{
  "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"
  }
}
