{
  "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"
  }
}
