[
  {
    "study_id": 5,
    "specification_id": "S05-P001",
    "source_specification_id": "AUDITS-T4-C1-CRACKDOWN",
    "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": "panel",
    "descriptive_metadata_status": "recorded_source_fields",
    "title": "Do Government Audits Reduce Corruption?",
    "status": "ready",
    "reason": "",
    "config": "analyses/full-archive/configs/S05-P001.json",
    "input_bytes": 3959454,
    "specification_type": "scalar",
    "run_status": "completed",
    "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": {
          "y": "",
          "d": ""
        },
        "allow_repeated_cells": true,
        "time_fe": null,
        "latest_cohort_control": true,
        "slug": "s05-p001",
        "study_id": 5,
        "study": "Do Government Audits Reduce Corruption?",
        "citation": "Avis et al. (2018), JPE. https://doi.org/10.1086/699209",
        "description": "AUDITS-T4-C1-CRACKDOWN",
        "source_specification_id": "AUDITS-T4-C1-CRACKDOWN",
        "specification_id": "S05-P001",
        "data": "repl-archives/twfe-microdata-replication-private/outputs/estimation_2026_10_06/group_c/AUDITS-T4-C1-CRACKDOWN.csv",
        "output_dir": "analyses/full-archive/results/S05-P001"
      },
      "source": {
        "file": "AUDITS-T4-C1-CRACKDOWN.csv",
        "bytes": 3959454,
        "sha256": "481c40f8191d88a43ef349ed60a19d421ce2969dfd40e55eb4025050f59fbbed"
      },
      "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": 70902,
            "source_sd": 0.05962904403418432,
            "rows": 67262,
            "units": 5174,
            "clusters": 5174,
            "treated_units": 1651,
            "never_treated_units": 3523,
            "treated_cohorts": 12,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 67262,
            "unsupported_prediction_rows_removed": 0,
            "initially_treated_units_removed": 280,
            "post_adoption_untreated_rows_removed": 0,
            "units_without_minus_one_removed": 0,
            "additional_rows_removed": 0
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": 0.023411835601692722,
              "se": 0.01669918683380009,
              "pvalue": 0.16098283478728925,
              "lower": -0.009325628957498368,
              "upper": 0.05614930016088381
            },
            {
              "method": "Dynamic TWFE",
              "estimate": 0.020690986628819668,
              "se": 0.023078264766856125,
              "pvalue": 0.3699969142445189,
              "lower": -0.024552166969735095,
              "upper": 0.06593414022737443
            },
            {
              "method": "BJS / did2s",
              "estimate": 0.024931513852719082,
              "se": 0.011925574150685524,
              "pvalue": 0.03661331267494866,
              "lower": 0.0015523478495065857,
              "upper": 0.04831067985593158
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": 0.02295029924928877,
              "se": 0.01665111755851121,
              "pvalue": 0.16816910573421115,
              "lower": -0.009692929212551132,
              "upper": 0.055593527711128674
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -12,
                "estimate": 0.031032216912531038,
                "se": 0.027423382834809402,
                "pvalue": 0.25785636884941654,
                "lower": -0.02272920468139719,
                "upper": 0.08479363850645927
              },
              {
                "event_time": -11,
                "estimate": -0.016233451891836302,
                "se": 0.0413795901999663,
                "pvalue": 0.6948484648648514,
                "lower": -0.09735493889163047,
                "upper": 0.06488803510795785
              },
              {
                "event_time": -10,
                "estimate": -0.044359718878250756,
                "se": 0.04473028686665953,
                "pvalue": 0.3213827113471298,
                "lower": -0.13204998760773035,
                "upper": 0.04333054985122882
              },
              {
                "event_time": -9,
                "estimate": -0.028903954490778618,
                "se": 0.03593576561594126,
                "pvalue": 0.42124755273892445,
                "lower": -0.09935324432554365,
                "upper": 0.04154533534398641
              },
              {
                "event_time": -8,
                "estimate": -0.029297492367863286,
                "se": 0.03301092436472009,
                "pvalue": 0.3748461854228565,
                "lower": -0.09401285708662771,
                "upper": 0.03541787235090113
              },
              {
                "event_time": -7,
                "estimate": -0.054222077338938884,
                "se": 0.030478588954947386,
                "pvalue": 0.07529487629959053,
                "lower": -0.11397299429419785,
                "upper": 0.005528839616320086
              },
              {
                "event_time": -6,
                "estimate": -0.04948554078459304,
                "se": 0.028446776507856632,
                "pvalue": 0.08199167012420604,
                "lower": -0.10525324654282989,
                "upper": 0.006282164973643811
              },
              {
                "event_time": -5,
                "estimate": -0.0213181483666642,
                "se": 0.037236897312261694,
                "pvalue": 0.5670077171960871,
                "lower": -0.09431820628487353,
                "upper": 0.051681909551545134
              },
              {
                "event_time": -4,
                "estimate": -0.02965687653022544,
                "se": 0.032540124924036226,
                "pvalue": 0.3621302502779131,
                "lower": -0.09344927534907677,
                "upper": 0.034135522288625895
              },
              {
                "event_time": -3,
                "estimate": -0.01864932858987069,
                "se": 0.03353763331823147,
                "pvalue": 0.5781858945440332,
                "lower": -0.08439726548536448,
                "upper": 0.04709860830562311
              },
              {
                "event_time": -2,
                "estimate": -0.00489816914195162,
                "se": 0.03152014990724278,
                "pvalue": 0.8765136016630974,
                "lower": -0.06669098580773969,
                "upper": 0.056894647523836446
              },
              {
                "event_time": 0,
                "estimate": 0.012228899009733618,
                "se": 0.03219255767008173,
                "pvalue": 0.7040595380380618,
                "lower": -0.05088212108262548,
                "upper": 0.07533991910209271
              },
              {
                "event_time": 1,
                "estimate": 0.007968069985012198,
                "se": 0.033396252994676176,
                "pvalue": 0.8114316243714016,
                "lower": -0.057502701718078926,
                "upper": 0.07343884168810333
              },
              {
                "event_time": 2,
                "estimate": 0.03088095622535513,
                "se": 0.0371093134473893,
                "pvalue": 0.40535598798054073,
                "lower": -0.04186898339091804,
                "upper": 0.1036308958416283
              },
              {
                "event_time": 3,
                "estimate": -0.03124086852580088,
                "se": 0.03038597148278648,
                "pvalue": 0.30393458881543944,
                "lower": -0.09081021608833394,
                "upper": 0.028328479036732176
              },
              {
                "event_time": 4,
                "estimate": 0.042330737403384555,
                "se": 0.04410611047488841,
                "pvalue": 0.3372270727336184,
                "lower": -0.044135881773116115,
                "upper": 0.12879735657988522
              },
              {
                "event_time": 5,
                "estimate": -0.0294413277448803,
                "se": 0.030676728762262732,
                "pvalue": 0.3372367810469772,
                "lower": -0.0895806824716493,
                "upper": 0.030698026981888706
              },
              {
                "event_time": 6,
                "estimate": 0.000292578150612035,
                "se": 0.03642536478875277,
                "pvalue": 0.9935915591108052,
                "lower": -0.07111653300525375,
                "upper": 0.07170168930647783
              },
              {
                "event_time": 7,
                "estimate": 0.03384460147758109,
                "se": 0.04333566310889258,
                "pvalue": 0.43484571622644314,
                "lower": -0.05111161521105957,
                "upper": 0.11880081816622175
              },
              {
                "event_time": 8,
                "estimate": 0.04388661756520259,
                "se": 0.047035955397670054,
                "pvalue": 0.35084077973376077,
                "lower": -0.04832373603849493,
                "upper": 0.1360969711689001
              },
              {
                "event_time": 9,
                "estimate": 0.0792818357612638,
                "se": 0.057423314424497385,
                "pvalue": 0.1674444467912962,
                "lower": -0.03329213203447698,
                "upper": 0.19185580355700457
              },
              {
                "event_time": 10,
                "estimate": 0.10520521239267948,
                "se": 0.06976526498048562,
                "pvalue": 0.13161855473255046,
                "lower": -0.03156419515346552,
                "upper": 0.24197461993882446
              },
              {
                "event_time": 11,
                "estimate": 0.061367740091883574,
                "se": 0.09092639370525972,
                "pvalue": 0.4997588632268932,
                "lower": -0.11688642408070891,
                "upper": 0.23962190426447605
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -12,
                "estimate": 0.050285957815018184,
                "se": 0.00424238789712736,
                "pvalue": 5.356628270114338e-32,
                "lower": 0.04196908437616084,
                "upper": 0.058602831253875526
              },
              {
                "event_time": -11,
                "estimate": 0.019854998947695417,
                "se": 0.021537439565156545,
                "pvalue": 0.3566326103745577,
                "lower": -0.022367485983900693,
                "upper": 0.06207748387929153
              },
              {
                "event_time": -10,
                "estimate": 0.0040566134392457775,
                "se": 0.02063645706528753,
                "pvalue": 0.8441677862476439,
                "lower": -0.03639956496787861,
                "upper": 0.04451279184637017
              },
              {
                "event_time": -9,
                "estimate": 0.013955149431030135,
                "se": 0.014940966475560803,
                "pvalue": 0.35033758792855013,
                "lower": -0.015335460066416097,
                "upper": 0.04324575892847637
              },
              {
                "event_time": -8,
                "estimate": 0.008755086792990615,
                "se": 0.012481177865926903,
                "pvalue": 0.48304555589298726,
                "lower": -0.01571329733309801,
                "upper": 0.03322347091907924
              },
              {
                "event_time": -7,
                "estimate": -0.0266683191703908,
                "se": 0.014970688333319224,
                "pvalue": 0.07491085439711129,
                "lower": -0.056017196071794104,
                "upper": 0.002680557731012504
              },
              {
                "event_time": -6,
                "estimate": -0.026504575673492705,
                "se": 0.013414023443217531,
                "pvalue": 0.048220791195848066,
                "lower": -0.05280173142359463,
                "upper": -0.00020741992339078086
              },
              {
                "event_time": -5,
                "estimate": -0.0030562151587370796,
                "se": 0.024575409888145053,
                "pvalue": 0.901034521056443,
                "lower": -0.051234406004073085,
                "upper": 0.045121975686598925
              },
              {
                "event_time": -4,
                "estimate": -0.012046955268390504,
                "se": 0.019516162830816745,
                "pvalue": 0.5370766074836648,
                "lower": -0.050306883453161554,
                "upper": 0.02621297291638055
              },
              {
                "event_time": -3,
                "estimate": 0.003362547579956636,
                "se": 0.023025456655144542,
                "pvalue": 0.8838985909912737,
                "lower": -0.04177707979886049,
                "upper": 0.04850217495877377
              },
              {
                "event_time": -2,
                "estimate": 0.007317656183753399,
                "se": 0.020087720093234212,
                "pvalue": 0.7156600490697811,
                "lower": -0.032062765819559,
                "upper": 0.0466980781870658
              },
              {
                "event_time": -1,
                "estimate": 0.009683563658143183,
                "se": 0.01771100602283315,
                "pvalue": 0.5845713217887818,
                "lower": -0.025037494184418668,
                "upper": 0.04440462150070504
              },
              {
                "event_time": 0,
                "estimate": 0.021808056733224074,
                "se": 0.025511003639309183,
                "pvalue": 0.39267431844542144,
                "lower": -0.028204293318507632,
                "upper": 0.07182040678495578
              },
              {
                "event_time": 1,
                "estimate": 0.015394477415586489,
                "se": 0.026321245802412994,
                "pvalue": 0.5586613966416901,
                "lower": -0.036206289746688866,
                "upper": 0.06699524457786185
              },
              {
                "event_time": 2,
                "estimate": 0.03745910561846611,
                "se": 0.03073128384988875,
                "pvalue": 0.22292854354995614,
                "lower": -0.022787200139239648,
                "upper": 0.09770541137617186
              },
              {
                "event_time": 3,
                "estimate": -0.025211054650781058,
                "se": 0.02339860663659487,
                "pvalue": 0.2813252070317216,
                "lower": -0.07108221371521697,
                "upper": 0.020660104413654866
              },
              {
                "event_time": 4,
                "estimate": 0.04405173384217173,
                "se": 0.03950865802637749,
                "pvalue": 0.2649067717279722,
                "lower": -0.03340193529708198,
                "upper": 0.12150540298142544
              },
              {
                "event_time": 5,
                "estimate": -0.027394662020511377,
                "se": 0.02339543196193013,
                "pvalue": 0.24167657384600796,
                "lower": -0.07325959738074192,
                "upper": 0.018470273339719172
              },
              {
                "event_time": 6,
                "estimate": 0.002181167956656067,
                "se": 0.031763922352010546,
                "pvalue": 0.9452564707685617,
                "lower": -0.0600895457379226,
                "upper": 0.06445188165123474
              },
              {
                "event_time": 7,
                "estimate": 0.03127840287816202,
                "se": 0.03825496478646046,
                "pvalue": 0.4136062079039348,
                "lower": -0.043717497603350315,
                "upper": 0.10627430335967436
              },
              {
                "event_time": 8,
                "estimate": 0.04648868282607179,
                "se": 0.041885719535578896,
                "pvalue": 0.2670965638878497,
                "lower": -0.035625031600835584,
                "upper": 0.12860239725297917
              },
              {
                "event_time": 9,
                "estimate": 0.08461666723358517,
                "se": 0.053236727534270036,
                "pvalue": 0.11202184754958866,
                "lower": -0.019749820682633673,
                "upper": 0.18898315514980402
              },
              {
                "event_time": 10,
                "estimate": 0.10103948445498144,
                "se": 0.0665425535258347,
                "pvalue": 0.12896988844007665,
                "lower": -0.029412046473507633,
                "upper": 0.2314910153834705
              },
              {
                "event_time": 11,
                "estimate": 0.07350733580572076,
                "se": 0.08788720671267652,
                "pvalue": 0.4029782963550771,
                "lower": -0.0987887372664678,
                "upper": 0.2458034088779093
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -12,
                "estimate": 0.061883214130514834,
                "se": 0.017153178829571715,
                "pvalue": 0.0003118626444127151,
                "lower": 0.028255733367561806,
                "upper": 0.09551069489346786
              },
              {
                "event_time": -11,
                "estimate": 0.043043362374508454,
                "se": 0.012447342920989864,
                "pvalue": 0.0005485131009326088,
                "lower": 0.018641309041755014,
                "upper": 0.0674454157072619
              },
              {
                "event_time": -10,
                "estimate": -0.11695359734540539,
                "se": 0.15239134538356788,
                "pvalue": 0.4428456853024503,
                "lower": -0.4157050466389828,
                "upper": 0.181797851948172
              },
              {
                "event_time": -9,
                "estimate": -0.029751545252963994,
                "se": 0.08519795958932742,
                "pvalue": 0.72694969861934,
                "lower": -0.19677555728003918,
                "upper": 0.13727246677411117
              },
              {
                "event_time": -8,
                "estimate": -0.0629115602237793,
                "se": 0.0825893211051469,
                "pvalue": 0.4462501340006039,
                "lower": -0.22482153820994255,
                "upper": 0.09899841776238394
              },
              {
                "event_time": -7,
                "estimate": -0.0861558757854225,
                "se": 0.07030438313925956,
                "pvalue": 0.2204541731989453,
                "lower": -0.2239821827956992,
                "upper": 0.05167043122485421
              },
              {
                "event_time": -6,
                "estimate": -0.06643383580447614,
                "se": 0.06172018368868093,
                "pvalue": 0.28181141743521737,
                "lower": -0.18743148354653413,
                "upper": 0.05456381193758186
              },
              {
                "event_time": -5,
                "estimate": -0.03284349873700737,
                "se": 0.05813110187627863,
                "pvalue": 0.572104978193373,
                "lower": -0.1468050291038327,
                "upper": 0.08111803162981794
              },
              {
                "event_time": -4,
                "estimate": -0.03870287974036542,
                "se": 0.046600909671731694,
                "pvalue": 0.4062844794819528,
                "lower": -0.13006035983732983,
                "upper": 0.05265460035659898
              },
              {
                "event_time": -3,
                "estimate": -0.01650186427860108,
                "se": 0.04204670899474947,
                "pvalue": 0.6947307903964038,
                "lower": -0.09893118609205093,
                "upper": 0.06592745753484877
              },
              {
                "event_time": -2,
                "estimate": -0.004854771610080504,
                "se": 0.03512356751164712,
                "pvalue": 0.89007210646892,
                "lower": -0.07371180986283718,
                "upper": 0.06400226664267616
              },
              {
                "event_time": 0,
                "estimate": 0.011411907074210177,
                "se": 0.03207793497375098,
                "pvalue": 0.722038060294154,
                "lower": -0.05147440408494436,
                "upper": 0.07429821823336472
              },
              {
                "event_time": 1,
                "estimate": 0.005575700849952077,
                "se": 0.03281855502227289,
                "pvalue": 0.8650995379420175,
                "lower": -0.0587625386474876,
                "upper": 0.06991394034739176
              },
              {
                "event_time": 2,
                "estimate": 0.02578668109775594,
                "se": 0.036812580267123696,
                "pvalue": 0.48365561990981054,
                "lower": -0.046381536062857366,
                "upper": 0.09795489825836926
              },
              {
                "event_time": 3,
                "estimate": -0.028499742235438934,
                "se": 0.029202020092034486,
                "pvalue": 0.3291343567155698,
                "lower": -0.08574804464288116,
                "upper": 0.028748560172003293
              },
              {
                "event_time": 4,
                "estimate": 0.03938409366656158,
                "se": 0.0435557747881124,
                "pvalue": 0.3659197564680155,
                "lower": -0.046003634949530414,
                "upper": 0.12477182228265357
              },
              {
                "event_time": 5,
                "estimate": -0.02248902728711827,
                "se": 0.02846166634472818,
                "pvalue": 0.4294755371477659,
                "lower": -0.07828592341921739,
                "upper": 0.03330786884498085
              },
              {
                "event_time": 6,
                "estimate": 0.009928405724692911,
                "se": 0.03448128907007968,
                "pvalue": 0.7734072358005176,
                "lower": -0.05766949530616098,
                "upper": 0.07752630675554681
              },
              {
                "event_time": 7,
                "estimate": 0.03784095274990343,
                "se": 0.038230240523291846,
                "pvalue": 0.3223097311116883,
                "lower": -0.03710647772541696,
                "upper": 0.11278838322522382
              },
              {
                "event_time": 8,
                "estimate": 0.050627410396015315,
                "se": 0.04192774987500176,
                "pvalue": 0.2272980407847718,
                "lower": -0.031568701261425566,
                "upper": 0.1328235220534562
              },
              {
                "event_time": 9,
                "estimate": 0.09059662035999906,
                "se": 0.053348100465820204,
                "pvalue": 0.08952706153037572,
                "lower": -0.013988205576853041,
                "upper": 0.19518144629685116
              },
              {
                "event_time": 10,
                "estimate": 0.10523797329318846,
                "se": 0.06672112495440989,
                "pvalue": 0.11479199130227352,
                "lower": -0.02556363311337309,
                "upper": 0.23603957969975
              },
              {
                "event_time": 11,
                "estimate": 0.07116083885563672,
                "se": 0.08797038556370555,
                "pvalue": 0.4185994473801751,
                "lower": -0.10129829992236965,
                "upper": 0.24361997763364307
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0,
              6.0,
              7.0,
              8.0,
              9.0,
              10.0,
              11.0
            ],
            "weights": [
              0.11408236594803758,
              0.1117330016583748,
              0.1091763405196241,
              0.10655058043117745,
              0.10053897180762852,
              0.09425096738529574,
              0.08547540077390824,
              0.07642343836373687,
              0.06937534549474848,
              0.05845771144278607,
              0.046849087893864015,
              0.027086788280818133
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 2.7755575615628914e-17,
            "package_aggregate_vs_estimable_cell_weights": 1.3877787807814457e-17,
            "saturated_vs_deviations_relative_rss_difference": 2.521114428988875e-13
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "F": 1.4611301538607449,
            "df_num": 55,
            "df_den": 61932,
            "pvalue": 0.014525389094489763,
            "log10_pvalue": -1.8378722252490565,
            "inference": "Homoskedastic nested-model F",
            "observations": 67262,
            "design_columns": 144,
            "restricted_design_columns": 89,
            "fixed_effect_rank": 5186,
            "covariance_rank": 55,
            "rss_unrestricted": 61269.959972068646,
            "rss_restricted": 61349.46307599322,
            "test_horizon": null,
            "reference_cohort": 2,
            "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.-12.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-11.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-10.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-9.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-8.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-7.0]"
              ],
              "data": [
                [
                  -0.00606583211917575,
                  0.916981356486575,
                  -0.08264696262376976,
                  -0.09082394219618806,
                  -0.09024412000832566,
                  -0.09531384734322512
                ],
                [
                  0.0005054860099313143,
                  -0.08243882132556274,
                  0.9175463114388511,
                  -0.08135351312776905,
                  -0.08947102375784247,
                  -0.0883559810888764
                ],
                [
                  0.0005054860099313143,
                  -0.07586750319645567,
                  -0.08187386637328654,
                  0.9188397609348519,
                  -0.08000059468942346,
                  -0.08758288483839319
                ],
                [
                  0.0005054860099313143,
                  -0.07586750319645567,
                  -0.07530254824417948,
                  -0.08058041687728582,
                  0.9201926793731974,
                  -0.07811245576997417
                ],
                [
                  0.0005054860099313143,
                  -0.07586750319645567,
                  -0.07530254824417948,
                  -0.07400909874817876,
                  -0.07922749843894024,
                  0.9220808182926468
                ]
              ]
            },
            "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_3,ref=-1.0)+i(rel_time,cohort_dummy_4,ref=-1.0)+i(rel_time,cohort_dummy_5,ref=-1.0)+i(rel_time,cohort_dummy_6,ref=-1.0)+i(rel_time,cohort_dummy_7,ref=-1.0)+i(rel_time,cohort_dummy_8,ref=-1.0)+i(rel_time,cohort_dummy_9,ref=-1.0)+i(rel_time,cohort_dummy_10,ref=-1.0)+i(rel_time,cohort_dummy_11,ref=-1.0)+i(rel_time,cohort_dummy_12,ref=-1.0)+i(rel_time,cohort_dummy_13,ref=-1.0)|unit+time_fe",
            "restriction_names": [
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_3",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_3",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_3",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_3",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_3",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_3",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_3",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_3",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_3",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_3",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_4",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_4",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_4",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_4",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_4",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_4",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_4",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_4",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_4",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_5",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_5",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_5",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_5",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_5",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_5",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_5",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_5",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_6",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_6",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_6",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_6",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_6",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_6",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_6",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_12"
            ],
            "deviations": [
              {
                "event_time": -2.0,
                "cohort": 3,
                "estimate": 0.009520494481585443
              },
              {
                "event_time": 0.0,
                "cohort": 3,
                "estimate": -0.012644682722215347
              },
              {
                "event_time": 1.0,
                "cohort": 3,
                "estimate": 0.05712296688928845
              },
              {
                "event_time": 2.0,
                "cohort": 3,
                "estimate": 0.03483635480738925
              },
              {
                "event_time": 3.0,
                "cohort": 3,
                "estimate": -0.16172697130988775
              },
              {
                "event_time": 4.0,
                "cohort": 3,
                "estimate": 0.01127798836041824
              },
              {
                "event_time": 5.0,
                "cohort": 3,
                "estimate": -0.009520494482093168
              },
              {
                "event_time": 6.0,
                "cohort": 3,
                "estimate": -0.14732479470847115
              },
              {
                "event_time": 7.0,
                "cohort": 3,
                "estimate": 0.06345855569148556
              },
              {
                "event_time": 8.0,
                "cohort": 3,
                "estimate": 0.10781540498083483
              },
              {
                "event_time": 9.0,
                "cohort": 3,
                "estimate": -0.06018643769110465
              },
              {
                "event_time": 10.0,
                "cohort": 3,
                "estimate": -0.009493999599503818
              },
              {
                "event_time": -3.0,
                "cohort": 4,
                "estimate": 0.028561483444768387
              },
              {
                "event_time": -2.0,
                "cohort": 4,
                "estimate": -0.004760247241095951
              },
              {
                "event_time": 0.0,
                "cohort": 4,
                "estimate": -0.0284400485670379
              },
              {
                "event_time": 1.0,
                "cohort": 4,
                "estimate": 0.01904098896253472
              },
              {
                "event_time": 2.0,
                "cohort": 4,
                "estimate": 0.185224620315896
              },
              {
                "event_time": 3.0,
                "cohort": 4,
                "estimate": -0.05224128477148824
              },
              {
                "event_time": 4.0,
                "cohort": 4,
                "estimate": 0.1284861972083477
              },
              {
                "event_time": 5.0,
                "cohort": 4,
                "estimate": 0.09982351803126188
              },
              {
                "event_time": 6.0,
                "cohort": 4,
                "estimate": -0.014179545991035315
              },
              {
                "event_time": 7.0,
                "cohort": 4,
                "estimate": 0.12368547167467034
              },
              {
                "event_time": 8.0,
                "cohort": 4,
                "estimate": 0.08560349374808857
              },
              {
                "event_time": 9.0,
                "cohort": 4,
                "estimate": 0.15208504194805955
              },
              {
                "event_time": -4.0,
                "cohort": 5,
                "estimate": 0.019040988963392597
              },
              {
                "event_time": -3.0,
                "cohort": 5,
                "estimate": -0.028561483444538655
              },
              {
                "event_time": -2.0,
                "cohort": 5,
                "estimate": -0.04760247240798372
              },
              {
                "event_time": 0.0,
                "cohort": 5,
                "estimate": -0.003222789449098651
              },
              {
                "event_time": 1.0,
                "cohort": 5,
                "estimate": -0.11424593377987377
              },
              {
                "event_time": 2.0,
                "cohort": 5,
                "estimate": 0.05853898980286852
              },
              {
                "event_time": 3.0,
                "cohort": 5,
                "estimate": -0.11888474614249599
              },
              {
                "event_time": 4.0,
                "cohort": 5,
                "estimate": -0.10448256954104207
              },
              {
                "event_time": 5.0,
                "cohort": 5,
                "estimate": 0.09662096772936825
              },
              {
                "event_time": 6.0,
                "cohort": 5,
                "estimate": -0.1378043002266806
              },
              {
                "event_time": 7.0,
                "cohort": 5,
                "estimate": 0.2946838678688334
              },
              {
                "event_time": 8.0,
                "cohort": 5,
                "estimate": 0.1266591915268897
              },
              {
                "event_time": -5.0,
                "cohort": 6,
                "estimate": 0.06664346137136554
              },
              {
                "event_time": -4.0,
                "cohort": 6,
                "estimate": 0.042842225167354045
              },
              {
                "event_time": -3.0,
                "cohort": 6,
                "estimate": 0.009520494481839503
              },
              {
                "event_time": -2.0,
                "cohort": 6,
                "estimate": 0.03332173068566775
              },
              {
                "event_time": 0.0,
                "cohort": 6,
                "estimate": 0.002688234860906632
              },
              {
                "event_time": 1.0,
                "cohort": 6,
                "estimate": 0.033321730685192695
              },
              {
                "event_time": 2.0,
                "cohort": 6,
                "estimate": -0.033321730686123055
              },
              {
                "event_time": 3.0,
                "cohort": 6,
                "estimate": -0.07128227373453205
              },
              {
                "event_time": 4.0,
                "cohort": 6,
                "estimate": -0.03307886092898933
              },
              {
                "event_time": 5.0,
                "cohort": 6,
                "estimate": 0.21201767857819317
              },
              {
                "event_time": 6.0,
                "cohort": 6,
                "estimate": -0.10448256954118904
              },
              {
                "event_time": 7.0,
                "cohort": 6,
                "estimate": -0.014220024283641119
              },
              {
                "event_time": -6.0,
                "cohort": 7,
                "estimate": 0.005268975953518107
              },
              {
                "event_time": -5.0,
                "cohort": 7,
                "estimate": 0.014789470435224272
              },
              {
                "event_time": -4.0,
                "cohort": 7,
                "estimate": 0.13328692274284742
              },
              {
                "event_time": -3.0,
                "cohort": 7,
                "estimate": 0.014789470435423044
              },
              {
                "event_time": -2.0,
                "cohort": 7,
                "estimate": -0.04233349645450022
              },
              {
                "event_time": 0.0,
                "cohort": 7,
                "estimate": 0.0382034128046401
              },
              {
                "event_time": 1.0,
                "cohort": 7,
                "estimate": 0.22798313884591795
              },
              {
                "event_time": 2.0,
                "cohort": 7,
                "estimate": 0.0666434613709563
              },
              {
                "event_time": 3.0,
                "cohort": 7,
                "estimate": -0.07553379226255076
              },
              {
                "event_time": 4.0,
                "cohort": 7,
                "estimate": -0.05161112117946468
              },
              {
                "event_time": 5.0,
                "cohort": 7,
                "estimate": 0.00526897595312896
              },
              {
                "event_time": 6.0,
                "cohort": 7,
                "estimate": -0.17061730219980298
              },
              {
                "event_time": -7.0,
                "cohort": 8,
                "estimate": 0.001236914637358033
              },
              {
                "event_time": -6.0,
                "cohort": 8,
                "estimate": -0.12252951362390588
              },
              {
                "event_time": -5.0,
                "cohort": 8,
                "estimate": 0.033321730685653056
              },
              {
                "event_time": -4.0,
                "cohort": 8,
                "estimate": -0.06540654673402535
              },
              {
                "event_time": -3.0,
                "cohort": 8,
                "estimate": -0.13681025534603525
              },
              {
                "event_time": -2.0,
                "cohort": 8,
                "estimate": 0.14985408243120035
              },
              {
                "event_time": 0.0,
                "cohort": 8,
                "estimate": -0.22713351804359783
              },
              {
                "event_time": 1.0,
                "cohort": 8,
                "estimate": 0.1320500081047901
              },
              {
                "event_time": 2.0,
                "cohort": 8,
                "estimate": -0.1415705025875225
              },
              {
                "event_time": 3.0,
                "cohort": 8,
                "estimate": -0.03796054304888092
              },
              {
                "event_time": 4.0,
                "cohort": 8,
                "estimate": 0.09421089993551304
              },
              {
                "event_time": 5.0,
                "cohort": 8,
                "estimate": -0.13681025534672395
              },
              {
                "event_time": -8.0,
                "cohort": 9,
                "estimate": -0.11764611038023612
              },
              {
                "event_time": -7.0,
                "cohort": 9,
                "estimate": -0.041482154527028345
              },
              {
                "event_time": -6.0,
                "cohort": 9,
                "estimate": -0.1509678410657995
              },
              {
                "event_time": -5.0,
                "cohort": 9,
                "estimate": -0.0843243796944344
              },
              {
                "event_time": -4.0,
                "cohort": 9,
                "estimate": -0.13192685210244484
              },
              {
                "event_time": -3.0,
                "cohort": 9,
                "estimate": -0.2556932803635266
              },
              {
                "event_time": -2.0,
                "cohort": 9,
                "estimate": -0.16524858278828725
              },
              {
                "event_time": 0.0,
                "cohort": 9,
                "estimate": -0.2460513510039823
              },
              {
                "event_time": 1.0,
                "cohort": 9,
                "estimate": -0.1271666048622736
              },
              {
                "event_time": 2.0,
                "cohort": 9,
                "estimate": -0.15096784106624966
              },
              {
                "event_time": 3.0,
                "cohort": 9,
                "estimate": -0.20320912583713074
              },
              {
                "event_time": 4.0,
                "cohort": 9,
                "estimate": 0.14169021634085188
              },
              {
                "event_time": -9.0,
                "cohort": 10,
                "estimate": 0.019040988963228304
              },
              {
                "event_time": -8.0,
                "cohort": 10,
                "estimate": 0.042842225167237805
              },
              {
                "event_time": -7.0,
                "cohort": 10,
                "estimate": 0.13328692274291037
              },
              {
                "event_time": -6.0,
                "cohort": 10,
                "estimate": 0.06664346137134294
              },
              {
                "event_time": -5.0,
                "cohort": 10,
                "estimate": 0.0523627196490067
              },
              {
                "event_time": -4.0,
                "cohort": 10,
                "estimate": -0.04760247240810492
              },
              {
                "event_time": -3.0,
                "cohort": 10,
                "estimate": 0.22132413895528086
              },
              {
                "event_time": -2.0,
                "cohort": 10,
                "estimate": -0.014280741722459009
              },
              {
                "event_time": 0.0,
                "cohort": 10,
                "estimate": -0.03796054304839251
              },
              {
                "event_time": 1.0,
                "cohort": 10,
                "estimate": 0.25940611688108495
              },
              {
                "event_time": 2.0,
                "cohort": 10,
                "estimate": 0.01904098896283068
              },
              {
                "event_time": 3.0,
                "cohort": 10,
                "estimate": 0.13576112349810127
              },
              {
                "event_time": -10.0,
                "cohort": 11,
                "estimate": -0.41276354364436474
              },
              {
                "event_time": -9.0,
                "cohort": 11,
                "estimate": -0.46988651053426556
              },
              {
                "event_time": -8.0,
                "cohort": 11,
                "estimate": -0.43180453260774837
              },
              {
                "event_time": -7.0,
                "cohort": 11,
                "estimate": -0.29851760986478065
              },
              {
                "event_time": -6.0,
                "cohort": 11,
                "estimate": -0.4460852743301162
              },
              {
                "event_time": -5.0,
                "cohort": 11,
                "estimate": -0.5127287357015078
              },
              {
                "event_time": -4.0,
                "cohort": 11,
                "estimate": -0.41276354364441525
              },
              {
                "event_time": -3.0,
                "cohort": 11,
                "estimate": -0.46988651053407365
              },
              {
                "event_time": -2.0,
                "cohort": 11,
                "estimate": -0.4794070050158796
              },
              {
                "event_time": 0.0,
                "cohort": 11,
                "estimate": -0.4935663118602603
              },
              {
                "event_time": 1.0,
                "cohort": 11,
                "estimate": -0.4127635436449958
              },
              {
                "event_time": 2.0,
                "cohort": 11,
                "estimate": 0.3984828019210519
              },
              {
                "event_time": -11.0,
                "cohort": 12,
                "estimate": 0.00952049448143133
              },
              {
                "event_time": -10.0,
                "cohort": 12,
                "estimate": -0.0047602472410392185
              },
              {
                "event_time": -9.0,
                "cohort": 12,
                "estimate": -0.04760247240821881
              },
              {
                "event_time": -8.0,
                "cohort": 12,
                "estimate": 0.03332173068540653
              },
              {
                "event_time": -7.0,
                "cohort": 12,
                "estimate": 0.08568445033456351
              },
              {
                "event_time": -6.0,
                "cohort": 12,
                "estimate": -0.11424593377977313
              },
              {
                "event_time": -5.0,
                "cohort": 12,
                "estimate": 0.019040988963040892
              },
              {
                "event_time": -4.0,
                "cohort": 12,
                "estimate": -0.014280741722594317
              },
              {
                "event_time": -3.0,
                "cohort": 12,
                "estimate": 0.4151707525974841
              },
              {
                "event_time": -2.0,
                "cohort": 12,
                "estimate": -0.023801236204249426
              },
              {
                "event_time": 0.0,
                "cohort": 12,
                "estimate": -0.07604252097503775
              },
              {
                "event_time": 1.0,
                "cohort": 12,
                "estimate": 0.4342117415600187
              },
              {
                "event_time": 0.0,
                "cohort": 13,
                "estimate": -0.09984375717894531
              }
            ]
          }
        }
      },
      "code_sha256": {
        "replication_engine.py": "b1820bb2804d08b64bbd9d3e5c3e35876ccef9cad3e1bbbbb48d77593a241532",
        "reference_f_test.py": "18f7ea6e16e141249b386529a195514afb1ec80e236d4684c7efac07347c8bdb",
        "sparse_did2s.py": "0375d12090700e369a3a4906d95cdbb1ac962f78f09d4c7cbfeb33c92e51ddde"
      }
    }
  },
  {
    "study_id": 5,
    "specification_id": "S05-P002",
    "source_specification_id": "AUDITS-T4-C3-CONVICTION",
    "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": "panel",
    "descriptive_metadata_status": "recorded_source_fields",
    "title": "Do Government Audits Reduce Corruption?",
    "status": "ready",
    "reason": "",
    "config": "analyses/full-archive/configs/S05-P002.json",
    "input_bytes": 3959454,
    "specification_type": "scalar",
    "run_status": "completed",
    "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": {
          "y": "",
          "d": ""
        },
        "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": "s05-p002",
        "study_id": 5,
        "study": "Do Government Audits Reduce Corruption?",
        "citation": "Avis et al. (2018), JPE. https://doi.org/10.1086/699209",
        "description": "AUDITS-T4-C3-CONVICTION",
        "source_specification_id": "AUDITS-T4-C3-CONVICTION",
        "specification_id": "S05-P002",
        "data": "repl-archives/twfe-microdata-replication-private/outputs/estimation_2026_10_06/group_c/AUDITS-T4-C3-CONVICTION.csv",
        "output_dir": "analyses/full-archive/results/S05-P002"
      },
      "source": {
        "file": "AUDITS-T4-C3-CONVICTION.csv",
        "bytes": 3959454,
        "sha256": "b89f5bace52e6fd44be306deb35668ff1fa34024564c0a6cf2f7b836aed5dfa1"
      },
      "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": 70902,
            "source_sd": 0.1581899386014469,
            "rows": 67262,
            "units": 5174,
            "clusters": 5174,
            "treated_units": 1651,
            "never_treated_units": 3523,
            "treated_cohorts": 12,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 67262,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 280,
            "post_adoption_untreated_rows_removed": 0,
            "units_without_minus_one_removed": 0,
            "additional_rows_removed": 0
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": 0.02974674224159661,
              "se": 0.015100916289695789,
              "pvalue": 0.04890729452096861,
              "lower": 0.00014256350131187923,
              "upper": 0.05935092098188134
            },
            {
              "method": "Dynamic TWFE",
              "estimate": 0.017208682124055824,
              "se": 0.021664128520566442,
              "pvalue": 0.42703400828809795,
              "lower": -0.025262166708672144,
              "upper": 0.05967953095678379
            },
            {
              "method": "BJS / did2s",
              "estimate": 0.031145019752506185,
              "se": 0.014359341986215966,
              "pvalue": 0.03013016949456201,
              "lower": 0.0029946400935658805,
              "upper": 0.05929539941144649
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": 0.02491540528604237,
              "se": 0.018474859937255783,
              "pvalue": 0.17752087889992244,
              "lower": -0.011303129092394604,
              "upper": 0.061133939664479345
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -12,
                "estimate": 0.009038170934936689,
                "se": 0.06381360407383287,
                "pvalue": 0.8873746874557294,
                "lower": -0.11606346560301192,
                "upper": 0.13413980747288531
              },
              {
                "event_time": -11,
                "estimate": 0.013100408617006452,
                "se": 0.04294396790568512,
                "pvalue": 0.7603341156633648,
                "lower": -0.07108791991272968,
                "upper": 0.09728873714674259
              },
              {
                "event_time": -10,
                "estimate": -0.005844092606962217,
                "se": 0.03748437811173695,
                "pvalue": 0.8761120814812531,
                "lower": -0.07932931749662568,
                "upper": 0.06764113228270126
              },
              {
                "event_time": -9,
                "estimate": 0.06358873980740438,
                "se": 0.0641995903913263,
                "pvalue": 0.3219833787938483,
                "lower": -0.062269593060433656,
                "upper": 0.1894470726752424
              },
              {
                "event_time": -8,
                "estimate": 0.001891634248915083,
                "se": 0.04409862596279857,
                "pvalue": 0.9657864618379344,
                "lower": -0.08456031212035715,
                "upper": 0.08834358061818733
              },
              {
                "event_time": -7,
                "estimate": -0.026248212886841794,
                "se": 0.03754190019065622,
                "pvalue": 0.48447652285957843,
                "lower": -0.09984620536445626,
                "upper": 0.04734977959077267
              },
              {
                "event_time": -6,
                "estimate": 0.0028136921308358725,
                "se": 0.04034298443597622,
                "pvalue": 0.9443998983792069,
                "lower": -0.07627560942195254,
                "upper": 0.08190299368362429
              },
              {
                "event_time": -5,
                "estimate": 0.002871692471483128,
                "se": 0.04398126588435399,
                "pvalue": 0.9479428100140818,
                "lower": -0.08335017853861253,
                "upper": 0.08909356348157878
              },
              {
                "event_time": -4,
                "estimate": -0.04061104797203294,
                "se": 0.03449724313644799,
                "pvalue": 0.2391595158118868,
                "lower": -0.10824022571638825,
                "upper": 0.027018129772322375
              },
              {
                "event_time": -3,
                "estimate": -0.0435765622930925,
                "se": 0.034421868552512024,
                "pvalue": 0.2055859347467724,
                "lower": -0.1110579739938179,
                "upper": 0.023904849407632885
              },
              {
                "event_time": -2,
                "estimate": -0.02092064810960307,
                "se": 0.026639727507419914,
                "pvalue": 0.43230331709910164,
                "lower": -0.07314577402863606,
                "upper": 0.031304477809429916
              },
              {
                "event_time": 0,
                "estimate": -0.0020425339659435235,
                "se": 0.0286170640737452,
                "pvalue": 0.9431023148939383,
                "lower": -0.05814407532998749,
                "upper": 0.05405900739810044
              },
              {
                "event_time": 1,
                "estimate": 0.041020373791659986,
                "se": 0.031088990715188777,
                "pvalue": 0.18707705564081353,
                "lower": -0.01992718861655743,
                "upper": 0.1019679361998774
              },
              {
                "event_time": 2,
                "estimate": -0.03588690887390521,
                "se": 0.03088679442616611,
                "pvalue": 0.24533570959929957,
                "lower": -0.09643808109188405,
                "upper": 0.024664263344073636
              },
              {
                "event_time": 3,
                "estimate": 0.015277095598264267,
                "se": 0.0354633901436111,
                "pvalue": 0.6666426743011086,
                "lower": -0.05424613864840836,
                "upper": 0.08480032984493689
              },
              {
                "event_time": 4,
                "estimate": 0.02982511701166078,
                "se": 0.03714100522986353,
                "pvalue": 0.4219977806328529,
                "lower": -0.042986951893654646,
                "upper": 0.10263718591697621
              },
              {
                "event_time": 5,
                "estimate": 0.03378390735756299,
                "se": 0.04045219348650742,
                "pvalue": 0.4036682363094073,
                "lower": -0.04551949009443842,
                "upper": 0.11308730480956439
              },
              {
                "event_time": 6,
                "estimate": 0.02849262554089369,
                "se": 0.04224202682909905,
                "pvalue": 0.5000179335894411,
                "lower": -0.05431960178426975,
                "upper": 0.11130485286605712
              },
              {
                "event_time": 7,
                "estimate": 0.03494718258856566,
                "se": 0.043247941295634765,
                "pvalue": 0.4190898570945514,
                "lower": -0.04983706226808238,
                "upper": 0.1197314274452137
              },
              {
                "event_time": 8,
                "estimate": 0.05054170539516384,
                "se": 0.03894097947876144,
                "pvalue": 0.19437773066617176,
                "lower": -0.025799073846003467,
                "upper": 0.12688248463633114
              },
              {
                "event_time": 9,
                "estimate": 0.00718544096936696,
                "se": 0.029682484461964143,
                "pvalue": 0.8087302474956061,
                "lower": -0.05100477468445499,
                "upper": 0.06537565662318891
              },
              {
                "event_time": 10,
                "estimate": -7.88127127431337e-05,
                "se": 0.021542060793423207,
                "pvalue": 0.9970810467928501,
                "lower": -0.04231035720502956,
                "upper": 0.0421527317795433
              },
              {
                "event_time": 11,
                "estimate": -0.0023283556583402133,
                "se": 0.026629372834369478,
                "pvalue": 0.9303286433310359,
                "lower": -0.0545331820415105,
                "upper": 0.04987647072483008
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -12,
                "estimate": 0.012664845875162478,
                "se": 0.060056966853587544,
                "pvalue": 0.8329887921388887,
                "lower": -0.10507219386633643,
                "upper": 0.13040188561666138
              },
              {
                "event_time": -11,
                "estimate": 0.021548644009242043,
                "se": 0.03713484243680474,
                "pvalue": 0.5617504035927021,
                "lower": -0.05125134321680626,
                "upper": 0.09434863123529035
              },
              {
                "event_time": -10,
                "estimate": 0.0009732909670093159,
                "se": 0.03406651486274684,
                "pvalue": 0.9772083919000399,
                "lower": -0.06581147730188626,
                "upper": 0.0677580592359049
              },
              {
                "event_time": -9,
                "estimate": 0.06925802220842076,
                "se": 0.05466642236159911,
                "pvalue": 0.20524068115624375,
                "lower": -0.03791127186871901,
                "upper": 0.17642731628556052
              },
              {
                "event_time": -8,
                "estimate": 0.013756069831208521,
                "se": 0.030189086761659534,
                "pvalue": 0.6486509818930222,
                "lower": -0.04542730045924004,
                "upper": 0.07293944012165708
              },
              {
                "event_time": -7,
                "estimate": 0.006314372679601129,
                "se": 0.023795490906335155,
                "pvalue": 0.7907426816264171,
                "lower": -0.040334847307443585,
                "upper": 0.052963592666645846
              },
              {
                "event_time": -6,
                "estimate": 0.023001242379857872,
                "se": 0.026904983051167678,
                "pvalue": 0.39264255449927965,
                "lower": -0.029743896522381873,
                "upper": 0.07574638128209762
              },
              {
                "event_time": -5,
                "estimate": 0.015280103581197274,
                "se": 0.03173402850857238,
                "pvalue": 0.6301777664426798,
                "lower": -0.04693200554479761,
                "upper": 0.07749221270719216
              },
              {
                "event_time": -4,
                "estimate": -0.03329689041175155,
                "se": 0.021761206197920234,
                "pvalue": 0.12605234044540037,
                "lower": -0.07595805252461037,
                "upper": 0.009364271701107263
              },
              {
                "event_time": -3,
                "estimate": -0.03184909712018822,
                "se": 0.02132162486543086,
                "pvalue": 0.13530294551002542,
                "lower": -0.07364849402037661,
                "upper": 0.009950299780000171
              },
              {
                "event_time": -2,
                "estimate": -0.007130698740732147,
                "se": 0.018247713411684283,
                "pvalue": 0.6959817325929585,
                "lower": -0.042903929919399585,
                "upper": 0.02864253243793529
              },
              {
                "event_time": -1,
                "estimate": 0.013421162911994168,
                "se": 0.017130106470954455,
                "pvalue": 0.43337886350324833,
                "lower": -0.020161086275909908,
                "upper": 0.047003412099898244
              },
              {
                "event_time": 0,
                "estimate": 0.01151414844021879,
                "se": 0.023332248710770172,
                "pvalue": 0.6216898656569095,
                "lower": -0.034226921041620784,
                "upper": 0.05725521792205837
              },
              {
                "event_time": 1,
                "estimate": 0.05587163704447052,
                "se": 0.027578965965218565,
                "pvalue": 0.042828454746562425,
                "lower": 0.0018052067535039018,
                "upper": 0.10993806733543714
              },
              {
                "event_time": 2,
                "estimate": -0.022524985061521823,
                "se": 0.025225507695854372,
                "pvalue": 0.37192828926833627,
                "lower": -0.0719776423914662,
                "upper": 0.02692767226842255
              },
              {
                "event_time": 3,
                "estimate": 0.027758485720153037,
                "se": 0.030472920161190457,
                "pvalue": 0.36237835757949405,
                "lower": -0.03198131800327268,
                "upper": 0.08749828944357875
              },
              {
                "event_time": 4,
                "estimate": 0.045134377202552076,
                "se": 0.03366223946261402,
                "pvalue": 0.18004381989606344,
                "lower": -0.020857840404103323,
                "upper": 0.11112659480920747
              },
              {
                "event_time": 5,
                "estimate": 0.04624718805800793,
                "se": 0.037335511998062246,
                "pvalue": 0.21551590493693748,
                "lower": -0.02694619632654626,
                "upper": 0.11944057244256212
              },
              {
                "event_time": 6,
                "estimate": 0.03970174234120886,
                "se": 0.039425720791138534,
                "pvalue": 0.3139813680372124,
                "lower": -0.03758933476130106,
                "upper": 0.11699281944371878
              },
              {
                "event_time": 7,
                "estimate": 0.05073068173776955,
                "se": 0.040786625253769596,
                "pvalue": 0.21362703758851226,
                "lower": -0.029228343334736874,
                "upper": 0.13068970681027597
              },
              {
                "event_time": 8,
                "estimate": 0.06644920329596264,
                "se": 0.036562294536651455,
                "pvalue": 0.06920999410554168,
                "lower": -0.005228348042862152,
                "upper": 0.13812675463478744
              },
              {
                "event_time": 9,
                "estimate": 0.027175483585029008,
                "se": 0.023827176936924228,
                "pvalue": 0.25412057252145864,
                "lower": -0.019535854414931855,
                "upper": 0.07388682158498987
              },
              {
                "event_time": 10,
                "estimate": 0.011821387312096105,
                "se": 0.006214081756155577,
                "pvalue": 0.057180287432305535,
                "lower": -0.00036083948042643817,
                "upper": 0.024003614104618647
              },
              {
                "event_time": 11,
                "estimate": 0.006303797603880668,
                "se": 0.0030111219885003556,
                "pvalue": 0.036352708227649515,
                "lower": 0.00040072577391544843,
                "upper": 0.012206869433845888
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -12,
                "estimate": -2.306815809151169e-13,
                "se": 0.0,
                "pvalue": null,
                "lower": -2.306815809151169e-13,
                "upper": -2.306815809151169e-13
              },
              {
                "event_time": -11,
                "estimate": 0.03889455172512821,
                "se": 0.009246287371676433,
                "pvalue": 2.637370233033184e-05,
                "lower": 0.020767920282112575,
                "upper": 0.057021183168143835
              },
              {
                "event_time": -10,
                "estimate": 0.04922131245497352,
                "se": 0.0583746006072327,
                "pvalue": 0.39915702851967433,
                "lower": -0.06521757834587497,
                "upper": 0.163660203255822
              },
              {
                "event_time": -9,
                "estimate": -0.05655881894264657,
                "se": 0.11525221419058586,
                "pvalue": 0.6236314903773533,
                "lower": -0.2825018732353089,
                "upper": 0.16938423535001573
              },
              {
                "event_time": -8,
                "estimate": -0.06986107588498282,
                "se": 0.08819615495499994,
                "pvalue": 0.4283327317809081,
                "lower": -0.24276281809749234,
                "upper": 0.10304066632752672
              },
              {
                "event_time": -7,
                "estimate": -0.03505494586938954,
                "se": 0.06852829330196424,
                "pvalue": 0.608994997179008,
                "lower": -0.1693993660859508,
                "upper": 0.09928947434717172
              },
              {
                "event_time": -6,
                "estimate": -0.027132631168568913,
                "se": 0.06268048650897279,
                "pvalue": 0.6651257669386397,
                "lower": -0.15001287833647226,
                "upper": 0.09574761599933442
              },
              {
                "event_time": -5,
                "estimate": -0.04288981204155148,
                "se": 0.061524017427635046,
                "pvalue": 0.48575710306830155,
                "lower": -0.16350289099696053,
                "upper": 0.07772326691385756
              },
              {
                "event_time": -4,
                "estimate": -0.07122588428787473,
                "se": 0.0466512315773253,
                "pvalue": 0.12687837189588066,
                "lower": -0.16268201658972298,
                "upper": 0.020230248013973523
              },
              {
                "event_time": -3,
                "estimate": -0.05790254385689971,
                "se": 0.041764773360678034,
                "pvalue": 0.16568555204344884,
                "lower": -0.1397791526598151,
                "upper": 0.023974064946015693
              },
              {
                "event_time": -2,
                "estimate": -0.023481971278406878,
                "se": 0.02962982993609482,
                "pvalue": 0.4280990220976458,
                "lower": -0.08156896180565926,
                "upper": 0.0346050192488455
              },
              {
                "event_time": 0,
                "estimate": -0.004379922966252652,
                "se": 0.028218655870129686,
                "pvalue": 0.8766588764729478,
                "lower": -0.05970041585316033,
                "upper": 0.05094056992065503
              },
              {
                "event_time": 1,
                "estimate": 0.040672058854048586,
                "se": 0.031143080420573902,
                "pvalue": 0.19161940859611554,
                "lower": -0.020381542239206983,
                "upper": 0.10172565994730415
              },
              {
                "event_time": 2,
                "estimate": -0.03776891273248814,
                "se": 0.031158232289893967,
                "pvalue": 0.22550465863869118,
                "lower": -0.0988522178939602,
                "upper": 0.023314392428983914
              },
              {
                "event_time": 3,
                "estimate": 0.00857729874706702,
                "se": 0.03598362889933824,
                "pvalue": 0.8116061367914191,
                "lower": -0.06196582335387302,
                "upper": 0.07912042084800705
              },
              {
                "event_time": 4,
                "estimate": 0.04731795713132568,
                "se": 0.036898125827993976,
                "pvalue": 0.19976172116872573,
                "lower": -0.025017965486748492,
                "upper": 0.11965387974939985
              },
              {
                "event_time": 5,
                "estimate": 0.04574028009232343,
                "se": 0.04074571921598286,
                "pvalue": 0.2616685275724315,
                "lower": -0.03413855185607293,
                "upper": 0.1256191120407198
              },
              {
                "event_time": 6,
                "estimate": 0.032891682957017485,
                "se": 0.04269774592269082,
                "pvalue": 0.4411347827358108,
                "lower": -0.05081394641364019,
                "upper": 0.11659731232767516
              },
              {
                "event_time": 7,
                "estimate": 0.053731700771405454,
                "se": 0.04306771407794634,
                "pvalue": 0.21223047355115363,
                "lower": -0.03069922256064391,
                "upper": 0.1381626241034548
              },
              {
                "event_time": 8,
                "estimate": 0.07701431158387459,
                "se": 0.03752843710702076,
                "pvalue": 0.04020445303610089,
                "lower": 0.0034427124407236664,
                "upper": 0.1505859107270255
              },
              {
                "event_time": 9,
                "estimate": 0.03512355520588319,
                "se": 0.02486101067533273,
                "pvalue": 0.15777565350982356,
                "lower": -0.013614533899271607,
                "upper": 0.08386164431103799
              },
              {
                "event_time": 10,
                "estimate": 0.01489738543020159,
                "se": 0.01024984606364415,
                "pvalue": 0.14616637040928082,
                "lower": -0.0051966452304132525,
                "upper": 0.034991416090816435
              },
              {
                "event_time": 11,
                "estimate": 4.300108817454762e-13,
                "se": 0.0,
                "pvalue": null,
                "lower": 4.300108817454762e-13,
                "upper": 4.300108817454762e-13
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0,
              6.0,
              7.0,
              8.0,
              9.0,
              10.0,
              11.0
            ],
            "weights": [
              0.11408236594803758,
              0.1117330016583748,
              0.1091763405196241,
              0.10655058043117745,
              0.10053897180762852,
              0.09425096738529574,
              0.08547540077390824,
              0.07642343836373687,
              0.06937534549474848,
              0.05845771144278607,
              0.046849087893864015,
              0.027086788280818133
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 2.7755575615628914e-17,
            "package_aggregate_vs_estimable_cell_weights": 1.3877787807814457e-17,
            "saturated_vs_deviations_relative_rss_difference": 1.524883957943548e-13
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "F": 1.1296033391495495,
            "df_num": 55,
            "df_den": 61932,
            "pvalue": 0.23734132618960652,
            "log10_pvalue": -0.6246266352614996,
            "inference": "Homoskedastic nested-model F",
            "observations": 67262,
            "design_columns": 144,
            "restricted_design_columns": 89,
            "fixed_effect_rank": 5186,
            "covariance_rank": 55,
            "rss_unrestricted": 54156.33005434668,
            "rss_restricted": 54210.65793685655,
            "test_horizon": null,
            "reference_cohort": 2,
            "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.-12.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-11.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-10.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-9.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-8.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-7.0]"
              ],
              "data": [
                [
                  -0.00606583211917575,
                  0.916981356486575,
                  -0.08264696262376976,
                  -0.09082394219618806,
                  -0.09024412000832566,
                  -0.09531384734322512
                ],
                [
                  0.0005054860099313143,
                  -0.08243882132556274,
                  0.9175463114388511,
                  -0.08135351312776905,
                  -0.08947102375784247,
                  -0.0883559810888764
                ],
                [
                  0.0005054860099313143,
                  -0.07586750319645567,
                  -0.08187386637328654,
                  0.9188397609348519,
                  -0.08000059468942346,
                  -0.08758288483839319
                ],
                [
                  0.0005054860099313143,
                  -0.07586750319645567,
                  -0.07530254824417948,
                  -0.08058041687728582,
                  0.9201926793731974,
                  -0.07811245576997417
                ],
                [
                  0.0005054860099313143,
                  -0.07586750319645567,
                  -0.07530254824417948,
                  -0.07400909874817876,
                  -0.07922749843894024,
                  0.9220808182926468
                ]
              ]
            },
            "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_3,ref=-1.0)+i(rel_time,cohort_dummy_4,ref=-1.0)+i(rel_time,cohort_dummy_5,ref=-1.0)+i(rel_time,cohort_dummy_6,ref=-1.0)+i(rel_time,cohort_dummy_7,ref=-1.0)+i(rel_time,cohort_dummy_8,ref=-1.0)+i(rel_time,cohort_dummy_9,ref=-1.0)+i(rel_time,cohort_dummy_10,ref=-1.0)+i(rel_time,cohort_dummy_11,ref=-1.0)+i(rel_time,cohort_dummy_12,ref=-1.0)+i(rel_time,cohort_dummy_13,ref=-1.0)|unit_fe+time_fe",
            "restriction_names": [
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_3",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_3",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_3",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_3",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_3",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_3",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_3",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_3",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_3",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_3",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_4",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_4",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_4",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_4",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_4",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_4",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_4",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_4",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_4",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_5",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_5",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_5",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_5",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_5",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_5",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_5",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_5",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_6",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_6",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_6",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_6",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_6",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_6",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_6",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_12"
            ],
            "deviations": [
              {
                "event_time": -2.0,
                "cohort": 3,
                "estimate": 0.16271542262269933
              },
              {
                "event_time": 0.0,
                "cohort": 3,
                "estimate": 0.019176966743822355
              },
              {
                "event_time": 1.0,
                "cohort": 3,
                "estimate": 0.0012662856914766318
              },
              {
                "event_time": 2.0,
                "cohort": 3,
                "estimate": 0.01968922362401715
              },
              {
                "event_time": 3.0,
                "cohort": 3,
                "estimate": 0.14405778698045696
              },
              {
                "event_time": 4.0,
                "cohort": 3,
                "estimate": 0.031010475191275477
              },
              {
                "event_time": 5.0,
                "cohort": 3,
                "estimate": -0.06559717753674416
              },
              {
                "event_time": 6.0,
                "cohort": 3,
                "estimate": 0.09332063640346616
              },
              {
                "event_time": 7.0,
                "cohort": 3,
                "estimate": 0.04561707856058153
              },
              {
                "event_time": 8.0,
                "cohort": 3,
                "estimate": 0.004545811663915766
              },
              {
                "event_time": 9.0,
                "cohort": 3,
                "estimate": 0.01757860876139758
              },
              {
                "event_time": 10.0,
                "cohort": 3,
                "estimate": 0.03531617944643599
              },
              {
                "event_time": -3.0,
                "cohort": 4,
                "estimate": 0.382197729528727
              },
              {
                "event_time": -2.0,
                "cohort": 4,
                "estimate": 0.14534279855324578
              },
              {
                "event_time": 0.0,
                "cohort": 4,
                "estimate": 0.0842660487075593
              },
              {
                "event_time": 1.0,
                "cohort": 4,
                "estimate": -0.030511673203207523
              },
              {
                "event_time": 2.0,
                "cohort": 4,
                "estimate": 0.05014277724095227
              },
              {
                "event_time": 3.0,
                "cohort": 4,
                "estimate": 0.06620042832820203
              },
              {
                "event_time": 4.0,
                "cohort": 4,
                "estimate": 0.048256872951291316
              },
              {
                "event_time": 5.0,
                "cohort": 4,
                "estimate": 0.22224832760571578
              },
              {
                "event_time": 6.0,
                "cohort": 4,
                "estimate": 0.14351792676468408
              },
              {
                "event_time": 7.0,
                "cohort": 4,
                "estimate": 0.03985727496238878
              },
              {
                "event_time": 8.0,
                "cohort": 4,
                "estimate": -0.004833774101227484
              },
              {
                "event_time": 9.0,
                "cohort": 4,
                "estimate": 0.057625361898010694
              },
              {
                "event_time": -4.0,
                "cohort": 5,
                "estimate": 0.23162417749009814
              },
              {
                "event_time": -3.0,
                "cohort": 5,
                "estimate": 0.3863202045929616
              },
              {
                "event_time": -2.0,
                "cohort": 5,
                "estimate": 0.14893150962865292
              },
              {
                "event_time": 0.0,
                "cohort": 5,
                "estimate": -0.0968036502830831
              },
              {
                "event_time": 1.0,
                "cohort": 5,
                "estimate": -0.004836381502528998
              },
              {
                "event_time": 2.0,
                "cohort": 5,
                "estimate": -0.21700258412006282
              },
              {
                "event_time": 3.0,
                "cohort": 5,
                "estimate": 0.2811246626390637
              },
              {
                "event_time": 4.0,
                "cohort": 5,
                "estimate": -0.07361139636629635
              },
              {
                "event_time": 5.0,
                "cohort": 5,
                "estimate": 0.013257418123608117
              },
              {
                "event_time": 6.0,
                "cohort": 5,
                "estimate": 0.08823387591203098
              },
              {
                "event_time": 7.0,
                "cohort": 5,
                "estimate": -0.001733052638992802
              },
              {
                "event_time": 8.0,
                "cohort": 5,
                "estimate": -0.023311093467161342
              },
              {
                "event_time": -5.0,
                "cohort": 6,
                "estimate": -0.20360657836403406
              },
              {
                "event_time": -4.0,
                "cohort": 6,
                "estimate": -0.005946001683655548
              },
              {
                "event_time": -3.0,
                "cohort": 6,
                "estimate": 0.17018230854614702
              },
              {
                "event_time": -2.0,
                "cohort": 6,
                "estimate": 0.15514138712672637
              },
              {
                "event_time": 0.0,
                "cohort": 6,
                "estimate": -0.012468940011733588
              },
              {
                "event_time": 1.0,
                "cohort": 6,
                "estimate": -0.1513466913588538
              },
              {
                "event_time": 2.0,
                "cohort": 6,
                "estimate": -0.15061142922559495
              },
              {
                "event_time": 3.0,
                "cohort": 6,
                "estimate": 0.007501253422515919
              },
              {
                "event_time": 4.0,
                "cohort": 6,
                "estimate": -0.17012046826048505
              },
              {
                "event_time": 5.0,
                "cohort": 6,
                "estimate": -0.3075345166209939
              },
              {
                "event_time": 6.0,
                "cohort": 6,
                "estimate": -0.18653165908667368
              },
              {
                "event_time": 7.0,
                "cohort": 6,
                "estimate": -0.24385948754079675
              },
              {
                "event_time": -6.0,
                "cohort": 7,
                "estimate": 0.09495138101451643
              },
              {
                "event_time": -5.0,
                "cohort": 7,
                "estimate": -0.0768124366737188
              },
              {
                "event_time": -4.0,
                "cohort": 7,
                "estimate": 0.050092492571260125
              },
              {
                "event_time": -3.0,
                "cohort": 7,
                "estimate": 0.20891229512210052
              },
              {
                "event_time": -2.0,
                "cohort": 7,
                "estimate": -0.01198519920140776
              },
              {
                "event_time": 0.0,
                "cohort": 7,
                "estimate": -0.24176292246122255
              },
              {
                "event_time": 1.0,
                "cohort": 7,
                "estimate": -0.23126587966974665
              },
              {
                "event_time": 2.0,
                "cohort": 7,
                "estimate": -0.10414994843275577
              },
              {
                "event_time": 3.0,
                "cohort": 7,
                "estimate": -0.10549211603211482
              },
              {
                "event_time": 4.0,
                "cohort": 7,
                "estimate": -0.03355768420874289
              },
              {
                "event_time": 5.0,
                "cohort": 7,
                "estimate": -0.10615322381319549
              },
              {
                "event_time": 6.0,
                "cohort": 7,
                "estimate": -0.050573976520821434
              },
              {
                "event_time": -7.0,
                "cohort": 8,
                "estimate": -0.048799156901120216
              },
              {
                "event_time": -6.0,
                "cohort": 8,
                "estimate": 0.21787374109760044
              },
              {
                "event_time": -5.0,
                "cohort": 8,
                "estimate": 0.037329908907999435
              },
              {
                "event_time": -4.0,
                "cohort": 8,
                "estimate": 0.2586776685991284
              },
              {
                "event_time": -3.0,
                "cohort": 8,
                "estimate": 0.25128041919628763
              },
              {
                "event_time": -2.0,
                "cohort": 8,
                "estimate": 0.21578891438720949
              },
              {
                "event_time": 0.0,
                "cohort": 8,
                "estimate": 0.26824173575822696
              },
              {
                "event_time": 1.0,
                "cohort": 8,
                "estimate": 0.24815201091940492
              },
              {
                "event_time": 2.0,
                "cohort": 8,
                "estimate": 0.2386930785339208
              },
              {
                "event_time": 3.0,
                "cohort": 8,
                "estimate": 0.2603646504688699
              },
              {
                "event_time": 4.0,
                "cohort": 8,
                "estimate": 0.08115995093467625
              },
              {
                "event_time": 5.0,
                "cohort": 8,
                "estimate": 0.07418851347573767
              },
              {
                "event_time": -8.0,
                "cohort": 9,
                "estimate": 0.07630534620615212
              },
              {
                "event_time": -7.0,
                "cohort": 9,
                "estimate": -0.16165786318894998
              },
              {
                "event_time": -6.0,
                "cohort": 9,
                "estimate": 0.1444908566388698
              },
              {
                "event_time": -5.0,
                "cohort": 9,
                "estimate": -0.039641686625997964
              },
              {
                "event_time": -4.0,
                "cohort": 9,
                "estimate": 0.13321205040085338
              },
              {
                "event_time": -3.0,
                "cohort": 9,
                "estimate": 0.2599252164605334
              },
              {
                "event_time": -2.0,
                "cohort": 9,
                "estimate": 0.22019305812540996
              },
              {
                "event_time": 0.0,
                "cohort": 9,
                "estimate": 0.12467109036874185
              },
              {
                "event_time": 1.0,
                "cohort": 9,
                "estimate": -0.09258783025701847
              },
              {
                "event_time": 2.0,
                "cohort": 9,
                "estimate": 0.10341804760991821
              },
              {
                "event_time": 3.0,
                "cohort": 9,
                "estimate": 0.1332217437983873
              },
              {
                "event_time": 4.0,
                "cohort": 9,
                "estimate": 0.025720621852949925
              },
              {
                "event_time": -9.0,
                "cohort": 10,
                "estimate": -0.8268309031779212
              },
              {
                "event_time": -8.0,
                "cohort": 10,
                "estimate": -0.42267870589512335
              },
              {
                "event_time": -7.0,
                "cohort": 10,
                "estimate": -0.6211660934610109
              },
              {
                "event_time": -6.0,
                "cohort": 10,
                "estimate": -0.245944997820361
              },
              {
                "event_time": -5.0,
                "cohort": 10,
                "estimate": -0.4256019646291999
              },
              {
                "event_time": -4.0,
                "cohort": 10,
                "estimate": -0.16521962340180174
              },
              {
                "event_time": -3.0,
                "cohort": 10,
                "estimate": -0.09862768024280544
              },
              {
                "event_time": -2.0,
                "cohort": 10,
                "estimate": -0.2287287691139718
              },
              {
                "event_time": 0.0,
                "cohort": 10,
                "estimate": -0.46188281548568233
              },
              {
                "event_time": 1.0,
                "cohort": 10,
                "estimate": -0.2724741827076559
              },
              {
                "event_time": 2.0,
                "cohort": 10,
                "estimate": -0.34968177002748224
              },
              {
                "event_time": 3.0,
                "cohort": 10,
                "estimate": -0.3083429310968501
              },
              {
                "event_time": -10.0,
                "cohort": 11,
                "estimate": 0.21584208323142165
              },
              {
                "event_time": -9.0,
                "cohort": 11,
                "estimate": -0.3778257239290526
              },
              {
                "event_time": -8.0,
                "cohort": 11,
                "estimate": 0.23215794147968297
              },
              {
                "event_time": -7.0,
                "cohort": 11,
                "estimate": -0.1362738034583244
              },
              {
                "event_time": -6.0,
                "cohort": 11,
                "estimate": 0.5971676337520375
              },
              {
                "event_time": -5.0,
                "cohort": 11,
                "estimate": 0.26282864402969763
              },
              {
                "event_time": -4.0,
                "cohort": 11,
                "estimate": 0.31776758857988224
              },
              {
                "event_time": -3.0,
                "cohort": 11,
                "estimate": 0.260181552965984
              },
              {
                "event_time": -2.0,
                "cohort": 11,
                "estimate": -0.09278706925088981
              },
              {
                "event_time": 0.0,
                "cohort": 11,
                "estimate": 0.005994034073439819
              },
              {
                "event_time": 1.0,
                "cohort": 11,
                "estimate": 0.07070526937012175
              },
              {
                "event_time": 2.0,
                "cohort": 11,
                "estimate": 0.15674278642728615
              },
              {
                "event_time": -11.0,
                "cohort": 12,
                "estimate": 0.1848186203826346
              },
              {
                "event_time": -10.0,
                "cohort": 12,
                "estimate": 0.14534279855339524
              },
              {
                "event_time": -9.0,
                "cohort": 12,
                "estimate": -0.4088491867779666
              },
              {
                "event_time": -8.0,
                "cohort": 12,
                "estimate": 0.031190121258763664
              },
              {
                "event_time": -7.0,
                "cohort": 12,
                "estimate": -0.23907148781480686
              },
              {
                "event_time": -6.0,
                "cohort": 12,
                "estimate": 0.25048946562210694
              },
              {
                "event_time": -5.0,
                "cohort": 12,
                "estimate": 0.46227904694337524
              },
              {
                "event_time": -4.0,
                "cohort": 12,
                "estimate": -0.05135023347556
              },
              {
                "event_time": -3.0,
                "cohort": 12,
                "estimate": 0.4152720667370656
              },
              {
                "event_time": -2.0,
                "cohort": 12,
                "estimate": -0.05203631059226935
              },
              {
                "event_time": 0.0,
                "cohort": 12,
                "estimate": 0.12031336977724279
              },
              {
                "event_time": 1.0,
                "cohort": 12,
                "estimate": 0.057625361898011075
              },
              {
                "event_time": 0.0,
                "cohort": 13,
                "estimate": -0.007085873399307885
              }
            ]
          }
        }
      },
      "code_sha256": {
        "replication_engine.py": "4d1c3ebb7851c82ad64d9ac8e54247610500cbb6d72e579ec3a30184da092d06",
        "reference_f_test.py": "9cf8f31eeda89784ac1750ea22c35401ae46e24e06279acf938d2d103b78cccf",
        "sparse_did2s.py": "75169d7fbba6e1bad163e564ac9b5b1262a04033eda925dc379dc3eef64c59fa",
        "frequency.py": "8f922ae4be2b63ad9b89515d8e665cda4e11a354258b54ef3b820648243642eb",
        "sparse_models.py": "538c06b81a46a104838d662d6e6489d0d2daa7f680fd234049f28c97c87ef555"
      }
    }
  },
  {
    "study_id": 5,
    "specification_id": "S05-P003",
    "source_specification_id": "AUDITS-T4-C5-LEGAL-ACTION",
    "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": "panel",
    "descriptive_metadata_status": "recorded_source_fields",
    "title": "Do Government Audits Reduce Corruption?",
    "status": "ready",
    "reason": "",
    "config": "analyses/full-archive/configs/S05-P003.json",
    "input_bytes": 3959454,
    "specification_type": "scalar",
    "run_status": "completed",
    "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": {
          "y": "",
          "d": ""
        },
        "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": "s05-p003",
        "study_id": 5,
        "study": "Do Government Audits Reduce Corruption?",
        "citation": "Avis et al. (2018), JPE. https://doi.org/10.1086/699209",
        "description": "AUDITS-T4-C5-LEGAL-ACTION",
        "source_specification_id": "AUDITS-T4-C5-LEGAL-ACTION",
        "specification_id": "S05-P003",
        "data": "repl-archives/twfe-microdata-replication-private/outputs/estimation_2026_10_06/group_c/AUDITS-T4-C5-LEGAL-ACTION.csv",
        "output_dir": "analyses/full-archive/results/S05-P003"
      },
      "source": {
        "file": "AUDITS-T4-C5-LEGAL-ACTION.csv",
        "bytes": 3959454,
        "sha256": "dbbb53b2eff90f2e6ddcc5e4f4bf581415f72c02c430fc535f0b62775115941d"
      },
      "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": 70902,
            "source_sd": 0.16811774078994818,
            "rows": 67262,
            "units": 5174,
            "clusters": 5174,
            "treated_units": 1651,
            "never_treated_units": 3523,
            "treated_cohorts": 12,
            "latest_cohort_control_index": null,
            "unique_unit_period_cells": 67262,
            "unsupported_prediction_rows_removed": 0,
            "rows_without_never_control_time_fe_removed": 0,
            "initially_treated_units_removed": 280,
            "post_adoption_untreated_rows_removed": 0,
            "units_without_minus_one_removed": 0,
            "additional_rows_removed": 0
          },
          "estimates": [
            {
              "method": "Static TWFE",
              "estimate": 0.03519245242983315,
              "se": 0.01518004287214449,
              "pvalue": 0.020469819847673387,
              "lower": 0.005433152142949444,
              "upper": 0.06495175271671685
            },
            {
              "method": "Dynamic TWFE",
              "estimate": 0.0226774233818737,
              "se": 0.02189034187742894,
              "pvalue": 0.300271256235517,
              "lower": -0.020236899245525047,
              "upper": 0.06559174600927245
            },
            {
              "method": "BJS / did2s",
              "estimate": 0.037896130358227136,
              "se": 0.014107159567440502,
              "pvalue": 0.0072477978528044905,
              "lower": 0.010240134831836483,
              "upper": 0.06555212588461778
            },
            {
              "method": "Sun\u2013Abraham",
              "estimate": 0.03117275671188908,
              "se": 0.018305382676652795,
              "pvalue": 0.08864153357667053,
              "lower": -0.00471353060159805,
              "upper": 0.06705904402537621
            }
          ],
          "event_studies": {
            "Dynamic TWFE": [
              {
                "event_time": -12,
                "estimate": 0.01855999146655633,
                "se": 0.06063207846097366,
                "pvalue": 0.759534393911349,
                "lower": -0.10030451011196292,
                "upper": 0.1374244930450756
              },
              {
                "event_time": -11,
                "estimate": 0.005373558829947299,
                "se": 0.042010959935687035,
                "pvalue": 0.8982263569016111,
                "lower": -0.07698567971742926,
                "upper": 0.08773279737732384
              },
              {
                "event_time": -10,
                "estimate": -0.022630634236256098,
                "se": 0.039141446276465666,
                "pvalue": 0.5631706510221403,
                "lower": -0.09936441313366134,
                "upper": 0.054103144661149155
              },
              {
                "event_time": -9,
                "estimate": 0.04822111561151659,
                "se": 0.06190353608620729,
                "pvalue": 0.43603189499942846,
                "lower": -0.07313598032856461,
                "upper": 0.16957821155159777
              },
              {
                "event_time": -8,
                "estimate": -0.009872040684244012,
                "se": 0.04172202840020799,
                "pvalue": 0.8129651681321741,
                "lower": -0.09166485129731944,
                "upper": 0.07192076992883142
              },
              {
                "event_time": -7,
                "estimate": -0.042814169267694546,
                "se": 0.03687273171745894,
                "pvalue": 0.24564113180563393,
                "lower": -0.1151003086956094,
                "upper": 0.02947197016022031
              },
              {
                "event_time": -6,
                "estimate": -0.014211511309911252,
                "se": 0.03888301222932737,
                "pvalue": 0.7147575584876862,
                "lower": -0.09043865024075515,
                "upper": 0.06201562762093265
              },
              {
                "event_time": -5,
                "estimate": -0.004377595123525771,
                "se": 0.043466886370620614,
                "pvalue": 0.9197837539622374,
                "lower": -0.0895910648702296,
                "upper": 0.08083587462317805
              },
              {
                "event_time": -4,
                "estimate": -0.048306904256867095,
                "se": 0.03435285858608351,
                "pvalue": 0.15972554698317187,
                "lower": -0.11565302725445566,
                "upper": 0.019039218740721467
              },
              {
                "event_time": -3,
                "estimate": -0.04734467520612679,
                "se": 0.03447663664821747,
                "pvalue": 0.1697374564145084,
                "lower": -0.11493345552365827,
                "upper": 0.020244105111404682
              },
              {
                "event_time": -2,
                "estimate": -0.02144310976884179,
                "se": 0.02680396514757836,
                "pvalue": 0.4237488797168189,
                "lower": -0.0739902108820854,
                "upper": 0.031103991344401817
              },
              {
                "event_time": 0,
                "estimate": 0.002452868184589132,
                "se": 0.028766353787366764,
                "pvalue": 0.9320511133077704,
                "lower": -0.05394134411950596,
                "upper": 0.05884708048868423
              },
              {
                "event_time": 1,
                "estimate": 0.03421560765420079,
                "se": 0.03110644014619891,
                "pvalue": 0.27140398786248565,
                "lower": -0.026766163014272502,
                "upper": 0.09519737832267408
              },
              {
                "event_time": 2,
                "estimate": -0.022453979025126653,
                "se": 0.03185541483625211,
                "pvalue": 0.480921843883354,
                "lower": -0.0849040566606026,
                "upper": 0.03999609861034931
              },
              {
                "event_time": 3,
                "estimate": 0.003875579252736891,
                "se": 0.03505960927295891,
                "pvalue": 0.9119833803122551,
                "lower": -0.0648560738185039,
                "upper": 0.07260723232397769
              },
              {
                "event_time": 4,
                "estimate": 0.04406504736742988,
                "se": 0.038234587826637384,
                "pvalue": 0.24917230897611495,
                "lower": -0.030890905659953623,
                "upper": 0.11902100039481339
              },
              {
                "event_time": 5,
                "estimate": 0.02242252436948582,
                "se": 0.03953519727796738,
                "pvalue": 0.5706345260272421,
                "lower": -0.055083172920419685,
                "upper": 0.09992822165939132
              },
              {
                "event_time": 6,
                "estimate": 0.027604050829923128,
                "se": 0.04163022530894031,
                "pvalue": 0.5073106936355467,
                "lower": -0.05400878692119732,
                "upper": 0.10921688858104359
              },
              {
                "event_time": 7,
                "estimate": 0.04594008836966756,
                "se": 0.043386786449948575,
                "pvalue": 0.2897176468906451,
                "lower": -0.03911635167611171,
                "upper": 0.13099652841544682
              },
              {
                "event_time": 8,
                "estimate": 0.06343841636694424,
                "se": 0.040056618118242994,
                "pvalue": 0.11331886891001194,
                "lower": -0.01508948616258382,
                "upper": 0.1419663188964723
              },
              {
                "event_time": 9,
                "estimate": 0.027441924427892436,
                "se": 0.033606389858494186,
                "pvalue": 0.41421257756247654,
                "lower": -0.03844080434833577,
                "upper": 0.09332465320412064
              },
              {
                "event_time": 10,
                "estimate": 0.03594702463734444,
                "se": 0.03182096627386635,
                "pvalue": 0.25866988481995634,
                "lower": -0.026435519255234755,
                "upper": 0.09832956852992364
              },
              {
                "event_time": 11,
                "estimate": 0.018820039054264825,
                "se": 0.04068160508063617,
                "pvalue": 0.6436577278080721,
                "lower": -0.060933102089271066,
                "upper": 0.09857318019780072
              }
            ],
            "BJS / did2s": [
              {
                "event_time": -12,
                "estimate": 0.028765493028534414,
                "se": 0.05652363809831612,
                "pvalue": 0.6108364149391533,
                "lower": -0.08204472889525244,
                "upper": 0.13957571495232127
              },
              {
                "event_time": -11,
                "estimate": 0.02632518256077981,
                "se": 0.035361613126648754,
                "pvalue": 0.4566341678261777,
                "lower": -0.04299852571382566,
                "upper": 0.09564889083538529
              },
              {
                "event_time": -10,
                "estimate": 0.00138659673819651,
                "se": 0.03247491629375631,
                "pvalue": 0.96594434489357,
                "lower": -0.062277965603107235,
                "upper": 0.06505115907950025
              },
              {
                "event_time": -9,
                "estimate": 0.06928033569663523,
                "se": 0.051674162678759926,
                "pvalue": 0.18007180614793822,
                "lower": -0.032022864642301085,
                "upper": 0.17058353603557155
              },
              {
                "event_time": -8,
                "estimate": 0.015293886586253826,
                "se": 0.028634506800424495,
                "pvalue": 0.5932905530973455,
                "lower": -0.04084184989472381,
                "upper": 0.07142962306723147
              },
              {
                "event_time": -7,
                "estimate": -0.004051983774304879,
                "se": 0.022963172242966783,
                "pvalue": 0.8599428171936107,
                "lower": -0.04906950737905486,
                "upper": 0.040965539830445104
              },
              {
                "event_time": -6,
                "estimate": 0.011878771316808763,
                "se": 0.02577833898365296,
                "pvalue": 0.6449583357039909,
                "lower": -0.0386576690063821,
                "upper": 0.06241521163999963
              },
              {
                "event_time": -5,
                "estimate": 0.013070629821218049,
                "se": 0.031138573141237864,
                "pvalue": 0.674680511347992,
                "lower": -0.04797413509941484,
                "upper": 0.07411539474185093
              },
              {
                "event_time": -4,
                "estimate": -0.03563766957756673,
                "se": 0.021682930026679585,
                "pvalue": 0.10032338194721153,
                "lower": -0.07814537730924376,
                "upper": 0.006870038154110296
              },
              {
                "event_time": -3,
                "estimate": -0.028611249355495114,
                "se": 0.02165015854654693,
                "pvalue": 0.18638445172725338,
                "lower": -0.07105471113435582,
                "upper": 0.0138322124233656
              },
              {
                "event_time": -2,
                "estimate": -0.003782506586410121,
                "se": 0.018424493567695727,
                "pvalue": 0.8373476002524145,
                "lower": -0.0399023015917951,
                "upper": 0.03233728841897486
              },
              {
                "event_time": -1,
                "estimate": 0.016404999902438842,
                "se": 0.01714394824804549,
                "pvalue": 0.33866374845602076,
                "lower": -0.017204385019166754,
                "upper": 0.05001438482404444
              },
              {
                "event_time": 0,
                "estimate": 0.01902047426250727,
                "se": 0.023532373937424703,
                "pvalue": 0.4189732563101156,
                "lower": -0.027112925251938563,
                "upper": 0.0651538737769531
              },
              {
                "event_time": 1,
                "estimate": 0.051277278377760395,
                "se": 0.02709087417247884,
                "pvalue": 0.05844185540637388,
                "lower": -0.0018322856941813195,
                "upper": 0.10438684244970212
              },
              {
                "event_time": 2,
                "estimate": -0.007156765702160727,
                "se": 0.02591314629446752,
                "pvalue": 0.7824186881187869,
                "lower": -0.05795748533452005,
                "upper": 0.04364395393019859
              },
              {
                "event_time": 3,
                "estimate": 0.018160690968498518,
                "se": 0.02972724638451932,
                "pvalue": 0.5412855845949841,
                "lower": -0.04011727697337409,
                "upper": 0.07643865891037113
              },
              {
                "event_time": 4,
                "estimate": 0.05941233976855495,
                "se": 0.03452946669569277,
                "pvalue": 0.08537829373398358,
                "lower": -0.008280009772082778,
                "upper": 0.12710468930919266
              },
              {
                "event_time": 5,
                "estimate": 0.03518185062803892,
                "se": 0.03601848319571424,
                "pvalue": 0.3287276502948512,
                "lower": -0.03542960062591325,
                "upper": 0.1057933018819911
              },
              {
                "event_time": 6,
                "estimate": 0.03960325516864424,
                "se": 0.03857640519952459,
                "pvalue": 0.30464809263622195,
                "lower": -0.03602280438799618,
                "upper": 0.11522931472528467
              },
              {
                "event_time": 7,
                "estimate": 0.06046568119781088,
                "se": 0.040585068437646206,
                "pvalue": 0.1363245357953654,
                "lower": -0.019098207321630138,
                "upper": 0.1400295697172519
              },
              {
                "event_time": 8,
                "estimate": 0.08073357983175601,
                "se": 0.03734972462918692,
                "pvalue": 0.03069802100873657,
                "lower": 0.0075123326828428205,
                "upper": 0.1539548269806692
              },
              {
                "event_time": 9,
                "estimate": 0.04930487930429311,
                "se": 0.0284056773515265,
                "pvalue": 0.0826693075676969,
                "lower": -0.006382254735861813,
                "upper": 0.10499201334444802
              },
              {
                "event_time": 10,
                "estimate": 0.04696459633557197,
                "se": 0.02433810685614059,
                "pvalue": 0.05370194268939877,
                "lower": -0.0007483802644625559,
                "upper": 0.0946775729356065
              },
              {
                "event_time": 11,
                "estimate": 0.0319153921165745,
                "se": 0.03130468283498938,
                "pvalue": 0.3080092682086131,
                "lower": -0.02945501801458572,
                "upper": 0.09328580224773472
              }
            ],
            "Sun\u2013Abraham": [
              {
                "event_time": -12,
                "estimate": 0.021949122579168433,
                "se": 0.006083995958749082,
                "pvalue": 0.0003118626436293081,
                "lower": 0.01002191893385863,
                "upper": 0.03387632622447824
              },
              {
                "event_time": -11,
                "estimate": 0.0509847441061195,
                "se": 0.009701426764280846,
                "pvalue": 1.5364408471601213e-07,
                "lower": 0.03196584707657123,
                "upper": 0.07000364113566777
              },
              {
                "event_time": -10,
                "estimate": 0.0030824808703676064,
                "se": 0.07601577987564073,
                "pvalue": 0.9676557804800341,
                "lower": -0.14594057782019493,
                "upper": 0.15210553956093015
              },
              {
                "event_time": -9,
                "estimate": -0.06549418327333408,
                "se": 0.11234513217915469,
                "pvalue": 0.5599368607641605,
                "lower": -0.2857381280664093,
                "upper": 0.15474976151974112
              },
              {
                "event_time": -8,
                "estimate": -0.08976138095044234,
                "se": 0.08777533541807857,
                "pvalue": 0.3065323111851495,
                "lower": -0.26183813899977726,
                "upper": 0.08231537709889261
              },
              {
                "event_time": -7,
                "estimate": -0.06510920512676269,
                "se": 0.06880982436933472,
                "pvalue": 0.3440807817536632,
                "lower": -0.2000055452321234,
                "upper": 0.06978713497859804
              },
              {
                "event_time": -6,
                "estimate": -0.050574372070162986,
                "se": 0.06278105765379498,
                "pvalue": 0.4205293674515149,
                "lower": -0.17365178119104416,
                "upper": 0.07250303705071817
              },
              {
                "event_time": -5,
                "estimate": -0.05315440230951855,
                "se": 0.06137774654249512,
                "pvalue": 0.3865189437227752,
                "lower": -0.17348072850469035,
                "upper": 0.06717192388565324
              },
              {
                "event_time": -4,
                "estimate": -0.08148755952787881,
                "se": 0.046863913550002086,
                "pvalue": 0.08212723730307338,
                "lower": -0.17336063839198673,
                "upper": 0.010385519336229124
              },
              {
                "event_time": -3,
                "estimate": -0.06073186348014292,
                "se": 0.04195804936514512,
                "pvalue": 0.14783362929651242,
                "lower": -0.1429873749451674,
                "upper": 0.02152364798488153
              },
              {
                "event_time": -2,
                "estimate": -0.02394864245304528,
                "se": 0.029778540960943515,
                "pvalue": 0.4213040893998037,
                "lower": -0.08232716944575544,
                "upper": 0.034429884539664876
              },
              {
                "event_time": 0,
                "estimate": 4.295127173447634e-05,
                "se": 0.028440152893543964,
                "pvalue": 0.9987950666960284,
                "lower": -0.055711769402799025,
                "upper": 0.055797671946267974
              },
              {
                "event_time": 1,
                "estimate": 0.033139301290224785,
                "se": 0.03113220707448489,
                "pvalue": 0.28716550906455085,
                "lower": -0.027892983448781224,
                "upper": 0.09417158602923079
              },
              {
                "event_time": 2,
                "estimate": -0.025973484587070994,
                "se": 0.032063697515288536,
                "pvalue": 0.41794356691914264,
                "lower": -0.08883188430979057,
                "upper": 0.03688491513564858
              },
              {
                "event_time": 3,
                "estimate": -0.0013073557000448134,
                "se": 0.03541122628912401,
                "pvalue": 0.970550820338639,
                "lower": -0.07072832674345264,
                "upper": 0.06811361534336302
              },
              {
                "event_time": 4,
                "estimate": 0.059641504267462356,
                "se": 0.037873173293881984,
                "pvalue": 0.11537089493162689,
                "lower": -0.014605923514050587,
                "upper": 0.13388893204897528
              },
              {
                "event_time": 5,
                "estimate": 0.036307898911900297,
                "se": 0.03955320464266007,
                "pvalue": 0.3586873794671052,
                "lower": -0.04123310042410473,
                "upper": 0.11384889824790533
              },
              {
                "event_time": 6,
                "estimate": 0.03589168132314339,
                "se": 0.04180108416304412,
                "pvalue": 0.39058424724471724,
                "lower": -0.04605611200015653,
                "upper": 0.11783947464644332
              },
              {
                "event_time": 7,
                "estimate": 0.0657084492412855,
                "se": 0.04261357182438512,
                "pvalue": 0.12314433182810527,
                "lower": -0.017832163318223793,
                "upper": 0.14924906180079478
              },
              {
                "event_time": 8,
                "estimate": 0.09222263884894558,
                "se": 0.03820352399772695,
                "pvalue": 0.015813726303114447,
                "lower": 0.01732758405619765,
                "upper": 0.1671176936416935
              },
              {
                "event_time": 9,
                "estimate": 0.05893413254873476,
                "se": 0.029195244321001415,
                "pvalue": 0.04357813070945525,
                "lower": 0.0016991135164810406,
                "upper": 0.11616915158098848
              },
              {
                "event_time": 10,
                "estimate": 0.051344112700609554,
                "se": 0.02559265604406834,
                "pvalue": 0.044886350824585405,
                "lower": 0.001171689422942969,
                "upper": 0.10151653597827615
              },
              {
                "event_time": 11,
                "estimate": 0.025239768115838637,
                "se": 0.0312018825011298,
                "pvalue": 0.4185994473731681,
                "lower": -0.03592910990960317,
                "upper": 0.08640864614128045
              }
            ]
          },
          "target": {
            "event_times": [
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0,
              6.0,
              7.0,
              8.0,
              9.0,
              10.0,
              11.0
            ],
            "weights": [
              0.11408236594803758,
              0.1117330016583748,
              0.1091763405196241,
              0.10655058043117745,
              0.10053897180762852,
              0.09425096738529574,
              0.08547540077390824,
              0.07642343836373687,
              0.06937534549474848,
              0.05845771144278607,
              0.046849087893864015,
              0.027086788280818133
            ],
            "weighting": "observations"
          },
          "checks": {
            "did2s_vs_direct_imputation_max_post_difference": 6.938893903907228e-17,
            "package_aggregate_vs_estimable_cell_weights": 1.3877787807814457e-17,
            "saturated_vs_deviations_relative_rss_difference": 2.93739461031608e-14
          },
          "inference": {
            "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
            "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
          },
          "f_test": {
            "F": 1.008511586584463,
            "df_num": 55,
            "df_den": 61932,
            "pvalue": 0.4570063473046029,
            "log10_pvalue": -0.3400777680259465,
            "inference": "Homoskedastic nested-model F",
            "observations": 67262,
            "design_columns": 144,
            "restricted_design_columns": 89,
            "fixed_effect_rank": 5186,
            "covariance_rank": 55,
            "rss_unrestricted": 54989.63553197767,
            "rss_restricted": 55038.8858815818,
            "test_horizon": null,
            "reference_cohort": 2,
            "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.-12.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-11.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-10.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-9.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-8.0]",
                "C(rel_time, contr.treatment(base=-1.0))[T.-7.0]"
              ],
              "data": [
                [
                  -0.00606583211917575,
                  0.916981356486575,
                  -0.08264696262376976,
                  -0.09082394219618806,
                  -0.09024412000832566,
                  -0.09531384734322512
                ],
                [
                  0.0005054860099313143,
                  -0.08243882132556274,
                  0.9175463114388511,
                  -0.08135351312776905,
                  -0.08947102375784247,
                  -0.0883559810888764
                ],
                [
                  0.0005054860099313143,
                  -0.07586750319645567,
                  -0.08187386637328654,
                  0.9188397609348519,
                  -0.08000059468942346,
                  -0.08758288483839319
                ],
                [
                  0.0005054860099313143,
                  -0.07586750319645567,
                  -0.07530254824417948,
                  -0.08058041687728582,
                  0.9201926793731974,
                  -0.07811245576997417
                ],
                [
                  0.0005054860099313143,
                  -0.07586750319645567,
                  -0.07530254824417948,
                  -0.07400909874817876,
                  -0.07922749843894024,
                  0.9220808182926468
                ]
              ]
            },
            "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_3,ref=-1.0)+i(rel_time,cohort_dummy_4,ref=-1.0)+i(rel_time,cohort_dummy_5,ref=-1.0)+i(rel_time,cohort_dummy_6,ref=-1.0)+i(rel_time,cohort_dummy_7,ref=-1.0)+i(rel_time,cohort_dummy_8,ref=-1.0)+i(rel_time,cohort_dummy_9,ref=-1.0)+i(rel_time,cohort_dummy_10,ref=-1.0)+i(rel_time,cohort_dummy_11,ref=-1.0)+i(rel_time,cohort_dummy_12,ref=-1.0)+i(rel_time,cohort_dummy_13,ref=-1.0)|unit_fe+time_fe",
            "restriction_names": [
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_3",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_3",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_3",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_3",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_3",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_3",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_3",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_3",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_3",
              "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_3",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_4",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_4",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_4",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_4",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_4",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_4",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_4",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_4",
              "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_4",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_5",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_5",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_5",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_5",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_5",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_5",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_5",
              "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_5",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_6",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_6",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_6",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_6",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_6",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_6",
              "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_6",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_7",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_8",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_9",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_10",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_11",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_12"
            ],
            "deviations": [
              {
                "event_time": -2.0,
                "cohort": 3,
                "estimate": 0.15479503581387255
              },
              {
                "event_time": 0.0,
                "cohort": 3,
                "estimate": 0.013559621002607963
              },
              {
                "event_time": 1.0,
                "cohort": 3,
                "estimate": 0.021452236669650016
              },
              {
                "event_time": 2.0,
                "cohort": 3,
                "estimate": 0.030882496913165663
              },
              {
                "event_time": 3.0,
                "cohort": 3,
                "estimate": 0.07987685721318855
              },
              {
                "event_time": 4.0,
                "cohort": 3,
                "estimate": 0.03317937062953624
              },
              {
                "event_time": 5.0,
                "cohort": 3,
                "estimate": -0.06510027686691386
              },
              {
                "event_time": 6.0,
                "cohort": 3,
                "estimate": 0.03555573042932292
              },
              {
                "event_time": 7.0,
                "cohort": 3,
                "estimate": 0.06711953662751155
              },
              {
                "event_time": 8.0,
                "cohort": 3,
                "estimate": 0.040829612476264016
              },
              {
                "event_time": 9.0,
                "cohort": 3,
                "estimate": 0.008678862244359181
              },
              {
                "event_time": 10.0,
                "cohort": 3,
                "estimate": 0.02986327388471821
              },
              {
                "event_time": -3.0,
                "cohort": 4,
                "estimate": 0.36638150767240385
              },
              {
                "event_time": -2.0,
                "cohort": 4,
                "estimate": 0.13338312952128706
              },
              {
                "event_time": 0.0,
                "cohort": 4,
                "estimate": 0.06920262018886901
              },
              {
                "event_time": 1.0,
                "cohort": 4,
                "estimate": -0.021956301125601527
              },
              {
                "event_time": 2.0,
                "cohort": 4,
                "estimate": 0.1145667244629762
              },
              {
                "event_time": 3.0,
                "cohort": 4,
                "estimate": 0.04545024682712996
              },
              {
                "event_time": 4.0,
                "cohort": 4,
                "estimate": 0.09097945766172584
              },
              {
                "event_time": 5.0,
                "cohort": 4,
                "estimate": 0.24452999461799682
              },
              {
                "event_time": 6.0,
                "cohort": 4,
                "estimate": 0.13170191402243886
              },
              {
                "event_time": 7.0,
                "cohort": 4,
                "estimate": 0.08137312726020825
              },
              {
                "event_time": 8.0,
                "cohort": 4,
                "estimate": 0.022437263714717236
              },
              {
                "event_time": 9.0,
                "cohort": 4,
                "estimate": 0.12165051376210553
              },
              {
                "event_time": -4.0,
                "cohort": 5,
                "estimate": 0.22301133251385916
              },
              {
                "event_time": -3.0,
                "cohort": 5,
                "estimate": 0.3499998110247585
              },
              {
                "event_time": -2.0,
                "cohort": 5,
                "estimate": 0.12156437120948799
              },
              {
                "event_time": 0.0,
                "cohort": 5,
                "estimate": -0.09223021482321118
              },
              {
                "event_time": 1.0,
                "cohort": 5,
                "estimate": -0.04338384326613304
              },
              {
                "event_time": 2.0,
                "cohort": 5,
                "estimate": -0.18173663482353308
              },
              {
                "event_time": 3.0,
                "cohort": 5,
                "estimate": 0.22404511370932084
              },
              {
                "event_time": 4.0,
                "cohort": 5,
                "estimate": -0.10632297298030022
              },
              {
                "event_time": 5.0,
                "cohort": 5,
                "estimate": 0.04843305086318318
              },
              {
                "event_time": 6.0,
                "cohort": 5,
                "estimate": 0.034146144837548485
              },
              {
                "event_time": 7.0,
                "cohort": 5,
                "estimate": 0.10120119846055008
              },
              {
                "event_time": 8.0,
                "cohort": 5,
                "estimate": 0.019612969246571466
              },
              {
                "event_time": -5.0,
                "cohort": 6,
                "estimate": -0.16963394283010852
              },
              {
                "event_time": -4.0,
                "cohort": 6,
                "estimate": 0.007912277973635078
              },
              {
                "event_time": -3.0,
                "cohort": 6,
                "estimate": 0.16013258811047773
              },
              {
                "event_time": -2.0,
                "cohort": 6,
                "estimate": 0.15611023759191975
              },
              {
                "event_time": 0.0,
                "cohort": 6,
                "estimate": -0.009090741884039171
              },
              {
                "event_time": 1.0,
                "cohort": 6,
                "estimate": -0.1289021121334542
              },
              {
                "event_time": 2.0,
                "cohort": 6,
                "estimate": -0.1518477858194076
              },
              {
                "event_time": 3.0,
                "cohort": 6,
                "estimate": -0.016536161000213687
              },
              {
                "event_time": 4.0,
                "cohort": 6,
                "estimate": -0.17011862137326939
              },
              {
                "event_time": 5.0,
                "cohort": 6,
                "estimate": -0.21417403446506897
              },
              {
                "event_time": 6.0,
                "cohort": 6,
                "estimate": -0.21426338625062324
              },
              {
                "event_time": 7.0,
                "cohort": 6,
                "estimate": -0.23619097319171767
              },
              {
                "event_time": -6.0,
                "cohort": 7,
                "estimate": 0.08783629305210953
              },
              {
                "event_time": -5.0,
                "cohort": 7,
                "estimate": -0.07040762376696433
              },
              {
                "event_time": -4.0,
                "cohort": 7,
                "estimate": 0.09103264208210328
              },
              {
                "event_time": -3.0,
                "cohort": 7,
                "estimate": 0.19675590446227326
              },
              {
                "event_time": -2.0,
                "cohort": 7,
                "estimate": -0.02966933656875228
              },
              {
                "event_time": 0.0,
                "cohort": 7,
                "estimate": -0.2139359517137494
              },
              {
                "event_time": 1.0,
                "cohort": 7,
                "estimate": -0.13674653592326516
              },
              {
                "event_time": 2.0,
                "cohort": 7,
                "estimate": -0.07436209882728571
              },
              {
                "event_time": 3.0,
                "cohort": 7,
                "estimate": -0.12436492479836961
              },
              {
                "event_time": 4.0,
                "cohort": 7,
                "estimate": -0.05157016013687982
              },
              {
                "event_time": 5.0,
                "cohort": 7,
                "estimate": -0.1013925470495165
              },
              {
                "event_time": 6.0,
                "cohort": 7,
                "estimate": -0.11147984004028631
              },
              {
                "event_time": -7.0,
                "cohort": 8,
                "estimate": -0.04885550770959954
              },
              {
                "event_time": -6.0,
                "cohort": 8,
                "estimate": 0.1581713973439789
              },
              {
                "event_time": -5.0,
                "cohort": 8,
                "estimate": 0.04356744817898068
              },
              {
                "event_time": -4.0,
                "cohort": 8,
                "estimate": 0.21682647234005084
              },
              {
                "event_time": -3.0,
                "cohort": 8,
                "estimate": 0.18285174558377715
              },
              {
                "event_time": -2.0,
                "cohort": 8,
                "estimate": 0.25450878416754
              },
              {
                "event_time": 0.0,
                "cohort": 8,
                "estimate": 0.17184021760663223
              },
              {
                "event_time": 1.0,
                "cohort": 8,
                "estimate": 0.18666165435993282
              },
              {
                "event_time": 2.0,
                "cohort": 8,
                "estimate": 0.1760729031831265
              },
              {
                "event_time": 3.0,
                "cohort": 8,
                "estimate": 0.23152534048900264
              },
              {
                "event_time": 4.0,
                "cohort": 8,
                "estimate": 0.10640575757966174
              },
              {
                "event_time": 5.0,
                "cohort": 8,
                "estimate": 0.017905984534677823
              },
              {
                "event_time": -8.0,
                "cohort": 9,
                "estimate": 0.028383464590007325
              },
              {
                "event_time": -7.0,
                "cohort": 9,
                "estimate": -0.1702014702401316
              },
              {
                "event_time": -6.0,
                "cohort": 9,
                "estimate": 0.07903528592764171
              },
              {
                "event_time": -5.0,
                "cohort": 9,
                "estimate": -0.07058622161047369
              },
              {
                "event_time": -4.0,
                "cohort": 9,
                "estimate": 0.07517609953903918
              },
              {
                "event_time": -3.0,
                "cohort": 9,
                "estimate": 0.15050826911694157
              },
              {
                "event_time": -2.0,
                "cohort": 9,
                "estimate": 0.14689028187793865
              },
              {
                "event_time": 0.0,
                "cohort": 9,
                "estimate": 0.030037908333714405
              },
              {
                "event_time": 1.0,
                "cohort": 9,
                "estimate": -0.1305361181345678
              },
              {
                "event_time": 2.0,
                "cohort": 9,
                "estimate": 0.04376472420124902
              },
              {
                "event_time": 3.0,
                "cohort": 9,
                "estimate": 0.051590775167831227
              },
              {
                "event_time": 4.0,
                "cohort": 9,
                "estimate": 0.07108052785082869
              },
              {
                "event_time": -9.0,
                "cohort": 10,
                "estimate": -0.7729391450295846
              },
              {
                "event_time": -8.0,
                "cohort": 10,
                "estimate": -0.3842112455919182
              },
              {
                "event_time": -7.0,
                "cohort": 10,
                "estimate": -0.5405863293077651
              },
              {
                "event_time": -6.0,
                "cohort": 10,
                "estimate": -0.211160559437096
              },
              {
                "event_time": -5.0,
                "cohort": 10,
                "estimate": -0.3852734840355008
              },
              {
                "event_time": -4.0,
                "cohort": 10,
                "estimate": -0.17403529728570935
              },
              {
                "event_time": -3.0,
                "cohort": 10,
                "estimate": -0.01767962039655504
              },
              {
                "event_time": -2.0,
                "cohort": 10,
                "estimate": -0.2219752997900187
              },
              {
                "event_time": 0.0,
                "cohort": 10,
                "estimate": -0.44638308706018814
              },
              {
                "event_time": 1.0,
                "cohort": 10,
                "estimate": -0.1643760815302184
              },
              {
                "event_time": 2.0,
                "cohort": 10,
                "estimate": -0.3239669442248789
              },
              {
                "event_time": 3.0,
                "cohort": 10,
                "estimate": -0.2436702523306086
              },
              {
                "event_time": -10.0,
                "cohort": 11,
                "estimate": 0.053317706671056925
              },
              {
                "event_time": -9.0,
                "cohort": 11,
                "estimate": -0.5255531573741914
              },
              {
                "event_time": -8.0,
                "cohort": 11,
                "estimate": 0.06191649367817284
              },
              {
                "event_time": -7.0,
                "cohort": 11,
                "estimate": -0.2391717322261119
              },
              {
                "event_time": -6.0,
                "cohort": 11,
                "estimate": 0.398617811303429
              },
              {
                "event_time": -5.0,
                "cohort": 11,
                "estimate": 0.06207331046274952
              },
              {
                "event_time": -4.0,
                "cohort": 11,
                "estimate": 0.1492242383507596
              },
              {
                "event_time": -3.0,
                "cohort": 11,
                "estimate": 0.07308968956201248
              },
              {
                "event_time": -2.0,
                "cohort": 11,
                "estimate": -0.2607235856186785
              },
              {
                "event_time": 0.0,
                "cohort": 11,
                "estimate": -0.17110948742721266
              },
              {
                "event_time": 1.0,
                "cohort": 11,
                "estimate": -0.08324839019466569
              },
              {
                "event_time": 2.0,
                "cohort": 11,
                "estimate": 0.28544627172366094
              },
              {
                "event_time": -11.0,
                "cohort": 12,
                "estimate": 0.17559298063576106
              },
              {
                "event_time": -10.0,
                "cohort": 12,
                "estimate": 0.13338312952144418
              },
              {
                "event_time": -9.0,
                "cohort": 12,
                "estimate": -0.40327788340951654
              },
              {
                "event_time": -8.0,
                "cohort": 12,
                "estimate": 0.03947862545444954
              },
              {
                "event_time": -7.0,
                "cohort": 12,
                "estimate": -0.19793937240083498
              },
              {
                "event_time": -6.0,
                "cohort": 12,
                "estimate": 0.19348754168244559
              },
              {
                "event_time": -5.0,
                "cohort": 12,
                "estimate": 0.44004541508879524
              },
              {
                "event_time": -4.0,
                "cohort": 12,
                "estimate": -0.05507144104196929
              },
              {
                "event_time": -3.0,
                "cohort": 12,
                "estimate": 0.5346276926002728
              },
              {
                "event_time": -2.0,
                "cohort": 12,
                "estimate": -0.05740539751474798
              },
              {
                "event_time": 0.0,
                "cohort": 12,
                "estimate": 0.08454891605834688
              },
              {
                "event_time": 1.0,
                "cohort": 12,
                "estimate": 0.20654295235399014
              },
              {
                "event_time": 0.0,
                "cohort": 13,
                "estimate": -0.04208063728488241
              }
            ]
          }
        }
      },
      "code_sha256": {
        "replication_engine.py": "4d1c3ebb7851c82ad64d9ac8e54247610500cbb6d72e579ec3a30184da092d06",
        "reference_f_test.py": "9cf8f31eeda89784ac1750ea22c35401ae46e24e06279acf938d2d103b78cccf",
        "sparse_did2s.py": "75169d7fbba6e1bad163e564ac9b5b1262a04033eda925dc379dc3eef64c59fa",
        "frequency.py": "8f922ae4be2b63ad9b89515d8e665cda4e11a354258b54ef3b820648243642eb",
        "sparse_models.py": "538c06b81a46a104838d662d6e6489d0d2daa7f680fd234049f28c97c87ef555"
      }
    }
  }
]
