,
                "pvalue": 0.13666004787097466,
                "lower": -0.008863990672434447,
                "upper": 0.06476090708973355
              },
              {
                "event_time": 3,
                "estimate": 0.007269629963957536,
                "se": 0.02157545115074823,
                "pvalue": 0.7361991416076386,
                "lower": -0.03504422117744114,
                "upper": 0.049583481105356216
              },
              {
                "event_time": 4,
                "estimate": -0.0258722596459533,
                "se": 0.03838728332678109,
                "pvalue": 0.5004053973136036,
                "lower": -0.10115753553951345,
                "upper": 0.049413016247606856
              },
              {
                "event_time": 5,
                "estimate": -0.024799925803887922,
                "se": 0.02044842073195684,
                "pvalue": 0.22535436517809626,
                "lower": -0.06490344089996533,
                "upper": 0.015303589292189487
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -26,
                "estimate": -0.02476392377162831,
                "se": 0.010901245162861884,
                "pvalue": 0.02321755512181815,
                "lower": -0.04614348435899676,
                "upper": -0.0033843631842598587
              },
              {
                "event_time": -25,
                "estimate": 0.003010960732177187,
                "se": 0.007512492968445097,
                "pvalue": 0.6886166424330961,
                "lower": -0.011722567060430109,
                "upper": 0.017744488524784482
              },
              {
                "event_time": -24,
                "estimate": 0.022146230038217057,
                "se": 0.04625107110105923,
                "pvalue": 0.6321168588685302,
                "lower": -0.06856153426420386,
                "upper": 0.11285399434063798
              },
              {
                "event_time": -23,
                "estimate": 0.00023973938064939613,
                "se": 0.017600515451969844,
                "pvalue": 0.9891336442065258,
                "lower": -0.03427845380302879,
                "upper": 0.03475793256432758
              },
              {
                "event_time": -22,
                "estimate": 0.04094712572788232,
                "se": 0.006879533767699271,
                "pvalue": 3.1421622617171955e-09,
                "lower": 0.02745495975949851,
                "upper": 0.05443929169626613
              },
              {
                "event_time": -21,
                "estimate": 0.04606920414755504,
                "se": 0.012973977733823389,
                "pvalue": 0.00039320029882872865,
                "lower": 0.02062459310767023,
                "upper": 0.07151381518743985
              },
              {
                "event_time": -20,
                "estimate": 0.012959054920047676,
                "se": 0.009254120647283691,
                "pvalue": 0.16156900983676903,
                "lower": -0.00519015923903267,
                "upper": 0.031108269079128024
              },
              {
                "event_time": -19,
                "estimate": -0.003623634889461195,
                "se": 0.009986203068837627,
                "pvalue": 0.7167464284325745,
                "lower": -0.023208611684160572,
                "upper": 0.01596134190523818
              },
              {
                "event_time": -18,
                "estimate": 0.008553773973913282,
                "se": 0.012337618937453148,
                "pvalue": 0.4882001540536775,
                "lower": -0.015642807942779995,
                "upper": 0.03275035589060656
              },
              {
                "event_time": -17,
                "estimate": 0.021321243283620856,
                "se": 0.007054320398750639,
                "pvalue": 0.002540725934872908,
                "lower": 0.007486285155938091,
                "upper": 0.03515620141130362
              },
              {
                "event_time": -16,
                "estimate": 0.021558066907695937,
                "se": 0.006195067283695713,
                "pvalue": 0.0005128750503200378,
                "lower": 0.009408279029718764,
                "upper": 0.033707854785673105
              },
              {
                "event_time": -15,
                "estimate": 0.011483576259572581,
                "se": 0.009278123783103592,
                "pvalue": 0.21597734986437256,
                "lower": -0.006712712934412647,
                "upper": 0.02967986545355781
              },
              {
                "event_time": -14,
                "estimate": 0.03027143636899711,
                "se": 0.009979917709508195,
                "pvalue": 0.0024519747699796647,
                "lower": 0.01069878644325531,
                "upper": 0.04984408629473891
              },
              {
                "event_time": -13,
                "estimate": 0.006493255564187685,
                "se": 0.004792808929763224,
                "pvalue": 0.17564388058504504,
                "lower": -0.0029064182681777734,
                "upper": 0.015892929396553145
              },
              {
                "event_time": -12,
                "estimate": 0.005742669283577207,
                "se": 0.006140653196769304,
                "pvalue": 0.3498089866890412,
                "lower": -0.0063004014945761055,
                "upper": 0.017785740061730518
              },
              {
                "event_time": -11,
                "estimate": -0.0031294704582312967,
                "se": 0.006278249905100664,
                "pvalue": 0.6182155274499725,
                "lower": -0.01544239638764886,
                "upper": 0.009183455471186265
              },
              {
                "event_time": -10,
                "estimate": 0.0035416149247004132,
                "se": 0.006348646814615317,
                "pvalue": 0.5770096239078737,
                "lower": -0.008909373672756156,
                "upper": 0.015992603522156982
              },
              {
                "event_time": -9,
                "estimate": 0.006403169205293528,
                "se": 0.00779311568212664,
                "pvalue": 0.4113816395532733,
                "lower": -0.008880716846367105,
                "upper": 0.021687055256954163
              },
              {
                "event_time": -8,
                "estimate": -0.014294431521751859,
                "se": 0.0064696908529470985,
                "pvalue": 0.027261597746044065,
                "lower": -0.026982812115498023,
                "upper": -0.0016060509280056944
              },
              {
                "event_time": -7,
                "estimate": 0.022830945709724174,
                "se": 0.011076487752346922,
                "pvalue": 0.03941792169108811,
                "lower": 0.0011076987357632462,
                "upper": 0.0445541926836851
              },
              {
                "event_time": -6,
                "estimate": -0.0014571762833634726,
                "se": 0.00844736141316291,
                "pvalue": 0.8630620904067345,
                "lower": -0.01802417137777542,
                "upper": 0.015109818811048475
              },
              {
                "event_time": -5,
                "estimate": -6.738794372598833e-05,
                "se": 0.015165037873738746,
                "pvalue": 0.9964549640774801,
                "lower": -0.029809113883060553,
                "upper": 0.029674337995608577
              },
              {
                "event_time": -4,
                "estimate": -0.006293214756845652,
                "se": 0.012916488639352559,
                "pvalue": 0.626155830789197,
                "lower": -0.0316250779812296,
                "upper": 0.01903864846753829
              },
              {
                "event_time": -3,
                "estimate": -0.006371203565177037,
                "se": 0.008722763630472767,
                "pvalue": 0.4652282673195011,
                "lower": -0.023478318462685492,
                "upper": 0.01073591133233142
              },
              {
                "event_time": -2,
                "estimate": -0.016444302942775123,
                "se": 0.010767501668122575,
                "pvalue": 0.12687240079488568,
                "lower": -0.03756156531501062,
                "upper": 0.004672959429460371
              },
              {
                "event_time": -1,
                "estimate": -0.019264159445592562,
                "se": 0.006840749195651593,
                "pvalue": 0.004911019220793583,
                "lower": -0.03268026097403759,
                "upper": -0.005848057917147539
              },
              {
                "event_time": 0,
                "estimate": -0.02725214995739392,
                "se": 0.01083490084656851,
                "pvalue": 0.011977125149156607,
                "lower": -0.048501595836889004,
                "upper": -0.006002704077898838
              },
              {
                "event_time": 1,
                "estimate": 0.005839338205310176,
                "se": 0.03498440652157124,
                "pvalue": 0.8674564419338696,
                "lower": -0.06277220365682167,
                "upper": 0.07445088006744201
              },
              {
                "event_time": 2,
                "estimate": 0.008161536313428286,
                "se": 0.020198581825535203,
                "pvalue": 0.6862101732530381,
                "lower": -0.03145199383532215,
                "upper": 0.047775066462178724
              },
              {
                "event_time": 3,
                "estimate": -0.013350392287814572,
                "se": 0.023244794172239607,
                "pvalue": 0.5658058656949772,
                "lower": -0.05893816486991829,
                "upper": 0.032237380294289145
              },
              {
                "event_time": 4,
                "estimate": -0.04986823485943042,
                "se": 0.059733602584052754,
                "pvalue": 0.40390972901945527,
                "lower": -0.16701798761412176,
                "upper": 0.0672815178952609
              },
              {
                "event_time": 5,
                "estimate": -0.04710563044710444,
                "se": 0.026714562082120617,
                "pvalue": 0.07801035361183653,
                "lower": -0.09949832413181117,
                "upper": 0.005287063237602287
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -26,
                "estimate": 0.21534130575783947,
                "se": 0.09714798897534584,
                "pvalue": 0.026765373888912727,
                "lower": 0.024814326022054634,
                "upper": 0.4058682854936243
              },
              {
                "event_time": -25,
                "estimate": 0.24538827471667266,
                "se": 0.09666574917785874,
                "pvalue": 0.011210727179694078,
                "lower": 0.05580706537812097,
                "upper": 0.43496948405522434
              },
              {
                "event_time": -24,
                "estimate": 0.15607632663771345,
                "se": 0.057867531974208936,
                "pvalue": 0.007055285219672001,
                "lower": 0.04258631816612288,
                "upper": 0.26956633510930406
              },
              {
                "event_time": -23,
                "estimate": 0.047751484224238264,
                "se": 0.020925565099807242,
                "pvalue": 0.02260045202379996,
                "lower": 0.0067121919055613405,
                "upper": 0.08879077654291519
              },
              {
                "event_time": -22,
                "estimate": 0.07417150971864561,
                "se": 0.015260234385012042,
                "pvalue": 1.2666192829506915e-06,
                "lower": 0.04424308404454981,
                "upper": 0.10409993539274141
              },
              {
                "event_time": -21,
                "estimate": 0.0752413443491119,
                "se": 0.01679337646786339,
                "pvalue": 7.889541135823705e-06,
                "lower": 0.04230611499711775,
                "upper": 0.10817657370110603
              },
              {
                "event_time": -20,
                "estimate": 0.03359138060430754,
                "se": 0.016669025264567382,
                "pvalue": 0.04402343336090956,
                "lower": 0.0009000292722331979,
                "upper": 0.06628273193638187
              },
              {
                "event_time": -19,
                "estimate": 0.018876013644499534,
                "se": 0.016337286281708652,
                "pvalue": 0.2480729776690994,
                "lower": -0.013164730020536683,
                "upper": 0.05091675730953575
              },
              {
                "event_time": -18,
                "estimate": 0.035563242740798515,
                "se": 0.017546665916444514,
                "pvalue": 0.042823167184660074,
                "lower": 0.0011506594567387285,
                "upper": 0.0699758260248583
              },
              {
                "event_time": -17,
                "estimate": 0.049681589269385366,
                "se": 0.012687799322127609,
                "pvalue": 9.33007947302846e-05,
                "lower": 0.024798232343158207,
                "upper": 0.07456494619561252
              },
              {
                "event_time": -16,
                "estimate": 0.04980614528393401,
                "se": 0.01054168588265805,
                "pvalue": 2.472452888589153e-06,
                "lower": 0.02913175362919879,
                "upper": 0.07048053693866924
              },
              {
                "event_time": -15,
                "estimate": 0.03745125760531175,
                "se": 0.010280131755693117,
                "pvalue": 0.0002765728016249749,
                "lower": 0.017289826829887216,
                "upper": 0.05761268838073628
              },
              {
                "event_time": -14,
                "estimate": 0.05982662678768141,
                "se": 0.010436453415416385,
                "pvalue": 1.1474397198544485e-08,
                "lower": 0.03935861742006473,
                "upper": 0.08029463615529808
              },
              {
                "event_time": -13,
                "estimate": 0.03098535913452402,
                "se": 0.010235188636036471,
                "pvalue": 0.00250010144595106,
                "lower": 0.010912070964400951,
                "upper": 0.05105864730464709
              },
              {
                "event_time": -12,
                "estimate": 0.03232255541343532,
                "se": 0.010120555917600672,
                "pvalue": 0.0014271836991769018,
                "lower": 0.012474085336335438,
                "upper": 0.05217102549053519
              },
              {
                "event_time": -11,
                "estimate": 0.02424936037567655,
                "se": 0.010126366331271345,
                "pvalue": 0.016730685751445637,
                "lower": 0.0043894948947256485,
                "upper": 0.04410922585662745
              },
              {
                "event_time": -10,
                "estimate": 0.02865423058641654,
                "se": 0.010805393180920499,
                "pvalue": 0.008071365978073189,
                "lower": 0.007462655245202961,
                "upper": 0.04984580592763012
              },
              {
                "event_time": -9,
                "estimate": 0.028421958267160402,
                "se": 0.012149738160314737,
                "pvalue": 0.01942190076007338,
                "lower": 0.004593848795405513,
                "upper": 0.05225006773891529
              },
              {
                "event_time": -8,
                "estimate": -0.004224689139269049,
                "se": 0.009702972032008256,
                "pvalue": 0.6633200472565363,
                "lower": -0.023254192222328034,
                "upper": 0.014804813943789939
              },
              {
                "event_time": -7,
                "estimate": 0.03472788250747035,
                "se": 0.009617927680349865,
                "pvalue": 0.00031317431126229794,
                "lower": 0.01586516870781252,
                "upper": 0.05359059630712819
              },
              {
                "event_time": -6,
                "estimate": 0.01370294727541095,
                "se": 0.010960577381850018,
                "pvalue": 0.21137813181437035,
                "lower": -0.007792975869783584,
                "upper": 0.03519887042060548
              },
              {
                "event_time": -5,
                "estimate": 0.018609005775488224,
                "se": 0.014370022150242096,
                "pvalue": 0.19548048295977755,
                "lower": -0.009573532513768305,
                "upper": 0.046791544064744756
              },
              {
                "event_time": -4,
                "estimate": 0.009604363787738837,
                "se": 0.011024027568341562,
                "pvalue": 0.3837427266643559,
                "lower": -0.012015998087720862,
                "upper": 0.031224725663198536
              },
              {
                "event_time": -3,
                "estimate": 0.012181572960497924,
                "se": 0.009660483560005328,
                "pvalue": 0.20747351598169203,
                "lower": -0.00676460158092382,
                "upper": 0.03112774750191967
              },
              {
                "event_time": -2,
                "estimate": 0.0018688770224252471,
                "se": 0.00870364999711534,
                "pvalue": 0.8300058667399577,
                "lower": -0.015200752149709194,
                "upper": 0.01893850619455969
              },
              {
                "event_time": 0,
                "estimate": -0.007935456152363001,
                "se": 0.010267961212194289,
                "pvalue": 0.43971446968729955,
                "lower": -0.028073018014812268,
                "upper": 0.012202105710086265
              },
              {
                "event_time": 1,
                "estimate": 0.02515990394350814,
                "se": 0.01248598982958758,
                "pvalue": 0.0440388302006357,
                "lower": 0.0006723365081516657,
                "upper": 0.04964747137886462
              },
              {
                "event_time": 2,
                "estimate": 0.027798051696537117,
                "se": 0.00951064799451335,
                "pvalue": 0.003509289715758878,
                "lower": 0.009145735196350119,
                "upper": 0.046450368196724115
              },
              {
                "event_time": 3,
                "estimate": 0.006411638962779503,
                "se": 0.01349276560944235,
                "pvalue": 0.6347051293352574,
                "lower": -0.020050420694495717,
                "upper": 0.03287369862005472
              },
              {
                "event_time": 4,
                "estimate": -0.02601159608247052,
                "se": 0.016214198054512685,
                "pvalue": 0.10882427597548507,
                "lower": -0.05781093868078335,
                "upper": 0.00578774651584231
              },
              {
                "event_time": 5,
                "estimate": -0.025099400450890392,
                "se": 0.010792163602504625,
                "pvalue": 0.02013819797355277,
                "lower": -0.04626502989610201,
                "upper": -0.003933771005678776
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0
            ],
            "weights": [
              0.21014964216005205,
              0.18802862719583605,
              0.16916070266753416,
              0.15289525048796357,
              0.14378659726740403,
              0.13597918022121014
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 6.938893903907228e-18,
            "package_aggregate_vs_estimable_cell_weights": 6.938893903907228e-18,
            "saturated_vs_deviations_relative_rss_difference": 2.2780985160039077e-11
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "F": 0.4240842623670032,
            "df_num": 20,
            "df_den": 74811,
            "pvalue": 0.9881657238350432,
            "log10_pvalue": -0.005170214408826759,
            "inference": "Homoskedastic nested-model F",
            "observations": 83517,
            "design_columns": 135,
            "restricted_design_columns": 115,
            "fixed_effect_rank": 8571,
            "covariance_rank": 20,
            "rss_unrestricted": 21926.258353221736,
            "rss_restricted": 21928.744239281325,
            "test_horizon": null,
            "reference_cohort": 17,
            "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.-26.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-25.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-24.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-23.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-22.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-21.0]"
              ],
              "data": [
                [
                  -1.238644925782856e-06,
                  -5.528595148520267e-06,
                  -0.06598496040186572,
                  0.003826789416670802,
                  0.001033314844635579,
                  0.0011318828564016745
                ],
                [
                  -0.005044077846849277,
                  0.0001994195618673204,
                  0.004556222146924235,
                  -0.05509745312471387,
                  0.0026971728880993487,
                  0.0027601141575420733
                ],
                [
                  0.00032260278580837964,
                  -0.001735287527888659,
                  0.004267762915552527,
                  0.003331858950673989,
                  -0.03791465986880634,
                  0.0010680421617548968
                ],
                [
                  0.0003388290561366007,
                  6.658251392332028e-05,
                  0.0021791342451831608,
                  0.003482981969525854,
                  0.0016548617012958056,
                  -0.034982676040125185
                ],
                [
                  0.00034355834424385553,
                  8.556424563277395e-05,
                  0.004446587327003205,
                  0.001887009675974378,
                  0.0019358478951796991,
                  0.0009246640759995911
                ]
              ]
            },
            "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_19,ref=-1.0)+i(rel_time,cohort_dummy_20,ref=-1.0)+i(rel_time,cohort_dummy_24,ref=-1.0)+i(rel_time,cohort_dummy_25,ref=-1.0)+i(rel_time,cohort_dummy_28,ref=-1.0)+i(rel_time,cohort_dummy_33,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_25",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_25",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_25",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_25",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_25",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_28",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_28",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_28",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_28",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_28",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_33",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_33",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_33",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_33",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_33"
            ],
            "deviations": [
              {
                "event_time": -17.0,
                "cohort": 19,
                "estimate": -0.2001518685870064
              },
              {
                "event_time": -16.0,
                "cohort": 19,
                "estimate": 0.04802249852413398
              },
              {
                "event_time": -15.0,
                "cohort": 19,
                "estimate": 0.22318547439571076
              },
              {
                "event_time": -14.0,
                "cohort": 19,
                "estimate": 0.4049259228186325
              },
              {
                "event_time": -13.0,
                "cohort": 19,
                "estimate": 0.1836077664411952
              },
              {
                "event_time": -12.0,
                "cohort": 19,
                "estimate": 0.2333228181291864
              },
              {
                "event_time": -11.0,
                "cohort": 19,
                "estimate": 0.20163814779650158
              },
              {
                "event_time": -10.0,
                "cohort": 19,
                "estimate": 0.1328182751148014
              },
              {
                "event_time": -9.0,
                "cohort": 19,
                "estimate": 0.19794730245199563
              },
              {
                "event_time": -8.0,
                "cohort": 19,
                "estimate": 0.14804289413135435
              },
              {
                "event_time": -7.0,
                "cohort": 19,
                "estimate": 0.19369689819321295
              },
              {
                "event_time": -6.0,
                "cohort": 19,
                "estimate": 0.15562508076034132
              },
              {
                "event_time": -5.0,
                "cohort": 19,
                "estimate": 0.21490642481061337
              },
              {
                "event_time": -4.0,
                "cohort": 19,
                "estimate": 0.16019912412423107
              },
              {
                "event_time": -3.0,
                "cohort": 19,
                "estimate": -0.0038890291403688645
              },
              {
                "event_time": -2.0,
                "cohort": 19,
                "estimate": 0.036411457358440764
              },
              {
                "event_time": 0.0,
                "cohort": 19,
                "estimate": 0.014170715390243158
              },
              {
                "event_time": 1.0,
                "cohort": 19,
                "estimate": 0.025907273540517577
              },
              {
                "event_time": 2.0,
                "cohort": 19,
                "estimate": 0.10435746543745175
              },
              {
                "event_time": 3.0,
                "cohort": 19,
                "estimate": 0.03872438079370934
              },
              {
                "event_time": 4.0,
                "cohort": 19,
                "estimate": 0.027858600501119553
              },
              {
                "event_time": 5.0,
                "cohort": 19,
                "estimate": -0.0003453977977587574
              },
              {
                "event_time": -5.0,
                "cohort": 20,
                "estimate": 0.18960674302354696
              },
              {
                "event_time": -4.0,
                "cohort": 20,
                "estimate": -0.3435879874906017
              },
              {
                "event_time": -3.0,
                "cohort": 20,
                "estimate": -0.7600330008760859
              },
              {
                "event_time": -2.0,
                "cohort": 20,
                "estimate": -0.7258081006809549
              },
              {
                "event_time": 0.0,
                "cohort": 20,
                "estimate": -0.6888203170462092
              },
              {
                "event_time": -18.0,
                "cohort": 24,
                "estimate": -0.23777820410579636
              },
              {
                "event_time": -17.0,
                "cohort": 24,
                "estimate": -0.2087365159564208
              },
              {
                "event_time": -16.0,
                "cohort": 24,
                "estimate": 0.05718815635750832
              },
              {
                "event_time": -15.0,
                "cohort": 24,
                "estimate": 0.24899209923717847
              },
              {
                "event_time": -14.0,
                "cohort": 24,
                "estimate": 0.39956568569016093
              },
              {
                "event_time": -13.0,
                "cohort": 24,
                "estimate": 0.16929824358990997
              },
              {
                "event_time": -12.0,
                "cohort": 24,
                "estimate": 0.19773071334324197
              },
              {
                "event_time": -11.0,
                "cohort": 24,
                "estimate": 0.1737004161677847
              },
              {
                "event_time": -10.0,
                "cohort": 24,
                "estimate": 0.11164642004215941
              },
              {
                "event_time": -9.0,
                "cohort": 24,
                "estimate": 0.16458222161350816
              },
              {
                "event_time": -8.0,
                "cohort": 24,
                "estimate": 0.07707796529350741
              },
              {
                "event_time": -7.0,
                "cohort": 24,
                "estimate": 0.13980863485313172
              },
              {
                "event_time": -6.0,
                "cohort": 24,
                "estimate": 0.09325161088356844
              },
              {
                "event_time": -5.0,
                "cohort": 24,
                "estimate": 0.10167102479328063
              },
              {
                "event_time": -4.0,
                "cohort": 24,
                "estimate": 0.14205360192746644
              },
              {
                "event_time": -3.0,
                "cohort": 24,
                "estimate": -0.05040530081213365
              },
              {
                "event_time": -2.0,
                "cohort": 24,
                "estimate": -0.003507585117400923
              },
              {
                "event_time": 0.0,
                "cohort": 24,
                "estimate": -0.015798815979907642
              },
              {
                "event_time": -24.0,
                "cohort": 25,
                "estimate": -0.33821475260330536
              },
              {
                "event_time": -23.0,
                "cohort": 25,
                "estimate": -0.3116425675300991
              },
              {
                "event_time": -22.0,
                "cohort": 25,
                "estimate": -0.253554249236695
              },
              {
                "event_time": -21.0,
                "cohort": 25,
                "estimate": -0.2924178697882297
              },
              {
                "event_time": -20.0,
                "cohort": 25,
                "estimate": -0.26823360432378085
              },
              {
                "event_time": -19.0,
                "cohort": 25,
                "estimate": -0.2788602552644048
              },
              {
                "event_time": -18.0,
                "cohort": 25,
                "estimate": -0.23972993259806197
              },
              {
                "event_time": -17.0,
                "cohort": 25,
                "estimate": -0.21157790792052103
              },
              {
                "event_time": -16.0,
                "cohort": 25,
                "estimate": 0.034567559018738786
              },
              {
                "event_time": -15.0,
                "cohort": 25,
                "estimate": 0.22769205629782385
              },
              {
                "event_time": -14.0,
                "cohort": 25,
                "estimate": 0.41986014474179967
              },
              {
                "event_time": -13.0,
                "cohort": 25,
                "estimate": 0.1618993836878125
              },
              {
                "event_time": -12.0,
                "cohort": 25,
                "estimate": 0.1855822333618712
              },
              {
                "event_time": -11.0,
                "cohort": 25,
                "estimate": 0.1590147859612117
              },
              {
                "event_time": -10.0,
                "cohort": 25,
                "estimate": 0.10468767211585643
              },
              {
                "event_time": -9.0,
                "cohort": 25,
                "estimate": 0.17226309813197627
              },
              {
                "event_time": -8.0,
                "cohort": 25,
                "estimate": 0.08313397919608795
              },
              {
                "event_time": -7.0,
                "cohort": 25,
                "estimate": 0.19354555613289856
              },
              {
                "event_time": -6.0,
                "cohort": 25,
                "estimate": 0.10374517525367001
              },
              {
                "event_time": -5.0,
                "cohort": 25,
                "estimate": 0.13204683871205408
              },
              {
                "event_time": -4.0,
                "cohort": 25,
                "estimate": 0.14492694506744752
              },
              {
                "event_time": -3.0,
                "cohort": 25,
                "estimate": -0.09026337925843515
              },
              {
                "event_time": -2.0,
                "cohort": 25,
                "estimate": -0.03045992328468071
              },
              {
                "event_time": 0.0,
                "cohort": 25,
                "estimate": 0.0074301904496489185
              },
              {
                "event_time": 1.0,
                "cohort": 25,
                "estimate": -0.04296667232954346
              },
              {
                "event_time": 2.0,
                "cohort": 25,
                "estimate": 0.07268168166352504
              },
              {
                "event_time": 3.0,
                "cohort": 25,
                "estimate": -0.004214673643108846
              },
              {
                "event_time": 4.0,
                "cohort": 25,
                "estimate": -0.11224045642637023
              },
              {
                "event_time": 5.0,
                "cohort": 25,
                "estimate": -0.03135599911420425
              },
              {
                "event_time": -16.0,
                "cohort": 28,
                "estimate": 0.2537494912914158
              },
              {
                "event_time": -15.0,
                "cohort": 28,
                "estimate": 0.46448277720951553
              },
              {
                "event_time": -14.0,
                "cohort": 28,
                "estimate": 0.6749603343394293
              },
              {
                "event_time": -13.0,
                "cohort": 28,
                "estimate": 0.34308414768715845
              },
              {
                "event_time": -12.0,
                "cohort": 28,
                "estimate": 0.3650179618067738
              },
              {
                "event_time": -11.0,
                "cohort": 28,
                "estimate": 0.37482787822490615
              },
              {
                "event_time": -10.0,
                "cohort": 28,
                "estimate": 0.3215202697911978
              },
              {
                "event_time": -9.0,
                "cohort": 28,
                "estimate": 0.3355824516651138
              },
              {
                "event_time": -8.0,
                "cohort": 28,
                "estimate": 0.3372986353952824
              },
              {
                "event_time": -7.0,
                "cohort": 28,
                "estimate": 0.38491670598408867
              },
              {
                "event_time": -6.0,
                "cohort": 28,
                "estimate": 0.3173090165945345
              },
              {
                "event_time": -5.0,
                "cohort": 28,
                "estimate": 0.3378523966215752
              },
              {
                "event_time": -4.0,
                "cohort": 28,
                "estimate": 0.28420808724582697
              },
              {
                "event_time": -3.0,
                "cohort": 28,
                "estimate": 0.09347355642845973
              },
              {
                "event_time": -2.0,
                "cohort": 28,
                "estimate": 0.19088814972888662
              },
              {
                "event_time": 0.0,
                "cohort": 28,
                "estimate": -0.08282501428663276
              },
              {
                "event_time": 1.0,
                "cohort": 28,
                "estimate": 0.5306103296718778
              },
              {
                "event_time": 2.0,
                "cohort": 28,
                "estimate": 0.30662148047859683
              },
              {
                "event_time": 3.0,
                "cohort": 28,
                "estimate": 0.046061845612819605
              },
              {
                "event_time": 4.0,
                "cohort": 28,
                "estimate": 0.2140042889014338
              },
              {
                "event_time": 5.0,
                "cohort": 28,
                "estimate": 0.10673827263668607
              },
              {
                "event_time": -4.0,
                "cohort": 33,
                "estimate": 0.7330697271937333
              },
              {
                "event_time": -3.0,
                "cohort": 33,
                "estimate": 0.16176414014385432
              },
              {
                "event_time": -2.0,
                "cohort": 33,
                "estimate": 0.23629363106654733
              },
              {
                "event_time": 0.0,
                "cohort": 33,
                "estimate": 0.08884475987352597
              },
              {
                "event_time": 1.0,
                "cohort": 33,
                "estimate": 0.01975104318124905
              },
              {
                "event_time": 2.0,
                "cohort": 33,
                "estimate": -0.048281717949482196
              },
              {
                "event_time": 3.0,
                "cohort": 33,
                "estimate": -0.30199870689176644
              },
              {
                "event_time": 4.0,
                "cohort": 33,
                "estimate": -0.21770922119749184
              },
              {
                "event_time": 5.0,
                "cohort": 33,
                "estimate": -0.1728148514696327
              }
            ]
          }
        }
      },
      "code_sha256": {
        "replication_engine.py": "836da12e7ca9210de54b65782ae08d98863e1382a1ec9e9b6fa80c3db0494f39",
        "reference_f_test.py": "9cf8f31eeda89784ac1750ea22c35401ae46e24e06279acf938d2d103b78cccf",
        "sparse_did2s.py": "75169d7fbba6e1bad163e564ac9b5b1262a04033eda925dc379dc3eef64c59fa",
        "frequency.py": "8f922ae4be2b63ad9b89515d8e665cda4e11a354258b54ef3b820648243642eb",
        "sparse_models.py": "538c06b81a46a104838d662d6e6489d0d2daa7f680fd234049f28c97c87ef555"
      }
    },
    "comparison": {
      "schema": "expensive-replication-v1",
      "config": {
        "outcomes": [
          "y"
        ],
        "treatments": [
          "d"
        ],
        "unit": "unit",
        "time": "time",
        "cluster": "cluster",
        "covariates": [],
        "baseline_by_time": [],
        "weight": 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": "s02-p019",
        "specification_id": "S02-P019",
        "source_specification_id": "AM005-P2587-T2-RD-QP-M1",
        "study_id": 2,
        "study": "Do Powerful Politicians Really Cause Corporate Downsizing?",
        "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204",
        "description": "AM005-P2587-T2-RD-QP-M1",
        "data": "analyses/full-archive/prepared/S02-P019.parquet",
        "output_dir": "analyses/archive-expanded/fits/S02-P019"
      },
      "options": {
        "output_dir": "analyses/archive-expanded/fits/S02-P019",
        "regression_results": "analyses/archive-expanded/baselines/S02-P019.json",
        "display_window": [
          -10,
          10
        ],
        "timeout_seconds": 3600
      },
      "source": {
        "file": "S02-P019.parquet",
        "bytes": 901465,
        "sha256": "391c984925e46f54f48cb72b1445dbc6ea78002c2af99891c53c942aa4a9079b"
      },
      "regressions": {
        "y__d": {
          "sample": {
            "outcome": "y",
            "treatment": "d",
            "source_rows": 87865,
            "source_sd": 0.133426199719001,
            "rows": 83517,
            "units": 8531,
            "clusters": 1916,
            "treated_units": 322,
            "never_treated_units": 8209,
            "treated_cohorts": 7,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 83461,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 153,
            "post_adoption_untreated_rows_removed": 2503,
            "units_without_minus_one_removed": 18,
            "additional_rows_removed": 1274
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.018531623316536978,
              "se": 0.011687651791437265,
              "pvalue": 0.11300134282129645,
              "lower": -0.04145348736656067,
              "upper": 0.004390240733486709
            },
            {
              "method": "Dynamic TWFE",
              "estimate": 0.002121510660720598,
              "se": 0.01826339509025798,
              "pvalue": 0.9075364119816137,
              "lower": -0.03369672441516227,
              "upper": 0.03793974573660346
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.01886543598466338,
              "se": 0.013615699968209572,
              "pvalue": 0.16604114744648488,
              "lower": -0.04556859494135507,
              "upper": 0.007837722972028307
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": 0.0015926812435597668,
              "se": 0.007538664431060782,
              "pvalue": 0.8327003531811873,
              "lower": -0.013192174114136911,
              "upper": 0.016377536601256446
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -26,
                "estimate": 0.022164347076281916,
                "se": 0.02638921361258917,
                "pvalue": 0.40106831186721603,
                "lower": -0.029590272038736935,
                "upper": 0.07391896619130077
              },
              {
                "event_time": -25,
                "estimate": 0.05128100339847436,
                "se": 0.024569819483442442,
                "pvalue": 0.037006122499592585,
                "lower": 0.0030945864874488,
                "upper": 0.09946742030949993
              },
              {
                "event_time": -24,
                "estimate": 0.07187390872970649,
                "se": 0.05265231688267394,
                "pvalue": 0.17239252678836028,
                "lower": -0.0313880014503712,
                "upper": 0.1751358189097842
              },
              {
                "event_time": -23,
                "estimate": 0.036481018044634994,
                "se": 0.02709899558774883,
                "pvalue": 0.17839318731372567,
                "lower": -0.016665627991624493,
                "upper": 0.08962766408089448
              },
              {
                "event_time": -22,
                "estimate": 0.07634036371409744,
                "se": 0.016186225077393156,
                "pvalue": 2.5743048930611176e-06,
                "lower": 0.04459588181749357,
                "upper": 0.10808484561070131
              },
              {
                "event_time": -21,
                "estimate": 0.08239846528630282,
                "se": 0.01969765138395788,
                "pvalue": 3.0047199741658142e-05,
                "lower": 0.043767361692111956,
                "upper": 0.12102956888049368
              },
              {
                "event_time": -20,
                "estimate": 0.042107631550471245,
                "se": 0.018870503240224244,
                "pvalue": 0.02577001956223912,
                "lower": 0.005098733822627488,
                "upper": 0.079116529278315
              },
              {
                "event_time": -19,
                "estimate": 0.028449661005136732,
                "se": 0.018368159731621796,
                "pvalue": 0.12158122724167718,
                "lower": -0.007574038856097649,
                "upper": 0.06447336086637112
              },
              {
                "event_time": -18,
                "estimate": 0.0453474552098471,
                "se": 0.019017493880887585,
                "pvalue": 0.01719858834468317,
                "lower": 0.00805027891740926,
                "upper": 0.08264463150228493
              },
              {
                "event_time": -17,
                "estimate": 0.057811708220859244,
                "se": 0.015091528960934398,
                "pvalue": 0.00013187426677077678,
                "lower": 0.028214148221427232,
                "upper": 0.08740926822029126
              },
              {
                "event_time": -16,
                "estimate": 0.055071873444840276,
                "se": 0.015045397164134717,
                "pvalue": 0.000258664486935353,
                "lower": 0.025564787288528772,
                "upper": 0.08457895960115178
              },
              {
                "event_time": -15,
                "estimate": 0.04094526271735153,
                "se": 0.01853758889772758,
                "pvalue": 0.027308702898036726,
                "lower": 0.004589277776026815,
                "upper": 0.07730124765867624
              },
              {
                "event_time": -14,
                "estimate": 0.06244678133612302,
                "se": 0.021462729939304565,
                "pvalue": 0.003661305120300585,
                "lower": 0.02035399943347071,
                "upper": 0.10453956323877533
              },
              {
                "event_time": -13,
                "estimate": 0.033586043858888824,
                "se": 0.016055137429195596,
                "pvalue": 0.03657718861428282,
                "lower": 0.0020986515217825408,
                "upper": 0.06507343619599511
              },
              {
                "event_time": -12,
                "estimate": 0.03370558575162979,
                "se": 0.01500758781581133,
                "pvalue": 0.02482383141038458,
                "lower": 0.004272651423038169,
                "upper": 0.06313852008022142
              },
              {
                "event_time": -11,
                "estimate": 0.02497481517206267,
                "se": 0.014699550497980518,
                "pvalue": 0.08947803164015476,
                "lower": -0.003853995278811719,
                "upper": 0.05380362562293706
              },
              {
                "event_time": -10,
                "estimate": 0.03244813439268983,
                "se": 0.01492605463018941,
                "pvalue": 0.029832835109650208,
                "lower": 0.0031751032362444045,
                "upper": 0.06172116554913525
              },
              {
                "event_time": -9,
                "estimate": 0.03257679718145758,
                "se": 0.01734495789078272,
                "pvalue": 0.06050960629162097,
                "lower": -0.001440195608932153,
                "upper": 0.06659378997184731
              },
              {
                "event_time": -8,
                "estimate": 0.0002295341646527027,
                "se": 0.015717581358725325,
                "pvalue": 0.9883499030370998,
                "lower": -0.030595842012607986,
                "upper": 0.031054910341913388
              },
              {
                "event_time": -7,
                "estimate": 0.04089503017445918,
                "se": 0.019269022578595994,
                "pvalue": 0.03393891507467513,
                "lower": 0.003104554910043446,
                "upper": 0.07868550543887493
              },
              {
                "event_time": -6,
                "estimate": 0.0202803251487384,
                "se": 0.014922018837547357,
                "pvalue": 0.17427898430259509,
                "lower": -0.008984790996896811,
                "upper": 0.049545441294373604
              },
              {
                "event_time": -5,
                "estimate": 0.02605776132069689,
                "se": 0.022006197031245508,
                "pvalue": 0.23651641218919028,
                "lower": -0.017100870165723703,
                "upper": 0.06921639280711749
              },
              {
                "event_time": -4,
                "estimate": 0.015366382254298533,
                "se": 0.018499954462917686,
                "pvalue": 0.40629339928123537,
                "lower": -0.020915793900307893,
                "upper": 0.051648558408904956
              },
              {
                "event_time": -3,
                "estimate": 0.016671340141837247,
                "se": 0.020056020797545173,
                "pvalue": 0.40594243979696987,
                "lower": -0.022662598814368152,
                "upper": 0.05600527909804265
              },
              {
                "event_time": -2,
                "estimate": 0.0034658349975157333,
                "se": 0.01829504579006936,
                "pvalue": 0.8497671305331118,
                "lower": -0.03241447354283295,
                "upper": 0.03934614353786441
              },
              {
                "event_time": 0,
                "estimate": -0.007721510771234193,
                "se": 0.02350407187039063,
                "pvalue": 0.7425559521048503,
                "lower": -0.05381777969240364,
                "upper": 0.03837475814993525
              },
              {
                "event_time": 1,
                "estimate": 0.02657716804022683,
                "se": 0.027045990732003488,
                "pvalue": 0.3258961165828679,
                "lower": -0.026465524685387657,
                "upper": 0.07961986076584132
              },
              {
                "event_time": 2,
                "estimate": 0.027948458208649548,
                "se": 0.018770335744651163,
                "pvalue": 0.13666004787097466,
                "lower": -0.008863990672434447,
                "upper": 0.06476090708973355
              },
              {
                "event_time": 3,
                "estimate": 0.007269629963957536,
                "se": 0.02157545115074823,
                "pvalue": 0.7361991416076386,
                "lower": -0.03504422117744114,
                "upper": 0.049583481105356216
              },
              {
                "event_time": 4,
                "estimate": -0.0258722596459533,
                "se": 0.03838728332678109,
                "pvalue": 0.5004053973136036,
                "lower": -0.10115753553951345,
                "upper": 0.049413016247606856
              },
              {
                "event_time": 5,
                "estimate": -0.024799925803887922,
                "se": 0.02044842073195684,
                "pvalue": 0.22535436517809626,
                "lower": -0.06490344089996533,
                "upper": 0.015303589292189487
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -26,
                "estimate": -0.02476392377162831,
                "se": 0.010901245162861884,
                "pvalue": 0.02321755512181815,
                "lower": -0.04614348435899676,
                "upper": -0.0033843631842598587
              },
              {
                "event_time": -25,
                "estimate": 0.003010960732177187,
                "se": 0.007512492968445097,
                "pvalue": 0.6886166424330961,
                "lower": -0.011722567060430109,
                "upper": 0.017744488524784482
              },
              {
                "event_time": -24,
                "estimate": 0.022146230038217057,
                "se": 0.04625107110105923,
                "pvalue": 0.6321168588685302,
                "lower": -0.06856153426420386,
                "upper": 0.11285399434063798
              },
              {
                "event_time": -23,
                "estimate": 0.00023973938064939613,
                "se": 0.017600515451969844,
                "pvalue": 0.9891336442065258,
                "lower": -0.03427845380302879,
                "upper": 0.03475793256432758
              },
              {
                "event_time": -22,
                "estimate": 0.04094712572788232,
                "se": 0.006879533767699271,
                "pvalue": 3.1421622617171955e-09,
                "lower": 0.02745495975949851,
                "upper": 0.05443929169626613
              },
              {
                "event_time": -21,
                "estimate": 0.04606920414755504,
                "se": 0.012973977733823389,
                "pvalue": 0.00039320029882872865,
                "lower": 0.02062459310767023,
                "upper": 0.07151381518743985
              },
              {
                "event_time": -20,
                "estimate": 0.012959054920047676,
                "se": 0.009254120647283691,
                "pvalue": 0.16156900983676903,
                "lower": -0.00519015923903267,
                "upper": 0.031108269079128024
              },
              {
                "event_time": -19,
                "estimate": -0.003623634889461195,
                "se": 0.009986203068837627,
                "pvalue": 0.7167464284325745,
                "lower": -0.023208611684160572,
                "upper": 0.01596134190523818
              },
              {
                "event_time": -18,
                "estimate": 0.008553773973913282,
                "se": 0.012337618937453148,
                "pvalue": 0.4882001540536775,
                "lower": -0.015642807942779995,
                "upper": 0.03275035589060656
              },
              {
                "event_time": -17,
                "estimate": 0.021321243283620856,
                "se": 0.007054320398750639,
                "pvalue": 0.002540725934872908,
                "lower": 0.007486285155938091,
                "upper": 0.03515620141130362
              },
              {
                "event_time": -16,
                "estimate": 0.021558066907695937,
                "se": 0.006195067283695713,
                "pvalue": 0.0005128750503200378,
                "lower": 0.009408279029718764,
                "upper": 0.033707854785673105
              },
              {
                "event_time": -15,
                "estimate": 0.011483576259572581,
                "se": 0.009278123783103592,
                "pvalue": 0.21597734986437256,
                "lower": -0.006712712934412647,
                "upper": 0.02967986545355781
              },
              {
                "event_time": -14,
                "estimate": 0.03027143636899711,
                "se": 0.009979917709508195,
                "pvalue": 0.0024519747699796647,
                "lower": 0.01069878644325531,
                "upper": 0.04984408629473891
              },
              {
                "event_time": -13,
                "estimate": 0.006493255564187685,
                "se": 0.004792808929763224,
                "pvalue": 0.17564388058504504,
                "lower": -0.0029064182681777734,
                "upper": 0.015892929396553145
              },
              {
                "event_time": -12,
                "estimate": 0.005742669283577207,
                "se": 0.006140653196769304,
                "pvalue": 0.3498089866890412,
                "lower": -0.0063004014945761055,
                "upper": 0.017785740061730518
              },
              {
                "event_time": -11,
                "estimate": -0.0031294704582312967,
                "se": 0.006278249905100664,
                "pvalue": 0.6182155274499725,
                "lower": -0.01544239638764886,
                "upper": 0.009183455471186265
              },
              {
                "event_time": -10,
                "estimate": 0.0035416149247004132,
                "se": 0.006348646814615317,
                "pvalue": 0.5770096239078737,
                "lower": -0.008909373672756156,
                "upper": 0.015992603522156982
              },
              {
                "event_time": -9,
                "estimate": 0.006403169205293528,
                "se": 0.00779311568212664,
                "pvalue": 0.4113816395532733,
                "lower": -0.008880716846367105,
                "upper": 0.021687055256954163
              },
              {
                "event_time": -8,
                "estimate": -0.014294431521751859,
                "se": 0.0064696908529470985,
                "pvalue": 0.027261597746044065,
                "lower": -0.026982812115498023,
                "upper": -0.0016060509280056944
              },
              {
                "event_time": -7,
                "estimate": 0.022830945709724174,
                "se": 0.011076487752346922,
                "pvalue": 0.03941792169108811,
                "lower": 0.0011076987357632462,
                "upper": 0.0445541926836851
              },
              {
                "event_time": -6,
                "estimate": -0.0014571762833634726,
                "se": 0.00844736141316291,
                "pvalue": 0.8630620904067345,
                "lower": -0.01802417137777542,
                "upper": 0.015109818811048475
              },
              {
                "event_time": -5,
                "estimate": -6.738794372598833e-05,
                "se": 0.015165037873738746,
                "pvalue": 0.9964549640774801,
                "lower": -0.029809113883060553,
                "upper": 0.029674337995608577
              },
              {
                "event_time": -4,
                "estimate": -0.006293214756845652,
                "se": 0.012916488639352559,
                "pvalue": 0.626155830789197,
                "lower": -0.0316250779812296,
                "upper": 0.01903864846753829
              },
              {
                "event_time": -3,
                "estimate": -0.006371203565177037,
                "se": 0.008722763630472767,
                "pvalue": 0.4652282673195011,
                "lower": -0.023478318462685492,
                "upper": 0.01073591133233142
              },
              {
                "event_time": -2,
                "estimate": -0.016444302942775123,
                "se": 0.010767501668122575,
                "pvalue": 0.12687240079488568,
                "lower": -0.03756156531501062,
                "upper": 0.004672959429460371
              },
              {
                "event_time": -1,
                "estimate": -0.019264159445592562,
                "se": 0.006840749195651593,
                "pvalue": 0.004911019220793583,
                "lower": -0.03268026097403759,
                "upper": -0.005848057917147539
              },
              {
                "event_time": 0,
                "estimate": -0.02725214995739392,
                "se": 0.01083490084656851,
                "pvalue": 0.011977125149156607,
                "lower": -0.048501595836889004,
                "upper": -0.006002704077898838
              },
              {
                "event_time": 1,
                "estimate": 0.005839338205310176,
                "se": 0.03498440652157124,
                "pvalue": 0.8674564419338696,
                "lower": -0.06277220365682167,
                "upper": 0.07445088006744201
              },
              {
                "event_time": 2,
                "estimate": 0.008161536313428286,
                "se": 0.020198581825535203,
                "pvalue": 0.6862101732530381,
                "lower": -0.03145199383532215,
                "upper": 0.047775066462178724
              },
              {
                "event_time": 3,
                "estimate": -0.013350392287814572,
                "se": 0.023244794172239607,
                "pvalue": 0.5658058656949772,
                "lower": -0.05893816486991829,
                "upper": 0.032237380294289145
              },
              {
                "event_time": 4,
                "estimate": -0.04986823485943042,
                "se": 0.059733602584052754,
                "pvalue": 0.40390972901945527,
                "lower": -0.16701798761412176,
                "upper": 0.0672815178952609
              },
              {
                "event_time": 5,
                "estimate": -0.04710563044710444,
                "se": 0.026714562082120617,
                "pvalue": 0.07801035361183653,
                "lower": -0.09949832413181117,
                "upper": 0.005287063237602287
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -26,
                "estimate": 0.21534130575783947,
                "se": 0.09714798897534584,
                "pvalue": 0.026765373888912727,
                "lower": 0.024814326022054634,
                "upper": 0.4058682854936243
              },
              {
                "event_time": -25,
                "estimate": 0.24538827471667266,
                "se": 0.09666574917785874,
                "pvalue": 0.011210727179694078,
                "lower": 0.05580706537812097,
                "upper": 0.43496948405522434
              },
              {
                "event_time": -24,
                "estimate": 0.15607632663771345,
                "se": 0.057867531974208936,
                "pvalue": 0.007055285219672001,
                "lower": 0.04258631816612288,
                "upper": 0.26956633510930406
              },
              {
                "event_time": -23,
                "estimate": 0.047751484224238264,
                "se": 0.020925565099807242,
                "pvalue": 0.02260045202379996,
                "lower": 0.0067121919055613405,
                "upper": 0.08879077654291519
              },
              {
                "event_time": -22,
                "estimate": 0.07417150971864561,
                "se": 0.015260234385012042,
                "pvalue": 1.2666192829506915e-06,
                "lower": 0.04424308404454981,
                "upper": 0.10409993539274141
              },
              {
                "event_time": -21,
                "estimate": 0.0752413443491119,
                "se": 0.01679337646786339,
                "pvalue": 7.889541135823705e-06,
                "lower": 0.04230611499711775,
                "upper": 0.10817657370110603
              },
              {
                "event_time": -20,
                "estimate": 0.03359138060430754,
                "se": 0.016669025264567382,
                "pvalue": 0.04402343336090956,
                "lower": 0.0009000292722331979,
                "upper": 0.06628273193638187
              },
              {
                "event_time": -19,
                "estimate": 0.018876013644499534,
                "se": 0.016337286281708652,
                "pvalue": 0.2480729776690994,
                "lower": -0.013164730020536683,
                "upper": 0.05091675730953575
              },
              {
                "event_time": -18,
                "estimate": 0.035563242740798515,
                "se": 0.017546665916444514,
                "pvalue": 0.042823167184660074,
                "lower": 0.0011506594567387285,
                "upper": 0.0699758260248583
              },
              {
                "event_time": -17,
                "estimate": 0.049681589269385366,
                "se": 0.012687799322127609,
                "pvalue": 9.33007947302846e-05,
                "lower": 0.024798232343158207,
                "upper": 0.07456494619561252
              },
              {
                "event_time": -16,
                "estimate": 0.04980614528393401,
                "se": 0.01054168588265805,
                "pvalue": 2.472452888589153e-06,
                "lower": 0.02913175362919879,
                "upper": 0.07048053693866924
              },
              {
                "event_time": -15,
                "estimate": 0.03745125760531175,
                "se": 0.010280131755693117,
                "pvalue": 0.0002765728016249749,
                "lower": 0.017289826829887216,
                "upper": 0.05761268838073628
              },
              {
                "event_time": -14,
                "estimate": 0.05982662678768141,
                "se": 0.010436453415416385,
                "pvalue": 1.1474397198544485e-08,
                "lower": 0.03935861742006473,
                "upper": 0.08029463615529808
              },
              {
                "event_time": -13,
                "estimate": 0.03098535913452402,
                "se": 0.010235188636036471,
                "pvalue": 0.00250010144595106,
                "lower": 0.010912070964400951,
                "upper": 0.05105864730464709
              },
              {
                "event_time": -12,
                "estimate": 0.03232255541343532,
                "se": 0.010120555917600672,
                "pvalue": 0.0014271836991769018,
                "lower": 0.012474085336335438,
                "upper": 0.05217102549053519
              },
              {
                "event_time": -11,
                "estimate": 0.02424936037567655,
                "se": 0.010126366331271345,
                "pvalue": 0.016730685751445637,
                "lower": 0.0043894948947256485,
                "upper": 0.04410922585662745
              },
              {
                "event_time": -10,
                "estimate": 0.02865423058641654,
                "se": 0.010805393180920499,
                "pvalue": 0.008071365978073189,
                "lower": 0.007462655245202961,
                "upper": 0.04984580592763012
              },
              {
                "event_time": -9,
                "estimate": 0.028421958267160402,
                "se": 0.012149738160314737,
                "pvalue": 0.01942190076007338,
                "lower": 0.004593848795405513,
                "upper": 0.05225006773891529
              },
              {
                "event_time": -8,
                "estimate": -0.004224689139269049,
                "se": 0.009702972032008256,
                "pvalue": 0.6633200472565363,
                "lower": -0.023254192222328034,
                "upper": 0.014804813943789939
              },
              {
                "event_time": -7,
                "estimate": 0.03472788250747035,
                "se": 0.009617927680349865,
                "pvalue": 0.00031317431126229794,
                "lower": 0.01586516870781252,
                "upper": 0.05359059630712819
              },
              {
                "event_time": -6,
                "estimate": 0.01370294727541095,
                "se": 0.010960577381850018,
                "pvalue": 0.21137813181437035,
                "lower": -0.007792975869783584,
                "upper": 0.03519887042060548
              },
              {
                "event_time": -5,
                "estimate": 0.018609005775488224,
                "se": 0.014370022150242096,
                "pvalue": 0.19548048295977755,
                "lower": -0.009573532513768305,
                "upper": 0.046791544064744756
              },
              {
                "event_time": -4,
                "estimate": 0.009604363787738837,
                "se": 0.011024027568341562,
                "pvalue": 0.3837427266643559,
                "lower": -0.012015998087720862,
                "upper": 0.031224725663198536
              },
              {
                "event_time": -3,
                "estimate": 0.012181572960497924,
                "se": 0.009660483560005328,
                "pvalue": 0.20747351598169203,
                "lower": -0.00676460158092382,
                "upper": 0.03112774750191967
              },
              {
                "event_time": -2,
                "estimate": 0.0018688770224252471,
                "se": 0.00870364999711534,
                "pvalue": 0.8300058667399577,
                "lower": -0.015200752149709194,
                "upper": 0.01893850619455969
              },
              {
                "event_time": 0,
                "estimate": -0.007935456152363001,
                "se": 0.010267961212194289,
                "pvalue": 0.43971446968729955,
                "lower": -0.028073018014812268,
                "upper": 0.012202105710086265
              },
              {
                "event_time": 1,
                "estimate": 0.02515990394350814,
                "se": 0.01248598982958758,
                "pvalue": 0.0440388302006357,
                "lower": 0.0006723365081516657,
                "upper": 0.04964747137886462
              },
              {
                "event_time": 2,
                "estimate": 0.027798051696537117,
                "se": 0.00951064799451335,
                "pvalue": 0.003509289715758878,
                "lower": 0.009145735196350119,
                "upper": 0.046450368196724115
              },
              {
                "event_time": 3,
                "estimate": 0.006411638962779503,
                "se": 0.01349276560944235,
                "pvalue": 0.6347051293352574,
                "lower": -0.020050420694495717,
                "upper": 0.03287369862005472
              },
              {
                "event_time": 4,
                "estimate": -0.02601159608247052,
                "se": 0.016214198054512685,
                "pvalue": 0.10882427597548507,
                "lower": -0.05781093868078335,
                "upper": 0.00578774651584231
              },
              {
                "event_time": 5,
                "estimate": -0.025099400450890392,
                "se": 0.010792163602504625,
                "pvalue": 0.02013819797355277,
                "lower": -0.04626502989610201,
                "upper": -0.003933771005678776
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0
            ],
            "weights": [
              0.21014964216005205,
              0.18802862719583605,
              0.16916070266753416,
              0.15289525048796357,
              0.14378659726740403,
              0.13597918022121014
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 6.938893903907228e-18,
            "package_aggregate_vs_estimable_cell_weights": 6.938893903907228e-18,
            "saturated_vs_deviations_relative_rss_difference": 2.2780985160039077e-11
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "F": 0.4240842623670032,
            "df_num": 20,
            "df_den": 74811,
            "pvalue": 0.9881657238350432,
            "log10_pvalue": -0.005170214408826759,
            "inference": "Homoskedastic nested-model F",
            "observations": 83517,
            "design_columns": 135,
            "restricted_design_columns": 115,
            "fixed_effect_rank": 8571,
            "covariance_rank": 20,
            "rss_unrestricted": 21926.258353221736,
            "rss_restricted": 21928.744239281325,
            "test_horizon": null,
            "reference_cohort": 17,
            "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.-26.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-25.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-24.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-23.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-22.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-21.0]"
              ],
              "data": [
                [
                  -1.238644925782856e-06,
                  -5.528595148520267e-06,
                  -0.06598496040186572,
                  0.003826789416670802,
                  0.001033314844635579,
                  0.0011318828564016745
                ],
                [
                  -0.005044077846849277,
                  0.0001994195618673204,
                  0.004556222146924235,
                  -0.05509745312471387,
                  0.0026971728880993487,
                  0.0027601141575420733
                ],
                [
                  0.00032260278580837964,
                  -0.001735287527888659,
                  0.004267762915552527,
                  0.003331858950673989,
                  -0.03791465986880634,
                  0.0010680421617548968
                ],
                [
                  0.0003388290561366007,
                  6.658251392332028e-05,
                  0.0021791342451831608,
                  0.003482981969525854,
                  0.0016548617012958056,
                  -0.034982676040125185
                ],
                [
                  0.00034355834424385553,
                  8.556424563277395e-05,
                  0.004446587327003205,
                  0.001887009675974378,
                  0.0019358478951796991,
                  0.0009246640759995911
                ]
              ]
            },
            "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_19,ref=-1.0)+i(rel_time,cohort_dummy_20,ref=-1.0)+i(rel_time,cohort_dummy_24,ref=-1.0)+i(rel_time,cohort_dummy_25,ref=-1.0)+i(rel_time,cohort_dummy_28,ref=-1.0)+i(rel_time,cohort_dummy_33,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_25",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_25",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_25",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_25",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_25",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_28",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_28",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_28",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_28",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_28",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_33",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_33",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_33",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_33",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_33"
            ],
            "deviations": [
              {
                "event_time": -17.0,
                "cohort": 19,
                "estimate": -0.2001518685870064
              },
              {
                "event_time": -16.0,
                "cohort": 19,
                "estimate": 0.04802249852413398
              },
              {
                "event_time": -15.0,
                "cohort": 19,
                "estimate": 0.22318547439571076
              },
              {
                "event_time": -14.0,
                "cohort": 19,
                "estimate": 0.4049259228186325
              },
              {
                "event_time": -13.0,
                "cohort": 19,
                "estimate": 0.1836077664411952
              },
              {
                "event_time": -12.0,
                "cohort": 19,
                "estimate": 0.2333228181291864
              },
              {
                "event_time": -11.0,
                "cohort": 19,
                "estimate": 0.20163814779650158
              },
              {
                "event_time": -10.0,
                "cohort": 19,
                "estimate": 0.1328182751148014
              },
              {
                "event_time": -9.0,
                "cohort": 19,
                "estimate": 0.19794730245199563
              },
              {
                "event_time": -8.0,
                "cohort": 19,
                "estimate": 0.14804289413135435
              },
              {
                "event_time": -7.0,
                "cohort": 19,
                "estimate": 0.19369689819321295
              },
              {
                "event_time": -6.0,
                "cohort": 19,
                "estimate": 0.15562508076034132
              },
              {
                "event_time": -5.0,
                "cohort": 19,
                "estimate": 0.21490642481061337
              },
              {
                "event_time": -4.0,
                "cohort": 19,
                "estimate": 0.16019912412423107
              },
              {
                "event_time": -3.0,
                "cohort": 19,
                "estimate": -0.0038890291403688645
              },
              {
                "event_time": -2.0,
                "cohort": 19,
                "estimate": 0.036411457358440764
              },
              {
                "event_time": 0.0,
                "cohort": 19,
                "estimate": 0.014170715390243158
              },
              {
                "event_time": 1.0,
                "cohort": 19,
                "estimate": 0.025907273540517577
              },
              {
                "event_time": 2.0,
                "cohort": 19,
                "estimate": 0.10435746543745175
              },
              {
                "event_time": 3.0,
                "cohort": 19,
                "estimate": 0.03872438079370934
              },
              {
                "event_time": 4.0,
                "cohort": 19,
                "estimate": 0.027858600501119553
              },
              {
                "event_time": 5.0,
                "cohort": 19,
                "estimate": -0.0003453977977587574
              },
              {
                "event_time": -5.0,
                "cohort": 20,
                "estimate": 0.18960674302354696
              },
              {
                "event_time": -4.0,
                "cohort": 20,
                "estimate": -0.3435879874906017
              },
              {
                "event_time": -3.0,
                "cohort": 20,
                "estimate": -0.7600330008760859
              },
              {
                "event_time": -2.0,
                "cohort": 20,
                "estimate": -0.7258081006809549
              },
              {
                "event_time": 0.0,
                "cohort": 20,
                "estimate": -0.6888203170462092
              },
              {
                "event_time": -18.0,
                "cohort": 24,
                "estimate": -0.23777820410579636
              },
              {
                "event_time": -17.0,
                "cohort": 24,
                "estimate": -0.2087365159564208
              },
              {
                "event_time": -16.0,
                "cohort": 24,
                "estimate": 0.05718815635750832
              },
              {
                "event_time": -15.0,
                "cohort": 24,
                "estimate": 0.24899209923717847
              },
              {
                "event_time": -14.0,
                "cohort": 24,
                "estimate": 0.39956568569016093
              },
              {
                "event_time": -13.0,
                "cohort": 24,
                "estimate": 0.16929824358990997
              },
              {
                "event_time": -12.0,
                "cohort": 24,
                "estimate": 0.19773071334324197
              },
              {
                "event_time": -11.0,
                "cohort": 24,
                "estimate": 0.1737004161677847
              },
              {
                "event_time": -10.0,
                "cohort": 24,
                "estimate": 0.11164642004215941
              },
              {
                "event_time": -9.0,
                "cohort": 24,
                "estimate": 0.16458222161350816
              },
              {
                "event_time": -8.0,
                "cohort": 24,
                "estimate": 0.07707796529350741
              },
              {
                "event_time": -7.0,
                "cohort": 24,
                "estimate": 0.13980863485313172
              },
              {
                "event_time": -6.0,
                "cohort": 24,
                "estimate": 0.09325161088356844
              },
              {
                "event_time": -5.0,
                "cohort": 24,
                "estimate": 0.10167102479328063
              },
              {
                "event_time": -4.0,
                "cohort": 24,
                "estimate": 0.14205360192746644
              },
              {
                "event_time": -3.0,
                "cohort": 24,
                "estimate": -0.05040530081213365
              },
              {
                "event_time": -2.0,
                "cohort": 24,
                "estimate": -0.003507585117400923
              },
              {
                "event_time": 0.0,
                "cohort": 24,
                "estimate": -0.015798815979907642
              },
              {
                "event_time": -24.0,
                "cohort": 25,
                "estimate": -0.33821475260330536
              },
              {
                "event_time": -23.0,
                "cohort": 25,
                "estimate": -0.3116425675300991
              },
              {
                "event_time": -22.0,
                "cohort": 25,
                "estimate": -0.253554249236695
              },
              {
                "event_time": -21.0,
                "cohort": 25,
                "estimate": -0.2924178697882297
              },
              {
                "event_time": -20.0,
                "cohort": 25,
                "estimate": -0.26823360432378085
              },
              {
                "event_time": -19.0,
                "cohort": 25,
                "estimate": -0.2788602552644048
              },
              {
                "event_time": -18.0,
                "cohort": 25,
                "estimate": -0.23972993259806197
              },
              {
                "event_time": -17.0,
                "cohort": 25,
                "estimate": -0.21157790792052103
              },
              {
                "event_time": -16.0,
                "cohort": 25,
                "estimate": 0.034567559018738786
              },
              {
                "event_time": -15.0,
                "cohort": 25,
                "estimate": 0.22769205629782385
              },
              {
                "event_time": -14.0,
                "cohort": 25,
                "estimate": 0.41986014474179967
              },
              {
                "event_time": -13.0,
                "cohort": 25,
                "estimate": 0.1618993836878125
              },
              {
                "event_time": -12.0,
                "cohort": 25,
                "estimate": 0.1855822333618712
              },
              {
                "event_time": -11.0,
                "cohort": 25,
                "estimate": 0.1590147859612117
              },
              {
                "event_time": -10.0,
                "cohort": 25,
                "estimate": 0.10468767211585643
              },
              {
                "event_time": -9.0,
                "cohort": 25,
                "estimate": 0.17226309813197627
              },
              {
                "event_time": -8.0,
                "cohort": 25,
                "estimate": 0.08313397919608795
              },
              {
                "event_time": -7.0,
                "cohort": 25,
                "estimate": 0.19354555613289856
              },
              {
                "event_time": -6.0,
                "cohort": 25,
                "estimate": 0.10374517525367001
              },
              {
                "event_time": -5.0,
                "cohort": 25,
                "estimate": 0.13204683871205408
              },
              {
                "event_time": -4.0,
                "cohort": 25,
                "estimate": 0.14492694506744752
              },
              {
                "event_time": -3.0,
                "cohort": 25,
                "estimate": -0.09026337925843515
              },
              {
                "event_time": -2.0,
                "cohort": 25,
                "estimate": -0.03045992328468071
              },
              {
                "event_time": 0.0,
                "cohort": 25,
                "estimate": 0.0074301904496489185
              },
              {
                "event_time": 1.0,
                "cohort": 25,
                "estimate": -0.04296667232954346
              },
              {
                "event_time": 2.0,
                "cohort": 25,
                "estimate": 0.07268168166352504
              },
              {
                "event_time": 3.0,
                "cohort": 25,
                "estimate": -0.004214673643108846
              },
              {
                "event_time": 4.0,
                "cohort": 25,
                "estimate": -0.11224045642637023
              },
              {
                "event_time": 5.0,
                "cohort": 25,
                "estimate": -0.03135599911420425
              },
              {
                "event_time": -16.0,
                "cohort": 28,
                "estimate": 0.2537494912914158
              },
              {
                "event_time": -15.0,
                "cohort": 28,
                "estimate": 0.46448277720951553
              },
              {
                "event_time": -14.0,
                "cohort": 28,
                "estimate": 0.6749603343394293
              },
              {
                "event_time": -13.0,
                "cohort": 28,
                "estimate": 0.34308414768715845
              },
              {
                "event_time": -12.0,
                "cohort": 28,
                "estimate": 0.3650179618067738
              },
              {
                "event_time": -11.0,
                "cohort": 28,
                "estimate": 0.37482787822490615
              },
              {
                "event_time": -10.0,
                "cohort": 28,
                "estimate": 0.3215202697911978
              },
              {
                "event_time": -9.0,
                "cohort": 28,
                "estimate": 0.3355824516651138
              },
              {
                "event_time": -8.0,
                "cohort": 28,
                "estimate": 0.3372986353952824
              },
              {
                "event_time": -7.0,
                "cohort": 28,
                "estimate": 0.38491670598408867
              },
              {
                "event_time": -6.0,
                "cohort": 28,
                "estimate": 0.3173090165945345
              },
              {
                "event_time": -5.0,
                "cohort": 28,
                "estimate": 0.3378523966215752
              },
              {
                "event_time": -4.0,
                "cohort": 28,
                "estimate": 0.28420808724582697
              },
              {
                "event_time": -3.0,
                "cohort": 28,
                "estimate": 0.09347355642845973
              },
              {
                "event_time": -2.0,
                "cohort": 28,
                "estimate": 0.19088814972888662
              },
              {
                "event_time": 0.0,
                "cohort": 28,
                "estimate": -0.08282501428663276
              },
              {
                "event_time": 1.0,
                "cohort": 28,
                "estimate": 0.5306103296718778
              },
              {
                "event_time": 2.0,
                "cohort": 28,
                "estimate": 0.30662148047859683
              },
              {
                "event_time": 3.0,
                "cohort": 28,
                "estimate": 0.046061845612819605
              },
              {
                "event_time": 4.0,
                "cohort": 28,
                "estimate": 0.2140042889014338
              },
              {
                "event_time": 5.0,
                "cohort": 28,
                "estimate": 0.10673827263668607
              },
              {
                "event_time": -4.0,
                "cohort": 33,
                "estimate": 0.7330697271937333
              },
              {
                "event_time": -3.0,
                "cohort": 33,
                "estimate": 0.16176414014385432
              },
              {
                "event_time": -2.0,
                "cohort": 33,
                "estimate": 0.23629363106654733
              },
              {
                "event_time": 0.0,
                "cohort": 33,
                "estimate": 0.08884475987352597
              },
              {
                "event_time": 1.0,
                "cohort": 33,
                "estimate": 0.01975104318124905
              },
              {
                "event_time": 2.0,
                "cohort": 33,
                "estimate": -0.048281717949482196
              },
              {
                "event_time": 3.0,
                "cohort": 33,
                "estimate": -0.30199870689176644
              },
              {
                "event_time": 4.0,
                "cohort": 33,
                "estimate": -0.21770922119749184
              },
              {
                "event_time": 5.0,
                "cohort": 33,
                "estimate": -0.1728148514696327
              }
            ]
          }
        }
      },
      "alternative_models": {
        "y__d": [
          {
            "method": "CS-DID",
            "estimate": -0.09833342538403213,
            "se": 0.06104436090141098,
            "lower": -0.21797817421006266,
            "upper": 0.021311323441998417,
            "event_study": [
              {
                "event_time": -26,
                "estimate": -0.17324118961826498,
                "se": 0.11384137269642094,
                "lower": -0.3963661800538515,
                "upper": 0.04988380081732152,
                "n": 0.0,
                "relative_to_minus_one": -0.17324118961826498
              },
              {
                "event_time": -25,
                "estimate": -0.02994723373218308,
                "se": 0.11135929099296453,
                "lower": -0.2482074334223092,
                "upper": 0.18831296595794303,
                "n": 0.0,
                "relative_to_minus_one": -0.02994723373218308
              },
              {
                "event_time": -24,
                "estimate": 0.12080244628107856,
                "se": 0.1108308744918186,
                "lower": -0.09642207609796485,
                "upper": 0.33802696866012194,
                "n": 0.0,
                "relative_to_minus_one": 0.12080244628107856
              },
              {
                "event_time": -23,
                "estimate": 0.1811194437742196,
                "se": 0.08747039003734629,
                "lower": 0.00968062958734972,
                "upper": 0.35255825796108947,
                "n": 0.0,
                "relative_to_minus_one": 0.1811194437742196
              },
              {
                "event_time": -22,
                "estimate": 0.2670552922013122,
                "se": 0.08448352908022275,
                "lower": 0.10147061791723327,
                "upper": 0.4326399664853911,
                "n": 0.0,
                "relative_to_minus_one": 0.2670552922013122
              },
              {
                "event_time": -21,
                "estimate": 0.2803930297366864,
                "se": 0.08424154028755498,
                "lower": 0.11528264477089864,
                "upper": 0.4455034147024741,
                "n": 0.0,
                "relative_to_minus_one": 0.2803930297366864
              },
              {
                "event_time": -20,
                "estimate": 0.24964641070317373,
                "se": 0.08421768792075152,
                "lower": 0.08458277551726681,
                "upper": 0.41471004588908067,
                "n": 0.0,
                "relative_to_minus_one": 0.24964641070317373
              },
              {
                "event_time": -19,
                "estimate": 0.24091128196148562,
                "se": 0.08458495967598256,
                "lower": 0.07512780736278704,
                "upper": 0.40669475656018417,
                "n": 0.0,
                "relative_to_minus_one": 0.24091128196148562
              },
              {
                "event_time": -18,
                "estimate": 0.27964045890872785,
                "se": 0.08385092737016187,
                "lower": 0.11529566119292672,
                "upper": 0.443985256624529,
                "n": 0.0,
                "relative_to_minus_one": 0.27964045890872785
              },
              {
                "event_time": -17,
                "estimate": 0.16054589148068624,
                "se": 0.065624978487871,
                "lower": 0.03192329715824327,
                "upper": 0.2891684858031292,
                "n": 0.0,
                "relative_to_minus_one": 0.16054589148068624
              },
              {
                "event_time": -16,
                "estimate": 0.21389724698024973,
                "se": 0.060022033296305635,
                "lower": 0.09625622344062675,
                "upper": 0.3315382705198727,
                "n": 0.0,
                "relative_to_minus_one": 0.21389724698024973
              },
              {
                "event_time": -15,
                "estimate": 0.20099256340062063,
                "se": 0.06012337579751092,
                "lower": 0.08315291220853209,
                "upper": 0.31883221459270916,
                "n": 0.0,
                "relative_to_minus_one": 0.20099256340062063
              },
              {
                "event_time": -14,
                "estimate": 0.23079647833122088,
                "se": 0.060178883317682286,
                "lower": 0.11284803439872532,
                "upper": 0.34874492226371645,
                "n": 0.0,
                "relative_to_minus_one": 0.23079647833122088
              },
              {
                "event_time": -13,
                "estimate": 0.1853764316636502,
                "se": 0.060093063459111626,
                "lower": 0.06759619156311145,
                "upper": 0.3031566717641889,
                "n": 0.0,
                "relative_to_minus_one": 0.1853764316636502
              },
              {
                "event_time": -12,
                "estimate": 0.1668757904863508,
                "se": 0.059432507992396716,
                "lower": 0.05039021531036432,
                "upper": 0.2833613656623373,
                "n": 0.0,
                "relative_to_minus_one": 0.1668757904863508
              },
              {
                "event_time": -11,
                "estimate": 0.14558558643461958,
                "se": 0.06047657512848806,
                "lower": 0.027053677274452195,
                "upper": 0.264117495594787,
                "n": 0.0,
                "relative_to_minus_one": 0.14558558643461958
              },
              {
                "event_time": -10,
                "estimate": 0.1708632731878518,
                "se": 0.06360877059042837,
                "lower": 0.04619237372974161,
                "upper": 0.295534172645962,
                "n": 0.0,
                "relative_to_minus_one": 0.1708632731878518
              },
              {
                "event_time": -9,
                "estimate": 0.14353679293774374,
                "se": 0.06573884080846584,
                "lower": 0.01469103256773871,
                "upper": 0.27238255330774874,
                "n": 0.0,
                "relative_to_minus_one": 0.14353679293774374
              },
              {
                "event_time": -8,
                "estimate": 0.08670413155042651,
                "se": 0.06701096016523496,
                "lower": -0.044634936942882245,
                "upper": 0.21804320004373529,
                "n": 0.0,
                "relative_to_minus_one": 0.08670413155042651
              },
              {
                "event_time": -7,
                "estimate": 0.0939094164441887,
                "se": 0.059495750317954954,
                "lower": -0.022700111412190485,
                "upper": 0.2105189443005679,
                "n": 0.0,
                "relative_to_minus_one": 0.0939094164441887
              },
              {
                "event_time": -6,
                "estimate": 0.05924982979757487,
                "se": 0.06983251703976613,
                "lower": -0.07761938855014638,
                "upper": 0.19611904814529613,
                "n": 0.0,
                "relative_to_minus_one": 0.05924982979757487
              },
              {
                "event_time": -5,
                "estimate": 0.06744818201670356,
                "se": 0.06703465360260731,
                "lower": -0.06393732476052495,
                "upper": 0.1988336887939321,
                "n": 0.0,
                "relative_to_minus_one": 0.06744818201670356
              },
              {
                "event_time": -4,
                "estimate": 0.048129136325910656,
                "se": 0.06797347554426349,
                "lower": -0.08509642764485995,
                "upper": 0.18135470029668124,
                "n": 0.0,
                "relative_to_minus_one": 0.048129136325910656
              },
              {
                "event_time": -3,
                "estimate": 0.028516765744885157,
                "se": 0.07661212226802731,
                "lower": -0.12164023467962745,
                "upper": 0.17867376616939776,
                "n": 0.0,
                "relative_to_minus_one": 0.028516765744885157
              },
              {
                "event_time": -2,
                "estimate": 0.0019801992592580146,
                "se": 0.07696050257425799,
                "lower": -0.14885961401838976,
                "upper": 0.1528200125369058,
                "n": 0.0,
                "relative_to_minus_one": 0.0019801992592580146
              },
              {
                "event_time": -1,
                "estimate": 0.0,
                "se": 1.9227571164941368e-19,
                "lower": -3.7685346993465933e-19,
                "upper": 3.7685346993465933e-19,
                "n": 0.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.03869658600222224,
                "se": 0.07730863538847818,
                "lower": -0.19021872705757814,
                "upper": 0.11282555505313367,
                "n": 323.0,
                "relative_to_minus_one": -0.03869658600222224
              },
              {
                "event_time": 1,
                "estimate": -0.03115933122256141,
                "se": 0.08179550657723697,
                "lower": -0.19147557821115496,
                "upper": 0.12915691576603217,
                "n": 289.0,
                "relative_to_minus_one": -0.03115933122256141
              },
              {
                "event_time": 2,
                "estimate": -0.07571578978242519,
                "se": 0.09027187383032478,
                "lower": -0.25264541130680557,
                "upper": 0.1012138317419552,
                "n": 260.0,
                "relative_to_minus_one": -0.07571578978242519
              },
              {
                "event_time": 3,
                "estimate": -0.09163830355774265,
                "se": 0.10093247861076655,
                "lower": -0.2894623265052044,
                "upper": 0.10618571938971914,
                "n": 235.0,
                "relative_to_minus_one": -0.09163830355774265
              },
              {
                "event_time": 4,
                "estimate": -0.1591648098210486,
                "se": 0.10346036237187634,
                "lower": -0.3619433938973892,
                "upper": 0.043613774255292004,
                "n": 221.0,
                "relative_to_minus_one": -0.1591648098210486
              },
              {
                "event_time": 5,
                "estimate": -0.19362573191819266,
                "se": 0.08606785698087616,
                "lower": -0.3623156318272542,
                "upper": -0.02493583200913113,
                "n": 209.0,
                "relative_to_minus_one": -0.19362573191819266
              }
            ],
            "group_time_estimates": [
              {
                "group": 17,
                "year": 1,
                "event_time": -16,
                "att": 0.43946346679718346,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 2,
                "event_time": -15,
                "att": 0.2887575372993318,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 3,
                "event_time": -14,
                "att": 0.22902887229288388,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 4,
                "event_time": -13,
                "att": 0.028171021550186304,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 5,
                "event_time": -12,
                "att": 0.013034384695846946,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 6,
                "event_time": -11,
                "att": 0.021535045425027877,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 7,
                "event_time": -10,
                "att": -0.07681657635014819,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 8,
                "event_time": -9,
                "att": -0.1262500792762621,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 9,
                "event_time": -8,
                "att": -0.08875900514349783,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 10,
                "event_time": -7,
                "att": -0.14311165495378095,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 11,
                "event_time": -6,
                "att": -0.10151502823124084,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 12,
                "event_time": -5,
                "att": -0.13384305411270775,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 13,
                "event_time": -4,
                "att": -0.15254595843428798,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 14,
                "event_time": -3,
                "att": -0.05972229888285441,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 15,
                "event_time": -2,
                "att": 0.08479116151294025,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 16,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 17,
                "event_time": 0,
                "att": -0.0652485654610852,
                "mass": 12.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 18,
                "event_time": 1,
                "att": -0.06169702253421899,
                "mass": 12.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 19,
                "event_time": 2,
                "att": -0.194324358235694,
                "mass": 12.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 20,
                "event_time": 3,
                "att": -0.05240473768389792,
                "mass": 10.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 21,
                "event_time": 4,
                "att": -0.04503317496632503,
                "mass": 10.0,
                "base": 16
              },
              {
                "group": 17,
                "year": 22,
                "event_time": 5,
                "att": -0.34020830665822155,
                "mass": 9.0,
                "base": 16
              },
              {
                "group": 19,
                "year": 2,
                "event_time": -17,
                "att": -0.09808424799710058,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 3,
                "event_time": -16,
                "att": 0.0672003659848614,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 4,
                "event_time": -15,
                "att": 0.071177672963251,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 5,
                "event_time": -14,
                "att": 0.11593906309232113,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 6,
                "event_time": -13,
                "att": 0.11004984439799809,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 7,
                "event_time": -12,
                "att": 0.12441804127222186,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 8,
                "event_time": -11,
                "att": 0.11512891907724954,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 9,
                "event_time": -10,
                "att": 0.11007321839123488,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 10,
                "event_time": -9,
                "att": 0.10346790262601488,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 11,
                "event_time": -8,
                "att": 0.0794084907804975,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 12,
                "event_time": -7,
                "att": 0.0664565371769116,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 13,
                "event_time": -6,
                "att": 0.08128151908393325,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 14,
                "event_time": -5,
                "att": 0.1521639927138202,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 15,
                "event_time": -4,
                "att": 0.09901589138457029,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 16,
                "event_time": -3,
                "att": 0.14245837939695072,
                "mass": 0.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 17,
                "event_time": -2,
                "att": 0.08692173980231149,
                "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": -0.03936507502475878,
                "mass": 118.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 20,
                "event_time": 1,
                "att": -0.00732987951978098,
                "mass": 97.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 21,
                "event_time": 2,
                "att": -0.004394562609357888,
                "mass": 83.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 22,
                "event_time": 3,
                "att": -0.014190057860676564,
                "mass": 70.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 23,
                "event_time": 4,
                "att": -7.10610824894431e-05,
                "mass": 68.0,
                "base": 18
              },
              {
                "group": 19,
                "year": 24,
                "event_time": 5,
                "att": -0.0491856634433272,
                "mass": 64.0,
                "base": 18
              },
              {
                "group": 20,
                "year": 15,
                "event_time": -5,
                "att": 0.21223202470210578,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 16,
                "event_time": -4,
                "att": -0.34575468271071047,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 17,
                "event_time": -3,
                "att": -0.6107851068845656,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 18,
                "event_time": -2,
                "att": -0.6816830646090373,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 19,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 19
              },
              {
                "group": 20,
                "year": 20,
                "event_time": 0,
                "att": -0.7334275783327271,
                "mass": 1.0,
                "base": 19
              },
              {
                "group": 24,
                "year": 6,
                "event_time": -18,
                "att": 0.3806017776088912,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 7,
                "event_time": -17,
                "att": 0.38897705143574723,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 8,
                "event_time": -16,
                "att": 0.39647005181324513,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 9,
                "event_time": -15,
                "att": 0.3871071853037928,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 10,
                "event_time": -14,
                "att": 0.36530526896467796,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 11,
                "event_time": -13,
                "att": 0.3436848443439706,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 12,
                "event_time": -12,
                "att": 0.329764444547139,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 13,
                "event_time": -11,
                "att": 0.3084050861283503,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 14,
                "event_time": -10,
                "att": 0.29434416745422665,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 15,
                "event_time": -9,
                "att": 0.2440279670960594,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 16,
                "event_time": -8,
                "att": 0.1729013596628643,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 17,
                "event_time": -7,
                "att": 0.13380293347855937,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 18,
                "event_time": -6,
                "att": 0.0976171389614433,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 19,
                "event_time": -5,
                "att": 0.034606502547680607,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 20,
                "event_time": -4,
                "att": 0.041908328570260944,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 21,
                "event_time": -3,
                "att": 0.0335602922045829,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 22,
                "event_time": -2,
                "att": 0.011111382973305828,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 23,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 23
              },
              {
                "group": 24,
                "year": 24,
                "event_time": 0,
                "att": -0.03841121854391094,
                "mass": 1.0,
                "base": 23
              },
              {
                "group": 25,
                "year": 1,
                "event_time": -24,
                "att": 0.11938856104642359,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 2,
                "event_time": -23,
                "att": 0.18195728454197913,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 3,
                "event_time": -22,
                "att": 0.2718564700145988,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 4,
                "event_time": -21,
                "att": 0.2842411057247446,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 5,
                "event_time": -20,
                "att": 0.25520269626194,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 6,
                "event_time": -19,
                "att": 0.24629949788649264,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 7,
                "event_time": -18,
                "att": 0.28694594879609014,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 8,
                "event_time": -17,
                "att": 0.2877659140550287,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 9,
                "event_time": -16,
                "att": 0.2783082259756988,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 10,
                "event_time": -15,
                "att": 0.2640127163070281,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 11,
                "event_time": -14,
                "att": 0.2915803225564223,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 12,
                "event_time": -13,
                "att": 0.2390606599578038,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 13,
                "event_time": -12,
                "att": 0.20515328488297574,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 14,
                "event_time": -11,
                "att": 0.176913253632151,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 15,
                "event_time": -10,
                "att": 0.22538024479658175,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 16,
                "event_time": -9,
                "att": 0.1918472883160981,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 17,
                "event_time": -8,
                "att": 0.11200216812267172,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 18,
                "event_time": -7,
                "att": 0.1334867926821669,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 19,
                "event_time": -6,
                "att": 0.07078675625580688,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 20,
                "event_time": -5,
                "att": 0.05227620702544972,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 21,
                "event_time": -4,
                "att": 0.04970098783851723,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 22,
                "event_time": -3,
                "att": -0.0021334009416548727,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 23,
                "event_time": -2,
                "att": -0.0233101201310133,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 24,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 25,
                "event_time": 0,
                "att": -0.033550279947059725,
                "mass": 181.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 26,
                "event_time": 1,
                "att": -0.06151240086507703,
                "mass": 170.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 27,
                "event_time": 2,
                "att": -0.11113730643982356,
                "mass": 155.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 28,
                "event_time": 3,
                "att": -0.12966000048312043,
                "mass": 145.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 29,
                "event_time": 4,
                "att": -0.2553248714125467,
                "mass": 134.0,
                "base": 24
              },
              {
                "group": 25,
                "year": 30,
                "event_time": 5,
                "att": -0.2690017511024546,
                "mass": 128.0,
                "base": 24
              },
              {
                "group": 28,
                "year": 2,
                "event_time": -26,
                "att": -0.17324118961826498,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 3,
                "event_time": -25,
                "att": -0.02994723373218308,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 4,
                "event_time": -24,
                "att": 0.15732781484299863,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 5,
                "event_time": -23,
                "att": 0.15947522394043212,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 6,
                "event_time": -22,
                "att": 0.14302486535807502,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 7,
                "event_time": -21,
                "att": 0.18098440004518285,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 8,
                "event_time": -20,
                "att": 0.10610903376837885,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 9,
                "event_time": -19,
                "att": 0.10171570389880374,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 10,
                "event_time": -18,
                "att": 0.07408841703517485,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 11,
                "event_time": -17,
                "att": 0.052952727085221196,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 12,
                "event_time": -16,
                "att": 0.047423807028460996,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 13,
                "event_time": -15,
                "att": 0.04118765489056109,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 14,
                "event_time": -14,
                "att": 0.06911987700890843,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 15,
                "event_time": -13,
                "att": -0.08404462015647529,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 16,
                "event_time": -12,
                "att": -0.11856987768036004,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 17,
                "event_time": -11,
                "att": -0.1487864743260946,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 18,
                "event_time": -10,
                "att": -0.17603447458818383,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 19,
                "event_time": -9,
                "att": -0.2678493816598815,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 20,
                "event_time": -8,
                "att": -0.25957460462106885,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 21,
                "event_time": -7,
                "att": -0.2818099373611138,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 22,
                "event_time": -6,
                "att": -0.3076925736878686,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 23,
                "event_time": -5,
                "att": -0.33164461575573595,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 24,
                "event_time": -4,
                "att": -0.39529095163984507,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 25,
                "event_time": -3,
                "att": -0.467123005834926,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 26,
                "event_time": -2,
                "att": -0.4968365714808015,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 27,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 28,
                "event_time": 0,
                "att": -0.09842746329393492,
                "mass": 9.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 29,
                "event_time": 1,
                "att": 0.4975875041325085,
                "mass": 9.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 30,
                "event_time": 2,
                "att": 0.11740506437901177,
                "mass": 9.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 31,
                "event_time": 3,
                "att": -0.0994761052480686,
                "mass": 9.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 32,
                "event_time": 4,
                "att": 0.2053387596555235,
                "mass": 8.0,
                "base": 27
              },
              {
                "group": 28,
                "year": 33,
                "event_time": 5,
                "att": 0.1566133861503497,
                "mass": 7.0,
                "base": 27
              },
              {
                "group": 33,
                "year": 29,
                "event_time": -4,
                "att": 0.6827422489156412,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 30,
                "event_time": -3,
                "att": 0.24594782779821422,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 31,
                "event_time": -2,
                "att": 0.2424642725849071,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 32,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 33,
                "event_time": 0,
                "att": 0.03601611438407648,
                "mass": 1.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 34,
                "event_time": 1,
                "att": -0.040845126328907244,
                "mass": 1.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 35,
                "event_time": 2,
                "att": -0.17987835796089335,
                "mass": 1.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 36,
                "event_time": 3,
                "att": -0.3755623477159157,
                "mass": 1.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 37,
                "event_time": 4,
                "att": -0.26683545710632817,
                "mass": 1.0,
                "base": 32
              },
              {
                "group": 33,
                "year": 38,
                "event_time": 5,
                "att": -0.2709771167699031,
                "mass": 1.0,
                "base": 32
              }
            ],
            "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": -0.09833342538403213,
                  "se": 0.06104436090141098,
                  "lower": -0.21797817421006266,
                  "upper": 0.021311323441998417
                },
                {
                  "typec": "simple",
                  "aggregation": "Native-equivalent CS-DID simple",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.09827988564960666,
                  "se": 0.061040896492438726,
                  "lower": -0.2179178443588239,
                  "upper": 0.021358073059610558
                },
                {
                  "typec": "group",
                  "aggregation": "Native-equivalent CS-DID group",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.09875775306721901,
                  "se": 0.060517530570534314,
                  "lower": -0.21736993341876798,
                  "upper": 0.019854427284329956
                },
                {
                  "typec": "treated_cells",
                  "aggregation": "Observed treated observations, configured weights",
                  "matches_treated_unit_year_target": true,
                  "estimate": -0.08740266907794304,
                  "se": 0.062498529022908235,
                  "lower": -0.20989753504957448,
                  "upper": 0.03509219689368839
                }
              ],
              "same_group_time_effects": true,
              "additional_covariates": []
            },
            "treated_cell_att": -0.08740266907794304,
            "treated_cell_se": 0.062498529022908235,
            "checks": {
              "input_rows": 83517,
              "retained_rows": 83517,
              "all_observed_post_cells_estimated": true,
              "post_weight_sum": 1537.0,
              "avoided_dense_if_bytes": 191755032
            },
            "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": 0.27618045825511217,
            "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": -0.022489385836396904,
            "event_study": [
              {
                "event_time": -26,
                "estimate": -0.034961129725295,
                "raw_gap": -0.034961129725295,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 1.0,
                "relative_to_minus_one": -0.021536433752693762
              },
              {
                "event_time": -25,
                "estimate": -0.004853439058011083,
                "raw_gap": -0.004853439058011083,
                "n": 1,
                "n_cells": 1,
                "weight_sum": 1.0,
                "relative_to_minus_one": 0.008571256914590151
              },
              {
                "event_time": -24,
                "estimate": 0.01583245014235367,
                "raw_gap": 0.01583245014235367,
                "n": 4,
                "n_cells": 4,
                "weight_sum": 4.0,
                "relative_to_minus_one": 0.029257146114954904
              },
              {
                "event_time": -23,
                "estimate": -0.0033445388234182197,
                "raw_gap": -0.0033445388234182197,
                "n": 13,
                "n_cells": 13,
                "weight_sum": 13.0,
                "relative_to_minus_one": 0.010080157149183014
              },
              {
                "event_time": -22,
                "estimate": 0.036103549331935825,
                "raw_gap": 0.036103549331935825,
                "n": 24,
                "n_cells": 24,
                "weight_sum": 24.0,
                "relative_to_minus_one": 0.04952824530453706
              },
              {
                "event_time": -21,
                "estimate": 0.04125806938198651,
                "raw_gap": 0.04125806938198651,
                "n": 35,
                "n_cells": 35,
                "weight_sum": 35.0,
                "relative_to_minus_one": 0.05468276535458775
              },
              {
                "event_time": -20,
                "estimate": 0.009843522038410895,
                "raw_gap": 0.009843522038410895,
                "n": 39,
                "n_cells": 39,
                "weight_sum": 39.0,
                "relative_to_minus_one": 0.02326821801101213
              },
              {
                "event_time": -19,
                "estimate": -0.00857572821348272,
                "raw_gap": -0.00857572821348272,
                "n": 48,
                "n_cells": 48,
                "weight_sum": 48.0,
                "relative_to_minus_one": 0.004848967759118514
              },
              {
                "event_time": -18,
                "estimate": 0.002105932582668589,
                "raw_gap": 0.002105932582668589,
                "n": 55,
                "n_cells": 55,
                "weight_sum": 55.0,
                "relative_to_minus_one": 0.015530628555269824
              },
              {
                "event_time": -17,
                "estimate": 0.015187053573729636,
                "raw_gap": 0.015187053573729636,
                "n": 63,
                "n_cells": 63,
                "weight_sum": 63.0,
                "relative_to_minus_one": 0.028611749546330868
              },
              {
                "event_time": -16,
                "estimate": 0.01645673009628682,
                "raw_gap": 0.01645673009628682,
                "n": 80,
                "n_cells": 80,
                "weight_sum": 80.0,
                "relative_to_minus_one": 0.029881426068888058
              },
              {
                "event_time": -15,
                "estimate": 0.007298747290369008,
                "raw_gap": 0.007298747290369008,
                "n": 89,
                "n_cells": 89,
                "weight_sum": 89.0,
                "relative_to_minus_one": 0.020723443262970244
              },
              {
                "event_time": -14,
                "estimate": 0.02630325480747056,
                "raw_gap": 0.02630325480747056,
                "n": 92,
                "n_cells": 92,
                "weight_sum": 92.0,
                "relative_to_minus_one": 0.0397279507800718
              },
              {
                "event_time": -13,
                "estimate": 0.0037508890432370627,
                "raw_gap": 0.0037508890432370627,
                "n": 113,
                "n_cells": 113,
                "weight_sum": 113.0,
                "relative_to_minus_one": 0.017175585015838296
              },
              {
                "event_time": -12,
                "estimate": 0.003294489332804621,
                "raw_gap": 0.003294489332804621,
                "n": 120,
                "n_cells": 120,
                "weight_sum": 120.0,
                "relative_to_minus_one": 0.016719185305405854
              },
              {
                "event_time": -11,
                "estimate": -0.007426736408739247,
                "raw_gap": -0.007426736408739247,
                "n": 133,
                "n_cells": 133,
                "weight_sum": 133.0,
                "relative_to_minus_one": 0.005997959563861987
              },
              {
                "event_time": -10,
                "estimate": -0.0004002874205930748,
                "raw_gap": -0.0004002874205930748,
                "n": 153,
                "n_cells": 152,
                "weight_sum": 153.0,
                "relative_to_minus_one": 0.01302440855200816
              },
              {
                "event_time": -9,
                "estimate": 0.003993094657159099,
                "raw_gap": 0.003993094657159099,
                "n": 163,
                "n_cells": 162,
                "weight_sum": 163.0,
                "relative_to_minus_one": 0.017417790629760333
              },
              {
                "event_time": -8,
                "estimate": -0.016685062562058293,
                "raw_gap": -0.016685062562058293,
                "n": 174,
                "n_cells": 174,
                "weight_sum": 174.0,
                "relative_to_minus_one": -0.0032603665894570585
              },
              {
                "event_time": -7,
                "estimate": 0.019370255545743495,
                "raw_gap": 0.019370255545743495,
                "n": 183,
                "n_cells": 183,
                "weight_sum": 183.0,
                "relative_to_minus_one": 0.03279495151834473
              },
              {
                "event_time": -6,
                "estimate": -0.005483014150274005,
                "raw_gap": -0.005483014150274005,
                "n": 194,
                "n_cells": 194,
                "weight_sum": 194.0,
                "relative_to_minus_one": 0.00794168182232723
              },
              {
                "event_time": -5,
                "estimate": -8.263032794138385e-05,
                "raw_gap": -8.263032794138385e-05,
                "n": 220,
                "n_cells": 220,
                "weight_sum": 220.0,
                "relative_to_minus_one": 0.01334206564465985
              },
              {
                "event_time": -4,
                "estimate": -0.002413749450036216,
                "raw_gap": -0.002413749450036216,
                "n": 246,
                "n_cells": 246,
                "weight_sum": 246.0,
                "relative_to_minus_one": 0.011010946522565018
              },
              {
                "event_time": -3,
                "estimate": -0.0009435371346769096,
                "raw_gap": -0.0009435371346769096,
                "n": 263,
                "n_cells": 263,
                "weight_sum": 263.0,
                "relative_to_minus_one": 0.012481158837924325
              },
              {
                "event_time": -2,
                "estimate": -0.009481130626746421,
                "raw_gap": -0.009481130626746421,
                "n": 297,
                "n_cells": 297,
                "weight_sum": 297.0,
                "relative_to_minus_one": 0.003943565345854813
              },
              {
                "event_time": -1,
                "estimate": -0.013424695972601234,
                "raw_gap": -0.013424695972601234,
                "n": 322,
                "n_cells": 322,
                "weight_sum": 322.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.023052394085078063,
                "raw_gap": -0.023052394085078063,
                "n": 323,
                "n_cells": 322,
                "weight_sum": 323.0,
                "relative_to_minus_one": -0.009627698112476829
              },
              {
                "event_time": 1,
                "estimate": 0.0035473854789643986,
                "raw_gap": 0.0035473854789643986,
                "n": 289,
                "n_cells": 288,
                "weight_sum": 289.0,
                "relative_to_minus_one": 0.016972081451565632
              },
              {
                "event_time": 2,
                "estimate": 0.00599655965283346,
                "raw_gap": 0.00599655965283346,
                "n": 260,
                "n_cells": 260,
                "weight_sum": 260.0,
                "relative_to_minus_one": 0.019421255625434695
              },
              {
                "event_time": 3,
                "estimate": -0.021053010846294268,
                "raw_gap": -0.021053010846294268,
                "n": 235,
                "n_cells": 235,
                "weight_sum": 235.0,
                "relative_to_minus_one": -0.0076283148736930335
              },
              {
                "event_time": 4,
                "estimate": -0.06139075112190564,
                "raw_gap": -0.06139075112190564,
                "n": 221,
                "n_cells": 221,
                "weight_sum": 221.0,
                "relative_to_minus_one": -0.0479660551493044
              },
              {
                "event_time": 5,
                "estimate": -0.053539469413392084,
                "raw_gap": -0.053539469413392084,
                "n": 209,
                "n_cells": 209,
                "weight_sum": 209.0,
                "relative_to_minus_one": -0.04011477344079085
              }
            ],
            "package_event_study": {
              "event_time": [
                -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
              ],
              "estimate": [
                -0.034961129725295,
                -0.004853439058011083,
                0.01583245014235367,
                -0.0033445388234182197,
                0.03610354933193583,
                0.04125806938198652,
                0.009843522038410898,
                -0.008575728213482717,
                0.002105932582668579,
                0.015187053573729637,
                0.01645673009628682,
                0.007298747290369008,
                0.026303254807470557,
                0.003750889043237061,
                0.0032944893328046166,
                -0.007426736408739248,
                0.0012354394831702853,
                0.004198926626712099,
                -0.016685062562058296,
                0.0193702555457435,
                -0.005483014150274005,
                -8.263032794138107e-05,
                -0.0024137494500362094,
                -0.0009435371346769094,
                -0.009481130626746416,
                -0.013424695972601238,
                -0.023281803868628242,
                0.003439115734232023,
                0.0059965596528334655,
                -0.021053010846294264,
                -0.06139075112190561,
                -0.05353946941339208
              ],
              "n": [
                1.0,
                1.0,
                4.0,
                13.0,
                24.0,
                35.0,
                39.0,
                48.0,
                55.0,
                63.0,
                80.0,
                89.0,
                92.0,
                113.0,
                120.0,
                133.0,
                152.0,
                162.0,
                174.0,
                183.0,
                194.0,
                220.0,
                246.0,
                263.0,
                297.0,
                322.0,
                322.0,
                288.0,
                260.0,
                235.0,
                221.0,
                209.0
              ]
            },
            "sdid_pre_gap_correction": [],
            "diagnostics": {
              "converged": true,
              "iterations": 98,
              "termination_reason": "Relative objective tolerance reached",
              "objective": 0.17821987131906536,
              "lambda_l": 0.0003661992631332545,
              "singular_values": [
                51.428708487319206,
                36.042412780548204,
                29.406758454502956,
                25.139677264690363,
                23.848160685582513,
                21.02640192460013,
                16.731236616934847,
                15.479123251229431,
                14.713713294720286,
                12.73957103039951,
                10.005934625921839,
                9.665116013492682,
                8.643478108110372,
                6.9139899666503695,
                5.531865763612785,
                3.9397958945197793,
                3.1802353250114486,
                2.2171306785301077,
                1.251901374412725,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0,
                0.0
              ],
              "history_objective": [
                0.1802227335681168,
                0.17907287678090328,
                0.1786531468858672,
                0.17846278280438826,
                0.1783666152874666,
                0.1783132416217731,
                0.1782815913389251,
                0.17826188097393347,
                0.17824913776152435,
                0.17824065181917548,
                0.17823486339205424,
                0.17823083502045736,
                0.17822798331521736,
                0.17822593467536535,
                0.17822444398861526,
                0.17822334705004617,
                0.1782225318250048,
                0.1782219206246076,
                0.178221458791805,
                0.1782211073720058,
                0.17822083827723165,
                0.1782206310420256,
                0.17822047061392826,
                0.1782203458274845,
                0.17822024833682093,
                0.17822017186020273,
                0.17822011163963186,
                0.1782200640504591,
                0.1782200263168494,
                0.1782199963026768,
                0.17821997235671608,
                0.17821995319723832,
                0.17821993782544804,
                0.17821992546018278,
                0.17821991548837057,
                0.17821990742729338,
                0.17821990089568757,
                0.1782198955915309,
                0.178219891274881,
                0.17821988775460276,
                0.17821988487804163,
                0.17821988252296447,
                0.17821988059125707,
                0.17821987900398034,
                0.17821987769748032,
                0.17821987662030553,
                0.17821987573079368,
                0.1782198749951164,
                0.1782198743857805,
                0.1782198738803682,
                0.17821987346058632,
                0.17821987311147133,
                0.17821987282076185,
                0.1782198725783967,
                0.17821987237610004,
                0.17821987220706276,
                0.17821987206566414,
                0.1782198719472689,
                0.17821987184803245,
                0.1782198717647795,
                0.17821987169487297,
                0.17821987163612454,
                0.1782198715867102,
                0.17821987154511387,
                0.17821987151007423,
                0.17821987148053453,
                0.17821987145561732,
                0.178219871434583,
                0.17821987141681406,
                0.17821987140179524,
                0.17821987138909717,
                0.17821987137835182,
                0.17821987136925294,
                0.17821987136154777,
                0.17821987135501732,
                0.17821987134948092,
                0.17821987134478312,
                0.17821987134080058,
                0.17821987133741546,
                0.17821987133454187,
                0.1782198713321015,
                0.17821987133002629,
                0.17821987132826222,
                0.17821987132676265,
                0.1782198713254874,
                0.1782198713244002,
                0.17821987132347708,
                0.17821987132268735,
                0.17821987132201775,
                0.17821987132144726,
                0.17821987132095912,
                0.17821987132054395,
                0.17821987132019096,
                0.17821987131988973,
                0.1782198713196324,
                0.1782198713194117,
                0.17821987131922562,
                0.17821987131906536
              ],
              "history_rmse": [
                0.26596211661778785,
                0.2644818270959138,
                0.26408156550277145,
                0.2636327262348073,
                0.26337576092114195,
                0.2632351618160688,
                0.2631498277952731,
                0.26309425931730546,
                0.2630560768201235,
                0.2630286888034173,
                0.263008346707271,
                0.2629928043022203,
                0.26298065402233095,
                0.26297097805773656,
                0.2629631561368718,
                0.26295675537847846,
                0.2629514649164958,
                0.2629470558185851,
                0.2629433557516188,
                0.26294023250187415,
                0.26293758296233466,
                0.26293532558632804,
                0.26293339509513175,
                0.2629317386864066,
                0.2629303132646933,
                0.262929083382549,
                0.2629280196854968,
                0.26292709772059036,
                0.2629262970118443,
                0.2629256003344463,
                0.26292499313917633,
                0.26292446309173695,
                0.2629239997010421,
                0.2629235940170965,
                0.26292323838378306,
                0.2629229262354717,
                0.26292265192873854,
                0.2629224106025078,
                0.2629221980612709,
                0.26292201067727383,
                0.2629218453082407,
                0.2629216992279528,
                0.26292157006750755,
                0.2629214557654874,
                0.2629213545255623,
                0.2629212647803225,
                0.26292118516041335,
                0.2629211144680297,
                0.26292105165428015,
                0.2629209957996023,
                0.26292094609700767,
                0.26292090183756506,
                0.2629208623978757,
                0.26292082722924814,
                0.26292079584829314,
                0.2629207678287985,
                0.2629207427946286,
                0.26292072041359277,
                0.2629207003920431,
                0.2629206824702445,
                0.26292066641826034,
                0.2629206520323964,
                0.2629206391320694,
                0.2629206275570858,
                0.262920617165245,
                0.26292060783022425,
                0.26292059943975227,
                0.262920591893962,
                0.262920585103981,
                0.2629205789906741,
                0.26292057348353687,
                0.26292056851969814,
                0.2629205640430819,
                0.2629205600036471,
                0.26292055635669465,
                0.2629205530622928,
                0.2629205500847373,
                0.2629205473921068,
                0.2629205449558065,
                0.2629205427502601,
                0.2629205407525424,
                0.26292053894210154,
                0.26292053730051346,
                0.2629205358112451,
                0.26292053445945396,
                0.2629205332318039,
                0.26292053211632416,
                0.26292053110223196,
                0.2629205301798526,
                0.26292052934046006,
                0.262920528576199,
                0.2629205278800028,
                0.262920527245495,
                0.26292052666692384,
                0.2629205261391016,
                0.2629205256573444,
                0.262920525217429,
                0.26292052481552664
              ],
              "n_observed": 83461,
              "n_missing": 266310,
              "n_treated_observed": 1535,
              "n_untreated_observed": 81926
            },
            "checks": {
              "scalar_vs_treated_cell_average": 3.469446951953614e-18,
              "native_scalar_vs_unweighted_matrix_average": 2.0816681711721685e-17
            },
            "native_matrix_att": -0.022574418670177225,
            "matrix_preparation": {
              "source_rows": 83517,
              "matrix_shape": [
                8531,
                41
              ],
              "observed_cells": 83461,
              "missing_cells": 266310,
              "repeated_cells": 56,
              "minimum_cell_count": 1,
              "maximum_cell_count": 2,
              "observation_mass": 83517.0,
              "treated_observation_mass": 1537.0,
              "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": 1.5343595421873033,
            "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 16, period 16: 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)": -0.018531623316536978,
          "SE": 0.011687651791437265,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": 0.002121510660720598,
          "SE": 0.01826339509025798,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.01886543598466338,
          "SE": 0.013615699968209572,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": 0.0015926812435597668,
          "SE": 0.007538664431060782,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID",
          "Estimate (SDs)": -0.09833342538403213,
          "SE": 0.06104436090141098,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (treated cells)",
          "Estimate (SDs)": -0.08740266907794304,
          "SE": 0.062498529022908235,
          "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)": -0.022489385836396904,
          "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 16, period 16: 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)": -0.018531623316536978,
          "SE": 0.011687651791437265,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": "",
          "lower": -0.04145348736656067,
          "upper": 0.004390240733486709,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": 0.002121510660720598,
          "SE": 0.01826339509025798,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.03369672441516227,
          "upper": 0.03793974573660346,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.01886543598466338,
          "SE": 0.013615699968209572,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.04556859494135507,
          "upper": 0.007837722972028307,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": 0.0015926812435597668,
          "SE": 0.007538664431060782,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.013192174114136911,
          "upper": 0.016377536601256446,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (equal event-time)",
          "Estimate (SDs)": -0.09833342538403213,
          "SE": 0.06104436090141098,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.21797817421006266,
          "upper": 0.021311323441998417,
          "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)": -0.08740266907794304,
          "SE": 0.062498529022908235,
          "Aggregation": "Treated cells",
          "Event study": "Same CS-DID path",
          "Status": "estimated",
          "Note": "",
          "lower": -0.20989753504957448,
          "upper": 0.03509219689368839,
          "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)": -0.022489385836396904,
          "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 16, period 16: 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": 1791602180.64048,
    "scalar_ranges": [
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Static TWFE",
        "Estimate (SDs)": -0.018531623316536978,
        "SE": 0.011687651791437265,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": "",
        "lower": -0.04145348736656067,
        "upper": 0.004390240733486709,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": 0.002121510660720598,
        "SE": 0.01826339509025798,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.03369672441516227,
        "upper": 0.03793974573660346,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": -0.01886543598466338,
        "SE": 0.013615699968209572,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.04556859494135507,
        "upper": 0.007837722972028307,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": 0.0015926812435597668,
        "SE": 0.007538664431060782,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.013192174114136911,
        "upper": 0.016377536601256446,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (equal event-time)",
        "Estimate (SDs)": -0.09833342538403213,
        "SE": 0.06104436090141098,
        "Aggregation": "Equal post-event times",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.21797817421006266,
        "upper": 0.021311323441998417,
        "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)": -0.08740266907794304,
        "SE": 0.062498529022908235,
        "Aggregation": "Treated cells",
        "Event study": "Same CS-DID path",
        "Status": "estimated",
        "Note": "",
        "lower": -0.20989753504957448,
        "upper": 0.03509219689368839,
        "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)": -0.022489385836396904,
        "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 16, period 16: 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"
      }
    ]
  },
  {
    "study_id": 2,
    "specification_id": "S02-P020",
    "source_specification_id": "AM005-P2587-T2-RD-QP-M4",
    "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": "Do Powerful Politicians Really Cause Corporate Downsizing?",
    "status": "ready",
    "reason": "",
    "config": "analyses/full-archive/configs/S02-P020.json",
    "input_bytes": 1052635,
    "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": "original_fe",
        "frequency_weights": false,
        "source_sd": null,
        "require_never_control_periods": false,
        "latest_cohort_control": true,
        "slug": "s02-p020",
        "specification_id": "S02-P020",
        "source_specification_id": "AM005-P2587-T2-RD-QP-M4",
        "study_id": 2,
        "study": "Do Powerful Politicians Really Cause Corporate Downsizing?",
        "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204",
        "description": "AM005-P2587-T2-RD-QP-M4",
        "data": "analyses/full-archive/prepared/S02-P020.parquet",
        "output_dir": "analyses/full-archive/results/S02-P020"
      },
      "source": {
        "file": "S02-P020.parquet",
        "bytes": 1052635,
        "sha256": "2a2f679089f611f6d0f61f4ab3c85659106e80b94d95d8ba74d85107996a6675"
      },
      "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": 87865,
            "source_sd": 0.133426199719001,
            "rows": 82596,
            "units": 8499,
            "clusters": 1914,
            "treated_units": 347,
            "never_treated_units": 8152,
            "treated_cohorts": 5,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 82562,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 235,
            "post_adoption_untreated_rows_removed": 3426,
            "units_without_minus_one_removed": 13,
            "additional_rows_removed": 1233
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.025609283784787103,
              "se": 0.008131108858584141,
              "pvalue": 0.0016605191344517725,
              "lower": -0.041556053793979586,
              "upper": -0.009662513775594617
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.0068945453719003414,
              "se": 0.011354814824552448,
              "pvalue": 0.5437959905910538,
              "lower": -0.02916366310889214,
              "upper": 0.015374572365091457
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.0189127054333543,
              "se": 0.008627117032201866,
              "pvalue": 0.028482335288630027,
              "lower": -0.03583224907095677,
              "upper": -0.0019931617957518258
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": -0.00589062191782372,
              "se": 0.008421152698365547,
              "pvalue": 0.4843227575551982,
              "lower": -0.0224062273080226,
              "upper": 0.010624983472375159
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -23,
                "estimate": 0.012647402261314444,
                "se": 0.017418805008236726,
                "pvalue": 0.4678800878110342,
                "lower": -0.021514442344673236,
                "upper": 0.046809246867302125
              },
              {
                "event_time": -22,
                "estimate": 0.04205681668139013,
                "se": 0.014687645508876307,
                "pvalue": 0.004236680362770015,
                "lower": 0.013251335291317595,
                "upper": 0.07086229807146266
              },
              {
                "event_time": -21,
                "estimate": 0.054808827025886596,
                "se": 0.0584003194437928,
                "pvalue": 0.3481048725254417,
                "lower": -0.05972616184593884,
                "upper": 0.16934381589771202
              },
              {
                "event_time": -20,
                "estimate": 0.0262278939129474,
                "se": 0.02629476232296249,
                "pvalue": 0.31866890009910226,
                "lower": -0.025341521095927265,
                "upper": 0.07779730892182207
              },
              {
                "event_time": -19,
                "estimate": 0.06430816689293797,
                "se": 0.01424534351284767,
                "pvalue": 6.738441713726908e-06,
                "lower": 0.03637013031610628,
                "upper": 0.09224620346976967
              },
              {
                "event_time": -18,
                "estimate": 0.06299275708972968,
                "se": 0.015427051735427301,
                "pvalue": 4.6236569085319575e-05,
                "lower": 0.032737148632950186,
                "upper": 0.09324836554650917
              },
              {
                "event_time": -17,
                "estimate": 0.03123859179664495,
                "se": 0.014366998656329873,
                "pvalue": 0.029802587259256923,
                "lower": 0.003061964564186021,
                "upper": 0.05941521902910388
              },
              {
                "event_time": -16,
                "estimate": 0.024776832903798566,
                "se": 0.013976786571857967,
                "pvalue": 0.07643536407901987,
                "lower": -0.002634508501831008,
                "upper": 0.05218817430942814
              },
              {
                "event_time": -15,
                "estimate": 0.008522939119178516,
                "se": 0.02159492958719501,
                "pvalue": 0.6931281089626967,
                "lower": -0.03382914120356229,
                "upper": 0.05087501944191932
              },
              {
                "event_time": -14,
                "estimate": 0.04058959729752277,
                "se": 0.02227078159098431,
                "pvalue": 0.06852771944916747,
                "lower": -0.00308796724294582,
                "upper": 0.08426716183799135
              },
              {
                "event_time": -13,
                "estimate": 0.05226561814846388,
                "se": 0.015118930507957975,
                "pvalue": 0.0005582368963789784,
                "lower": 0.022614298532832557,
                "upper": 0.0819169377640952
              },
              {
                "event_time": -12,
                "estimate": 0.04390076429317018,
                "se": 0.0249352532579282,
                "pvalue": 0.07846754632144676,
                "lower": -0.005002374963827619,
                "upper": 0.09280390355016797
              },
              {
                "event_time": -11,
                "estimate": 0.05754033744760718,
                "se": 0.02548582816950639,
                "pvalue": 0.02407426498863813,
                "lower": 0.007557408011868896,
                "upper": 0.10752326688334546
              },
              {
                "event_time": -10,
                "estimate": 0.02643254686400764,
                "se": 0.013538675524699525,
                "pvalue": 0.0510395965441526,
                "lower": -0.00011956903756949952,
                "upper": 0.05298466276558478
              },
              {
                "event_time": -9,
                "estimate": 0.01935301985860182,
                "se": 0.015603746825250106,
                "pvalue": 0.21502383493079014,
                "lower": -0.011249123862698593,
                "upper": 0.049955163579902234
              },
              {
                "event_time": -8,
                "estimate": 0.021826847616144417,
                "se": 0.014360691014608238,
                "pvalue": 0.1287007789942937,
                "lower": -0.006337409038871179,
                "upper": 0.04999110427116001
              },
              {
                "event_time": -7,
                "estimate": 0.03001102193546797,
                "se": 0.01126803488551462,
                "pvalue": 0.00780096548656048,
                "lower": 0.007912097434517654,
                "upper": 0.05210994643641828
              },
              {
                "event_time": -6,
                "estimate": 0.02741588256059766,
                "se": 0.014237757863406197,
                "pvalue": 0.05430542893491237,
                "lower": -0.0005072770038711018,
                "upper": 0.05533904212506642
              },
              {
                "event_time": -5,
                "estimate": 0.0037241823842806823,
                "se": 0.015095514338506739,
                "pvalue": 0.8051607758925486,
                "lower": -0.025881213326600438,
                "upper": 0.0333295780951618
              },
              {
                "event_time": -4,
                "estimate": 0.028400354185214065,
                "se": 0.015139771820558538,
                "pvalue": 0.06082430156279462,
                "lower": -0.001291839513461908,
                "upper": 0.05809254788389004
              },
              {
                "event_time": -3,
                "estimate": 0.002532236965335588,
                "se": 0.011233842824753468,
                "pvalue": 0.8216832706060228,
                "lower": -0.019499629900723663,
                "upper": 0.024564103831394842
              },
              {
                "event_time": -2,
                "estimate": 0.015364205165774978,
                "se": 0.01663492825051592,
                "pvalue": 0.3558052876953945,
                "lower": -0.017260296552750513,
                "upper": 0.047988706884300465
              },
              {
                "event_time": 0,
                "estimate": -0.009699872195212476,
                "se": 0.0170822474755745,
                "pvalue": 0.5702146730049501,
                "lower": -0.04320165854081175,
                "upper": 0.0238019141503868
              },
              {
                "event_time": 1,
                "estimate": -0.014338008327484586,
                "se": 0.01619915828074664,
                "pvalue": 0.37620949669672454,
                "lower": -0.0461078758742529,
                "upper": 0.017431859219283724
              },
              {
                "event_time": 2,
                "estimate": 0.0011650328396871925,
                "se": 0.01874913169526416,
                "pvalue": 0.9504594570552648,
                "lower": -0.03560585489732697,
                "upper": 0.03793592057670135
              },
              {
                "event_time": 3,
                "estimate": -0.007873630983763282,
                "se": 0.016434953118598345,
                "pvalue": 0.6319376141926457,
                "lower": -0.040105940506647356,
                "upper": 0.024358678539120788
              },
              {
                "event_time": 4,
                "estimate": -0.014366953740511001,
                "se": 0.016477928149869925,
                "pvalue": 0.38337737164310487,
                "lower": -0.04668354610251882,
                "upper": 0.017949638621496816
              },
              {
                "event_time": 5,
                "estimate": 0.007520846374738686,
                "se": 0.012946285646818373,
                "pvalue": 0.5613581116670138,
                "lower": -0.017869471633999854,
                "upper": 0.03291116438347723
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -23,
                "estimate": -0.032017496304826004,
                "se": 0.010128419151293012,
                "pvalue": 0.0015960623711456885,
                "lower": -0.05188140091752291,
                "upper": -0.012153591692129095
              },
              {
                "event_time": -22,
                "estimate": -0.004637160279746005,
                "se": 0.006428712673424928,
                "pvalue": 0.4708006794019008,
                "lower": -0.017245182659136396,
                "upper": 0.007970862099644383
              },
              {
                "event_time": -21,
                "estimate": 0.015879202494208253,
                "se": 0.041721636636501434,
                "pvalue": 0.7035432703100033,
                "lower": -0.06594547301078059,
                "upper": 0.0977038779991971
              },
              {
                "event_time": -20,
                "estimate": -0.0012896549335321588,
                "se": 0.014980342132846537,
                "pvalue": 0.9314040265210579,
                "lower": -0.030669174357789014,
                "upper": 0.028089864490724696
              },
              {
                "event_time": -19,
                "estimate": 0.03587422119487022,
                "se": 0.006071638860365818,
                "pvalue": 4.0772018855646856e-09,
                "lower": 0.023966493704183432,
                "upper": 0.04778194868555701
              },
              {
                "event_time": -18,
                "estimate": 0.0338469645007301,
                "se": 0.009106773107416904,
                "pvalue": 0.0002076587682491097,
                "lower": 0.015986717049171064,
                "upper": 0.05170721195228914
              },
              {
                "event_time": -17,
                "estimate": 0.006922166855745835,
                "se": 0.005706883878730705,
                "pvalue": 0.22529855639934335,
                "lower": -0.004270201401285925,
                "upper": 0.018114535112777594
              },
              {
                "event_time": -16,
                "estimate": -0.0012119307913728106,
                "se": 0.006816232536926086,
                "pvalue": 0.8588983364185714,
                "lower": -0.014579959000807233,
                "upper": 0.01215609741806161
              },
              {
                "event_time": -15,
                "estimate": -0.017382924765414098,
                "se": 0.015208759619949238,
                "pvalue": 0.2532003766849004,
                "lower": -0.047210417669826615,
                "upper": 0.01244456813899842
              },
              {
                "event_time": -14,
                "estimate": 0.01272070500668395,
                "se": 0.015015828813802944,
                "pvalue": 0.39701579372310897,
                "lower": -0.01672841106785068,
                "upper": 0.042169821081218584
              },
              {
                "event_time": -13,
                "estimate": 0.02515450504371287,
                "se": 0.00815558409815535,
                "pvalue": 0.0020692937619632315,
                "lower": 0.00915973407633005,
                "upper": 0.04114927601109569
              },
              {
                "event_time": -12,
                "estimate": 0.018358155516730895,
                "se": 0.01705366602809966,
                "pvalue": 0.28184247752610714,
                "lower": -0.015087576755883007,
                "upper": 0.0518038877893448
              },
              {
                "event_time": -11,
                "estimate": 0.0314970148438757,
                "se": 0.0162655348988373,
                "pvalue": 0.05296258885422117,
                "lower": -0.0004030308472378688,
                "upper": 0.06339706053498928
              },
              {
                "event_time": -10,
                "estimate": 0.005153033554321999,
                "se": 0.006236560127020837,
                "pvalue": 0.408758439064775,
                "lower": -0.007078138321959974,
                "upper": 0.017384205430603972
              },
              {
                "event_time": -9,
                "estimate": -0.0014586047258126572,
                "se": 0.00732994716434824,
                "pvalue": 0.8422897350434357,
                "lower": -0.015834132546472993,
                "upper": 0.012916923094847677
              },
              {
                "event_time": -8,
                "estimate": -0.0017145598941281893,
                "se": 0.00875567631152566,
                "pvalue": 0.8447697648327525,
                "lower": -0.018886234611953472,
                "upper": 0.015457114823697094
              },
              {
                "event_time": -7,
                "estimate": 0.0035386868316408275,
                "se": 0.006318543714410978,
                "pvalue": 0.5755123720280723,
                "lower": -0.008853271652639744,
                "upper": 0.0159306453159214
              },
              {
                "event_time": -6,
                "estimate": 0.004159298328403344,
                "se": 0.009656501742144837,
                "pvalue": 0.6667167410524115,
                "lower": -0.014779079579645513,
                "upper": 0.023097676236452203
              },
              {
                "event_time": -5,
                "estimate": -0.012410439763198508,
                "se": 0.008505120345304224,
                "pvalue": 0.14468174440496015,
                "lower": -0.02909072290857595,
                "upper": 0.0042698433821789315
              },
              {
                "event_time": -4,
                "estimate": 0.010408539226377333,
                "se": 0.00868457554518122,
                "pvalue": 0.23086749431011158,
                "lower": -0.00662369232470506,
                "upper": 0.027440770777459725
              },
              {
                "event_time": -3,
                "estimate": -0.01947420431717729,
                "se": 0.008852325348151089,
                "pvalue": 0.027933405515619496,
                "lower": -0.036835427592952164,
                "upper": -0.0021129810414024196
              },
              {
                "event_time": -2,
                "estimate": -0.006822220450117953,
                "se": 0.008912185682867736,
                "pvalue": 0.4440721504997807,
                "lower": -0.02430084210377727,
                "upper": 0.010656401203541364
              },
              {
                "event_time": -1,
                "estimate": -0.013395657067087124,
                "se": 0.006019477932463322,
                "pvalue": 0.02617157100625204,
                "lower": -0.02520108629376174,
                "upper": -0.0015902278404125083
              },
              {
                "event_time": 0,
                "estimate": -0.024199279807031158,
                "se": 0.022068161188927606,
                "pvalue": 0.2729675001632183,
                "lower": -0.067479464235271,
                "upper": 0.01908090462120868
              },
              {
                "event_time": 1,
                "estimate": -0.02847167671572425,
                "se": 0.019948532947959046,
                "pvalue": 0.15366912720519596,
                "lower": -0.06759483598889801,
                "upper": 0.010651482557449517
              },
              {
                "event_time": 2,
                "estimate": -0.011611152114519595,
                "se": 0.021275671987673765,
                "pvalue": 0.585302910120099,
                "lower": -0.05333710288939715,
                "upper": 0.03011479866035796
              },
              {
                "event_time": 3,
                "estimate": -0.015003422165354318,
                "se": 0.013715368857836979,
                "pvalue": 0.2741307976814582,
                "lower": -0.04190206988623258,
                "upper": 0.011895225555523943
              },
              {
                "event_time": 4,
                "estimate": -0.02434058422003232,
                "se": 0.013472335095759918,
                "pvalue": 0.07096479308874752,
                "lower": -0.05076259295160224,
                "upper": 0.002081424511537592
              },
              {
                "event_time": 5,
                "estimate": -0.004259129837852175,
                "se": 0.011199650419391046,
                "pvalue": 0.7037713972116519,
                "lower": -0.026223938393186687,
                "upper": 0.01770567871748234
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -23,
                "estimate": 0.06451359109881179,
                "se": 0.017235173504549468,
                "pvalue": 0.0001871038222117423,
                "lower": 0.03071188548575511,
                "upper": 0.09831529671186846
              },
              {
                "event_time": -22,
                "estimate": 0.09446140085640238,
                "se": 0.014397951750991086,
                "pvalue": 6.871302875020241e-11,
                "lower": 0.06622406826502872,
                "upper": 0.12269873344777604
              },
              {
                "event_time": -21,
                "estimate": 0.07594120309329125,
                "se": 0.03433135076254684,
                "pvalue": 0.027083922904144617,
                "lower": 0.00861039197799393,
                "upper": 0.14327201420858857
              },
              {
                "event_time": -20,
                "estimate": 0.02977856332659372,
                "se": 0.016864688663422178,
                "pvalue": 0.0775998877648877,
                "lower": -0.003296545624666712,
                "upper": 0.06285367227785416
              },
              {
                "event_time": -19,
                "estimate": 0.0654721575206188,
                "se": 0.015138583607908755,
                "pvalue": 1.6049078399311455e-05,
                "lower": 0.03578229415033686,
                "upper": 0.09516202089090074
              },
              {
                "event_time": -18,
                "estimate": 0.06298885773833747,
                "se": 0.015572346632726702,
                "pvalue": 5.442084114133765e-05,
                "lower": 0.03244829622644094,
                "upper": 0.093529419250234
              },
              {
                "event_time": -17,
                "estimate": 0.03106703207985536,
                "se": 0.016064197106225395,
                "pvalue": 0.053269078630403505,
                "lower": -0.0004381489588742987,
                "upper": 0.06257221311858502
              },
              {
                "event_time": -16,
                "estimate": 0.02570310252073378,
                "se": 0.01586916158013152,
                "pvalue": 0.10546397858553994,
                "lower": -0.005419573901180003,
                "upper": 0.056825778942647565
              },
              {
                "event_time": -15,
                "estimate": 0.0025794139034299645,
                "se": 0.014882811902794488,
                "pvalue": 0.862422203617207,
                "lower": -0.026608828762068246,
                "upper": 0.031767656568928174
              },
              {
                "event_time": -14,
                "estimate": 0.03580984160476746,
                "se": 0.013860414752008691,
                "pvalue": 0.009850926565007892,
                "lower": 0.00862672917491017,
                "upper": 0.06299295403462475
              },
              {
                "event_time": -13,
                "estimate": 0.04888626703687272,
                "se": 0.011691609691053257,
                "pvalue": 3.0291908176340553e-05,
                "lower": 0.025956625579220724,
                "upper": 0.07181590849452471
              },
              {
                "event_time": -12,
                "estimate": 0.041936793872752724,
                "se": 0.011081675824830214,
                "pvalue": 0.00015886289950758036,
                "lower": 0.020203357662704573,
                "upper": 0.06367023008280087
              },
              {
                "event_time": -11,
                "estimate": 0.05718190841987795,
                "se": 0.010853507969388335,
                "pvalue": 1.5303431008564682e-07,
                "lower": 0.03589595611116523,
                "upper": 0.07846786072859066
              },
              {
                "event_time": -10,
                "estimate": 0.025906226339629426,
                "se": 0.011151817640867619,
                "pvalue": 0.020280877392341527,
                "lower": 0.004035227660817285,
                "upper": 0.04777722501844157
              },
              {
                "event_time": -9,
                "estimate": 0.019675305247710585,
                "se": 0.01102510957554796,
                "pvalue": 0.07448619821315601,
                "lower": -0.00194719296073469,
                "upper": 0.04129780345615586
              },
              {
                "event_time": -8,
                "estimate": 0.02270338972279468,
                "se": 0.010616256574327463,
                "pvalue": 0.03259850239963339,
                "lower": 0.0018827359972391142,
                "upper": 0.043524043448350244
              },
              {
                "event_time": -7,
                "estimate": 0.030339736045280886,
                "se": 0.009669242996419452,
                "pvalue": 0.0017283984546961127,
                "lower": 0.011376369927741825,
                "upper": 0.049303102162819946
              },
              {
                "event_time": -6,
                "estimate": 0.028797513349879317,
                "se": 0.01192502763551816,
                "pvalue": 0.015833647949529107,
                "lower": 0.005410091490914575,
                "upper": 0.052184935208844055
              },
              {
                "event_time": -5,
                "estimate": 0.0052268592154325316,
                "se": 0.009874103901644164,
                "pvalue": 0.5966239333746074,
                "lower": -0.014138281099981715,
                "upper": 0.02459199953084678
              },
              {
                "event_time": -4,
                "estimate": 0.02956999127807455,
                "se": 0.01055066193979254,
                "pvalue": 0.005119282461102035,
                "lower": 0.008877982066933663,
                "upper": 0.05026200048921543
              },
              {
                "event_time": -3,
                "estimate": 0.001495026284176174,
                "se": 0.010239491450220359,
                "pvalue": 0.8839321045180903,
                "lower": -0.018586713858236556,
                "upper": 0.0215767664265889
              },
              {
                "event_time": -2,
                "estimate": 0.01555783666173307,
                "se": 0.013173788003530642,
                "pvalue": 0.23776180010137385,
                "lower": -0.010278660069014553,
                "upper": 0.04139433339248069
              },
              {
                "event_time": 0,
                "estimate": -0.010789450966462992,
                "se": 0.009973484973299347,
                "pvalue": 0.27947174262868485,
                "lower": -0.03034949792013718,
                "upper": 0.008770595987211197
              },
              {
                "event_time": 1,
                "estimate": -0.014682953795812114,
                "se": 0.010005282630361892,
                "pvalue": 0.14239899704496678,
                "lower": -0.03430536246826618,
                "upper": 0.004939454876641951
              },
              {
                "event_time": 2,
                "estimate": 0.0035241527165491993,
                "se": 0.010438517021323503,
                "pvalue": 0.7356937859139577,
                "lower": -0.01694791733824435,
                "upper": 0.023996222771342744
              },
              {
                "event_time": 3,
                "estimate": -0.005811810979626422,
                "se": 0.013534324766435743,
                "pvalue": 0.6676712683801048,
                "lower": -0.03235539415305974,
                "upper": 0.020731772193806897
              },
              {
                "event_time": 4,
                "estimate": -0.012001095068383157,
                "se": 0.014801867926265469,
                "pvalue": 0.417591456319695,
                "lower": -0.04103059001573035,
                "upper": 0.01702839987896404
              },
              {
                "event_time": 5,
                "estimate": 0.00947499014879886,
                "se": 0.010421824726851884,
                "pvalue": 0.36338607426302655,
                "lower": -0.010964342897365956,
                "upper": 0.029914323194963677
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0
            ],
            "weights": [
              0.21728240450845335,
              0.18847839699436444,
              0.17157169693174704,
              0.1527864746399499,
              0.14214151534126487,
              0.12773951158422042
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 1.734723475976807e-17,
            "package_aggregate_vs_estimable_cell_weights": null
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "status": "not_identified",
            "pvalue": null,
            "reason": "The saturated and imported deviations designs do not span the same fitted model on this sparse panel. Test withheld.",
            "relative_rss_difference": 4.90570097017898e-07
          },
          "method_status": {
            "Sun\u2013Abraham": "unvalidated: saturated and reference deviations fits disagree"
          }
        }
      },
      "code_sha256": {
        "replication_engine.py": "836da12e7ca9210de54b65782ae08d98863e1382a1ec9e9b6fa80c3db0494f39",
        "reference_f_test.py": "9cf8f31eeda89784ac1750ea22c35401ae46e24e06279acf938d2d103b78cccf",
        "sparse_did2s.py": "80f31c1a9b71ccb8a6113641ff8ef830af32dbdea8af48d60740c31d4b00b63c",
        "frequency.py": "8f922ae4be2b63ad9b89515d8e665cda4e11a354258b54ef3b820648243642eb",
        "sparse_models.py": "538c06b81a46a104838d662d6e6489d0d2daa7f680fd234049f28c97c87ef555"
      }
    },
    "comparison": {
      "schema": "expensive-replication-v1",
      "config": {
        "outcomes": [
          "y"
        ],
        "treatments": [
          "d"
        ],
        "unit": "unit",
        "time": "time",
        "cluster": "cluster",
        "covariates": [],
        "baseline_by_time": [],
        "weight": 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": "original_fe",
        "frequency_weights": false,
        "source_sd": null,
        "require_never_control_periods": false,
        "latest_cohort_control": true,
        "slug": "s02-p020",
        "specification_id": "S02-P020",
        "source_specification_id": "AM005-P2587-T2-RD-QP-M4",
        "study_id": 2,
        "study": "Do Powerful Politicians Really Cause Corporate Downsizing?",
        "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204",
        "description": "AM005-P2587-T2-RD-QP-M4",
        "data": "analyses/full-archive/prepared/S02-P020.parquet",
        "output_dir": "analyses/archive-expanded/fits/S02-P020"
      },
      "options": {
        "output_dir": "analyses/archive-expanded/fits/S02-P020",
        "regression_results": "analyses/archive-expanded/baselines/S02-P020.json",
        "display_window": [
          -10,
          10
        ],
        "timeout_seconds": 3600
      },
      "source": {
        "file": "S02-P020.parquet",
        "bytes": 1052635,
        "sha256": "2a2f679089f611f6d0f61f4ab3c85659106e80b94d95d8ba74d85107996a6675"
      },
      "regressions": {
        "y__d": {
          "sample": {
            "outcome": "y",
            "treatment": "d",
            "source_rows": 87865,
            "source_sd": 0.133426199719001,
            "rows": 82596,
            "units": 8499,
            "clusters": 1914,
            "treated_units": 347,
            "never_treated_units": 8152,
            "treated_cohorts": 5,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 82562,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 235,
            "post_adoption_untreated_rows_removed": 3426,
            "units_without_minus_one_removed": 13,
            "additional_rows_removed": 1233
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": -0.025609283784787103,
              "se": 0.008131108858584141,
              "pvalue": 0.0016605191344517725,
              "lower": -0.041556053793979586,
              "upper": -0.009662513775594617
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.0068945453719003414,
              "se": 0.011354814824552448,
              "pvalue": 0.5437959905910538,
              "lower": -0.02916366310889214,
              "upper": 0.015374572365091457
            },
            {
              "method": "BJS / did2s",
              "estimate": -0.0189127054333543,
              "se": 0.008627117032201866,
              "pvalue": 0.028482335288630027,
              "lower": -0.03583224907095677,
              "upper": -0.0019931617957518258
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": null,
              "se": null,
              "pvalue": null,
              "lower": null,
              "upper": null,
              "status": "unvalidated",
              "reason": "unvalidated: saturated and reference deviations fits disagree"
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -23,
                "estimate": 0.012647402261314444,
                "se": 0.017418805008236726,
                "pvalue": 0.4678800878110342,
                "lower": -0.021514442344673236,
                "upper": 0.046809246867302125
              },
              {
                "event_time": -22,
                "estimate": 0.04205681668139013,
                "se": 0.014687645508876307,
                "pvalue": 0.004236680362770015,
                "lower": 0.013251335291317595,
                "upper": 0.07086229807146266
              },
              {
                "event_time": -21,
                "estimate": 0.054808827025886596,
                "se": 0.0584003194437928,
                "pvalue": 0.3481048725254417,
                "lower": -0.05972616184593884,
                "upper": 0.16934381589771202
              },
              {
                "event_time": -20,
                "estimate": 0.0262278939129474,
                "se": 0.02629476232296249,
                "pvalue": 0.31866890009910226,
                "lower": -0.025341521095927265,
                "upper": 0.07779730892182207
              },
              {
                "event_time": -19,
                "estimate": 0.06430816689293797,
                "se": 0.01424534351284767,
                "pvalue": 6.738441713726908e-06,
                "lower": 0.03637013031610628,
                "upper": 0.09224620346976967
              },
              {
                "event_time": -18,
                "estimate": 0.06299275708972968,
                "se": 0.015427051735427301,
                "pvalue": 4.6236569085319575e-05,
                "lower": 0.032737148632950186,
                "upper": 0.09324836554650917
              },
              {
                "event_time": -17,
                "estimate": 0.03123859179664495,
                "se": 0.014366998656329873,
                "pvalue": 0.029802587259256923,
                "lower": 0.003061964564186021,
                "upper": 0.05941521902910388
              },
              {
                "event_time": -16,
                "estimate": 0.024776832903798566,
                "se": 0.013976786571857967,
                "pvalue": 0.07643536407901987,
                "lower": -0.002634508501831008,
                "upper": 0.05218817430942814
              },
              {
                "event_time": -15,
                "estimate": 0.008522939119178516,
                "se": 0.02159492958719501,
                "pvalue": 0.6931281089626967,
                "lower": -0.03382914120356229,
                "upper": 0.05087501944191932
              },
              {
                "event_time": -14,
                "estimate": 0.04058959729752277,
                "se": 0.02227078159098431,
                "pvalue": 0.06852771944916747,
                "lower": -0.00308796724294582,
                "upper": 0.08426716183799135
              },
              {
                "event_time": -13,
                "estimate": 0.05226561814846388,
                "se": 0.015118930507957975,
                "pvalue": 0.0005582368963789784,
                "lower": 0.022614298532832557,
                "upper": 0.0819169377640952
              },
              {
                "event_time": -12,
                "estimate": 0.04390076429317018,
                "se": 0.0249352532579282,
                "pvalue": 0.07846754632144676,
                "lower": -0.005002374963827619,
                "upper": 0.09280390355016797
              },
              {
                "event_time": -11,
                "estimate": 0.05754033744760718,
                "se": 0.02548582816950639,
                "pvalue": 0.02407426498863813,
                "lower": 0.007557408011868896,
                "upper": 0.10752326688334546
              },
              {
                "event_time": -10,
                "estimate": 0.02643254686400764,
                "se": 0.013538675524699525,
                "pvalue": 0.0510395965441526,
                "lower": -0.00011956903756949952,
                "upper": 0.05298466276558478
              },
              {
                "event_time": -9,
                "estimate": 0.01935301985860182,
                "se": 0.015603746825250106,
                "pvalue": 0.21502383493079014,
                "lower": -0.011249123862698593,
                "upper": 0.049955163579902234
              },
              {
                "event_time": -8,
                "estimate": 0.021826847616144417,
                "se": 0.014360691014608238,
                "pvalue": 0.1287007789942937,
                "lower": -0.006337409038871179,
                "upper": 0.04999110427116001
              },
              {
                "event_time": -7,
                "estimate": 0.03001102193546797,
                "se": 0.01126803488551462,
                "pvalue": 0.00780096548656048,
                "lower": 0.007912097434517654,
                "upper": 0.05210994643641828
              },
              {
                "event_time": -6,
                "estimate": 0.02741588256059766,
                "se": 0.014237757863406197,
                "pvalue": 0.05430542893491237,
                "lower": -0.0005072770038711018,
                "upper": 0.05533904212506642
              },
              {
                "event_time": -5,
                "estimate": 0.0037241823842806823,
                "se": 0.015095514338506739,
                "pvalue": 0.8051607758925486,
                "lower": -0.025881213326600438,
                "upper": 0.0333295780951618
              },
              {
                "event_time": -4,
                "estimate": 0.028400354185214065,
                "se": 0.015139771820558538,
                "pvalue": 0.06082430156279462,
                "lower": -0.001291839513461908,
                "upper": 0.05809254788389004
              },
              {
                "event_time": -3,
                "estimate": 0.002532236965335588,
                "se": 0.011233842824753468,
                "pvalue": 0.8216832706060228,
                "lower": -0.019499629900723663,
                "upper": 0.024564103831394842
              },
              {
                "event_time": -2,
                "estimate": 0.015364205165774978,
                "se": 0.01663492825051592,
                "pvalue": 0.3558052876953945,
                "lower": -0.017260296552750513,
                "upper": 0.047988706884300465
              },
              {
                "event_time": 0,
                "estimate": -0.009699872195212476,
                "se": 0.0170822474755745,
                "pvalue": 0.5702146730049501,
                "lower": -0.04320165854081175,
                "upper": 0.0238019141503868
              },
              {
                "event_time": 1,
                "estimate": -0.014338008327484586,
                "se": 0.01619915828074664,
                "pvalue": 0.37620949669672454,
                "lower": -0.0461078758742529,
                "upper": 0.017431859219283724
              },
              {
                "event_time": 2,
                "estimate": 0.0011650328396871925,
                "se": 0.01874913169526416,
                "pvalue": 0.9504594570552648,
                "lower": -0.03560585489732697,
                "upper": 0.03793592057670135
              },
              {
                "event_time": 3,
                "estimate": -0.007873630983763282,
                "se": 0.016434953118598345,
                "pvalue": 0.6319376141926457,
                "lower": -0.040105940506647356,
                "upper": 0.024358678539120788
              },
              {
                "event_time": 4,
                "estimate": -0.014366953740511001,
                "se": 0.016477928149869925,
                "pvalue": 0.38337737164310487,
                "lower": -0.04668354610251882,
                "upper": 0.017949638621496816
              },
              {
                "event_time": 5,
                "estimate": 0.007520846374738686,
                "se": 0.012946285646818373,
                "pvalue": 0.5613581116670138,
                "lower": -0.017869471633999854,
                "upper": 0.03291116438347723
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -23,
                "estimate": -0.032017496304826004,
                "se": 0.010128419151293012,
                "pvalue": 0.0015960623711456885,
                "lower": -0.05188140091752291,
                "upper": -0.012153591692129095
              },
              {
                "event_time": -22,
                "estimate": -0.004637160279746005,
                "se": 0.006428712673424928,
                "pvalue": 0.4708006794019008,
                "lower": -0.017245182659136396,
                "upper": 0.007970862099644383
              },
              {
                "event_time": -21,
                "estimate": 0.015879202494208253,
                "se": 0.041721636636501434,
                "pvalue": 0.7035432703100033,
                "lower": -0.06594547301078059,
                "upper": 0.0977038779991971
              },
              {
                "event_time": -20,
                "estimate": -0.0012896549335321588,
                "se": 0.014980342132846537,
                "pvalue": 0.9314040265210579,
                "lower": -0.030669174357789014,
                "upper": 0.028089864490724696
              },
              {
                "event_time": -19,
                "estimate": 0.03587422119487022,
                "se": 0.006071638860365818,
                "pvalue": 4.0772018855646856e-09,
                "lower": 0.023966493704183432,
                "upper": 0.04778194868555701
              },
              {
                "event_time": -18,
                "estimate": 0.0338469645007301,
                "se": 0.009106773107416904,
                "pvalue": 0.0002076587682491097,
                "lower": 0.015986717049171064,
                "upper": 0.05170721195228914
              },
              {
                "event_time": -17,
                "estimate": 0.006922166855745835,
                "se": 0.005706883878730705,
                "pvalue": 0.22529855639934335,
                "lower": -0.004270201401285925,
                "upper": 0.018114535112777594
              },
              {
                "event_time": -16,
                "estimate": -0.0012119307913728106,
                "se": 0.006816232536926086,
                "pvalue": 0.8588983364185714,
                "lower": -0.014579959000807233,
                "upper": 0.01215609741806161
              },
              {
                "event_time": -15,
                "estimate": -0.017382924765414098,
                "se": 0.015208759619949238,
                "pvalue": 0.2532003766849004,
                "lower": -0.047210417669826615,
                "upper": 0.01244456813899842
              },
              {
                "event_time": -14,
                "estimate": 0.01272070500668395,
                "se": 0.015015828813802944,
                "pvalue": 0.39701579372310897,
                "lower": -0.01672841106785068,
                "upper": 0.042169821081218584
              },
              {
                "event_time": -13,
                "estimate": 0.02515450504371287,
                "se": 0.00815558409815535,
                "pvalue": 0.0020692937619632315,
                "lower": 0.00915973407633005,
                "upper": 0.04114927601109569
              },
              {
                "event_time": -12,
                "estimate": 0.018358155516730895,
                "se": 0.01705366602809966,
                "pvalue": 0.28184247752610714,
                "lower": -0.015087576755883007,
                "upper": 0.0518038877893448
              },
              {
                "event_time": -11,
                "estimate": 0.0314970148438757,
                "se": 0.0162655348988373,
                "pvalue": 0.05296258885422117,
                "lower": -0.0004030308472378688,
                "upper": 0.06339706053498928
              },
              {
                "event_time": -10,
                "estimate": 0.005153033554321999,
                "se": 0.006236560127020837,
                "pvalue": 0.408758439064775,
                "lower": -0.007078138321959974,
                "upper": 0.017384205430603972
              },
              {
                "event_time": -9,
                "estimate": -0.0014586047258126572,
                "se": 0.00732994716434824,
                "pvalue": 0.8422897350434357,
                "lower": -0.015834132546472993,
                "upper": 0.012916923094847677
              },
              {
                "event_time": -8,
                "estimate": -0.0017145598941281893,
                "se": 0.00875567631152566,
                "pvalue": 0.8447697648327525,
                "lower": -0.018886234611953472,
                "upper": 0.015457114823697094
              },
              {
                "event_time": -7,
                "estimate": 0.0035386868316408275,
                "se": 0.006318543714410978,
                "pvalue": 0.5755123720280723,
                "lower": -0.008853271652639744,
                "upper": 0.0159306453159214
              },
              {
                "event_time": -6,
                "estimate": 0.004159298328403344,
                "se": 0.009656501742144837,
                "pvalue": 0.6667167410524115,
                "lower": -0.014779079579645513,
                "upper": 0.023097676236452203
              },
              {
                "event_time": -5,
                "estimate": -0.012410439763198508,
                "se": 0.008505120345304224,
                "pvalue": 0.14468174440496015,
                "lower": -0.02909072290857595,
                "upper": 0.0042698433821789315
              },
              {
                "event_time": -4,
                "estimate": 0.010408539226377333,
                "se": 0.00868457554518122,
                "pvalue": 0.23086749431011158,
                "lower": -0.00662369232470506,
                "upper": 0.027440770777459725
              },
              {
                "event_time": -3,
                "estimate": -0.01947420431717729,
                "se": 0.008852325348151089,
                "pvalue": 0.027933405515619496,
                "lower": -0.036835427592952164,
                "upper": -0.0021129810414024196
              },
              {
                "event_time": -2,
                "estimate": -0.006822220450117953,
                "se": 0.008912185682867736,
                "pvalue": 0.4440721504997807,
                "lower": -0.02430084210377727,
                "upper": 0.010656401203541364
              },
              {
                "event_time": -1,
                "estimate": -0.013395657067087124,
                "se": 0.006019477932463322,
                "pvalue": 0.02617157100625204,
                "lower": -0.02520108629376174,
                "upper": -0.0015902278404125083
              },
              {
                "event_time": 0,
                "estimate": -0.024199279807031158,
                "se": 0.022068161188927606,
                "pvalue": 0.2729675001632183,
                "lower": -0.067479464235271,
                "upper": 0.01908090462120868
              },
              {
                "event_time": 1,
                "estimate": -0.02847167671572425,
                "se": 0.019948532947959046,
                "pvalue": 0.15366912720519596,
                "lower": -0.06759483598889801,
                "upper": 0.010651482557449517
              },
              {
                "event_time": 2,
                "estimate": -0.011611152114519595,
                "se": 0.021275671987673765,
                "pvalue": 0.585302910120099,
                "lower": -0.05333710288939715,
                "upper": 0.03011479866035796
              },
              {
                "event_time": 3,
                "estimate": -0.015003422165354318,
                "se": 0.013715368857836979,
                "pvalue": 0.2741307976814582,
                "lower": -0.04190206988623258,
                "upper": 0.011895225555523943
              },
              {
                "event_time": 4,
                "estimate": -0.02434058422003232,
                "se": 0.013472335095759918,
                "pvalue": 0.07096479308874752,
                "lower": -0.05076259295160224,
                "upper": 0.002081424511537592
              },
              {
                "event_time": 5,
                "estimate": -0.004259129837852175,
                "se": 0.011199650419391046,
                "pvalue": 0.7037713972116519,
                "lower": -0.026223938393186687,
                "upper": 0.01770567871748234
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0
            ],
            "weights": [
              0.21728240450845335,
              0.18847839699436444,
              0.17157169693174704,
              0.1527864746399499,
              0.14214151534126487,
              0.12773951158422042
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 1.734723475976807e-17,
            "package_aggregate_vs_estimable_cell_weights": null
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "status": "not_identified",
            "pvalue": null,
            "reason": "The saturated and imported deviations designs do not span the same fitted model on this sparse panel. Test withheld.",
            "relative_rss_difference": 4.90570097017898e-07
          },
          "method_status": {
            "Sun\u2013Abraham": "unvalidated: saturated and reference deviations fits disagree"
          }
        }
      },
      "alternative_models": {
        "y__d": [
          {
            "method": "CS-DID",
            "status": "unsupported",
            "reason": "csdid: matching the configured nonstandard fixed effects is not implemented."
          },
          {
            "method": "SDID",
            "status": "unsupported",
            "reason": "sdid: matching the configured nonstandard fixed effects is not implemented."
          },
          {
            "method": "Matrix completion",
            "status": "unsupported",
            "reason": "matrix-completion: matching the configured nonstandard fixed effects is not implemented."
          },
          {
            "method": "Horizontal ridge",
            "status": "unsupported",
            "reason": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented."
          },
          {
            "method": "Multisynth (cohort-averaged)",
            "status": "unsupported",
            "reason": "multisynth-cohort: matching the configured nonstandard fixed effects is not implemented."
          },
          {
            "method": "Multisynth (individual)",
            "status": "unsupported",
            "reason": "multisynth-individual: matching the configured nonstandard fixed effects is not implemented."
          }
        ]
      },
      "combined_table": [
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Static TWFE",
          "Estimate (SDs)": -0.025609283784787103,
          "SE": 0.008131108858584141,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.0068945453719003414,
          "SE": 0.011354814824552448,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.0189127054333543,
          "SE": 0.008627117032201866,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "observations",
          "Event study": "No",
          "Status": "unvalidated",
          "Note": "unvalidated: saturated and reference deviations fits disagree"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Equal post-event times",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "csdid: matching the configured nonstandard fixed effects is not implemented."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "SDID",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "sdid: matching the configured nonstandard fixed effects is not implemented."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Matrix completion",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "matrix-completion: matching the configured nonstandard fixed effects is not implemented."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Horizontal ridge",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (cohort-averaged)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-cohort: matching the configured nonstandard fixed effects is not implemented."
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Multisynth (individual)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "multisynth-individual: matching the configured nonstandard fixed effects is not implemented."
        }
      ],
      "adapter_sha256": {
        "validate_template.py": "acaff11c7459081dc8abf2f6a6eaf882aed70c073f4681e9f5ce6d63eae93e39",
        "mtgpax_worker.py": "7279b1b2aaa3f5909cd39ac1964d2e9c75907219011fe661a015511131affa85",
        "csdid_general.py": "9c3093549e3591900c0b1a99c7db688f4caa1d4817d030b274032427ca8cf2bf",
        "runner.py": "71623aa3539f4145e073f9cc3c8a2f195bccbcf0ad3a2192b3003f0dea035e1e",
        "csdid_model.py": "4b6272d878b20bb48b16ead3a1f7bd7410cb5806b800e08f01889b503e1b74fb",
        "multisynth_model.R": "3ae0740c5b75b14f563dacc9961688e8286655866a6b435045a3ef6f453c1604",
        "csdid_streaming.py": "2285286ffa353ca347d1a61fd3a11f867e2033953a1494fec5aaeb460ba36a01",
        "multisynth_sparse.R": "f9ab3d8d7f7b52a79ccd694c7173f626276a0830f23bb79e527c88c0f0292540",
        "matrix_models.py": "dc1afacddc30a8244338144e1f7647ff6026bcdf1fc2768ae21e6c5fa61a4c29",
        "csdid_aggregations.py": "cbed0fb13450d9398f9a59d53dbfdf8e275a74daa01158c38c0f3396a3e8c6ee",
        "bootstrap_matrix.py": "9815529a8ae1abb9440939848b5f003758a359e14d400747488c6af340bf6be4",
        "eligibility.py": "aba2b72cf19a45e82f49e4ddac2bc10bc82da1a3c872a408f94508eaea001bd5"
      },
      "scalar_ranges": [
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Static TWFE",
          "Estimate (SDs)": -0.025609283784787103,
          "SE": 0.008131108858584141,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": "",
          "lower": -0.041556053793979586,
          "upper": -0.009662513775594617,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.0068945453719003414,
          "SE": 0.011354814824552448,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.02916366310889214,
          "upper": 0.015374572365091457,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": -0.0189127054333543,
          "SE": 0.008627117032201866,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.03583224907095677,
          "upper": -0.0019931617957518258,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unvalidated",
          "Note": "unvalidated: saturated and reference deviations fits disagree",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (equal event-time)",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Equal post-event times",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "csdid: matching the configured nonstandard fixed effects is not implemented.",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "SDID",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "sdid: matching the configured nonstandard fixed effects is not implemented.",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Matrix completion",
          "Estimate (SDs)": null,
          "SE": null,
          "Aggregation": "Treated cells",
          "Event study": "No",
          "Status": "unsupported",
          "Note": "matrix-completion: matching the configured nonstandard fixed effects is not implemented.",
          "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": "unsupported",
          "Note": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented.",
          "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: matching the configured nonstandard fixed effects is not implemented.",
          "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: matching the configured nonstandard fixed effects is not implemented.",
          "lower": null,
          "upper": null,
          "ci_level": null,
          "inference": "Not computed"
        }
      ],
      "reporting_source": {
        "path": "templates/reporting/comparison_report.py",
        "sha256": "94e9c5116a13335ead2db81834cac48593160291aea51c30c12fe3e11e5da1ce"
      }
    },
    "finished": 1791581007.286556,
    "scalar_ranges": [
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Static TWFE",
        "Estimate (SDs)": -0.025609283784787103,
        "SE": 0.008131108858584141,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": "",
        "lower": -0.041556053793979586,
        "upper": -0.009662513775594617,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": -0.0068945453719003414,
        "SE": 0.011354814824552448,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.02916366310889214,
        "upper": 0.015374572365091457,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": -0.0189127054333543,
        "SE": 0.008627117032201866,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.03583224907095677,
        "upper": -0.0019931617957518258,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unvalidated",
        "Note": "unvalidated: saturated and reference deviations fits disagree",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (equal event-time)",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Equal post-event times",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "csdid: matching the configured nonstandard fixed effects is not implemented.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "SDID",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "sdid: matching the configured nonstandard fixed effects is not implemented.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Matrix completion",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "matrix-completion: matching the configured nonstandard fixed effects is not implemented.",
        "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": "unsupported",
        "Note": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented.",
        "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: matching the configured nonstandard fixed effects is not implemented.",
        "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: matching the configured nonstandard fixed effects is not implemented.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      }
    ]
  },
  {
    "study_id": 2,
    "specification_id": "S02-P021",
    "source_specification_id": "AM005-P2587-T3-R3-NOTEXAS",
    "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": "Do Powerful Politicians Really Cause Corporate Downsizing?",
    "status": "ready",
    "reason": "",
    "config": "analyses/full-archive/configs/S02-P021.json",
    "input_bytes": 1702184,
    "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": "s02-p021",
        "specification_id": "S02-P021",
        "source_specification_id": "AM005-P2587-T3-R3-NOTEXAS",
        "study_id": 2,
        "study": "Do Powerful Politicians Really Cause Corporate Downsizing?",
        "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204",
        "description": "AM005-P2587-T3-R3-NOTEXAS",
        "data": "analyses/full-archive/prepared/S02-P021.parquet",
        "output_dir": "analyses/full-archive/results/S02-P021"
      },
      "source": {
        "file": "S02-P021.parquet",
        "bytes": 1702184,
        "sha256": "1f13061ad7bae6428192e7a2c80b0283492be8891f719086f149c092129beeee"
      },
      "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": 153624,
            "source_sd": 0.0958112934751299,
            "rows": 148721,
            "units": 13551,
            "clusters": 49,
            "treated_units": 475,
            "never_treated_units": 13076,
            "treated_cohorts": 5,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 148525,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 120,
            "post_adoption_untreated_rows_removed": 2772,
            "units_without_minus_one_removed": 8,
            "additional_rows_removed": 1658
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": 0.00909454819923924,
              "se": 0.02098480773457043,
              "pvalue": 0.6666749357338017,
              "lower": -0.03309823561394988,
              "upper": 0.05128733201242837
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.03807660655208486,
              "se": 0.022862287105980972,
              "pvalue": 0.10233215324866331,
              "lower": -0.08404431564615451,
              "upper": 0.007891102541984787
            },
            {
              "method": "BJS / did2s",
              "estimate": 0.0006650517404813514,
              "se": 0.02173104409087179,
              "pvalue": 0.9757124383602185,
              "lower": -0.04302814082809015,
              "upper": 0.04435824430905285
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": -0.034258677903352436,
              "se": 0.013125601019031005,
              "pvalue": 0.012039098679181234,
              "lower": -0.06064946752692421,
              "upper": -0.00786788827978066
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -27,
                "estimate": -0.46846255030536793,
                "se": 0.048834297727272026,
                "pvalue": 9.699189701932e-13,
                "lower": -0.5666504866799911,
                "upper": -0.3702746139307448
              },
              {
                "event_time": -26,
                "estimate": 0.6266395960380967,
                "se": 0.03877390260106807,
                "pvalue": 4.7696543959162616e-21,
                "lower": 0.5486794397796526,
                "upper": 0.7045997522965408
              },
              {
                "event_time": -25,
                "estimate": -0.36681588553451067,
                "se": 0.10712916487920618,
                "pvalue": 0.001271818722804084,
                "lower": -0.5822135079958998,
                "upper": -0.1514182630731216
              },
              {
                "event_time": -24,
                "estimate": -0.1681737563683844,
                "se": 0.04655650676746764,
                "pvalue": 0.0007245709554122969,
                "lower": -0.2617818870686226,
                "upper": -0.07456562566814617
              },
              {
                "event_time": -23,
                "estimate": -0.1499145639401861,
                "se": 0.04253847711986871,
                "pvalue": 0.0009443993530269723,
                "lower": -0.23544390457379727,
                "upper": -0.06438522330657494
              },
              {
                "event_time": -22,
                "estimate": -0.0470512747144837,
                "se": 0.03815160680827051,
                "pvalue": 0.2234801398982716,
                "lower": -0.12376022142240567,
                "upper": 0.029657671993438273
              },
              {
                "event_time": -21,
                "estimate": -0.14205677435992203,
                "se": 0.04067184288154158,
                "pvalue": 0.0010374004934049963,
                "lower": -0.22383299531418122,
                "upper": -0.06028055340566284
              },
              {
                "event_time": -20,
                "estimate": -0.2070589242662654,
                "se": 0.0390401968921962,
                "pvalue": 2.8443578241237665e-06,
                "lower": -0.2855545010822086,
                "upper": -0.12856334745032222
              },
              {
                "event_time": -19,
                "estimate": -0.15291935513868213,
                "se": 0.028543757213782675,
                "pvalue": 2.3632468660094237e-06,
                "lower": -0.21031042550590098,
                "upper": -0.09552828477146327
              },
              {
                "event_time": -18,
                "estimate": -0.08669841350333819,
                "se": 0.030174668300787195,
                "pvalue": 0.006035235880886941,
                "lower": -0.14736865038868305,
                "upper": -0.026028176617993337
              },
              {
                "event_time": -17,
                "estimate": -0.13230503789650977,
                "se": 0.03657454389756147,
                "pvalue": 0.0007133439212751486,
                "lower": -0.20584308710120008,
                "upper": -0.05876698869181944
              },
              {
                "event_time": -16,
                "estimate": -0.09350082913186936,
                "se": 0.044308831818269875,
                "pvalue": 0.04007813137660333,
                "lower": -0.18258970645540926,
                "upper": -0.004411951808329456
              },
              {
                "event_time": -15,
                "estimate": -0.12233283817388571,
                "se": 0.04331711274528978,
                "pvalue": 0.00688432956354275,
                "lower": -0.20942773065949294,
                "upper": -0.03523794568827847
              },
              {
                "event_time": -14,
                "estimate": -0.17284269918076792,
                "se": 0.053985925113880014,
                "pvalue": 0.002425849947683882,
                "lower": -0.281388676637234,
                "upper": -0.06429672172430184
              },
              {
                "event_time": -13,
                "estimate": -0.15602781790876774,
                "se": 0.07683254275718737,
                "pvalue": 0.047839378809119176,
                "lower": -0.3105099988930186,
                "upper": -0.0015456369245168688
              },
              {
                "event_time": -12,
                "estimate": -0.12353051910911376,
                "se": 0.08208941286076384,
                "pvalue": 0.13892043949760355,
                "lower": -0.28858234583993114,
                "upper": 0.041521307621703626
              },
              {
                "event_time": -11,
                "estimate": -0.08646038717916174,
                "se": 0.04599453349523581,
                "pvalue": 0.06621270585477176,
                "lower": -0.17893859488539482,
                "upper": 0.006017820527071324
              },
              {
                "event_time": -10,
                "estimate": -0.018881406984834172,
                "se": 0.052120775498011016,
                "pvalue": 0.7187459449238012,
                "lower": -0.12367724979546456,
                "upper": 0.0859144358257962
              },
              {
                "event_time": -9,
                "estimate": -0.07855530912361379,
                "se": 0.0526261251052179,
                "pvalue": 0.14205851159802738,
                "lower": -0.18436722541924608,
                "upper": 0.0272566071720185
              },
              {
                "event_time": -8,
                "estimate": -0.04918656930410217,
                "se": 0.04392024975091795,
                "pvalue": 0.26832618691707083,
                "lower": -0.1374941500168348,
                "upper": 0.03912101140863046
              },
              {
                "event_time": -7,
                "estimate": 0.009016379156821039,
                "se": 0.04960048987127858,
                "pvalue": 0.8565208389992323,
                "lower": -0.09071208977356034,
                "upper": 0.1087448480872024
              },
              {
                "event_time": -6,
                "estimate": 0.00301132090967905,
                "se": 0.025818868370386064,
                "pvalue": 0.9076378606150225,
                "lower": -0.04890099323834408,
                "upper": 0.05492363505770218
              },
              {
                "event_time": -5,
                "estimate": -0.016059109123624314,
                "se": 0.025140947306126135,
                "pvalue": 0.5260134491476771,
                "lower": -0.06660837161692082,
                "upper": 0.03449015336967219
              },
              {
                "event_time": -4,
                "estimate": -0.014334360635082161,
                "se": 0.028714821065398573,
                "pvalue": 0.6199207775765034,
                "lower": -0.072069377928133,
                "upper": 0.04340065665796869
              },
              {
                "event_time": -3,
                "estimate": -0.00458763529392746,
                "se": 0.03595194844860173,
                "pvalue": 0.8989949636630409,
                "lower": -0.07687387244900068,
                "upper": 0.06769860186114576
              },
              {
                "event_time": -2,
                "estimate": -0.012417944062287347,
                "se": 0.02402527695846259,
                "pvalue": 0.607620442571047,
                "lower": -0.060724000976520816,
                "upper": 0.03588811285194612
              },
              {
                "event_time": 0,
                "estimate": -0.026309230946474048,
                "se": 0.02896800132066197,
                "pvalue": 0.3683011028133786,
                "lower": -0.08455330126070165,
                "upper": 0.031934839367753556
              },
              {
                "event_time": 1,
                "estimate": -0.046336846492552895,
                "se": 0.018978216383749698,
                "pvalue": 0.018359326986405005,
                "lower": -0.0844951079914337,
                "upper": -0.008178584993672099
              },
              {
                "event_time": 2,
                "estimate": -0.05176718098223632,
                "se": 0.029012322794492194,
                "pvalue": 0.08069356089312212,
                "lower": -0.11010036559225611,
                "upper": 0.006566003627783465
              },
              {
                "event_time": 3,
                "estimate": -0.11407606311468672,
                "se": 0.03331299497435183,
                "pvalue": 0.0012706228109246067,
                "lower": -0.18105632869067986,
                "upper": -0.047095797538693585
              },
              {
                "event_time": 4,
                "estimate": -0.02206743296280608,
                "se": 0.026619894724159737,
                "pvalue": 0.41121764119747944,
                "lower": -0.07559031853949956,
                "upper": 0.03145545261388741
              },
              {
                "event_time": 5,
                "estimate": 0.047157483110819715,
                "se": 0.03503707532105701,
                "pvalue": 0.18464764020903132,
                "lower": -0.0232892783351957,
                "upper": 0.11760424455683513
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -27,
                "estimate": -0.4446211025808946,
                "se": 0.02175944395712006,
                "pvalue": 2.516561636078253e-25,
                "lower": -0.48837139690765674,
                "upper": -0.40087080825413246
              },
              {
                "event_time": -26,
                "estimate": 0.7134417904561776,
                "se": 0.013776428826336047,
                "pvalue": 8.810366744003733e-44,
                "lower": 0.68574242382201,
                "upper": 0.7411411570903452
              },
              {
                "event_time": -25,
                "estimate": -0.2560837599928979,
                "se": 0.09015378523863786,
                "pvalue": 0.0065891183520914946,
                "lower": -0.43735009412509357,
                "upper": -0.07481742586070222
              },
              {
                "event_time": -24,
                "estimate": -0.06304681326596082,
                "se": 0.021396369561354024,
                "pvalue": 0.004945735856815928,
                "lower": -0.10606709759299235,
                "upper": -0.020026528938929276
              },
              {
                "event_time": -23,
                "estimate": -0.043709859323052096,
                "se": 0.02219098667569379,
                "pvalue": 0.05465668590839827,
                "lower": -0.08832782843917823,
                "upper": 0.0009081097930740412
              },
              {
                "event_time": -22,
                "estimate": 0.05065989645938517,
                "se": 0.02146903295639206,
                "pvalue": 0.02240564499044257,
                "lower": 0.007493512584683178,
                "upper": 0.09382628033408716
              },
              {
                "event_time": -21,
                "estimate": -0.03697984078190658,
                "se": 0.017868829903219686,
                "pvalue": 0.04390335457214885,
                "lower": -0.07290753126339532,
                "upper": -0.001052150300417845
              },
              {
                "event_time": -20,
                "estimate": -0.10212149194115393,
                "se": 0.019794550796512305,
                "pvalue": 4.679777660581137e-06,
                "lower": -0.14192110378418,
                "upper": -0.06232188009812786
              },
              {
                "event_time": -19,
                "estimate": -0.05536792382628806,
                "se": 0.01477234150097699,
                "pvalue": 0.0004786398565516939,
                "lower": -0.08506970709964731,
                "upper": -0.025666140552928807
              },
              {
                "event_time": -18,
                "estimate": 0.008543505386699584,
                "se": 0.016177553365127332,
                "pvalue": 0.5998571262776248,
                "lower": -0.02398364570254629,
                "upper": 0.041070656475945454
              },
              {
                "event_time": -17,
                "estimate": -0.037263925150749576,
                "se": 0.013615416167456658,
                "pvalue": 0.00867113498545967,
                "lower": -0.06463955413655684,
                "upper": -0.009888296164942311
              },
              {
                "event_time": -16,
                "estimate": -0.0027305085469843476,
                "se": 0.021252772068140684,
                "pvalue": 0.8983077044380088,
                "lower": -0.04546207076305343,
                "upper": 0.04000105366908474
              },
              {
                "event_time": -15,
                "estimate": -0.032961601950436174,
                "se": 0.018534038071196354,
                "pvalue": 0.08166624441829165,
                "lower": -0.07022678309551433,
                "upper": 0.004303579194641992
              },
              {
                "event_time": -14,
                "estimate": -0.08320772844814843,
                "se": 0.03488946008753931,
                "pvalue": 0.02108164518501093,
                "lower": -0.15335768957489834,
                "upper": -0.013057767321398517
              },
              {
                "event_time": -13,
                "estimate": -0.06478156133586035,
                "se": 0.05092353908321055,
                "pvalue": 0.2094541389231688,
                "lower": -0.1671701989977995,
                "upper": 0.03760707632607879
              },
              {
                "event_time": -12,
                "estimate": -0.03940422666931128,
                "se": 0.055731434917125844,
                "pvalue": 0.4829615931026527,
                "lower": -0.15145978680595726,
                "upper": 0.07265133346733468
              },
              {
                "event_time": -11,
                "estimate": -0.013983613973200209,
                "se": 0.01722385318209712,
                "pvalue": 0.4208714931220056,
                "lower": -0.0486144918413414,
                "upper": 0.02064726389494099
              },
              {
                "event_time": -10,
                "estimate": 0.04966740907459089,
                "se": 0.02896814821938295,
                "pvalue": 0.0928780887799273,
                "lower": -0.008576956599310966,
                "upper": 0.10791177474849276
              },
              {
                "event_time": -9,
                "estimate": -0.015218648955342992,
                "se": 0.03635077102628623,
                "pvalue": 0.6773313631403087,
                "lower": -0.08830677264723394,
                "upper": 0.05786947473654796
              },
              {
                "event_time": -8,
                "estimate": 0.008559340057409933,
                "se": 0.02520954250131636,
                "pvalue": 0.7356933174856659,
                "lower": -0.04212784231954206,
                "upper": 0.05924652243436193
              },
              {
                "event_time": -7,
                "estimate": 0.0642355352231882,
                "se": 0.02712727575880835,
                "pvalue": 0.0219641378657486,
                "lower": 0.009692491702870877,
                "upper": 0.11877857874350553
              },
              {
                "event_time": -6,
                "estimate": 0.04407763863648337,
                "se": 0.014057044430432195,
                "pvalue": 0.0029256421089557745,
                "lower": 0.015814056515188274,
                "upper": 0.07234122075777846
              },
              {
                "event_time": -5,
                "estimate": 0.019965301803361066,
                "se": 0.012728927149095258,
                "pvalue": 0.1233343506717804,
                "lower": -0.005627921549876583,
                "upper": 0.045558525156598716
              },
              {
                "event_time": -4,
                "estimate": 0.017909392261668128,
                "se": 0.024210873762345483,
                "pvalue": 0.4630694408655807,
                "lower": -0.030769832037356254,
                "upper": 0.06658861656069251
              },
              {
                "event_time": -3,
                "estimate": 0.018998505889528658,
                "se": 0.022421034972092874,
                "pvalue": 0.40100437342666967,
                "lower": -0.026082006327269723,
                "upper": 0.06407901810632705
              },
              {
                "event_time": -2,
                "estimate": 0.0069584842436941794,
                "se": 0.023284039643463265,
                "pvalue": 0.766342963155851,
                "lower": -0.03985721516135359,
                "upper": 0.053774183648741945
              },
              {
                "event_time": -1,
                "estimate": 0.03253629651855865,
                "se": 0.01885689056674367,
                "pvalue": 0.09088304397794354,
                "lower": -0.005378023075652674,
                "upper": 0.07045061611276997
              },
              {
                "event_time": 0,
                "estimate": 0.012528050400076988,
                "se": 0.03683282518234545,
                "pvalue": 0.7352405793388644,
                "lower": -0.06152930813304386,
                "upper": 0.08658540893319783
              },
              {
                "event_time": 1,
                "estimate": -0.010272692698266726,
                "se": 0.021845557939311942,
                "pvalue": 0.6403120100582483,
                "lower": -0.0541961307907413,
                "upper": 0.03365074539420786
              },
              {
                "event_time": 2,
                "estimate": -0.012675765248627582,
                "se": 0.03152088319814106,
                "pvalue": 0.6893671631813987,
                "lower": -0.07605274859782366,
                "upper": 0.05070121810056849
              },
              {
                "event_time": 3,
                "estimate": -0.0749958912243682,
                "se": 0.019367637657438333,
                "pvalue": 0.0003257460173931872,
                "lower": -0.11393713667148567,
                "upper": -0.03605464577725073
              },
              {
                "event_time": 4,
                "estimate": 0.01731245793236822,
                "se": 0.016444892802853318,
                "pvalue": 0.2977238143591225,
                "lower": -0.015752215122453235,
                "upper": 0.050377130987189676
              },
              {
                "event_time": 5,
                "estimate": 0.0878791826178516,
                "se": 0.0300623331177747,
                "pvalue": 0.005271127966545044,
                "lower": 0.02743481075597575,
                "upper": 0.14832355447972745
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -27,
                "estimate": -0.671532264786171,
                "se": 0.03525496600298492,
                "pvalue": 5.09338257681292e-24,
                "lower": -0.7424171248106332,
                "upper": -0.6006474047617089
              },
              {
                "event_time": -26,
                "estimate": 0.4256640692285759,
                "se": 0.028407270846628987,
                "pvalue": 9.979845873185018e-20,
                "lower": 0.36854742309509814,
                "upper": 0.4827807153620537
              },
              {
                "event_time": -25,
                "estimate": -0.4095042990184353,
                "se": 0.09054936692150928,
                "pvalue": 4.011860268009389e-05,
                "lower": -0.5915660034316917,
                "upper": -0.22744259460517888
              },
              {
                "event_time": -24,
                "estimate": -0.1743668869146675,
                "se": 0.042671948649049725,
                "pvalue": 0.00016577144443013267,
                "lower": -0.2601645900440033,
                "upper": -0.08856918378533174
              },
              {
                "event_time": -23,
                "estimate": -0.15856331730473586,
                "se": 0.033351202301609116,
                "pvalue": 1.8510830642061868e-05,
                "lower": -0.22562040386090843,
                "upper": -0.09150623074856329
              },
              {
                "event_time": -22,
                "estimate": -0.05940443191670891,
                "se": 0.02933560260805097,
                "pvalue": 0.04844930635643058,
                "lower": -0.11838761415630825,
                "upper": -0.00042124967710956834
              },
              {
                "event_time": -21,
                "estimate": -0.1491926885371331,
                "se": 0.03575221401832984,
                "pvalue": 0.00012554895891382783,
                "lower": -0.22107733270440738,
                "upper": -0.07730804436985882
              },
              {
                "event_time": -20,
                "estimate": -0.21250292138120522,
                "se": 0.03465525470883041,
                "pvalue": 1.5761531571131133e-07,
                "lower": -0.28218198103310044,
                "upper": -0.14282386172930997
              },
              {
                "event_time": -19,
                "estimate": -0.15889783807284535,
                "se": 0.024151945223819467,
                "pvalue": 3.252299863396689e-08,
                "lower": -0.20745857860409334,
                "upper": -0.11033709754159737
              },
              {
                "event_time": -18,
                "estimate": -0.09415298081779568,
                "se": 0.023912063774077605,
                "pvalue": 0.0002655368859381853,
                "lower": -0.1422314073684834,
                "upper": -0.04607455426710798
              },
              {
                "event_time": -17,
                "estimate": -0.13835553747186471,
                "se": 0.03190549828710108,
                "pvalue": 7.393156102290437e-05,
                "lower": -0.20250584128723054,
                "upper": -0.07420523365649888
              },
              {
                "event_time": -16,
                "estimate": -0.09019882738814791,
                "se": 0.030886007752223766,
                "pvalue": 0.005312185723958917,
                "lower": -0.15229930809902048,
                "upper": -0.028098346677275336
              },
              {
                "event_time": -15,
                "estimate": -0.121828365338027,
                "se": 0.036994531287772976,
                "pvalue": 0.0018647382639754618,
                "lower": -0.19621085578724048,
                "upper": -0.04744587488881352
              },
              {
                "event_time": -14,
                "estimate": -0.17630836253950255,
                "se": 0.028873394300198172,
                "pvalue": 1.7251875772719028e-07,
                "lower": -0.23436221269007038,
                "upper": -0.11825451238893472
              },
              {
                "event_time": -13,
                "estimate": -0.1613751853231865,
                "se": 0.047606803482904525,
                "pvalue": 0.0014069592333031203,
                "lower": -0.2570950791053007,
                "upper": -0.06565529154107233
              },
              {
                "event_time": -12,
                "estimate": -0.12527303395014167,
                "se": 0.06439817654255825,
                "pvalue": 0.057610062391614,
                "lower": -0.2547542460342308,
                "upper": 0.004208178133947443
              },
              {
                "event_time": -11,
                "estimate": -0.07876570927280052,
                "se": 0.040722327770867976,
                "pvalue": 0.0589936472286654,
                "lower": -0.16064343690027416,
                "upper": 0.0031120183546731323
              },
              {
                "event_time": -10,
                "estimate": -0.01169792099723689,
                "se": 0.04369914463209177,
                "pvalue": 0.790083197985529,
                "lower": -0.09956094007296898,
                "upper": 0.0761650980784952
              },
              {
                "event_time": -9,
                "estimate": -0.07034760103484244,
                "se": 0.040817170063039476,
                "pvalue": 0.09123835487218299,
                "lower": -0.15241602187144887,
                "upper": 0.011720819801763982
              },
              {
                "event_time": -8,
                "estimate": -0.04416100312566975,
                "se": 0.02981761428204226,
                "pvalue": 0.14513152888856032,
                "lower": -0.10411333479057662,
                "upper": 0.01579132853923712
              },
              {
                "event_time": -7,
                "estimate": 0.013434886818090427,
                "se": 0.031990134941628175,
                "pvalue": 0.676381591319598,
                "lower": -0.0508855903966366,
                "upper": 0.07775536403281745
              },
              {
                "event_time": -6,
                "estimate": 0.0063198724737440195,
                "se": 0.02104579355918042,
                "pvalue": 0.7652515801669943,
                "lower": -0.035995531558128326,
                "upper": 0.048635276505616366
              },
              {
                "event_time": -5,
                "estimate": -0.011944420037968384,
                "se": 0.01684288480764632,
                "pvalue": 0.4816513157890864,
                "lower": -0.0458093096508832,
                "upper": 0.021920469574946436
              },
              {
                "event_time": -4,
                "estimate": -0.009406313492355904,
                "se": 0.015996067134262607,
                "pvalue": 0.559262704044673,
                "lower": -0.041568562057794946,
                "upper": 0.022755935073083135
              },
              {
                "event_time": -3,
                "estimate": -0.002515972150673035,
                "se": 0.014653309847402209,
                "pvalue": 0.8643952868622815,
                "lower": -0.031978426244097344,
                "upper": 0.026946481942751274
              },
              {
                "event_time": -2,
                "estimate": -0.012654222287187659,
                "se": 0.01891088231974836,
                "pvalue": 0.5066054970858225,
                "lower": -0.05067709957661527,
                "upper": 0.02536865500223996
              },
              {
                "event_time": 0,
                "estimate": -0.024481874714813008,
                "se": 0.014664509452121454,
                "pvalue": 0.10153556998305946,
                "lower": -0.05396684712275748,
                "upper": 0.005003097693131467
              },
              {
                "event_time": 1,
                "estimate": -0.043791730843974155,
                "se": 0.016244177620109025,
                "pvalue": 0.009652148746039178,
                "lower": -0.07645283897598704,
                "upper": -0.011130622711961274
              },
              {
                "event_time": 2,
                "estimate": -0.04623150177274421,
                "se": 0.016623632573122972,
                "pvalue": 0.007718636228116288,
                "lower": -0.0796555552222396,
                "upper": -0.012807448323248816
              },
              {
                "event_time": 3,
                "estimate": -0.11006559293440157,
                "se": 0.022007788723100358,
                "pvalue": 8.028482917438582e-06,
                "lower": -0.15431521787951777,
                "upper": -0.06581596798928538
              },
              {
                "event_time": 4,
                "estimate": -0.017100396936299174,
                "se": 0.01611730220293951,
                "pvalue": 0.2940011278264877,
                "lower": -0.04950640494466295,
                "upper": 0.015305611072064601
              },
              {
                "event_time": 5,
                "estimate": 0.052011550553819466,
                "se": 0.01766457653126599,
                "pvalue": 0.004975730182630882,
                "lower": 0.016494539001342776,
                "upper": 0.08752856210629616
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0
            ],
            "weights": [
              0.2022998296422487,
              0.18356047700170358,
              0.1737649063032368,
              0.16013628620102216,
              0.14735945485519591,
              0.13287904599659284
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 1.3877787807814457e-17,
            "package_aggregate_vs_estimable_cell_weights": 2.7755575615628914e-17,
            "saturated_vs_deviations_relative_rss_difference": 7.748927858314473e-12
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "F": 0.8134632848685428,
            "df_num": 15,
            "df_den": 135024,
            "pvalue": 0.6636804273830385,
            "log10_pvalue": -0.17804098995910614,
            "inference": "Homoskedastic nested-model F",
            "observations": 148721,
            "design_columns": 106,
            "restricted_design_columns": 91,
            "fixed_effect_rank": 13591,
            "covariance_rank": 15,
            "rss_unrestricted": 77430.65617104404,
            "rss_restricted": 77437.65348217967,
            "test_horizon": null,
            "reference_cohort": 4,
            "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.-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]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-23.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-22.0]"
              ],
              "data": [
                [
                  -9.968918231559188e-06,
                  -1.3796229206065406e-05,
                  -1.168800172873784e-05,
                  -3.46590139815007e-05,
                  -3.805041033880557e-05,
                  -5.944807364594503e-05
                ],
                [
                  -6.916943839312091e-06,
                  -9.254728976304213e-06,
                  5.596672802091837e-06,
                  7.727615668011271e-05,
                  8.735134460312925e-05,
                  7.741401253032692e-05
                ],
                [
                  -3.974093865924327e-06,
                  -4.8912423414620734e-06,
                  2.2090713517531284e-05,
                  0.0001860423673399979,
                  0.0002088861045859706,
                  0.00021868996070964144
                ],
                [
                  -1.7508579338714265e-06,
                  -1.538045254282481e-06,
                  3.378197789350435e-05,
                  0.0002633704850700866,
                  0.00028907621682492036,
                  0.0003075474238072886
                ],
                [
                  -3.698414144012532e-07,
                  4.763804492375819e-07,
                  4.050776517665069e-05,
                  0.00030686529816427313,
                  0.00034620166443632077,
                  0.00036714046187140393
                ]
              ]
            },
            "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_18,ref=-1.0)+i(rel_time,cohort_dummy_26,ref=-1.0)+i(rel_time,cohort_dummy_29,ref=-1.0)+i(rel_time,cohort_dummy_34,ref=-1.0)|unit_fe+time_fe",
            "restriction_names": [
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_29",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_29",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_29",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_29",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_29"
            ],
            "deviations": [
              {
                "event_time": -17.0,
                "cohort": 18,
                "estimate": 0.48561987895653336
              },
              {
                "event_time": -16.0,
                "cohort": 18,
                "estimate": 1.0369640636661768
              },
              {
                "event_time": -15.0,
                "cohort": 18,
                "estimate": 1.5001994556758513
              },
              {
                "event_time": -14.0,
                "cohort": 18,
                "estimate": 1.5863579633804978
              },
              {
                "event_time": -13.0,
                "cohort": 18,
                "estimate": 1.7242883554011175
              },
              {
                "event_time": -12.0,
                "cohort": 18,
                "estimate": 1.19424770458597
              },
              {
                "event_time": -11.0,
                "cohort": 18,
                "estimate": 0.8956233469985369
              },
              {
                "event_time": -10.0,
                "cohort": 18,
                "estimate": 0.8569674608350215
              },
              {
                "event_time": -9.0,
                "cohort": 18,
                "estimate": 0.2243130688428637
              },
              {
                "event_time": -8.0,
                "cohort": 18,
                "estimate": 0.7238640795527809
              },
              {
                "event_time": -7.0,
                "cohort": 18,
                "estimate": 0.19962496103662958
              },
              {
                "event_time": -6.0,
                "cohort": 18,
                "estimate": 0.07835593882428174
              },
              {
                "event_time": -5.0,
                "cohort": 18,
                "estimate": 0.09260994267715211
              },
              {
                "event_time": -4.0,
                "cohort": 18,
                "estimate": 1.325309579635983
              },
              {
                "event_time": -3.0,
                "cohort": 18,
                "estimate": 0.5471061167093132
              },
              {
                "event_time": -2.0,
                "cohort": 18,
                "estimate": -0.13956181989201738
              },
              {
                "event_time": 0.0,
                "cohort": 18,
                "estimate": 0.5703213313810573
              },
              {
                "event_time": 1.0,
                "cohort": 18,
                "estimate": 0.985917188684344
              },
              {
                "event_time": 2.0,
                "cohort": 18,
                "estimate": 1.1146186143256442
              },
              {
                "event_time": 3.0,
                "cohort": 18,
                "estimate": 1.0075191104341017
              },
              {
                "event_time": 4.0,
                "cohort": 18,
                "estimate": 1.1466366669904227
              },
              {
                "event_time": 5.0,
                "cohort": 18,
                "estimate": 1.0163322602126152
              },
              {
                "event_time": -25.0,
                "cohort": 26,
                "estimate": 0.3786311770607285
              },
              {
                "event_time": -24.0,
                "cohort": 26,
                "estimate": 0.43550364810265435
              },
              {
                "event_time": -23.0,
                "cohort": 26,
                "estimate": -0.14126000218353502
              },
              {
                "event_time": -22.0,
                "cohort": 26,
                "estimate": -0.0062017699320504605
              },
              {
                "event_time": -21.0,
                "cohort": 26,
                "estimate": 0.38994182343309775
              },
              {
                "event_time": -20.0,
                "cohort": 26,
                "estimate": 0.3238387601561919
              },
              {
                "event_time": -19.0,
                "cohort": 26,
                "estimate": 0.1322393253430475
              },
              {
                "event_time": -18.0,
                "cohort": 26,
                "estimate": 0.2531066881412777
              },
              {
                "event_time": -17.0,
                "cohort": 26,
                "estimate": 0.28965223902757314
              },
              {
                "event_time": -16.0,
                "cohort": 26,
                "estimate": 0.6023877396342554
              },
              {
                "event_time": -15.0,
                "cohort": 26,
                "estimate": 1.0238743174967186
              },
              {
                "event_time": -14.0,
                "cohort": 26,
                "estimate": 1.121251783008013
              },
              {
                "event_time": -13.0,
                "cohort": 26,
                "estimate": 0.8409178561023234
              },
              {
                "event_time": -12.0,
                "cohort": 26,
                "estimate": 0.595318353450218
              },
              {
                "event_time": -11.0,
                "cohort": 26,
                "estimate": 0.6031786803890626
              },
              {
                "event_time": -10.0,
                "cohort": 26,
                "estimate": 0.6162833897507005
              },
              {
                "event_time": -9.0,
                "cohort": 26,
                "estimate": 0.11356140410543003
              },
              {
                "event_time": -8.0,
                "cohort": 26,
                "estimate": 0.3262726929544616
              },
              {
                "event_time": -7.0,
                "cohort": 26,
                "estimate": -0.33631041143346196
              },
              {
                "event_time": -6.0,
                "cohort": 26,
                "estimate": -0.08923723741650513
              },
              {
                "event_time": -5.0,
                "cohort": 26,
                "estimate": -0.0826656510013789
              },
              {
                "event_time": -4.0,
                "cohort": 26,
                "estimate": 1.2070514444208222
              },
              {
                "event_time": -3.0,
                "cohort": 26,
                "estimate": 0.05965545615049889
              },
              {
                "event_time": -2.0,
                "cohort": 26,
                "estimate": -0.028841187311742178
              },
              {
                "event_time": 0.0,
                "cohort": 26,
                "estimate": 0.5595912756643685
              },
              {
                "event_time": 1.0,
                "cohort": 26,
                "estimate": 0.8676635057950394
              },
              {
                "event_time": 2.0,
                "cohort": 26,
                "estimate": 1.1099034282072326
              },
              {
                "event_time": 3.0,
                "cohort": 26,
                "estimate": 0.6791023385347666
              },
              {
                "event_time": 4.0,
                "cohort": 26,
                "estimate": 0.8528614542540838
              },
              {
                "event_time": 5.0,
                "cohort": 26,
                "estimate": 0.7504659875652036
              },
              {
                "event_time": -15.0,
                "cohort": 29,
                "estimate": 0.7053788331664249
              },
              {
                "event_time": -14.0,
                "cohort": 29,
                "estimate": 1.6954243347339026
              },
              {
                "event_time": -13.0,
                "cohort": 29,
                "estimate": 1.1857419996299454
              },
              {
                "event_time": -12.0,
                "cohort": 29,
                "estimate": 1.119223745366008
              },
              {
                "event_time": -11.0,
                "cohort": 29,
                "estimate": 0.399376192241433
              },
              {
                "event_time": -10.0,
                "cohort": 29,
                "estimate": 0.0987201852826786
              },
              {
                "event_time": -9.0,
                "cohort": 29,
                "estimate": -0.4939580644315879
              },
              {
                "event_time": -8.0,
                "cohort": 29,
                "estimate": 0.25878796767010925
              },
              {
                "event_time": -7.0,
                "cohort": 29,
                "estimate": -0.5638002423992021
              },
              {
                "event_time": -6.0,
                "cohort": 29,
                "estimate": -0.38826598341860563
              },
              {
                "event_time": -5.0,
                "cohort": 29,
                "estimate": -0.439468838758105
              },
              {
                "event_time": -4.0,
                "cohort": 29,
                "estimate": 0.9246777030018122
              },
              {
                "event_time": -3.0,
                "cohort": 29,
                "estimate": -0.18351831148329953
              },
              {
                "event_time": -2.0,
                "cohort": 29,
                "estimate": -0.2573621650545153
              },
              {
                "event_time": 0.0,
                "cohort": 29,
                "estimate": 0.24133305566419583
              },
              {
                "event_time": 1.0,
                "cohort": 29,
                "estimate": 0.8176628374082027
              },
              {
                "event_time": 2.0,
                "cohort": 29,
                "estimate": 0.7723477911848006
              },
              {
                "event_time": 3.0,
                "cohort": 29,
                "estimate": 0.28610110705587993
              },
              {
                "event_time": 4.0,
                "cohort": 29,
                "estimate": 0.673588174810335
              },
              {
                "event_time": 5.0,
                "cohort": 29,
                "estimate": 0.22172053839507241
              },
              {
                "event_time": -2.0,
                "cohort": 34,
                "estimate": 0.41426459435901897
              },
              {
                "event_time": 0.0,
                "cohort": 34,
                "estimate": 0.38126766449321153
              }
            ]
          }
        }
      },
      "code_sha256": {
        "replication_engine.py": "cd3acc93d19b09e121e2366dbaaccd6cc5c4f902ca3ac3d3c1c27b3cc1d436f0",
        "reference_f_test.py": "5f044e72270f04daf518d8b9667920b0bdce87bdaa9b134f2625697b9eff1909",
        "sparse_did2s.py": "16f2083b77e2a6a0fd9a4dda23961f99f24def371aa785b956cc08b5c86929f3",
        "frequency.py": "f8b8062ee5e78fff474749beed9c4a3c20ced533b2e327a18f101ff35bca26b2",
        "sparse_models.py": "fd6fc12f18694fa56b8e0a68bec3d72bf57339ae0aecab45d7f13a834468feec"
      }
    },
    "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": "s02-p021",
        "specification_id": "S02-P021",
        "source_specification_id": "AM005-P2587-T3-R3-NOTEXAS",
        "study_id": 2,
        "study": "Do Powerful Politicians Really Cause Corporate Downsizing?",
        "citation": "Snyder and Welch (2017), JPE. https://doi.org/10.1086/694204",
        "description": "AM005-P2587-T3-R3-NOTEXAS",
        "data": "analyses/full-archive/prepared/S02-P021.parquet",
        "output_dir": "analyses/archive-expanded/fits/S02-P021"
      },
      "options": {
        "output_dir": "analyses/archive-expanded/fits/S02-P021",
        "regression_results": "analyses/archive-expanded/baselines/S02-P021.json",
        "display_window": [
          -10,
          10
        ],
        "timeout_seconds": 3600
      },
      "source": {
        "file": "S02-P021.parquet",
        "bytes": 1702184,
        "sha256": "1f13061ad7bae6428192e7a2c80b0283492be8891f719086f149c092129beeee"
      },
      "regressions": {
        "y__d": {
          "sample": {
            "outcome": "y",
            "treatment": "d",
            "source_rows": 153624,
            "source_sd": 0.0958112934751299,
            "rows": 148721,
            "units": 13551,
            "clusters": 49,
            "treated_units": 475,
            "never_treated_units": 13076,
            "treated_cohorts": 5,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 148525,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 120,
            "post_adoption_untreated_rows_removed": 2772,
            "units_without_minus_one_removed": 8,
            "additional_rows_removed": 1658
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": 0.00909454819923924,
              "se": 0.02098480773457043,
              "pvalue": 0.6666749357338017,
              "lower": -0.03309823561394988,
              "upper": 0.05128733201242837
            },
            {
              "method": "Dynamic TWFE",
              "estimate": -0.03807660655208486,
              "se": 0.022862287105980972,
              "pvalue": 0.10233215324866331,
              "lower": -0.08404431564615451,
              "upper": 0.007891102541984787
            },
            {
              "method": "BJS / did2s",
              "estimate": 0.0006650517404813514,
              "se": 0.02173104409087179,
              "pvalue": 0.9757124383602185,
              "lower": -0.04302814082809015,
              "upper": 0.04435824430905285
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": -0.034258677903352436,
              "se": 0.013125601019031005,
              "pvalue": 0.012039098679181234,
              "lower": -0.06064946752692421,
              "upper": -0.00786788827978066
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -27,
                "estimate": -0.46846255030536793,
                "se": 0.048834297727272026,
                "pvalue": 9.699189701932e-13,
                "lower": -0.5666504866799911,
                "upper": -0.3702746139307448
              },
              {
                "event_time": -26,
                "estimate": 0.6266395960380967,
                "se": 0.03877390260106807,
                "pvalue": 4.7696543959162616e-21,
                "lower": 0.5486794397796526,
                "upper": 0.7045997522965408
              },
              {
                "event_time": -25,
                "estimate": -0.36681588553451067,
                "se": 0.10712916487920618,
                "pvalue": 0.001271818722804084,
                "lower": -0.5822135079958998,
                "upper": -0.1514182630731216
              },
              {
                "event_time": -24,
                "estimate": -0.1681737563683844,
                "se": 0.04655650676746764,
                "pvalue": 0.0007245709554122969,
                "lower": -0.2617818870686226,
                "upper": -0.07456562566814617
              },
              {
                "event_time": -23,
                "estimate": -0.1499145639401861,
                "se": 0.04253847711986871,
                "pvalue": 0.0009443993530269723,
                "lower": -0.23544390457379727,
                "upper": -0.06438522330657494
              },
              {
                "event_time": -22,
                "estimate": -0.0470512747144837,
                "se": 0.03815160680827051,
                "pvalue": 0.2234801398982716,
                "lower": -0.12376022142240567,
                "upper": 0.029657671993438273
              },
              {
                "event_time": -21,
                "estimate": -0.14205677435992203,
                "se": 0.04067184288154158,
                "pvalue": 0.0010374004934049963,
                "lower": -0.22383299531418122,
                "upper": -0.06028055340566284
              },
              {
                "event_time": -20,
                "estimate": -0.2070589242662654,
                "se": 0.0390401968921962,
                "pvalue": 2.8443578241237665e-06,
                "lower": -0.2855545010822086,
                "upper": -0.12856334745032222
              },
              {
                "event_time": -19,
                "estimate": -0.15291935513868213,
                "se": 0.028543757213782675,
                "pvalue": 2.3632468660094237e-06,
                "lower": -0.21031042550590098,
                "upper": -0.09552828477146327
              },
              {
                "event_time": -18,
                "estimate": -0.08669841350333819,
                "se": 0.030174668300787195,
                "pvalue": 0.006035235880886941,
                "lower": -0.14736865038868305,
                "upper": -0.026028176617993337
              },
              {
                "event_time": -17,
                "estimate": -0.13230503789650977,
                "se": 0.03657454389756147,
                "pvalue": 0.0007133439212751486,
                "lower": -0.20584308710120008,
                "upper": -0.05876698869181944
              },
              {
                "event_time": -16,
                "estimate": -0.09350082913186936,
                "se": 0.044308831818269875,
                "pvalue": 0.04007813137660333,
                "lower": -0.18258970645540926,
                "upper": -0.004411951808329456
              },
              {
                "event_time": -15,
                "estimate": -0.12233283817388571,
                "se": 0.04331711274528978,
                "pvalue": 0.00688432956354275,
                "lower": -0.20942773065949294,
                "upper": -0.03523794568827847
              },
              {
                "event_time": -14,
                "estimate": -0.17284269918076792,
                "se": 0.053985925113880014,
                "pvalue": 0.002425849947683882,
                "lower": -0.281388676637234,
                "upper": -0.06429672172430184
              },
              {
                "event_time": -13,
                "estimate": -0.15602781790876774,
                "se": 0.07683254275718737,
                "pvalue": 0.047839378809119176,
                "lower": -0.3105099988930186,
                "upper": -0.0015456369245168688
              },
              {
                "event_time": -12,
                "estimate": -0.12353051910911376,
                "se": 0.08208941286076384,
                "pvalue": 0.13892043949760355,
                "lower": -0.28858234583993114,
                "upper": 0.041521307621703626
              },
              {
                "event_time": -11,
                "estimate": -0.08646038717916174,
                "se": 0.04599453349523581,
                "pvalue": 0.06621270585477176,
                "lower": -0.17893859488539482,
                "upper": 0.006017820527071324
              },
              {
                "event_time": -10,
                "estimate": -0.018881406984834172,
                "se": 0.052120775498011016,
                "pvalue": 0.7187459449238012,
                "lower": -0.12367724979546456,
                "upper": 0.0859144358257962
              },
              {
                "event_time": -9,
                "estimate": -0.07855530912361379,
                "se": 0.0526261251052179,
                "pvalue": 0.14205851159802738,
                "lower": -0.18436722541924608,
                "upper": 0.0272566071720185
              },
              {
                "event_time": -8,
                "estimate": -0.04918656930410217,
                "se": 0.04392024975091795,
                "pvalue": 0.26832618691707083,
                "lower": -0.1374941500168348,
                "upper": 0.03912101140863046
              },
              {
                "event_time": -7,
                "estimate": 0.009016379156821039,
                "se": 0.04960048987127858,
                "pvalue": 0.8565208389992323,
                "lower": -0.09071208977356034,
                "upper": 0.1087448480872024
              },
              {
                "event_time": -6,
                "estimate": 0.00301132090967905,
                "se": 0.025818868370386064,
                "pvalue": 0.9076378606150225,
                "lower": -0.04890099323834408,
                "upper": 0.05492363505770218
              },
              {
                "event_time": -5,
                "estimate": -0.016059109123624314,
                "se": 0.025140947306126135,
                "pvalue": 0.5260134491476771,
                "lower": -0.06660837161692082,
                "upper": 0.03449015336967219
              },
              {
                "event_time": -4,
                "estimate": -0.014334360635082161,
                "se": 0.028714821065398573,
                "pvalue": 0.6199207775765034,
                "lower": -0.072069377928133,
                "upper": 0.04340065665796869
              },
              {
                "event_time": -3,
                "estimate": -0.00458763529392746,
                "se": 0.03595194844860173,
                "pvalue": 0.8989949636630409,
                "lower": -0.07687387244900068,
                "upper": 0.06769860186114576
              },
              {
                "event_time": -2,
                "estimate": -0.012417944062287347,
                "se": 0.02402527695846259,
                "pvalue": 0.607620442571047,
                "lower": -0.060724000976520816,
                "upper": 0.03588811285194612
              },
              {
                "event_time": 0,
                "estimate": -0.026309230946474048,
                "se": 0.02896800132066197,
                "pvalue": 0.3683011028133786,
                "lower": -0.08455330126070165,
                "upper": 0.031934839367753556
              },
              {
                "event_time": 1,
                "estimate": -0.046336846492552895,
                "se": 0.018978216383749698,
                "pvalue": 0.018359326986405005,
                "lower": -0.0844951079914337,
                "upper": -0.008178584993672099
              },
              {
                "event_time": 2,
                "estimate": -0.05176718098223632,
                "se": 0.029012322794492194,
                "pvalue": 0.08069356089312212,
                "lower": -0.11010036559225611,
                "upper": 0.006566003627783465
              },
              {
                "event_time": 3,
                "estimate": -0.11407606311468672,
                "se": 0.03331299497435183,
                "pvalue": 0.0012706228109246067,
                "lower": -0.18105632869067986,
                "upper": -0.047095797538693585
              },
              {
                "event_time": 4,
                "estimate": -0.02206743296280608,
                "se": 0.026619894724159737,
                "pvalue": 0.41121764119747944,
                "lower": -0.07559031853949956,
                "upper": 0.03145545261388741
              },
              {
                "event_time": 5,
                "estimate": 0.047157483110819715,
                "se": 0.03503707532105701,
                "pvalue": 0.18464764020903132,
                "lower": -0.0232892783351957,
                "upper": 0.11760424455683513
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -27,
                "estimate": -0.4446211025808946,
                "se": 0.02175944395712006,
                "pvalue": 2.516561636078253e-25,
                "lower": -0.48837139690765674,
                "upper": -0.40087080825413246
              },
              {
                "event_time": -26,
                "estimate": 0.7134417904561776,
                "se": 0.013776428826336047,
                "pvalue": 8.810366744003733e-44,
                "lower": 0.68574242382201,
                "upper": 0.7411411570903452
              },
              {
                "event_time": -25,
                "estimate": -0.2560837599928979,
                "se": 0.09015378523863786,
                "pvalue": 0.0065891183520914946,
                "lower": -0.43735009412509357,
                "upper": -0.07481742586070222
              },
              {
                "event_time": -24,
                "estimate": -0.06304681326596082,
                "se": 0.021396369561354024,
                "pvalue": 0.004945735856815928,
                "lower": -0.10606709759299235,
                "upper": -0.020026528938929276
              },
              {
                "event_time": -23,
                "estimate": -0.043709859323052096,
                "se": 0.02219098667569379,
                "pvalue": 0.05465668590839827,
                "lower": -0.08832782843917823,
                "upper": 0.0009081097930740412
              },
              {
                "event_time": -22,
                "estimate": 0.05065989645938517,
                "se": 0.02146903295639206,
                "pvalue": 0.02240564499044257,
                "lower": 0.007493512584683178,
                "upper": 0.09382628033408716
              },
              {
                "event_time": -21,
                "estimate": -0.03697984078190658,
                "se": 0.017868829903219686,
                "pvalue": 0.04390335457214885,
                "lower": -0.07290753126339532,
                "upper": -0.001052150300417845
              },
              {
                "event_time": -20,
                "estimate": -0.10212149194115393,
                "se": 0.019794550796512305,
                "pvalue": 4.679777660581137e-06,
                "lower": -0.14192110378418,
                "upper": -0.06232188009812786
              },
              {
                "event_time": -19,
                "estimate": -0.05536792382628806,
                "se": 0.01477234150097699,
                "pvalue": 0.0004786398565516939,
                "lower": -0.08506970709964731,
                "upper": -0.025666140552928807
              },
              {
                "event_time": -18,
                "estimate": 0.008543505386699584,
                "se": 0.016177553365127332,
                "pvalue": 0.5998571262776248,
                "lower": -0.02398364570254629,
                "upper": 0.041070656475945454
              },
              {
                "event_time": -17,
                "estimate": -0.037263925150749576,
                "se": 0.013615416167456658,
                "pvalue": 0.00867113498545967,
                "lower": -0.06463955413655684,
                "upper": -0.009888296164942311
              },
              {
                "event_time": -16,
                "estimate": -0.0027305085469843476,
                "se": 0.021252772068140684,
                "pvalue": 0.8983077044380088,
                "lower": -0.04546207076305343,
                "upper": 0.04000105366908474
              },
              {
                "event_time": -15,
                "estimate": -0.032961601950436174,
                "se": 0.018534038071196354,
                "pvalue": 0.08166624441829165,
                "lower": -0.07022678309551433,
                "upper": 0.004303579194641992
              },
              {
                "event_time": -14,
                "estimate": -0.08320772844814843,
                "se": 0.03488946008753931,
                "pvalue": 0.02108164518501093,
                "lower": -0.15335768957489834,
                "upper": -0.013057767321398517
              },
              {
                "event_time": -13,
                "estimate": -0.06478156133586035,
                "se": 0.05092353908321055,
                "pvalue": 0.2094541389231688,
                "lower": -0.1671701989977995,
                "upper": 0.03760707632607879
              },
              {
                "event_time": -12,
                "estimate": -0.03940422666931128,
                "se": 0.055731434917125844,
                "pvalue": 0.4829615931026527,
                "lower": -0.15145978680595726,
                "upper": 0.07265133346733468
              },
              {
                "event_time": -11,
                "estimate": -0.013983613973200209,
                "se": 0.01722385318209712,
                "pvalue": 0.4208714931220056,
                "lower": -0.0486144918413414,
                "upper": 0.02064726389494099
              },
              {
                "event_time": -10,
                "estimate": 0.04966740907459089,
                "se": 0.02896814821938295,
                "pvalue": 0.0928780887799273,
                "lower": -0.008576956599310966,
                "upper": 0.10791177474849276
              },
              {
                "event_time": -9,
                "estimate": -0.015218648955342992,
                "se": 0.03635077102628623,
                "pvalue": 0.6773313631403087,
                "lower": -0.08830677264723394,
                "upper": 0.05786947473654796
              },
              {
                "event_time": -8,
                "estimate": 0.008559340057409933,
                "se": 0.02520954250131636,
                "pvalue": 0.7356933174856659,
                "lower": -0.04212784231954206,
                "upper": 0.05924652243436193
              },
              {
                "event_time": -7,
                "estimate": 0.0642355352231882,
                "se": 0.02712727575880835,
                "pvalue": 0.0219641378657486,
                "lower": 0.009692491702870877,
                "upper": 0.11877857874350553
              },
              {
                "event_time": -6,
                "estimate": 0.04407763863648337,
                "se": 0.014057044430432195,
                "pvalue": 0.0029256421089557745,
                "lower": 0.015814056515188274,
                "upper": 0.07234122075777846
              },
              {
                "event_time": -5,
                "estimate": 0.019965301803361066,
                "se": 0.012728927149095258,
                "pvalue": 0.1233343506717804,
                "lower": -0.005627921549876583,
                "upper": 0.045558525156598716
              },
              {
                "event_time": -4,
                "estimate": 0.017909392261668128,
                "se": 0.024210873762345483,
                "pvalue": 0.4630694408655807,
                "lower": -0.030769832037356254,
                "upper": 0.06658861656069251
              },
              {
                "event_time": -3,
                "estimate": 0.018998505889528658,
                "se": 0.022421034972092874,
                "pvalue": 0.40100437342666967,
                "lower": -0.026082006327269723,
                "upper": 0.06407901810632705
              },
              {
                "event_time": -2,
                "estimate": 0.0069584842436941794,
                "se": 0.023284039643463265,
                "pvalue": 0.766342963155851,
                "lower": -0.03985721516135359,
                "upper": 0.053774183648741945
              },
              {
                "event_time": -1,
                "estimate": 0.03253629651855865,
                "se": 0.01885689056674367,
                "pvalue": 0.09088304397794354,
                "lower": -0.005378023075652674,
                "upper": 0.07045061611276997
              },
              {
                "event_time": 0,
                "estimate": 0.012528050400076988,
                "se": 0.03683282518234545,
                "pvalue": 0.7352405793388644,
                "lower": -0.06152930813304386,
                "upper": 0.08658540893319783
              },
              {
                "event_time": 1,
                "estimate": -0.010272692698266726,
                "se": 0.021845557939311942,
                "pvalue": 0.6403120100582483,
                "lower": -0.0541961307907413,
                "upper": 0.03365074539420786
              },
              {
                "event_time": 2,
                "estimate": -0.012675765248627582,
                "se": 0.03152088319814106,
                "pvalue": 0.6893671631813987,
                "lower": -0.07605274859782366,
                "upper": 0.05070121810056849
              },
              {
                "event_time": 3,
                "estimate": -0.0749958912243682,
                "se": 0.019367637657438333,
                "pvalue": 0.0003257460173931872,
                "lower": -0.11393713667148567,
                "upper": -0.03605464577725073
              },
              {
                "event_time": 4,
                "estimate": 0.01731245793236822,
                "se": 0.016444892802853318,
                "pvalue": 0.2977238143591225,
                "lower": -0.015752215122453235,
                "upper": 0.050377130987189676
              },
              {
                "event_time": 5,
                "estimate": 0.0878791826178516,
                "se": 0.0300623331177747,
                "pvalue": 0.005271127966545044,
                "lower": 0.02743481075597575,
                "upper": 0.14832355447972745
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -27,
                "estimate": -0.671532264786171,
                "se": 0.03525496600298492,
                "pvalue": 5.09338257681292e-24,
                "lower": -0.7424171248106332,
                "upper": -0.6006474047617089
              },
              {
                "event_time": -26,
                "estimate": 0.4256640692285759,
                "se": 0.028407270846628987,
                "pvalue": 9.979845873185018e-20,
                "lower": 0.36854742309509814,
                "upper": 0.4827807153620537
              },
              {
                "event_time": -25,
                "estimate": -0.4095042990184353,
                "se": 0.09054936692150928,
                "pvalue": 4.011860268009389e-05,
                "lower": -0.5915660034316917,
                "upper": -0.22744259460517888
              },
              {
                "event_time": -24,
                "estimate": -0.1743668869146675,
                "se": 0.042671948649049725,
                "pvalue": 0.00016577144443013267,
                "lower": -0.2601645900440033,
                "upper": -0.08856918378533174
              },
              {
                "event_time": -23,
                "estimate": -0.15856331730473586,
                "se": 0.033351202301609116,
                "pvalue": 1.8510830642061868e-05,
                "lower": -0.22562040386090843,
                "upper": -0.09150623074856329
              },
              {
                "event_time": -22,
                "estimate": -0.05940443191670891,
                "se": 0.02933560260805097,
                "pvalue": 0.04844930635643058,
                "lower": -0.11838761415630825,
                "upper": -0.00042124967710956834
              },
              {
                "event_time": -21,
                "estimate": -0.1491926885371331,
                "se": 0.03575221401832984,
                "pvalue": 0.00012554895891382783,
                "lower": -0.22107733270440738,
                "upper": -0.07730804436985882
              },
              {
                "event_time": -20,
                "estimate": -0.21250292138120522,
                "se": 0.03465525470883041,
                "pvalue": 1.5761531571131133e-07,
                "lower": -0.28218198103310044,
                "upper": -0.14282386172930997
              },
              {
                "event_time": -19,
                "estimate": -0.15889783807284535,
                "se": 0.024151945223819467,
                "pvalue": 3.252299863396689e-08,
                "lower": -0.20745857860409334,
                "upper": -0.11033709754159737
              },
              {
                "event_time": -18,
                "estimate": -0.09415298081779568,
                "se": 0.023912063774077605,
                "pvalue": 0.0002655368859381853,
                "lower": -0.1422314073684834,
                "upper": -0.04607455426710798
              },
              {
                "event_time": -17,
                "estimate": -0.13835553747186471,
                "se": 0.03190549828710108,
                "pvalue": 7.393156102290437e-05,
                "lower": -0.20250584128723054,
                "upper": -0.07420523365649888
              },
              {
                "event_time": -16,
                "estimate": -0.09019882738814791,
                "se": 0.030886007752223766,
                "pvalue": 0.005312185723958917,
                "lower": -0.15229930809902048,
                "upper": -0.028098346677275336
              },
              {
                "event_time": -15,
                "estimate": -0.121828365338027,
                "se": 0.036994531287772976,
                "pvalue": 0.0018647382639754618,
                "lower": -0.19621085578724048,
                "upper": -0.04744587488881352
              },
              {
                "event_time": -14,
                "estimate": -0.17630836253950255,
                "se": 0.028873394300198172,
                "pvalue": 1.7251875772719028e-07,
                "lower": -0.23436221269007038,
                "upper": -0.11825451238893472
              },
              {
                "event_time": -13,
                "estimate": -0.1613751853231865,
                "se": 0.047606803482904525,
                "pvalue": 0.0014069592333031203,
                "lower": -0.2570950791053007,
                "upper": -0.06565529154107233
              },
              {
                "event_time": -12,
                "estimate": -0.12527303395014167,
                "se": 0.06439817654255825,
                "pvalue": 0.057610062391614,
                "lower": -0.2547542460342308,
                "upper": 0.004208178133947443
              },
              {
                "event_time": -11,
                "estimate": -0.07876570927280052,
                "se": 0.040722327770867976,
                "pvalue": 0.0589936472286654,
                "lower": -0.16064343690027416,
                "upper": 0.0031120183546731323
              },
              {
                "event_time": -10,
                "estimate": -0.01169792099723689,
                "se": 0.04369914463209177,
                "pvalue": 0.790083197985529,
                "lower": -0.09956094007296898,
                "upper": 0.0761650980784952
              },
              {
                "event_time": -9,
                "estimate": -0.07034760103484244,
                "se": 0.040817170063039476,
                "pvalue": 0.09123835487218299,
                "lower": -0.15241602187144887,
                "upper": 0.011720819801763982
              },
              {
                "event_time": -8,
                "estimate": -0.04416100312566975,
                "se": 0.02981761428204226,
                "pvalue": 0.14513152888856032,
                "lower": -0.10411333479057662,
                "upper": 0.01579132853923712
              },
              {
                "event_time": -7,
                "estimate": 0.013434886818090427,
                "se": 0.031990134941628175,
                "pvalue": 0.676381591319598,
                "lower": -0.0508855903966366,
                "upper": 0.07775536403281745
              },
              {
                "event_time": -6,
                "estimate": 0.0063198724737440195,
                "se": 0.02104579355918042,
                "pvalue": 0.7652515801669943,
                "lower": -0.035995531558128326,
                "upper": 0.048635276505616366
              },
              {
                "event_time": -5,
                "estimate": -0.011944420037968384,
                "se": 0.01684288480764632,
                "pvalue": 0.4816513157890864,
                "lower": -0.0458093096508832,
                "upper": 0.021920469574946436
              },
              {
                "event_time": -4,
                "estimate": -0.009406313492355904,
                "se": 0.015996067134262607,
                "pvalue": 0.559262704044673,
                "lower": -0.041568562057794946,
                "upper": 0.022755935073083135
              },
              {
                "event_time": -3,
                "estimate": -0.002515972150673035,
                "se": 0.014653309847402209,
                "pvalue": 0.8643952868622815,
                "lower": -0.031978426244097344,
                "upper": 0.026946481942751274
              },
              {
                "event_time": -2,
                "estimate": -0.012654222287187659,
                "se": 0.01891088231974836,
                "pvalue": 0.5066054970858225,
                "lower": -0.05067709957661527,
                "upper": 0.02536865500223996
              },
              {
                "event_time": 0,
                "estimate": -0.024481874714813008,
                "se": 0.014664509452121454,
                "pvalue": 0.10153556998305946,
                "lower": -0.05396684712275748,
                "upper": 0.005003097693131467
              },
              {
                "event_time": 1,
                "estimate": -0.043791730843974155,
                "se": 0.016244177620109025,
                "pvalue": 0.009652148746039178,
                "lower": -0.07645283897598704,
                "upper": -0.011130622711961274
              },
              {
                "event_time": 2,
                "estimate": -0.04623150177274421,
                "se": 0.016623632573122972,
                "pvalue": 0.007718636228116288,
                "lower": -0.0796555552222396,
                "upper": -0.012807448323248816
              },
              {
                "event_time": 3,
                "estimate": -0.11006559293440157,
                "se": 0.022007788723100358,
                "pvalue": 8.028482917438582e-06,
                "lower": -0.15431521787951777,
                "upper": -0.06581596798928538
              },
              {
                "event_time": 4,
                "estimate": -0.017100396936299174,
                "se": 0.01611730220293951,
                "pvalue": 0.2940011278264877,
                "lower": -0.04950640494466295,
                "upper": 0.015305611072064601
              },
              {
                "event_time": 5,
                "estimate": 0.052011550553819466,
                "se": 0.01766457653126599,
                "pvalue": 0.004975730182630882,
                "lower": 0.016494539001342776,
                "upper": 0.08752856210629616
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0
            ],
            "weights": [
              0.2022998296422487,
              0.18356047700170358,
              0.1737649063032368,
              0.16013628620102216,
              0.14735945485519591,
              0.13287904599659284
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 1.3877787807814457e-17,
            "package_aggregate_vs_estimable_cell_weights": 2.7755575615628914e-17,
            "saturated_vs_deviations_relative_rss_difference": 7.748927858314473e-12
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "F": 0.8134632848685428,
            "df_num": 15,
            "df_den": 135024,
            "pvalue": 0.6636804273830385,
            "log10_pvalue": -0.17804098995910614,
            "inference": "Homoskedastic nested-model F",
            "observations": 148721,
            "design_columns": 106,
            "restricted_design_columns": 91,
            "fixed_effect_rank": 13591,
            "covariance_rank": 15,
            "rss_unrestricted": 77430.65617104404,
            "rss_restricted": 77437.65348217967,
            "test_horizon": null,
            "reference_cohort": 4,
            "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.-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]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-23.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-22.0]"
              ],
              "data": [
                [
                  -9.968918231559188e-06,
                  -1.3796229206065406e-05,
                  -1.168800172873784e-05,
                  -3.46590139815007e-05,
                  -3.805041033880557e-05,
                  -5.944807364594503e-05
                ],
                [
                  -6.916943839312091e-06,
                  -9.254728976304213e-06,
                  5.596672802091837e-06,
                  7.727615668011271e-05,
                  8.735134460312925e-05,
                  7.741401253032692e-05
                ],
                [
                  -3.974093865924327e-06,
                  -4.8912423414620734e-06,
                  2.2090713517531284e-05,
                  0.0001860423673399979,
                  0.0002088861045859706,
                  0.00021868996070964144
                ],
                [
                  -1.7508579338714265e-06,
                  -1.538045254282481e-06,
                  3.378197789350435e-05,
                  0.0002633704850700866,
                  0.00028907621682492036,
                  0.0003075474238072886
                ],
                [
                  -3.698414144012532e-07,
                  4.763804492375819e-07,
                  4.050776517665069e-05,
                  0.00030686529816427313,
                  0.00034620166443632077,
                  0.00036714046187140393
                ]
              ]
            },
            "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_18,ref=-1.0)+i(rel_time,cohort_dummy_26,ref=-1.0)+i(rel_time,cohort_dummy_29,ref=-1.0)+i(rel_time,cohort_dummy_34,ref=-1.0)|unit_fe+time_fe",
            "restriction_names": [
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_18",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_26",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_29",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_29",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_29",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_29",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_29"
            ],
            "deviations": [
              {
                "event_time": -17.0,
                "cohort": 18,
                "estimate": 0.48561987895653336
              },
              {
                "event_time": -16.0,
                "cohort": 18,
                "estimate": 1.0369640636661768
              },
              {
                "event_time": -15.0,
                "cohort": 18,
                "estimate": 1.5001994556758513
              },
              {
                "event_time": -14.0,
                "cohort": 18,
                "estimate": 1.5863579633804978
              },
              {
                "event_time": -13.0,
                "cohort": 18,
                "estimate": 1.7242883554011175
              },
              {
                "event_time": -12.0,
                "cohort": 18,
                "estimate": 1.19424770458597
              },
              {
                "event_time": -11.0,
                "cohort": 18,
                "estimate": 0.8956233469985369
              },
              {
                "event_time": -10.0,
                "cohort": 18,
                "estimate": 0.8569674608350215
              },
              {
                "event_time": -9.0,
                "cohort": 18,
                "estimate": 0.2243130688428637
              },
              {
                "event_time": -8.0,
                "cohort": 18,
                "estimate": 0.7238640795527809
              },
              {
                "event_time": -7.0,
                "cohort": 18,
                "estimate": 0.19962496103662958
              },
              {
                "event_time": -6.0,
                "cohort": 18,
                "estimate": 0.07835593882428174
              },
              {
                "event_time": -5.0,
                "cohort": 18,
                "estimate": 0.09260994267715211
              },
              {
                "event_time": -4.0,
                "cohort": 18,
                "estimate": 1.325309579635983
              },
              {
                "event_time": -3.0,
                "cohort": 18,
                "estimate": 0.5471061167093132
              },
              {
                "event_time": -2.0,
                "cohort": 18,
                "estimate": -0.13956181989201738
              },
              {
                "event_time": 0.0,
                "cohort": 18,
                "estimate": 0.5703213313810573
              },
              {
                "event_time": 1.0,
                "cohort": 18,
                "estimate": 0.985917188684344
              },
              {
                "event_time": 2.0,
                "cohort": 18,
                "estimate": 1.1146186143256442
              },
              {
                "event_time": 3.0,
                "cohort": 18,
                "estimate": 1.0075191104341017
              },
              {
                "event_time": 4.0,
                "cohort": 18,
                "estimate": 1.1466366669904227
              },
              {
                "event_time": 5.0,
                "cohort": 18,
                "estimate": 1.0163322602126152
              },
              {
                "event_time": -25.0,
                "cohort": 26,
                "estimate": 0.3786311770607285
              },
              {
                "event_time": -24.0,
                "cohort": 26,
                "estimate": 0.43550364810265435
              },
              {
                "event_time": -23.0,
                "cohort": 26,
                "estimate": -0.14126000218353502
              },
              {
                "event_time": -22.0,
                "cohort": 26,
                "estimate": -0.0062017699320504605
              },
              {
                "event_time": -21.0,
                "cohort": 26,
                "estimate": 0.38994182343309775
              },
              {
                "event_time": -20.0,
                "cohort": 26,
                "estimate": 0.3238387601561919
              },
              {
                "event_time": -19.0,
                "cohort": 26,
                "estimate": 0.1322393253430475
              },
              {
                "event_time": -18.0,
                "cohort": 26,
                "estimate": 0.2531066881412777
              },
              {
                "event_time": -17.0,
                "cohort": 26,
                "estimate": 0.28965223902757314
              },
              {
                "event_time": -16.0,
                "cohort": 26,
                "estimate": 0.6023877396342554
              },
              {
                "event_time": -15.0,
                "cohort": 26,
                "estimate": 1.0238743174967186
              },
              {
                "event_time": -14.0,
                "cohort": 26,
                "estimate": 1.121251783008013
              },
              {
                "event_time": -13.0,
                "cohort": 26,
                "estimate": 0.8409178561023234
              },
              {
                "event_time": -12.0,
                "cohort": 26,
                "estimate": 0.595318353450218
              },
              {
                "event_time": -11.0,
                "cohort": 26,
                "estimate": 0.6031786803890626
              },
              {
                "event_time": -10.0,
                "cohort": 26,
                "estimate": 0.6162833897507005
              },
              {
                "event_time": -9.0,
                "cohort": 26,
                "estimate": 0.11356140410543003
              },
              {
                "event_time": -8.0,
                "cohort": 26,
                "estimate": 0.3262726929544616
              },
              {
                "event_time": -7.0,
                "cohort": 26,
                "estimate": -0.33631041143346196
              },
              {
                "event_time": -6.0,
                "cohort": 26,
                "estimate": -0.08923723741650513
              },
              {
                "event_time": -5.0,
                "cohort": 26,
                "estimate": -0.0826656510013789
              },
              {
                "event_time": -4.0,
                "cohort": 26,
                "estimate": 1.2070514444208222
              },
              {
                "event_time": -3.0,
                "cohort": 26,
                "estimate": 0.05965545615049889
              },
              {
                "event_time": -2.0,
                "cohort": 26,
                "estimate": -0.028841187311742178
              },
              {
                "event_time": 0.0,
                "cohort": 26,
                "estimate": 0.5595912756643685
              },
              {
                "event_time": 1.0,
                "cohort": 26,
                "estimate": 0.8676635057950394
              },
              {
                "event_time": 2.0,
                "cohort": 26,
                "estimate": 1.1099034282072326
              },
              {
                "event_time": 3.0,
                "cohort": 26,
                "estimate": 0.6791023385347666
              },
              {
                "event_time": 4.0,
                "cohort": 26,
                "estimate": 0.8528614542540838
              },
              {
                "event_time": 5.0,
                "cohort": 26,
                "estimate": 0.7504659875652036
              },
              {
                "event_time": -15.0,
                "cohort": 29,
                "estimate": 0.7053788331664249
              },
              {
                "event_time": -14.0,
                "cohort": 29,
                "estimate": 1.6954243347339026
              },
              {
                "event_time": -13.0,
                "cohort": 29,
                "estimate": 1.1857419996299454
              },
              {
                "event_time": -12.0,
                "cohort": 29,
                "estimate": 1.119223745366008
              },
              {
                "event_time": -11.0,
                "cohort": 29,
                "estimate": 0.399376192241433
              },
              {
                "event_time": -10.0,
                "cohort": 29,
                "estimate": 0.0987201852826786
              },
              {
                "event_time": -9.0,
                "cohort": 29,
                "estimate": -0.4939580644315879
              },
              {
                "event_time": -8.0,
                "cohort": 29,
                "estimate": 0.25878796767010925
              },
              {
                "event_time": -7.0,
                "cohort": 29,
                "estimate": -0.5638002423992021
              },
              {
                "event_time": -6.0,
                "cohort": 29,
                "estimate": -0.38826598341860563
              },
              {
                "event_time": -5.0,
                "cohort": 29,
                "estimate": -0.439468838758105
              },
              {
                "event_time": -4.0,
                "cohort": 29,
                "estimate": 0.9246777030018122
              },
              {
                "event_time": -3.0,
                "cohort": 29,
                "estimate": -0.18351831148329953
              },
              {
                "event_time": -2.0,
                "cohort": 29,
                "estimate": -0.2573621650545153
              },
              {
                "event_time": 0.0,
                "cohort": 29,
                "estimate": 0.24133305566419583
              },
              {
                "event_time": 1.0,
                "cohort": 29,
                "estimate": 0.8176628374082027
              },
              {
                "event_time": 2.0,
                "cohort": 29,
                "estimate": 0.7723477911848006
              },
              {
                "event_time": 3.0,
                "cohort": 29,
                "estimate": 0.28610110705587993
              },
              {
                "event_time": 4.0,
                "cohort": 29,
                "estimate": 0.673588174810335
              },
              {
                "event_time": 5.0,
                "cohort": 29,
                "estimate": 0.22172053839507241
              },
              {
                "event_time": -2.0,
                "cohort": 34,
                "estimate": 0.41426459435901897
              },
              {
                "event_time": 0.0,
                "cohort": 34,
                "estimate": 0.38126766449321153
              }
            ]
          }
        }
      },
      "alternative_models": {
        "y__d": [
          {
            "method": "CS-DID",
            "estimate": -0.06493027455240467,
            "se": 0.013810720053760349,
            "lower": -0.09199878845834003,
            "upper": -0.03786176064646931,
            "event_study": [
              {
                "event_time": -27,
                "estimate": -0.38085268959371477,
                "se": 0.04446018129337516,
                "lower": -0.4679930436748515,
                "upper": -0.293712335512578,
                "n": 0.0,
                "relative_to_minus_one": -0.38085268959371477
              },
              {
                "event_time": -26,
                "estimate": 1.2784315436594,
                "se": 0.034231307158779874,
                "lower": 1.2113394144844634,
                "upper": 1.3455236728343367,
                "n": 0.0,
                "relative_to_minus_one": 1.2784315436594
              },
              {
                "event_time": -25,
                "estimate": -0.20209939349867434,
                "se": 0.11599457483059952,
                "lower": -0.4294445825686857,
                "upper": 0.025245795571336965,
                "n": 0.0,
                "relative_to_minus_one": -0.20209939349867434
              },
              {
                "event_time": -24,
                "estimate": -0.02415276428833821,
                "se": 0.04831450484332221,
                "lower": -0.11884745371213574,
                "upper": 0.07054192513545933,
                "n": 0.0,
                "relative_to_minus_one": -0.02415276428833821
              },
              {
                "event_time": -23,
                "estimate": -0.03504552804848659,
                "se": 0.04080591704823328,
                "lower": -0.1150236558191528,
                "upper": 0.04493259972217963,
                "n": 0.0,
                "relative_to_minus_one": -0.03504552804848659
              },
              {
                "event_time": -22,
                "estimate": 0.08521854774584099,
                "se": 0.03226326676890491,
                "lower": 0.021983706855179405,
                "upper": 0.1484533886365026,
                "n": 0.0,
                "relative_to_minus_one": 0.08521854774584099
              },
              {
                "event_time": -21,
                "estimate": -0.02302959281379553,
                "se": 0.035365642965470755,
                "lower": -0.09234497931622053,
                "upper": 0.046285793688629465,
                "n": 0.0,
                "relative_to_minus_one": -0.02302959281379553
              },
              {
                "event_time": -20,
                "estimate": -0.10394054843798468,
                "se": 0.033767612625447536,
                "lower": -0.17012385302776187,
                "upper": -0.0377572438482075,
                "n": 0.0,
                "relative_to_minus_one": -0.10394054843798468
              },
              {
                "event_time": -19,
                "estimate": -0.03801102931762496,
                "se": 0.02674625618366669,
                "lower": -0.09043272815889339,
                "upper": 0.014410669523643463,
                "n": 0.0,
                "relative_to_minus_one": -0.03801102931762496
              },
              {
                "event_time": -18,
                "estimate": 0.035477139333157534,
                "se": 0.024567147767355205,
                "lower": -0.012673585493732265,
                "upper": 0.08362786416004733,
                "n": 0.0,
                "relative_to_minus_one": 0.035477139333157534
              },
              {
                "event_time": -17,
                "estimate": -0.0212374753356511,
                "se": 0.032169069336741754,
                "lower": -0.08428769265183673,
                "upper": 0.04181274198053454,
                "n": 0.0,
                "relative_to_minus_one": -0.0212374753356511
              },
              {
                "event_time": -16,
                "estimate": 0.02367124905377533,
                "se": 0.043019252838014006,
                "lower": -0.06064493715055463,
                "upper": 0.10798743525810528,
                "n": 0.0,
                "relative_to_minus_one": 0.02367124905377533
              },
              {
                "event_time": -15,
                "estimate": -0.020635000632903192,
                "se": 0.043838165597923126,
                "lower": -0.10655622635313532,
                "upper": 0.06528622508732894,
                "n": 0.0,
                "relative_to_minus_one": -0.020635000632903192
              },
              {
                "event_time": -14,
                "estimate": -0.09221529809483722,
                "se": 0.05705777466613222,
                "lower": -0.20404648147845827,
                "upper": 0.01961588528878383,
                "n": 0.0,
                "relative_to_minus_one": -0.09221529809483722
              },
              {
                "event_time": -13,
                "estimate": -0.09875121443216715,
                "se": 0.08425360270132294,
                "lower": -0.26388524129450674,
                "upper": 0.06638281243017242,
                "n": 0.0,
                "relative_to_minus_one": -0.09875121443216715
              },
              {
                "event_time": -12,
                "estimate": -0.11276145514983872,
                "se": 0.08780659585328406,
                "lower": -0.28485922062733954,
                "upper": 0.05933631032766208,
                "n": 0.0,
                "relative_to_minus_one": -0.11276145514983872
              },
              {
                "event_time": -11,
                "estimate": -0.08840565360736946,
                "se": 0.056568042601154535,
                "lower": -0.19927697978155984,
                "upper": 0.022465672566820902,
                "n": 0.0,
                "relative_to_minus_one": -0.08840565360736946
              },
              {
                "event_time": -10,
                "estimate": -0.03769556985898431,
                "se": 0.053715157573260515,
                "lower": -0.14297534412646884,
                "upper": 0.06758420440850023,
                "n": 0.0,
                "relative_to_minus_one": -0.03769556985898431
              },
              {
                "event_time": -9,
                "estimate": -0.07762870174825112,
                "se": 0.051667857970570476,
                "lower": -0.1788958425289,
                "upper": 0.023638439032397776,
                "n": 0.0,
                "relative_to_minus_one": -0.07762870174825112
              },
              {
                "event_time": -8,
                "estimate": -0.05093677982463929,
                "se": 0.051329542599848614,
                "lower": -0.15154083466325702,
                "upper": 0.04966727501397844,
                "n": 0.0,
                "relative_to_minus_one": -0.05093677982463929
              },
              {
                "event_time": -7,
                "estimate": 0.026915335895004878,
                "se": 0.05590129057819156,
                "lower": -0.08264918032755884,
                "upper": 0.1364798521175686,
                "n": 0.0,
                "relative_to_minus_one": 0.026915335895004878
              },
              {
                "event_time": -6,
                "estimate": 0.02097923717726917,
                "se": 0.030342256397230746,
                "lower": -0.03849049257098315,
                "upper": 0.08044896692552149,
                "n": 0.0,
                "relative_to_minus_one": 0.02097923717726917
              },
              {
                "event_time": -5,
                "estimate": -0.009935114008261546,
                "se": 0.027398657791195127,
                "lower": -0.06363549650374174,
                "upper": 0.04376526848721865,
                "n": 0.0,
                "relative_to_minus_one": -0.009935114008261546
              },
              {
                "event_time": -4,
                "estimate": -0.011282993534316435,
                "se": 0.025315871995504623,
                "lower": -0.060901190882731646,
                "upper": 0.03833520381409877,
                "n": 0.0,
                "relative_to_minus_one": -0.011282993534316435
              },
              {
                "event_time": -3,
                "estimate": -0.006056662194073053,
                "se": 0.03430225679960505,
                "lower": -0.07328785010974313,
                "upper": 0.061174525721597026,
                "n": 0.0,
                "relative_to_minus_one": -0.006056662194073053
              },
              {
                "event_time": -2,
                "estimate": -0.021454592932030565,
                "se": 0.019713054329898193,
                "lower": -0.060091469443912394,
                "upper": 0.017182283579851264,
                "n": 0.0,
                "relative_to_minus_one": -0.021454592932030565
              },
              {
                "event_time": -1,
                "estimate": 0.0,
                "se": 2.998778382427266e-20,
                "lower": -5.877497627174722e-20,
                "upper": 5.877497627174722e-20,
                "n": 0.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.0319632984274979,
                "se": 0.0194778382359084,
                "lower": -0.07013915986657554,
                "upper": 0.006212563011579748,
                "n": 475.0,
                "relative_to_minus_one": -0.0319632984274979
              },
              {
                "event_time": 1,
                "estimate": -0.07811623352793187,
                "se": 0.018657836705272227,
                "lower": -0.11468492149969489,
                "upper": -0.041547545556168845,
                "n": 431.0,
                "relative_to_minus_one": -0.07811623352793187
              },
              {
                "event_time": 2,
                "estimate": -0.07828563560521809,
                "se": 0.019600743254962347,
                "lower": -0.11670238645516068,
                "upper": -0.0398688847552755,
                "n": 408.0,
                "relative_to_minus_one": -0.07828563560521809
              },
              {
                "event_time": 3,
                "estimate": -0.15332430581264087,
                "se": 0.022263483136767216,
                "lower": -0.19695993093111944,
                "upper": -0.1096886806941623,
                "n": 376.0,
                "relative_to_minus_one": -0.15332430581264087
              },
              {
                "event_time": 4,
                "estimate": -0.04815779279672703,
                "se": 0.01848166846864212,
                "lower": -0.08438119736947512,
                "upper": -0.011934388223978937,
                "n": 346.0,
                "relative_to_minus_one": -0.04815779279672703
              },
              {
                "event_time": 5,
                "estimate": 0.000265618855587657,
                "se": 0.023057007271591875,
                "lower": -0.04492528498801055,
                "upper": 0.04545652269918587,
                "n": 312.0,
                "relative_to_minus_one": 0.000265618855587657
              }
            ],
            "group_time_estimates": [
              {
                "group": 4,
                "year": 2,
                "event_time": -2,
                "att": 0.10295287124302555,
                "mass": 0.0,
                "base": 3
              },
              {
                "group": 4,
                "year": 3,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 3
              },
              {
                "group": 4,
                "year": 4,
                "event_time": 0,
                "att": -0.5606922428652901,
                "mass": 8.0,
                "base": 3
              },
              {
                "group": 18,
                "year": 1,
                "event_time": -17,
                "att": 0.012960434374364782,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 2,
                "event_time": -16,
                "att": 0.6423869066209866,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 3,
                "event_time": -15,
                "att": 0.6422787992160551,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 4,
                "event_time": -14,
                "att": 0.5466933951749486,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 5,
                "event_time": -13,
                "att": 0.9686555238583862,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 6,
                "event_time": -12,
                "att": 0.5986867420328491,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 7,
                "event_time": -11,
                "att": 0.44998673381390797,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 8,
                "event_time": -10,
                "att": 0.5563145248282871,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 9,
                "event_time": -9,
                "att": 0.37455544046197076,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 10,
                "event_time": -8,
                "att": 0.644854479739795,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 11,
                "event_time": -7,
                "att": 0.835494057058846,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 12,
                "event_time": -6,
                "att": 0.41423250283440627,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 13,
                "event_time": -5,
                "att": 0.3795805090079032,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 14,
                "event_time": -4,
                "att": 0.2836045630338988,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 15,
                "event_time": -3,
                "att": 0.5752634586377557,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 16,
                "event_time": -2,
                "att": -0.02391324104968362,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 17,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 18,
                "event_time": 0,
                "att": 0.0050683927225629866,
                "mass": 25.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 19,
                "event_time": 1,
                "att": 0.09383209815701055,
                "mass": 23.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 20,
                "event_time": 2,
                "att": -0.0929234909388511,
                "mass": 22.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 21,
                "event_time": 3,
                "att": 0.09098491297786349,
                "mass": 21.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 22,
                "event_time": 4,
                "att": 0.11980834681655206,
                "mass": 20.0,
                "base": 17
              },
              {
                "group": 18,
                "year": 23,
                "event_time": 5,
                "att": 0.20765587410170494,
                "mass": 18.0,
                "base": 17
              },
              {
                "group": 26,
                "year": 1,
                "event_time": -25,
                "att": -0.21590261025412888,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 2,
                "event_time": -24,
                "att": -0.03505512243751113,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 3,
                "event_time": -23,
                "att": -0.060222241390242626,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 4,
                "event_time": -22,
                "att": 0.07728322858050934,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 5,
                "event_time": -21,
                "att": -0.028072292835808643,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 6,
                "event_time": -20,
                "att": -0.11186239635608258,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 7,
                "event_time": -19,
                "att": -0.052372678789881444,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 8,
                "event_time": -18,
                "att": 0.027385412900221284,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 9,
                "event_time": -17,
                "att": -0.02924445082799071,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 10,
                "event_time": -16,
                "att": 0.008588065298148206,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 11,
                "event_time": -15,
                "att": -0.03855012759697879,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 12,
                "event_time": -14,
                "att": -0.14458925732966937,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 13,
                "event_time": -13,
                "att": -0.16064664539550727,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 14,
                "event_time": -12,
                "att": -0.16671917469775827,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 15,
                "event_time": -11,
                "att": -0.10759129829117414,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 16,
                "event_time": -10,
                "att": -0.04893751854734679,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 17,
                "event_time": -9,
                "att": -0.08077501044406027,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 18,
                "event_time": -8,
                "att": -0.08462378608554827,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 19,
                "event_time": -7,
                "att": -0.008681454152662138,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 20,
                "event_time": -6,
                "att": 0.006160363184694206,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 21,
                "event_time": -5,
                "att": -0.01751529266333457,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 22,
                "event_time": -4,
                "att": -0.010807272593347184,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 23,
                "event_time": -3,
                "att": -0.02793162212476563,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 24,
                "event_time": -2,
                "att": -0.019525787836715935,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 25,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 26,
                "event_time": 0,
                "att": -0.01985423859169927,
                "mass": 420.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 27,
                "event_time": 1,
                "att": -0.07893843713513465,
                "mass": 387.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 28,
                "event_time": 2,
                "att": -0.0635990831853534,
                "mass": 368.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 29,
                "event_time": 3,
                "att": -0.1586449699020412,
                "mass": 340.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 30,
                "event_time": 4,
                "att": -0.05720284915842272,
                "mass": 313.0,
                "base": 25
              },
              {
                "group": 26,
                "year": 31,
                "event_time": 5,
                "att": 0.006511904959498327,
                "mass": 282.0,
                "base": 25
              },
              {
                "group": 29,
                "year": 2,
                "event_time": -27,
                "att": -0.38085268959371477,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 3,
                "event_time": -26,
                "att": 1.2784315436594,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 4,
                "event_time": -25,
                "att": 0.15141903421699487,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 5,
                "event_time": -24,
                "att": 0.25507088187846505,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 6,
                "event_time": -23,
                "att": 0.6097630171848976,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 7,
                "event_time": -22,
                "att": 0.28845244636889356,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 8,
                "event_time": -21,
                "att": 0.10612054767931778,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 9,
                "event_time": -20,
                "att": 0.09894833393082625,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 10,
                "event_time": -19,
                "att": 0.3298095903817214,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 11,
                "event_time": -18,
                "att": 0.24271683256963072,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 12,
                "event_time": -17,
                "att": 0.1397247908280297,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 13,
                "event_time": -16,
                "att": -0.3880188539541636,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 14,
                "event_time": -15,
                "att": -0.17753527637267497,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 15,
                "event_time": -14,
                "att": 0.6815873290654757,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 16,
                "event_time": -13,
                "att": 0.31999214917972085,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 17,
                "event_time": -12,
                "att": 0.5183803246136764,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 18,
                "event_time": -11,
                "att": -0.1329804176593734,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 19,
                "event_time": -10,
                "att": -0.35866648128193357,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 20,
                "event_time": -9,
                "att": -0.498899510863844,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 21,
                "event_time": -8,
                "att": 0.036945510663373926,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 22,
                "event_time": -7,
                "att": -0.07955436862265097,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 23,
                "event_time": -6,
                "att": -0.17292559536629692,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 24,
                "event_time": -5,
                "att": -0.33234632137590736,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 25,
                "event_time": -4,
                "att": -0.21778975308903503,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 26,
                "event_time": -3,
                "att": -0.18344933674792396,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 27,
                "event_time": -2,
                "att": -0.14996445707195083,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 28,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 29,
                "event_time": 0,
                "att": -0.32613726002852605,
                "mass": 19.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 30,
                "event_time": 1,
                "att": -0.15180279839394928,
                "mass": 18.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 31,
                "event_time": 2,
                "att": -0.2719821704090546,
                "mass": 15.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 32,
                "event_time": 3,
                "att": -0.24321319657385687,
                "mass": 12.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 33,
                "event_time": 4,
                "att": 0.0853089027271361,
                "mass": 10.0,
                "base": 28
              },
              {
                "group": 29,
                "year": 34,
                "event_time": 5,
                "att": -0.3280204293455824,
                "mass": 9.0,
                "base": 28
              },
              {
                "group": 34,
                "year": 19,
                "event_time": -15,
                "att": -1.5595422432441408,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 20,
                "event_time": -14,
                "att": -1.7417916616352223,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 21,
                "event_time": -13,
                "att": -1.45079093615778,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 22,
                "event_time": -12,
                "att": -1.1856288270006332,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 23,
                "event_time": -11,
                "att": -1.1075195289217525,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 24,
                "event_time": -10,
                "att": -1.0489972183796246,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 25,
                "event_time": -9,
                "att": -0.6008815994708284,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 26,
                "event_time": -8,
                "att": -0.8389157927805011,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 27,
                "event_time": -7,
                "att": -0.1320567682144247,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 28,
                "event_time": -6,
                "att": 0.44699797224903026,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 29,
                "event_time": -5,
                "att": 0.08120816272157727,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 30,
                "event_time": -4,
                "att": -1.2076595974788238,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 31,
                "event_time": -3,
                "att": -0.08401138099447969,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 32,
                "event_time": -2,
                "att": 0.4427351140605613,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 33,
                "event_time": -1,
                "att": 0.0,
                "mass": 0.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 34,
                "event_time": 0,
                "att": -0.16539593716569034,
                "mass": 3.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 35,
                "event_time": 1,
                "att": -0.8951278576850981,
                "mass": 3.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 36,
                "event_time": 2,
                "att": -1.1303128036260683,
                "mass": 3.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 37,
                "event_time": 3,
                "att": -0.7253728388384737,
                "mass": 3.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 38,
                "event_time": 4,
                "att": -0.8099793219451303,
                "mass": 3.0,
                "base": 33
              },
              {
                "group": 34,
                "year": 39,
                "event_time": 5,
                "att": -0.6375883176227355,
                "mass": 3.0,
                "base": 33
              }
            ],
            "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": -0.06493027455240467,
                  "se": 0.013810720053760349,
                  "lower": -0.09199878845834003,
                  "upper": -0.03786176064646931
                },
                {
                  "typec": "simple",
                  "aggregation": "Native-equivalent CS-DID simple",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.06491436618635821,
                  "se": 0.013805435682501874,
                  "lower": -0.09197252291494602,
                  "upper": -0.03785620945777039
                },
                {
                  "typec": "group",
                  "aggregation": "Native-equivalent CS-DID group",
                  "matches_treated_unit_year_target": false,
                  "estimate": -0.0661076864554795,
                  "se": 0.014217566224793624,
                  "lower": -0.0939736042038881,
                  "upper": -0.0382417687070709
                },
                {
                  "typec": "treated_cells",
                  "aggregation": "Observed treated observations, configured weights",
                  "matches_treated_unit_year_target": true,
                  "estimate": -0.06798039542848004,
                  "se": 0.01512817762940011,
                  "lower": -0.09763107873382879,
                  "upper": -0.0383297121231313
                }
              ],
              "same_group_time_effects": true,
              "additional_covariates": []
            },
            "treated_cell_att": -0.06798039542848004,
            "treated_cell_se": 0.01512817762940011,
            "checks": {
              "input_rows": 148721,
              "retained_rows": 148721,
              "all_observed_post_cells_estimated": true,
              "post_weight_sum": 2348.0,
              "avoided_dense_if_bytes": 243902440
            },
            "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": 0.22276829089969397,
            "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": -0.01589577230558475,
            "event_study": [
              {
                "event_time": -27,
                "estimate": -0.27701641874946975,
                "raw_gap": -0.27701641874946975,
                "n": 2,
                "n_cells": 2,
                "weight_sum": 2.0,
                "relative_to_minus_one": -0.2882004644868503
              },
              {
                "event_time": -26,
                "estimate": 0.6132648312980972,
                "raw_gap": 0.6132648312980972,
                "n": 3,
                "n_cells": 3,
                "weight_sum": 3.0,
                "relative_to_minus_one": 0.6020807855607165
              },
              {
                "event_time": -25,
                "estimate": -0.2213128309053647,
                "raw_gap": -0.2213128309053647,
                "n": 14,
                "n_cells": 14,
                "weight_sum": 14.0,
                "relative_to_minus_one": -0.23249687664274526
              },
              {
                "event_time": -24,
                "estimate": -0.023119633801975605,
                "raw_gap": -0.023119633801975605,
                "n": 84,
                "n_cells": 84,
                "weight_sum": 84.0,
                "relative_to_minus_one": -0.03430367953935619
              },
              {
                "event_time": -23,
                "estimate": -0.03658193317009907,
                "raw_gap": -0.03658193317009907,
                "n": 95,
                "n_cells": 95,
                "weight_sum": 95.0,
                "relative_to_minus_one": -0.04776597890747966
              },
              {
                "event_time": -22,
                "estimate": 0.04902895705539084,
                "raw_gap": 0.04902895705539084,
                "n": 99,
                "n_cells": 99,
                "weight_sum": 99.0,
                "relative_to_minus_one": 0.03784491131801025
              },
              {
                "event_time": -21,
                "estimate": -0.01560429272974573,
                "raw_gap": -0.01560429272974573,
                "n": 103,
                "n_cells": 103,
                "weight_sum": 103.0,
                "relative_to_minus_one": -0.02678833846712632
              },
              {
                "event_time": -20,
                "estimate": -0.04044516319433748,
                "raw_gap": -0.04044516319433748,
                "n": 130,
                "n_cells": 130,
                "weight_sum": 130.0,
                "relative_to_minus_one": -0.051629208931718074
              },
              {
                "event_time": -19,
                "estimate": -0.02271045398806958,
                "raw_gap": -0.02271045398806958,
                "n": 148,
                "n_cells": 148,
                "weight_sum": 148.0,
                "relative_to_minus_one": -0.03389449972545017
              },
              {
                "event_time": -18,
                "estimate": 0.01697403992202837,
                "raw_gap": 0.01697403992202837,
                "n": 159,
                "n_cells": 159,
                "weight_sum": 159.0,
                "relative_to_minus_one": 0.005789994184647783
              },
              {
                "event_time": -17,
                "estimate": -0.017370955588173878,
                "raw_gap": -0.017370955588173878,
                "n": 165,
                "n_cells": 165,
                "weight_sum": 165.0,
                "relative_to_minus_one": -0.028555001325554465
              },
              {
                "event_time": -16,
                "estimate": 0.010617443661499918,
                "raw_gap": 0.010617443661499918,
                "n": 175,
                "n_cells": 175,
                "weight_sum": 175.0,
                "relative_to_minus_one": -0.0005666020758806692
              },
              {
                "event_time": -15,
                "estimate": 0.00021053785869012251,
                "raw_gap": 0.00021053785869012251,
                "n": 179,
                "n_cells": 179,
                "weight_sum": 179.0,
                "relative_to_minus_one": -0.010973507878690465
              },
              {
                "event_time": -14,
                "estimate": -0.03087378847655396,
                "raw_gap": -0.03087378847655396,
                "n": 192,
                "n_cells": 192,
                "weight_sum": 192.0,
                "relative_to_minus_one": -0.042057834213934546
              },
              {
                "event_time": -13,
                "estimate": -0.010494652515674463,
                "raw_gap": -0.010494652515674463,
                "n": 198,
                "n_cells": 198,
                "weight_sum": 198.0,
                "relative_to_minus_one": -0.021678698253055052
              },
              {
                "event_time": -12,
                "estimate": 0.0032136786651311396,
                "raw_gap": 0.0032136786651311396,
                "n": 207,
                "n_cells": 207,
                "weight_sum": 207.0,
                "relative_to_minus_one": -0.007970367072249449
              },
              {
                "event_time": -11,
                "estimate": -0.0070844625096500085,
                "raw_gap": -0.0070844625096500085,
                "n": 226,
                "n_cells": 225,
                "weight_sum": 226.0,
                "relative_to_minus_one": -0.018268508247030597
              },
              {
                "event_time": -10,
                "estimate": 0.018983518028750347,
                "raw_gap": 0.018983518028750347,
                "n": 236,
                "n_cells": 236,
                "weight_sum": 236.0,
                "relative_to_minus_one": 0.00779947229136976
              },
              {
                "event_time": -9,
                "estimate": -0.012435000126686278,
                "raw_gap": -0.012435000126686278,
                "n": 256,
                "n_cells": 256,
                "weight_sum": 256.0,
                "relative_to_minus_one": -0.023619045864066865
              },
              {
                "event_time": -8,
                "estimate": 0.001353760826987545,
                "raw_gap": 0.001353760826987545,
                "n": 270,
                "n_cells": 270,
                "weight_sum": 270.0,
                "relative_to_minus_one": -0.009830284910393042
              },
              {
                "event_time": -7,
                "estimate": 0.019530747137284164,
                "raw_gap": 0.019530747137284164,
                "n": 286,
                "n_cells": 286,
                "weight_sum": 286.0,
                "relative_to_minus_one": 0.008346701399903577
              },
              {
                "event_time": -6,
                "estimate": 0.010544468427309548,
                "raw_gap": 0.010544468427309548,
                "n": 335,
                "n_cells": 335,
                "weight_sum": 335.0,
                "relative_to_minus_one": -0.0006395773100710388
              },
              {
                "event_time": -5,
                "estimate": 0.0010974131850702731,
                "raw_gap": 0.0010974131850702731,
                "n": 365,
                "n_cells": 365,
                "weight_sum": 365.0,
                "relative_to_minus_one": -0.010086632552310314
              },
              {
                "event_time": -4,
                "estimate": 0.003871957679486241,
                "raw_gap": 0.003871957679486241,
                "n": 379,
                "n_cells": 379,
                "weight_sum": 379.0,
                "relative_to_minus_one": -0.007312088057894347
              },
              {
                "event_time": -3,
                "estimate": 0.002621456700444529,
                "raw_gap": 0.002621456700444529,
                "n": 402,
                "n_cells": 402,
                "weight_sum": 402.0,
                "relative_to_minus_one": -0.008562589036936057
              },
              {
                "event_time": -2,
                "estimate": 0.0006063451239477109,
                "raw_gap": 0.0006063451239477109,
                "n": 431,
                "n_cells": 431,
                "weight_sum": 431.0,
                "relative_to_minus_one": -0.010577700613432876
              },
              {
                "event_time": -1,
                "estimate": 0.011184045737380587,
                "raw_gap": 0.011184045737380587,
                "n": 476,
                "n_cells": 475,
                "weight_sum": 476.0,
                "relative_to_minus_one": 0.0
              },
              {
                "event_time": 0,
                "estimate": -0.006785027470051029,
                "raw_gap": -0.006785027470051029,
                "n": 475,
                "n_cells": 475,
                "weight_sum": 475.0,
                "relative_to_minus_one": -0.017969073207431616
              },
              {
                "event_time": 1,
                "estimate": -0.02190733185039159,
                "raw_gap": -0.02190733185039159,
                "n": 431,
                "n_cells": 431,
                "weight_sum": 431.0,
                "relative_to_minus_one": -0.033091377587772176
              },
              {
                "event_time": 2,
                "estimate": -0.029121235025627256,
                "raw_gap": -0.029121235025627256,
                "n": 408,
                "n_cells": 408,
                "weight_sum": 408.0,
                "relative_to_minus_one": -0.04030528076300784
              },
              {
                "event_time": 3,
                "estimate": -0.08998045253311543,
                "raw_gap": -0.08998045253311543,
                "n": 376,
                "n_cells": 376,
                "weight_sum": 376.0,
                "relative_to_minus_one": -0.10116449827049602
              },
              {
                "event_time": 4,
                "estimate": -0.0016745289375366035,
                "raw_gap": -0.0016745289375366035,
                "n": 346,
                "n_cells": 346,
                "weight_sum": 346.0,
                "relative_to_minus_one": -0.012858574674917191
              },
              {
                "event_time": 5,
                "estimate": 0.0693435120435096,
                "raw_gap": 0.0693435120435096,
                "n": 312,
                "n_cells": 312,
                "weight_sum": 312.0,
                "relative_to_minus_one": 0.058159466306129004
              }
            ],
            "package_event_study": {
              "event_time": [
                -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
              ],
              "estimate": [
                -0.27701641874946975,
                0.6132648312980972,
                -0.2213128309053647,
                -0.023119633801975598,
                -0.03658193317009906,
                0.049028957055390836,
                -0.015604292729745721,
                -0.04044516319433748,
                -0.022710453988069597,
                0.01697403992202838,
                -0.017370955588173864,
                0.010617443661499922,
                0.00021053785869011864,
                -0.030873788476553966,
                -0.01049465251567446,
                0.00321367866513114,
                -0.004489338234208065,
                0.01898351802875034,
                -0.012435000126686274,
                0.0013537608269875454,
                0.01953074713728416,
                0.010544468427309552,
                0.0010974131850702699,
                0.0038719576794862456,
                0.002621456700444529,
                0.0006063451239477105,
                0.011075528155272296,
                -0.0067850274700510475,
                -0.021907331850391554,
                -0.02912123502562726,
                -0.08998045253311554,
                -0.0016745289375365623,
                0.0693435120435096
              ],
              "n": [
                2.0,
                3.0,
                14.0,
                84.0,
                95.0,
                99.0,
                103.0,
                130.0,
                148.0,
                159.0,
                165.0,
                175.0,
                179.0,
                192.0,
                198.0,
                207.0,
                225.0,
                236.0,
                256.0,
                270.0,
                286.0,
                335.0,
                365.0,
                379.0,
                402.0,
                431.0,
                475.0,
                475.0,
                431.0,
                408.0,
                376.0,
                346.0,
                312.0
              ]
            },
            "sdid_pre_gap_correction": [],
            "diagnostics": {
              "converged": true,
              "iterations": 192,
              "termination_reason": "Relative objective tolerance reached",
              "objective": 0.32888188975430355,
              "lambda_l": 0.00026498590423584237,
              "singular_values": [
                67.79545266761711,
                54.21293443928664,
                51.16509881135002,
                47.317008467642296,
                43.2705577541786,
                42.46444693676298,
                39.36661388740677,
                37.878943092540396,
                37.60964190356104,
                33.86346919259029,
                32.375392690650884,
                28.76290244829565,
                28.4942692564281,
                27.248290151687446,
                25.43815710275526,
                23.389474722342346,
                22.778347328167396,
                20.392599447966976,
                20.069895819123165,
                18.69721410465854,
                18.162876546293244,
                17.307004597419596,
                15.649936547293539,
                14.04505754728331,
                13.031469948939677,
                11.510565455086013,
                10.680592280840774,
                10.280045151522156,
                9.767554691835986,
                9.310344896055778,
                7.789077335179801,
                6.906031244850286,
                3.858686398050825,
                2.4907810082011927,
                2.3210939696864976,
                1.084460302803194,
                0.43516558617816514,
                0.0,
                0.0,
                0.0,
                0.0
              ],
              "history_objective": [
                0.33308502879547913,
                0.3309341847385941,
                0.33007368423855155,
                0.3296067207979148,
                0.3293414086444825,
                0.3291858578365473,
                0.32909172208790893,
                0.32903273898268853,
                0.3289943888959098,
                0.328968498112279,
                0.32895036609451456,
                0.32893722363531963,
                0.3289273963590564,
                0.32891984401291474,
                0.3289139020778934,
                0.3289091339416916,
                0.32890524456224046,
                0.32890202898119464,
                0.32889934097223683,
                0.3288970735471134,
                0.32889514657781116,
                0.32889349876931623,
                0.3288920823417163,
                0.32889085943079405,
                0.32888979959905795,
                0.3288888780778704,
                0.3288880745001452,
                0.32888737196854,
                0.32888675635757514,
                0.32888621578192384,
                0.3288857401849688,
                0.32888532101596124,
                0.32888495097351855,
                0.3288846237995847,
                0.32888433411235696,
                0.3288840772696332,
                0.3288838492562391,
                0.3288836465906657,
                0.3288834662472276,
                0.32888330559079754,
                0.3288831623218747,
                0.32888303443013195,
                0.3288829201550083,
                0.3288828179521636,
                0.32888272646482936,
                0.3288826444992878,
                0.32888257100381274,
                0.3288825050505453,
                0.32888244581987935,
                0.3288823925869436,
                0.32888234470990435,
                0.32888230161982857,
                0.3288822628118568,
                0.328882227837525,
                0.3288821962980569,
                0.32888216783854246,
                0.3288821421427921,
                0.32888211892887503,
                0.32888209794518963,
                0.32888207896700883,
                0.32888206179343227,
                0.3288820462447418,
                0.3288820321600341,
                0.3288820193951283,
                0.328882007820769,
                0.32888199732096596,
                0.32888198779157807,
                0.3288819791390351,
                0.3288819712792167,
                0.3288819641364487,
                0.3288819576426008,
                0.32888195173631224,
                0.3288819463622889,
                0.32888194147065164,
                0.32888193701641555,
                0.3288819329589584,
                0.32888192926159326,
                0.3288819258911625,
                0.32888192281769246,
                0.32888192001406247,
                0.32888191745573486,
                0.3288819151204778,
                0.3288819129881713,
                0.3288819110405619,
                0.32888190926110833,
                0.3288819076348095,
                0.328881906148045,
                0.32888190478844986,
                0.32888190354479874,
                0.32888190240689186,
                0.3288819013654559,
                0.3288819004120563,
                0.32888189953902686,
                0.3288818987393872,
                0.3288818980067849,
                0.3288818973354355,
                0.328881896720072,
                0.328881896155887,
                0.3288818956385098,
                0.3288818951639469,
                0.32888189472855645,
                0.3288818943290235,
                0.3288818939623068,
                0.3288818936256484,
                0.32888189331651346,
                0.32888189303260223,
                0.3288818927717958,
                0.32888189253216993,
                0.32888189231196585,
                0.32888189210956587,
                0.3288818919235009,
                0.3288818917524174,
                0.3288818915950794,
                0.3288818914503617,
                0.3288818913172249,
                0.3288818911947226,
                0.3288818910819874,
                0.32888189097822207,
                0.3288818908827001,
                0.32888189079474656,
                0.3288818907137565,
                0.32888189063916196,
                0.3288818905704497,
                0.32888189050714306,
                0.3288818904488128,
                0.3288818903950568,
                0.3288818903455088,
                0.32888189029983866,
                0.32888189025772807,
                0.3288818902188996,
                0.3288818901830932,
                0.3288818901500701,
                0.3288818901196038,
                0.32888189009149804,
                0.3288818900655665,
                0.32888189004163737,
                0.32888189001955237,
                0.32888188999916723,
                0.32888188998034795,
                0.32888188996297485,
                0.32888188994693124,
                0.32888188993211687,
                0.32888188991843914,
                0.32888188990580025,
                0.3288818898941256,
                0.32888188988333855,
                0.32888188987337474,
                0.32888188986416694,
                0.3288818898556573,
                0.32888188984779143,
                0.3288818898405216,
                0.3288818898337983,
                0.32888188982758737,
                0.328881889821842,
                0.32888188981653005,
                0.32888188981161526,
                0.3288818898070717,
                0.32888188980286726,
                0.3288818897989799,
                0.32888188979538474,
                0.3288818897920551,
                0.32888188978897487,
                0.32888188978612604,
                0.328881889783489,
                0.32888188978104765,
                0.32888188977878985,
                0.3288818897766967,
                0.3288818897747616,
                0.32888188977296695,
                0.3288818897713079,
                0.3288818897697714,
                0.3288818897683463,
                0.32888188976703225,
                0.3288818897658071,
                0.32888188976467786,
                0.32888188976362914,
                0.32888188976265714,
                0.32888188976175964,
                0.32888188976092836,
                0.3288818897601548,
                0.32888188975944166,
                0.3288818897587773,
                0.3288818897581606,
                0.3288818897575942,
                0.32888188975706323,
                0.3288818897565754,
                0.32888188975612054,
                0.3288818897557001,
                0.3288818897553105,
                0.3288818897549497,
                0.32888188975461435,
                0.32888188975430355
              ],
              "history_rmse": [
                0.31965579488407775,
                0.31919780854640745,
                0.31910392389042586,
                0.3190714673084752,
                0.31905336857043165,
                0.3190403315741689,
                0.31903006267726075,
                0.31902162943362505,
                0.3190144830879481,
                0.31900827666013104,
                0.3190027932604916,
                0.3189978966242482,
                0.3189934976436145,
                0.31898953389878887,
                0.31898595799687846,
                0.31898273121815485,
                0.31897982015796805,
                0.31897719499501215,
                0.3189748286164909,
                0.3189726961797628,
                0.3189707748854019,
                0.31896904384388364,
                0.3189674839769435,
                0.3189660779259002,
                0.31896480995599474,
                0.3189636658540759,
                0.318962632820838,
                0.31896169936017854,
                0.3189608551685958,
                0.31896009102710315,
                0.3189593986976428,
                0.31895877082542573,
                0.31895820084801363,
                0.31895768291160753,
                0.31895721179467806,
                0.318956782838757,
                0.3189563918861276,
                0.3189560352239491,
                0.31895570953440316,
                0.3189554118502867,
                0.3189551395156169,
                0.31895489015068723,
                0.31895466162115593,
                0.3189544520107105,
                0.31895425959690565,
                0.3189540828298311,
                0.3189539203132575,
                0.31895377078796855,
                0.3189536331170586,
                0.3189535062728912,
                0.3189533893255778,
                0.3189532814327827,
                0.3189531818306655,
                0.3189530898258521,
                0.31895300478828154,
                0.31895292614490606,
                0.3189528533739904,
                0.31895278600010657,
                0.318952723589641,
                0.31895266574676673,
                0.3189526121098336,
                0.31895256234818653,
                0.318952516159261,
                0.31895247326596204,
                0.31895243341439733,
                0.31895239637171363,
                0.31895236192424353,
                0.3189523298757823,
                0.31895230004606434,
                0.31895227226936435,
                0.31895224639321496,
                0.31895222227729286,
                0.3189521997923837,
                0.3189521788194012,
                0.31895215924859494,
                0.31895214097872004,
                0.31895212391635763,
                0.31895210797525814,
                0.31895209307576816,
                0.31895207914427653,
                0.3189520661127464,
                0.3189520539182329,
                0.31895204250253134,
                0.31895203181173676,
                0.31895202179595167,
                0.3189520124089588,
                0.318952003607919,
                0.3189519953531177,
                0.3189519876077339,
                0.3189519803376057,
                0.31895197351102417,
                0.31895196709854656,
                0.3189519610728385,
                0.31895195540849614,
                0.31895195008191163,
                0.318951945071137,
                0.3189519403557606,
                0.3189519359167794,
                0.3189519317365267,
                0.31895192779853854,
                0.3189519240874839,
                0.3189519205890895,
                0.31895191729002836,
                0.318951914177905,
                0.31895191124113226,
                0.31895190846892485,
                0.31895190585118827,
                0.31895190337851864,
                0.31895190104213333,
                0.31895189883381186,
                0.31895189674588836,
                0.3189518947711818,
                0.3189518929029792,
                0.31895189113501077,
                0.3189518894613947,
                0.31895188787663165,
                0.3189518863755715,
                0.318951884953385,
                0.31895188360555315,
                0.31895188232782506,
                0.31895188111623607,
                0.31895187996704494,
                0.31895187887675464,
                0.3189518778420709,
                0.3189518768599152,
                0.31895187592738,
                0.31895187504174016,
                0.31895187420044097,
                0.3189518734010578,
                0.3189518726413328,
                0.3189518719191331,
                0.31895187123245144,
                0.31895187057938595,
                0.3189518699581644,
                0.31895186936710723,
                0.3189518688046318,
                0.31895186826924377,
                0.3189518677595363,
                0.3189518672741808,
                0.31895186681192794,
                0.31895186637158845,
                0.3189518659520512,
                0.31895186555226535,
                0.3189518651712173,
                0.3189518648079745,
                0.31895186446164353,
                0.31895186413138643,
                0.31895186381640095,
                0.3189518635159328,
                0.31895186322926566,
                0.31895186295572675,
                0.3189518626946699,
                0.31895186244549933,
                0.31895186220762806,
                0.3189518619805162,
                0.31895186176364193,
                0.31895186155652244,
                0.3189518613586863,
                0.3189518611696974,
                0.31895186098913697,
                0.3189518608165998,
                0.3189518606517142,
                0.3189518604941248,
                0.31895186034348577,
                0.3189518601994746,
                0.3189518600617867,
                0.3189518599301226,
                0.3189518598042139,
                0.3189518596837869,
                0.3189518595686,
                0.318951859458408,
                0.31895185935298065,
                0.3189518592521152,
                0.3189518591555826,
                0.3189518590632086,
                0.3189518589747927,
                0.31895185889016103,
                0.3189518588091502,
                0.3189518587315926,
                0.3189518586573298,
                0.3189518585862259,
                0.31895185851812974,
                0.31895185845291235,
                0.3189518583904565,
                0.3189518583306227,
                0.31895185827331196,
                0.31895185821840316,
                0.3189518581657974,
                0.31895185811539206,
                0.3189518580670926,
                0.3189518580208048,
                0.3189518579764433
              ],
              "n_observed": 148525,
              "n_missing": 407066,
              "n_treated_observed": 2348,
              "n_untreated_observed": 146177
            },
            "checks": {
              "scalar_vs_treated_cell_average": 3.469446951953614e-18,
              "native_scalar_vs_unweighted_matrix_average": 1.1449174941446927e-16
            },
            "native_matrix_att": -0.015895772305584865,
            "matrix_preparation": {
              "source_rows": 148721,
              "matrix_shape": [
                13551,
                41
              ],
              "observed_cells": 148525,
              "missing_cells": 407066,
              "repeated_cells": 196,
              "minimum_cell_count": 1,
              "maximum_cell_count": 2,
              "observation_mass": 148721.0,
              "treated_observation_mass": 2348.0,
              "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": 5.231619416736066,
            "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 3, period 3: 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)": 0.00909454819923924,
          "SE": 0.02098480773457043,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.03807660655208486,
          "SE": 0.022862287105980972,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": 0.0006650517404813514,
          "SE": 0.02173104409087179,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": -0.034258677903352436,
          "SE": 0.013125601019031005,
          "Aggregation": "observations",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID",
          "Estimate (SDs)": -0.06493027455240467,
          "SE": 0.013810720053760349,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": ""
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (treated cells)",
          "Estimate (SDs)": -0.06798039542848004,
          "SE": 0.01512817762940011,
          "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)": -0.01589577230558475,
          "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 3, period 3: 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)": 0.00909454819923924,
          "SE": 0.02098480773457043,
          "Aggregation": "Coefficient",
          "Event study": "No",
          "Status": "estimated",
          "Note": "",
          "lower": -0.03309823561394988,
          "upper": 0.05128733201242837,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Dynamic TWFE",
          "Estimate (SDs)": -0.03807660655208486,
          "SE": 0.022862287105980972,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.08404431564615451,
          "upper": 0.007891102541984787,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "BJS / did2s",
          "Estimate (SDs)": 0.0006650517404813514,
          "SE": 0.02173104409087179,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.04302814082809015,
          "upper": 0.04435824430905285,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "Sun\u2013Abraham",
          "Estimate (SDs)": -0.034258677903352436,
          "SE": 0.013125601019031005,
          "Aggregation": "Treated cells",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.06064946752692421,
          "upper": -0.00786788827978066,
          "ci_level": 0.95,
          "inference": "Configured-cluster regression interval"
        },
        {
          "Outcome / treatment": "y__d",
          "Estimator": "CS-DID (equal event-time)",
          "Estimate (SDs)": -0.06493027455240467,
          "SE": 0.013810720053760349,
          "Aggregation": "Equal post-event times",
          "Event study": "Yes",
          "Status": "estimated",
          "Note": "",
          "lower": -0.09199878845834003,
          "upper": -0.03786176064646931,
          "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)": -0.06798039542848004,
          "SE": 0.01512817762940011,
          "Aggregation": "Treated cells",
          "Event study": "Same CS-DID path",
          "Status": "estimated",
          "Note": "",
          "lower": -0.09763107873382879,
          "upper": -0.0383297121231313,
          "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)": -0.01589577230558475,
          "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 3, period 3: 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": 1791602188.372698,
    "scalar_ranges": [
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Static TWFE",
        "Estimate (SDs)": 0.00909454819923924,
        "SE": 0.02098480773457043,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": "",
        "lower": -0.03309823561394988,
        "upper": 0.05128733201242837,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": -0.03807660655208486,
        "SE": 0.022862287105980972,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.08404431564615451,
        "upper": 0.007891102541984787,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": 0.0006650517404813514,
        "SE": 0.02173104409087179,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.04302814082809015,
        "upper": 0.04435824430905285,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": -0.034258677903352436,
        "SE": 0.013125601019031005,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.06064946752692421,
        "upper": -0.00786788827978066,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (equal event-time)",
        "Estimate (SDs)": -0.06493027455240467,
        "SE": 0.013810720053760349,
        "Aggregation": "Equal post-event times",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.09199878845834003,
        "upper": -0.03786176064646931,
        "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)": -0.06798039542848004,
        "SE": 0.01512817762940011,
        "Aggregation": "Treated cells",
        "Event study": "Same CS-DID path",
        "Status": "estimated",
        "Note": "",
        "lower": -0.09763107873382879,
        "upper": -0.0383297121231313,
        "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)": -0.01589577230558475,
        "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 3, period 3: 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"
      }
    ]
  }
]
