{
  "study_id": 3,
  "specification_id": "S03-P014",
  "source_specification_id": "PP-REPLY-T1-PB-NOTX-SALESGR",
  "role": "active_comparison",
  "published_source_location": "",
  "outcome_label": "",
  "outcome_variable": "",
  "treatment_label": "",
  "unit_fixed_effects": "",
  "time_fixed_effects": "",
  "allowed_adjustments": "",
  "published_weights": "",
  "published_clustering": "",
  "panel_structure": "",
  "design": "",
  "descriptive_metadata_status": "not_recorded_in_exported_source_metadata",
  "title": "Reply: Do Powerful Politicians Really Cause Corporate Downsizing?",
  "status": "ready",
  "reason": "",
  "config": "analyses/full-archive/configs/S03-P014.json",
  "input_bytes": 1376057,
  "specification_type": "twfe_scalar",
  "run_status": "completed",
  "expanded_status": "processed",
  "expanded_reason": null,
  "regression_result": {
    "schema": "did-replication-v2",
    "config": {
      "outcomes": [
        "y"
      ],
      "treatments": [
        "d"
      ],
      "unit": "unit",
      "time": "time",
      "cluster": "cluster",
      "covariates": [],
      "baseline_by_time": [],
      "weight": null,
      "period_step": 1,
      "period_values": null,
      "display_window": [
        -10,
        10
      ],
      "seed": 20261008,
      "panelview_max_units": 100,
      "test_mode": "classical",
      "test_horizon": null,
      "post_horizon": null,
      "post_weighting": "observations",
      "sample_query": null,
      "reversal_policy": "drop_post_untreated",
      "labels": {},
      "allow_repeated_cells": true,
      "time_fe": null,
      "unit_fe": null,
      "frequency_weights": false,
      "source_sd": null,
      "require_never_control_periods": false,
      "latest_cohort_control": true,
      "slug": "s03-p014",
      "specification_id": "S03-P014",
      "source_specification_id": "PP-REPLY-T1-PB-NOTX-SALESGR",
      "study_id": 3,
      "study": "Reply: Do Powerful Politicians Really Cause Corporate Downsizing?",
      "citation": "Cohen et al. (2017), JPE. https://doi.org/10.1086/694203",
      "description": "PP-REPLY-T1-PB-NOTX-SALESGR",
      "data": "analyses/full-archive/prepared/S03-P014.parquet",
      "output_dir": "analyses/full-archive/results/S03-P014"
    },
    "source": {
      "file": "S03-P014.parquet",
      "bytes": 1376057,
      "sha256": "b1ac48d1c411a244eb5d6496250f4f789739f2d3cdc12aaad461a6813037378d"
    },
    "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": 118361,
          "source_sd": 0.40379325674392624,
          "rows": 108685,
          "units": 12131,
          "clusters": 55,
          "treated_units": 29,
          "never_treated_units": 12102,
          "treated_cohorts": 3,
          "latest_cohort_control_index": null,
          "unique_unit_period_cells": 108638,
          "unsupported_prediction_rows_removed": 0,
          "rows_without_never_control_time_fe_removed": 0,
          "initially_treated_units_removed": 409,
          "post_adoption_untreated_rows_removed": 2981,
          "units_without_minus_one_removed": 218,
          "additional_rows_removed": 4915
        },
        "estimates": [
          {
            "method": "Static TWFE",
            "estimate": 0.08796266153707287,
            "se": 0.02834927992300201,
            "pvalue": 0.003047532922828556,
            "lower": 0.031125777384400644,
            "upper": 0.1447995456897451
          },
          {
            "method": "Dynamic TWFE",
            "estimate": -0.008518423259240002,
            "se": 0.15733688385480393,
            "pvalue": 0.9570223990781964,
            "lower": -0.3239598829677862,
            "upper": 0.3069230364493062
          },
          {
            "method": "BJS / did2s",
            "estimate": 0.09596037082237957,
            "se": 0.02682571300794906,
            "pvalue": 0.0007424667683082595,
            "lower": 0.04217805442186558,
            "upper": 0.14974268722289358
          },
          {
            "method": "Sun\u2013Abraham",
            "estimate": -0.020070455626947314,
            "se": 0.03933939979868295,
            "pvalue": 0.6119995301955021,
            "lower": -0.09894120349307615,
            "upper": 0.058800292239181526
          }
        ],
        "event_studies": {
          "Dynamic TWFE": [
            {
              "event_time": -29,
              "estimate": -0.2680763018253285,
              "se": 0.161910589636219,
              "pvalue": 0.10358216400241607,
              "lower": -0.5926874895252997,
              "upper": 0.056534885874642726
            },
            {
              "event_time": -28,
              "estimate": -0.09251777171014879,
              "se": 0.17754847017278164,
              "pvalue": 0.6044382898542405,
              "lower": -0.44848102220903363,
              "upper": 0.26344547878873603
            },
            {
              "event_time": -27,
              "estimate": -0.21549647145635398,
              "se": 0.16023638863712847,
              "pvalue": 0.1842900304313796,
              "lower": -0.5367510882489849,
              "upper": 0.10575814533627692
            },
            {
              "event_time": -26,
              "estimate": 0.19649331784712806,
              "se": 0.1624387248036891,
              "pvalue": 0.2316839800127652,
              "lower": -0.1291767171114677,
              "upper": 0.5221633528057238
            },
            {
              "event_time": -25,
              "estimate": 0.016732732480721456,
              "se": 0.15674239231520126,
              "pvalue": 0.9153804927776971,
              "lower": -0.29751684345307233,
              "upper": 0.3309823084145152
            },
            {
              "event_time": -24,
              "estimate": 0.039342001828966015,
              "se": 0.1297536114682804,
              "pvalue": 0.762898374010843,
              "lower": -0.22079832637138963,
              "upper": 0.2994823300293217
            },
            {
              "event_time": -23,
              "estimate": -0.05807139693623712,
              "se": 0.16177209776914003,
              "pvalue": 0.7210170244425965,
              "lower": -0.38240492516031926,
              "upper": 0.266262131287845
            },
            {
              "event_time": -22,
              "estimate": 0.1576617576180255,
              "se": 0.2009119534833183,
              "pvalue": 0.4360407469673543,
              "lower": -0.24514245667008158,
              "upper": 0.5604659719061326
            },
            {
              "event_time": -21,
              "estimate": 0.015937738436828906,
              "se": 0.14576927013476884,
              "pvalue": 0.9133417840774557,
              "lower": -0.27631205211065896,
              "upper": 0.3081875289843167
            },
            {
              "event_time": -20,
              "estimate": 0.042666749227081524,
              "se": 0.17054524159793616,
              "pvalue": 0.8033986938745781,
              "lower": -0.2992558733516488,
              "upper": 0.3845893718058119
            },
            {
              "event_time": -19,
              "estimate": 0.020997062270426154,
              "se": 0.18131871133159605,
              "pvalue": 0.908239069390599,
              "lower": -0.3425250666392398,
              "upper": 0.3845191911800921
            },
            {
              "event_time": -18,
              "estimate": -0.004901241270937631,
              "se": 0.14342352841726475,
              "pvalue": 0.972865042460226,
              "lower": -0.2924481028335628,
              "upper": 0.2826456202916876
            },
            {
              "event_time": -17,
              "estimate": 0.30775319245246796,
              "se": 0.17225079981376795,
              "pvalue": 0.07960678397456308,
              "lower": -0.03758886846798254,
              "upper": 0.6530952533729184
            },
            {
              "event_time": -16,
              "estimate": 0.2447736272228286,
              "se": 0.16188238655681705,
              "pvalue": 0.1363528111589739,
              "lower": -0.07978101670738655,
              "upper": 0.5693282711530437
            },
            {
              "event_time": -15,
              "estimate": 0.28747554950193266,
              "se": 0.13956919616202937,
              "pvalue": 0.04425788879168633,
              "lower": 0.007656158847623995,
              "upper": 0.5672949401562413
            },
            {
              "event_time": -8,
              "estimate": -0.5525885953766656,
              "se": 0.42399116251970703,
              "pvalue": 0.19800134045030424,
              "lower": -1.4026396954872022,
              "upper": 0.29746250473387115
            },
            {
              "event_time": -7,
              "estimate": -0.739928166368251,
              "se": 0.27770761940317845,
              "pvalue": 0.010147160163897955,
              "lower": -1.296698420681695,
              "upper": -0.18315791205480692
            },
            {
              "event_time": -6,
              "estimate": -0.7492731915481113,
              "se": 0.2352113359399096,
              "pvalue": 0.0024010726763638015,
              "lower": -1.2208435273210791,
              "upper": -0.2777028557751436
            },
            {
              "event_time": -5,
              "estimate": -0.16827321356935068,
              "se": 0.2218668098979199,
              "pvalue": 0.4514837982587508,
              "lower": -0.6130893854700472,
              "upper": 0.2765429583313458
            },
            {
              "event_time": -4,
              "estimate": -0.4840675078247151,
              "se": 0.3116765319754106,
              "pvalue": 0.12623893336084896,
              "lower": -1.1089413313964984,
              "upper": 0.14080631574706814
            },
            {
              "event_time": -3,
              "estimate": -0.038919071407820256,
              "se": 0.0719762149939513,
              "pvalue": 0.5909232603417082,
              "lower": -0.18322269409136385,
              "upper": 0.10538455127572335
            },
            {
              "event_time": -2,
              "estimate": -0.30726646640863825,
              "se": 0.15918493660591976,
              "pvalue": 0.058834976727733,
              "lower": -0.6264130488013755,
              "upper": 0.011880115984099049
            },
            {
              "event_time": 0,
              "estimate": -0.053371053006739264,
              "se": 0.160314522663956,
              "pvalue": 0.7404877956144443,
              "lower": -0.37478231909145937,
              "upper": 0.2680402130779808
            },
            {
              "event_time": 1,
              "estimate": -0.07121464276571648,
              "se": 0.21691081210531515,
              "pvalue": 0.7439447268235243,
              "lower": -0.5060946373397139,
              "upper": 0.363665351808281
            },
            {
              "event_time": 2,
              "estimate": -0.10499255458224671,
              "se": 0.21351951034834377,
              "pvalue": 0.6249077928710944,
              "lower": -0.5330733985036965,
              "upper": 0.3230882893392031
            },
            {
              "event_time": 3,
              "estimate": 0.022021154300869393,
              "se": 0.1495231689548368,
              "pvalue": 0.8834627877877035,
              "lower": -0.27775475024092633,
              "upper": 0.3217970588426651
            },
            {
              "event_time": 4,
              "estimate": 0.08522516329575881,
              "se": 0.1585118113098217,
              "pvalue": 0.5930220654897683,
              "lower": -0.23257188413247604,
              "upper": 0.40302221072399363
            },
            {
              "event_time": 5,
              "estimate": 0.1343056829022195,
              "se": 0.18875626803305,
              "pvalue": 0.47981865739751606,
              "lower": -0.24412784939291576,
              "upper": 0.5127392151973548
            }
          ],
          "BJS / did2s": [
            {
              "event_time": -29,
              "estimate": -0.2520029669280529,
              "se": 0.022508888334269696,
              "pvalue": 1.0797809810179325e-15,
              "lower": -0.29713057094956796,
              "upper": -0.20687536290653782
            },
            {
              "event_time": -28,
              "estimate": -0.0930810825670659,
              "se": 0.16979398115684588,
              "pvalue": 0.5858137403088226,
              "lower": -0.43349751864741937,
              "upper": 0.24733535351328753
            },
            {
              "event_time": -27,
              "estimate": -0.21541982634892848,
              "se": 0.03285480331621746,
              "pvalue": 2.15812167158267e-08,
              "lower": -0.2812897410351051,
              "upper": -0.14954991166275183
            },
            {
              "event_time": -26,
              "estimate": 0.18710333704180496,
              "se": 0.030444302972715984,
              "pvalue": 9.947133999255325e-08,
              "lower": 0.12606618456848462,
              "upper": 0.2481404895151253
            },
            {
              "event_time": -25,
              "estimate": 0.008270760607504264,
              "se": 0.023890339538708,
              "pvalue": 0.7305400638982312,
              "lower": -0.039626486321431606,
              "upper": 0.056168007536440134
            },
            {
              "event_time": -24,
              "estimate": 0.03081616110271734,
              "se": 0.0894801729815971,
              "pvalue": 0.7318899209966823,
              "lower": -0.14858078441157122,
              "upper": 0.2102131066170059
            },
            {
              "event_time": -23,
              "estimate": -0.0663138361275676,
              "se": 0.030853034423324825,
              "pvalue": 0.03610575879208992,
              "lower": -0.12817044582064469,
              "upper": -0.004457226434490522
            },
            {
              "event_time": -22,
              "estimate": 0.14885864925191788,
              "se": 0.0846162004079488,
              "pvalue": 0.08420465036486909,
              "lower": -0.020786618391148426,
              "upper": 0.3185039168949842
            },
            {
              "event_time": -21,
              "estimate": 0.00747034581078752,
              "se": 0.015544776651269632,
              "pvalue": 0.6327637678108764,
              "lower": -0.02369505493685226,
              "upper": 0.0386357465584273
            },
            {
              "event_time": -20,
              "estimate": 0.03413692039836415,
              "se": 0.04570937709855668,
              "pvalue": 0.45840845547435916,
              "lower": -0.05750486302250961,
              "upper": 0.1257787038192379
            },
            {
              "event_time": -19,
              "estimate": 0.012507774153745448,
              "se": 0.0600936664010292,
              "pvalue": 0.8359042818587994,
              "lower": -0.1079727729649605,
              "upper": 0.1329883212724514
            },
            {
              "event_time": -18,
              "estimate": -0.02206918201132673,
              "se": 0.012929611273922071,
              "pvalue": 0.09359089800226245,
              "lower": -0.047991491858735885,
              "upper": 0.00385312783608242
            },
            {
              "event_time": -17,
              "estimate": 0.2898232067411987,
              "se": 0.0490528516079106,
              "pvalue": 2.390791087379386e-07,
              "lower": 0.19147816052593655,
              "upper": 0.38816825295646085
            },
            {
              "event_time": -16,
              "estimate": 0.22697330713980174,
              "se": 0.03410130697332416,
              "pvalue": 1.4908828486930885e-08,
              "lower": 0.1586043030888412,
              "upper": 0.29534231119076226
            },
            {
              "event_time": -15,
              "estimate": 0.2695629078732822,
              "se": 0.01662952409683478,
              "pvalue": 2.126277263754308e-22,
              "lower": 0.23622271943911394,
              "upper": 0.30290309630745044
            },
            {
              "event_time": -8,
              "estimate": -0.507593310929707,
              "se": 0.019242995113267353,
              "pvalue": 1.586417251005034e-32,
              "lower": -0.5461731932750008,
              "upper": -0.46901342858441336
            },
            {
              "event_time": -7,
              "estimate": -0.544540294174025,
              "se": 0.0168052796590293,
              "pvalue": 4.5627250946307375e-37,
              "lower": -0.578232851294621,
              "upper": -0.5108477370534291
            },
            {
              "event_time": -6,
              "estimate": -0.5367680540416386,
              "se": 0.034681789503241967,
              "pvalue": 1.6746769159552645e-21,
              "lower": -0.6063008554939864,
              "upper": -0.4672352525892909
            },
            {
              "event_time": -5,
              "estimate": 0.010681306583466776,
              "se": 0.19885947845034627,
              "pvalue": 0.9573621803714976,
              "lower": -0.3880079430215116,
              "upper": 0.40937055618844514
            },
            {
              "event_time": -4,
              "estimate": -0.30406437409040754,
              "se": 0.11689507473641074,
              "pvalue": 0.011962432616277274,
              "lower": -0.5384248883206324,
              "upper": -0.06970385986018274
            },
            {
              "event_time": -3,
              "estimate": 0.0888462110413894,
              "se": 0.12004588047864807,
              "pvalue": 0.4624437799234506,
              "lower": -0.15183128836255105,
              "upper": 0.32952371044532985
            },
            {
              "event_time": -2,
              "estimate": -0.1843614897128155,
              "se": 0.034827799337696884,
              "pvalue": 2.247452507740647e-06,
              "lower": -0.2541870232581337,
              "upper": -0.1145359561674973
            },
            {
              "event_time": -1,
              "estimate": 0.09895515592847343,
              "se": 0.1562314889384956,
              "pvalue": 0.5291538747481773,
              "lower": -0.2142701204070978,
              "upper": 0.41218043226404466
            },
            {
              "event_time": 0,
              "estimate": 0.04542267128957073,
              "se": 0.10572977896518675,
              "pvalue": 0.6691880896910924,
              "lower": -0.1665527727024334,
              "upper": 0.25739811528157486
            },
            {
              "event_time": 1,
              "estimate": 0.018781577757482612,
              "se": 0.12047428246382369,
              "pvalue": 0.8766955577161019,
              "lower": -0.22275481591355506,
              "upper": 0.2603179714285203
            },
            {
              "event_time": 2,
              "estimate": 0.01836895214551908,
              "se": 0.11994600347165783,
              "pvalue": 0.8788559431302494,
              "lower": -0.2221083059157404,
              "upper": 0.25884621020677856
            },
            {
              "event_time": 3,
              "estimate": 0.12172699548062893,
              "se": 0.05618332842458064,
              "pvalue": 0.034696484825263295,
              "lower": 0.009086203980719909,
              "upper": 0.23436778698053795
            },
            {
              "event_time": 4,
              "estimate": 0.1907904827474965,
              "se": 0.034588823249114914,
              "pvalue": 1.0053264314312249e-06,
              "lower": 0.12144406741254848,
              "upper": 0.2601368980824445
            },
            {
              "event_time": 5,
              "estimate": 0.24829172561771828,
              "se": 0.07929727102846447,
              "pvalue": 0.0028096377117852647,
              "lower": 0.08931026932291505,
              "upper": 0.4072731819125215
            }
          ],
          "Sun\u2013Abraham": [
            {
              "event_time": -29,
              "estimate": -0.14952233268709542,
              "se": 0.050146680064841964,
              "pvalue": 0.004293447607645405,
              "lower": -0.25006037292049,
              "upper": -0.04898429245370087
            },
            {
              "event_time": -28,
              "estimate": 0.02716512628106666,
              "se": 0.2028570822702974,
              "pvalue": 0.8939695008507497,
              "lower": -0.37953883642491315,
              "upper": 0.43386908898704646
            },
            {
              "event_time": -27,
              "estimate": -0.09578884137624276,
              "se": 0.04504085466732174,
              "pvalue": 0.03803006107694425,
              "lower": -0.18609031802104448,
              "upper": -0.005487364731441055
            },
            {
              "event_time": -26,
              "estimate": 0.3163981735279519,
              "se": 0.040971749911582624,
              "pvalue": 2.772089347408693e-10,
              "lower": 0.23425476072939908,
              "upper": 0.3985415863265047
            },
            {
              "event_time": -25,
              "estimate": 0.13658236992739103,
              "se": 0.03408735586962629,
              "pvalue": 0.00018983857247619046,
              "lower": 0.06824133615528172,
              "upper": 0.20492340369950035
            },
            {
              "event_time": -24,
              "estimate": 0.15922926147293986,
              "se": 0.11351426692445275,
              "pvalue": 0.16642237889286823,
              "lower": -0.06835314119774599,
              "upper": 0.3868116641436257
            },
            {
              "event_time": -23,
              "estimate": 0.06181480782830469,
              "se": 0.039563661178662335,
              "pvalue": 0.12403259936269787,
              "lower": -0.017505557033685296,
              "upper": 0.14113517269029469
            },
            {
              "event_time": -22,
              "estimate": 0.2775476156925685,
              "se": 0.08501591684021508,
              "pvalue": 0.001905320135593654,
              "lower": 0.10710096485330309,
              "upper": 0.44799426653183383
            },
            {
              "event_time": -21,
              "estimate": 0.1358231021552748,
              "se": 0.03260144089707818,
              "pvalue": 0.00011247024339871038,
              "lower": 0.0704611485356357,
              "upper": 0.20118505577491388
            },
            {
              "event_time": -20,
              "estimate": 0.1625520987256066,
              "se": 0.047662440358959876,
              "pvalue": 0.0012342821834524288,
              "lower": 0.06699465922542944,
              "upper": 0.25810953822578375
            },
            {
              "event_time": -19,
              "estimate": 0.14088217768375585,
              "se": 0.05943286864670723,
              "pvalue": 0.021366906310323057,
              "lower": 0.021726450296371214,
              "upper": 0.2600379050711405
            },
            {
              "event_time": -18,
              "estimate": 0.1161906019856051,
              "se": 0.03126062614854206,
              "pvalue": 0.00048050189753098236,
              "lower": 0.05351682008460315,
              "upper": 0.17886438388660705
            },
            {
              "event_time": -17,
              "estimate": 0.4288441880527542,
              "se": 0.04936133074031916,
              "pvalue": 7.776671993915953e-12,
              "lower": 0.3298806784140879,
              "upper": 0.5278076976914206
            },
            {
              "event_time": -16,
              "estimate": 0.3658635840842471,
              "se": 0.03978292347850208,
              "pvalue": 1.2168056510413885e-12,
              "lower": 0.2861036247786279,
              "upper": 0.44562354338986626
            },
            {
              "event_time": -15,
              "estimate": 0.40856456415626635,
              "se": 0.03922275039038497,
              "pvalue": 1.581143709507561e-14,
              "lower": 0.3299276842728135,
              "upper": 0.4872014440397192
            },
            {
              "event_time": -8,
              "estimate": -1.0798701474496906,
              "se": 0.31759816737379903,
              "pvalue": 0.0012734098455825448,
              "lower": -1.716616135183904,
              "upper": -0.44312415971547714
            },
            {
              "event_time": -7,
              "estimate": -1.2584004215876885,
              "se": 0.18040117273546621,
              "pvalue": 4.514245361981937e-09,
              "lower": -1.6200829963698606,
              "upper": -0.8967178468055164
            },
            {
              "event_time": -6,
              "estimate": -1.2704947444790857,
              "se": 0.14880322379189082,
              "pvalue": 1.3483302770622973e-11,
              "lower": -1.5688272458750598,
              "upper": -0.9721622430831116
            },
            {
              "event_time": -5,
              "estimate": -0.6906983261294133,
              "se": 0.10901527791953801,
              "pvalue": 4.913359832174273e-08,
              "lower": -0.9092607989263598,
              "upper": -0.47213585333246677
            },
            {
              "event_time": -4,
              "estimate": -1.0056661518617922,
              "se": 0.2587461009254118,
              "pvalue": 0.00028001334127539094,
              "lower": -1.5244208505065666,
              "upper": -0.4869114532170177
            },
            {
              "event_time": -3,
              "estimate": -0.06461769798709228,
              "se": 0.05639547125204203,
              "pvalue": 0.25693205016798015,
              "lower": -0.1776838102479163,
              "upper": 0.04844841427373174
            },
            {
              "event_time": -2,
              "estimate": -0.31905560089754464,
              "se": 0.06459887560378869,
              "pvalue": 7.951548277615856e-06,
              "lower": -0.4485685486358173,
              "upper": -0.189542653159272
            },
            {
              "event_time": 0,
              "estimate": -0.05317208715666021,
              "se": 0.026791835031453385,
              "pvalue": 0.052275435232065716,
              "lower": -0.10688648230377232,
              "upper": 0.000542307990451886
            },
            {
              "event_time": 1,
              "estimate": -0.07191315315812952,
              "se": 0.04459431007175326,
              "pvalue": 0.11265938832367565,
              "lower": -0.16131936179202366,
              "upper": 0.01749305547576463
            },
            {
              "event_time": 2,
              "estimate": -0.11501619470354983,
              "se": 0.06388221180186705,
              "pvalue": 0.07737711056058072,
              "lower": -0.2430923180287557,
              "upper": 0.013059928621656045
            },
            {
              "event_time": 3,
              "estimate": -0.001691459191060854,
              "se": 0.045265664883094546,
              "pvalue": 0.9703298840199136,
              "lower": -0.09244365318123855,
              "upper": 0.08906073479911684
            },
            {
              "event_time": 4,
              "estimate": 0.05501920552612091,
              "se": 0.04029040432054518,
              "pvalue": 0.1777367196094359,
              "lower": -0.02575819160886271,
              "upper": 0.13579660266110455
            },
            {
              "event_time": 5,
              "estimate": 0.12170813343905854,
              "se": 0.06053478704979977,
              "pvalue": 0.049378188877980116,
              "lower": 0.0003431926680404068,
              "upper": 0.24307307421007668
            }
          ]
        },
        "target": {
          "event_times": [
            0.0,
            1.0,
            2.0,
            3.0,
            4.0,
            5.0
          ],
          "weights": [
            0.21323529411764705,
            0.18382352941176472,
            0.16911764705882354,
            0.15441176470588236,
            0.14705882352941177,
            0.1323529411764706
          ],
          "weighting": "observations"
        },
        "checks": {
          "did2s_vs_direct_imputation_max_post_difference": 2.7755575615628914e-17,
          "package_aggregate_vs_estimable_cell_weights": 0.0,
          "saturated_vs_deviations_relative_rss_difference": 4.6787488092978027e-11
        },
        "inference": {
          "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
          "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
        },
        "f_test": {
          "F": 1.204073553949906,
          "df_num": 5,
          "df_den": 96486,
          "pvalue": 0.30425121086324036,
          "log10_pvalue": -0.5167676846831819,
          "inference": "Homoskedastic nested-model F",
          "observations": 108685,
          "design_columns": 38,
          "restricted_design_columns": 33,
          "fixed_effect_rank": 12161,
          "covariance_rank": 5,
          "rss_unrestricted": 76561.67711245982,
          "rss_restricted": 76566.4542765384,
          "test_horizon": null,
          "reference_cohort": 5,
          "pyfixest": "0.27.0",
          "formulaic": "1.0.2",
          "design_head": {
            "index": [
              0,
              1,
              2,
              3,
              4
            ],
            "columns": [
              "C(rel_time, contr.treatment(base=-1.0))[T.-29.0]",
              "C(rel_time, contr.treatment(base=-1.0))[T.-28.0]",
              "C(rel_time, contr.treatment(base=-1.0))[T.-27.0]",
              "C(rel_time, contr.treatment(base=-1.0))[T.-26.0]",
              "C(rel_time, contr.treatment(base=-1.0))[T.-25.0]",
              "C(rel_time, contr.treatment(base=-1.0))[T.-24.0]"
            ],
            "data": [
              [
                2.6711435097885234e-05,
                2.8322928564040476e-05,
                2.773145361823813e-05,
                3.170987557434663e-05,
                3.1223247927206504e-05,
                3.0997444122973195e-05
              ],
              [
                2.5231475146116936e-05,
                2.716639463755216e-05,
                2.668524423430605e-05,
                3.093174331821296e-05,
                3.0468769716288764e-05,
                3.021740484554375e-05
              ],
              [
                2.6034690007692966e-05,
                2.852017543461296e-05,
                2.8178015303330496e-05,
                3.288421049848222e-05,
                3.259774592861109e-05,
                3.241330365234664e-05
              ],
              [
                2.5552066161946695e-05,
                2.8404705594131596e-05,
                2.812508682067059e-05,
                3.310706500759755e-05,
                3.301722490674144e-05,
                3.292696048022133e-05
              ],
              [
                1.4967448012692678e-05,
                1.8240057057639353e-05,
                1.808634643100721e-05,
                2.3391420556998657e-05,
                2.331807168140051e-05,
                2.3351611108550757e-05
              ]
            ]
          },
          "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_30,ref=-1.0)+i(rel_time,cohort_dummy_35,ref=-1.0)|unit_fe+time_fe",
          "restriction_names": [
            "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_30",
            "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_30",
            "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_30",
            "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_30",
            "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_30"
          ],
          "deviations": [
            {
              "event_time": -3.0,
              "cohort": 30,
              "estimate": 0.23831037982423012
            },
            {
              "event_time": -2.0,
              "cohort": 30,
              "estimate": 0.09977324306436723
            },
            {
              "event_time": 0.0,
              "cohort": 30,
              "estimate": 0.13722972831861294
            },
            {
              "event_time": 1.0,
              "cohort": 30,
              "estimate": 1.2888753074159636
            },
            {
              "event_time": 2.0,
              "cohort": 30,
              "estimate": 1.1945551262681882
            },
            {
              "event_time": 3.0,
              "cohort": 30,
              "estimate": 0.5499611315568707
            },
            {
              "event_time": 4.0,
              "cohort": 30,
              "estimate": 0.8133138024753547
            },
            {
              "event_time": 5.0,
              "cohort": 30,
              "estimate": 1.0530220334082971
            },
            {
              "event_time": -2.0,
              "cohort": 35,
              "estimate": -0.4820139681140994
            },
            {
              "event_time": 0.0,
              "cohort": 35,
              "estimate": -0.1086101790520947
            }
          ]
        }
      }
    },
    "code_sha256": {
      "replication_engine.py": "cd3acc93d19b09e121e2366dbaaccd6cc5c4f902ca3ac3d3c1c27b3cc1d436f0",
      "reference_f_test.py": "5f044e72270f04daf518d8b9667920b0bdce87bdaa9b134f2625697b9eff1909",
      "sparse_did2s.py": "16f2083b77e2a6a0fd9a4dda23961f99f24def371aa785b956cc08b5c86929f3",
      "frequency.py": "f8b8062ee5e78fff474749beed9c4a3c20ced533b2e327a18f101ff35bca26b2",
      "sparse_models.py": "fd6fc12f18694fa56b8e0a68bec3d72bf57339ae0aecab45d7f13a834468feec"
    }
  },
  "comparison": {
    "schema": "expensive-replication-v1",
    "config": {
      "outcomes": [
        "y"
      ],
      "treatments": [
        "d"
      ],
      "unit": "unit",
      "time": "time",
      "cluster": "cluster",
      "covariates": [],
      "baseline_by_time": [],
      "weight": null,
      "period_step": 1,
      "period_values": null,
      "display_window": [
        -10,
        10
      ],
      "seed": 20261008,
      "panelview_max_units": 100,
      "test_mode": "classical",
      "test_horizon": null,
      "post_horizon": null,
      "post_weighting": "observations",
      "sample_query": null,
      "reversal_policy": "drop_post_untreated",
      "labels": {},
      "allow_repeated_cells": true,
      "time_fe": null,
      "unit_fe": null,
      "frequency_weights": false,
      "source_sd": null,
      "require_never_control_periods": false,
      "latest_cohort_control": true,
      "slug": "s03-p014",
      "specification_id": "S03-P014",
      "source_specification_id": "PP-REPLY-T1-PB-NOTX-SALESGR",
      "study_id": 3,
      "study": "Reply: Do Powerful Politicians Really Cause Corporate Downsizing?",
      "citation": "Cohen et al. (2017), JPE. https://doi.org/10.1086/694203",
      "description": "PP-REPLY-T1-PB-NOTX-SALESGR",
      "data": "analyses/full-archive/prepared/S03-P014.parquet",
      "output_dir": "analyses/archive-expanded/fits/S03-P014"
    },
    "options": {
      "output_dir": "analyses/archive-expanded/fits/S03-P014",
      "regression_results": "analyses/archive-expanded/baselines/S03-P014.json",
      "display_window": [
        -10,
        10
      ],
      "timeout_seconds": 3600
    },
    "source": {
      "file": "S03-P014.parquet",
      "bytes": 1376057,
      "sha256": "b1ac48d1c411a244eb5d6496250f4f789739f2d3cdc12aaad461a6813037378d"
    },
    "regressions": {
      "y__d": {
        "sample": {
          "outcome": "y",
          "treatment": "d",
          "source_rows": 118361,
          "source_sd": 0.40379325674392624,
          "rows": 108685,
          "units": 12131,
          "clusters": 55,
          "treated_units": 29,
          "never_treated_units": 12102,
          "treated_cohorts": 3,
          "latest_cohort_control_index": null,
          "unique_unit_period_cells": 108638,
          "unsupported_prediction_rows_removed": 0,
          "rows_without_never_control_time_fe_removed": 0,
          "initially_treated_units_removed": 409,
          "post_adoption_untreated_rows_removed": 2981,
          "units_without_minus_one_removed": 218,
          "additional_rows_removed": 4915
        },
        "estimates": [
          {
            "method": "Static TWFE",
            "estimate": 0.08796266153707287,
            "se": 0.02834927992300201,
            "pvalue": 0.003047532922828556,
            "lower": 0.031125777384400644,
            "upper": 0.1447995456897451
          },
          {
            "method": "Dynamic TWFE",
            "estimate": -0.008518423259240002,
            "se": 0.15733688385480393,
            "pvalue": 0.9570223990781964,
            "lower": -0.3239598829677862,
            "upper": 0.3069230364493062
          },
          {
            "method": "BJS / did2s",
            "estimate": 0.09596037082237957,
            "se": 0.02682571300794906,
            "pvalue": 0.0007424667683082595,
            "lower": 0.04217805442186558,
            "upper": 0.14974268722289358
          },
          {
            "method": "Sun\u2013Abraham",
            "estimate": -0.020070455626947314,
            "se": 0.03933939979868295,
            "pvalue": 0.6119995301955021,
            "lower": -0.09894120349307615,
            "upper": 0.058800292239181526
          }
        ],
        "event_studies": {
          "Dynamic TWFE": [
            {
              "event_time": -29,
              "estimate": -0.2680763018253285,
              "se": 0.161910589636219,
              "pvalue": 0.10358216400241607,
              "lower": -0.5926874895252997,
              "upper": 0.056534885874642726
            },
            {
              "event_time": -28,
              "estimate": -0.09251777171014879,
              "se": 0.17754847017278164,
              "pvalue": 0.6044382898542405,
              "lower": -0.44848102220903363,
              "upper": 0.26344547878873603
            },
            {
              "event_time": -27,
              "estimate": -0.21549647145635398,
              "se": 0.16023638863712847,
              "pvalue": 0.1842900304313796,
              "lower": -0.5367510882489849,
              "upper": 0.10575814533627692
            },
            {
              "event_time": -26,
              "estimate": 0.19649331784712806,
              "se": 0.1624387248036891,
              "pvalue": 0.2316839800127652,
              "lower": -0.1291767171114677,
              "upper": 0.5221633528057238
            },
            {
              "event_time": -25,
              "estimate": 0.016732732480721456,
              "se": 0.15674239231520126,
              "pvalue": 0.9153804927776971,
              "lower": -0.29751684345307233,
              "upper": 0.3309823084145152
            },
            {
              "event_time": -24,
              "estimate": 0.039342001828966015,
              "se": 0.1297536114682804,
              "pvalue": 0.762898374010843,
              "lower": -0.22079832637138963,
              "upper": 0.2994823300293217
            },
            {
              "event_time": -23,
              "estimate": -0.05807139693623712,
              "se": 0.16177209776914003,
              "pvalue": 0.7210170244425965,
              "lower": -0.38240492516031926,
              "upper": 0.266262131287845
            },
            {
              "event_time": -22,
              "estimate": 0.1576617576180255,
              "se": 0.2009119534833183,
              "pvalue": 0.4360407469673543,
              "lower": -0.24514245667008158,
              "upper": 0.5604659719061326
            },
            {
              "event_time": -21,
              "estimate": 0.015937738436828906,
              "se": 0.14576927013476884,
              "pvalue": 0.9133417840774557,
              "lower": -0.27631205211065896,
              "upper": 0.3081875289843167
            },
            {
              "event_time": -20,
              "estimate": 0.042666749227081524,
              "se": 0.17054524159793616,
              "pvalue": 0.8033986938745781,
              "lower": -0.2992558733516488,
              "upper": 0.3845893718058119
            },
            {
              "event_time": -19,
              "estimate": 0.020997062270426154,
              "se": 0.18131871133159605,
              "pvalue": 0.908239069390599,
              "lower": -0.3425250666392398,
              "upper": 0.3845191911800921
            },
            {
              "event_time": -18,
              "estimate": -0.004901241270937631,
              "se": 0.14342352841726475,
              "pvalue": 0.972865042460226,
              "lower": -0.2924481028335628,
              "upper": 0.2826456202916876
            },
            {
              "event_time": -17,
              "estimate": 0.30775319245246796,
              "se": 0.17225079981376795,
              "pvalue": 0.07960678397456308,
              "lower": -0.03758886846798254,
              "upper": 0.6530952533729184
            },
            {
              "event_time": -16,
              "estimate": 0.2447736272228286,
              "se": 0.16188238655681705,
              "pvalue": 0.1363528111589739,
              "lower": -0.07978101670738655,
              "upper": 0.5693282711530437
            },
            {
              "event_time": -15,
              "estimate": 0.28747554950193266,
              "se": 0.13956919616202937,
              "pvalue": 0.04425788879168633,
              "lower": 0.007656158847623995,
              "upper": 0.5672949401562413
            },
            {
              "event_time": -8,
              "estimate": -0.5525885953766656,
              "se": 0.42399116251970703,
              "pvalue": 0.19800134045030424,
              "lower": -1.4026396954872022,
              "upper": 0.29746250473387115
            },
            {
              "event_time": -7,
              "estimate": -0.739928166368251,
              "se": 0.27770761940317845,
              "pvalue": 0.010147160163897955,
              "lower": -1.296698420681695,
              "upper": -0.18315791205480692
            },
            {
              "event_time": -6,
              "estimate": -0.7492731915481113,
              "se": 0.2352113359399096,
              "pvalue": 0.0024010726763638015,
              "lower": -1.2208435273210791,
              "upper": -0.2777028557751436
            },
            {
              "event_time": -5,
              "estimate": -0.16827321356935068,
              "se": 0.2218668098979199,
              "pvalue": 0.4514837982587508,
              "lower": -0.6130893854700472,
              "upper": 0.2765429583313458
            },
            {
              "event_time": -4,
              "estimate": -0.4840675078247151,
              "se": 0.3116765319754106,
              "pvalue": 0.12623893336084896,
              "lower": -1.1089413313964984,
              "upper": 0.14080631574706814
            },
            {
              "event_time": -3,
              "estimate": -0.038919071407820256,
              "se": 0.0719762149939513,
              "pvalue": 0.5909232603417082,
              "lower": -0.18322269409136385,
              "upper": 0.10538455127572335
            },
            {
              "event_time": -2,
              "estimate": -0.30726646640863825,
              "se": 0.15918493660591976,
              "pvalue": 0.058834976727733,
              "lower": -0.6264130488013755,
              "upper": 0.011880115984099049
            },
            {
              "event_time": 0,
              "estimate": -0.053371053006739264,
              "se": 0.160314522663956,
              "pvalue": 0.7404877956144443,
              "lower": -0.37478231909145937,
              "upper": 0.2680402130779808
            },
            {
              "event_time": 1,
              "estimate": -0.07121464276571648,
              "se": 0.21691081210531515,
              "pvalue": 0.7439447268235243,
              "lower": -0.5060946373397139,
              "upper": 0.363665351808281
            },
            {
              "event_time": 2,
              "estimate": -0.10499255458224671,
              "se": 0.21351951034834377,
              "pvalue": 0.6249077928710944,
              "lower": -0.5330733985036965,
              "upper": 0.3230882893392031
            },
            {
              "event_time": 3,
              "estimate": 0.022021154300869393,
              "se": 0.1495231689548368,
              "pvalue": 0.8834627877877035,
              "lower": -0.27775475024092633,
              "upper": 0.3217970588426651
            },
            {
              "event_time": 4,
              "estimate": 0.08522516329575881,
              "se": 0.1585118113098217,
              "pvalue": 0.5930220654897683,
              "lower": -0.23257188413247604,
              "upper": 0.40302221072399363
            },
            {
              "event_time": 5,
              "estimate": 0.1343056829022195,
              "se": 0.18875626803305,
              "pvalue": 0.47981865739751606,
              "lower": -0.24412784939291576,
              "upper": 0.5127392151973548
            }
          ],
          "BJS / did2s": [
            {
              "event_time": -29,
              "estimate": -0.2520029669280529,
              "se": 0.022508888334269696,
              "pvalue": 1.0797809810179325e-15,
              "lower": -0.29713057094956796,
              "upper": -0.20687536290653782
            },
            {
              "event_time": -28,
              "estimate": -0.0930810825670659,
              "se": 0.16979398115684588,
              "pvalue": 0.5858137403088226,
              "lower": -0.43349751864741937,
              "upper": 0.24733535351328753
            },
            {
              "event_time": -27,
              "estimate": -0.21541982634892848,
              "se": 0.03285480331621746,
              "pvalue": 2.15812167158267e-08,
              "lower": -0.2812897410351051,
              "upper": -0.14954991166275183
            },
            {
              "event_time": -26,
              "estimate": 0.18710333704180496,
              "se": 0.030444302972715984,
              "pvalue": 9.947133999255325e-08,
              "lower": 0.12606618456848462,
              "upper": 0.2481404895151253
            },
            {
              "event_time": -25,
              "estimate": 0.008270760607504264,
              "se": 0.023890339538708,
              "pvalue": 0.7305400638982312,
              "lower": -0.039626486321431606,
              "upper": 0.056168007536440134
            },
            {
              "event_time": -24,
              "estimate": 0.03081616110271734,
              "se": 0.0894801729815971,
              "pvalue": 0.7318899209966823,
              "lower": -0.14858078441157122,
              "upper": 0.2102131066170059
            },
            {
              "event_time": -23,
              "estimate": -0.0663138361275676,
              "se": 0.030853034423324825,
              "pvalue": 0.03610575879208992,
              "lower": -0.12817044582064469,
              "upper": -0.004457226434490522
            },
            {
              "event_time": -22,
              "estimate": 0.14885864925191788,
              "se": 0.0846162004079488,
              "pvalue": 0.08420465036486909,
              "lower": -0.020786618391148426,
              "upper": 0.3185039168949842
            },
            {
              "event_time": -21,
              "estimate": 0.00747034581078752,
              "se": 0.015544776651269632,
              "pvalue": 0.6327637678108764,
              "lower": -0.02369505493685226,
              "upper": 0.0386357465584273
            },
            {
              "event_time": -20,
              "estimate": 0.03413692039836415,
              "se": 0.04570937709855668,
              "pvalue": 0.45840845547435916,
              "lower": -0.05750486302250961,
              "upper": 0.1257787038192379
            },
            {
              "event_time": -19,
              "estimate": 0.012507774153745448,
              "se": 0.0600936664010292,
              "pvalue": 0.8359042818587994,
              "lower": -0.1079727729649605,
              "upper": 0.1329883212724514
            },
            {
              "event_time": -18,
              "estimate": -0.02206918201132673,
              "se": 0.012929611273922071,
              "pvalue": 0.09359089800226245,
              "lower": -0.047991491858735885,
              "upper": 0.00385312783608242
            },
            {
              "event_time": -17,
              "estimate": 0.2898232067411987,
              "se": 0.0490528516079106,
              "pvalue": 2.390791087379386e-07,
              "lower": 0.19147816052593655,
              "upper": 0.38816825295646085
            },
            {
              "event_time": -16,
              "estimate": 0.22697330713980174,
              "se": 0.03410130697332416,
              "pvalue": 1.4908828486930885e-08,
              "lower": 0.1586043030888412,
              "upper": 0.29534231119076226
            },
            {
              "event_time": -15,
              "estimate": 0.2695629078732822,
              "se": 0.01662952409683478,
              "pvalue": 2.126277263754308e-22,
              "lower": 0.23622271943911394,
              "upper": 0.30290309630745044
            },
            {
              "event_time": -8,
              "estimate": -0.507593310929707,
              "se": 0.019242995113267353,
              "pvalue": 1.586417251005034e-32,
              "lower": -0.5461731932750008,
              "upper": -0.46901342858441336
            },
            {
              "event_time": -7,
              "estimate": -0.544540294174025,
              "se": 0.0168052796590293,
              "pvalue": 4.5627250946307375e-37,
              "lower": -0.578232851294621,
              "upper": -0.5108477370534291
            },
            {
              "event_time": -6,
              "estimate": -0.5367680540416386,
              "se": 0.034681789503241967,
              "pvalue": 1.6746769159552645e-21,
              "lower": -0.6063008554939864,
              "upper": -0.4672352525892909
            },
            {
              "event_time": -5,
              "estimate": 0.010681306583466776,
              "se": 0.19885947845034627,
              "pvalue": 0.9573621803714976,
              "lower": -0.3880079430215116,
              "upper": 0.40937055618844514
            },
            {
              "event_time": -4,
              "estimate": -0.30406437409040754,
              "se": 0.11689507473641074,
              "pvalue": 0.011962432616277274,
              "lower": -0.5384248883206324,
              "upper": -0.06970385986018274
            },
            {
              "event_time": -3,
              "estimate": 0.0888462110413894,
              "se": 0.12004588047864807,
              "pvalue": 0.4624437799234506,
              "lower": -0.15183128836255105,
              "upper": 0.32952371044532985
            },
            {
              "event_time": -2,
              "estimate": -0.1843614897128155,
              "se": 0.034827799337696884,
              "pvalue": 2.247452507740647e-06,
              "lower": -0.2541870232581337,
              "upper": -0.1145359561674973
            },
            {
              "event_time": -1,
              "estimate": 0.09895515592847343,
              "se": 0.1562314889384956,
              "pvalue": 0.5291538747481773,
              "lower": -0.2142701204070978,
              "upper": 0.41218043226404466
            },
            {
              "event_time": 0,
              "estimate": 0.04542267128957073,
              "se": 0.10572977896518675,
              "pvalue": 0.6691880896910924,
              "lower": -0.1665527727024334,
              "upper": 0.25739811528157486
            },
            {
              "event_time": 1,
              "estimate": 0.018781577757482612,
              "se": 0.12047428246382369,
              "pvalue": 0.8766955577161019,
              "lower": -0.22275481591355506,
              "upper": 0.2603179714285203
            },
            {
              "event_time": 2,
              "estimate": 0.01836895214551908,
              "se": 0.11994600347165783,
              "pvalue": 0.8788559431302494,
              "lower": -0.2221083059157404,
              "upper": 0.25884621020677856
            },
            {
              "event_time": 3,
              "estimate": 0.12172699548062893,
              "se": 0.05618332842458064,
              "pvalue": 0.034696484825263295,
              "lower": 0.009086203980719909,
              "upper": 0.23436778698053795
            },
            {
              "event_time": 4,
              "estimate": 0.1907904827474965,
              "se": 0.034588823249114914,
              "pvalue": 1.0053264314312249e-06,
              "lower": 0.12144406741254848,
              "upper": 0.2601368980824445
            },
            {
              "event_time": 5,
              "estimate": 0.24829172561771828,
              "se": 0.07929727102846447,
              "pvalue": 0.0028096377117852647,
              "lower": 0.08931026932291505,
              "upper": 0.4072731819125215
            }
          ],
          "Sun\u2013Abraham": [
            {
              "event_time": -29,
              "estimate": -0.14952233268709542,
              "se": 0.050146680064841964,
              "pvalue": 0.004293447607645405,
              "lower": -0.25006037292049,
              "upper": -0.04898429245370087
            },
            {
              "event_time": -28,
              "estimate": 0.02716512628106666,
              "se": 0.2028570822702974,
              "pvalue": 0.8939695008507497,
              "lower": -0.37953883642491315,
              "upper": 0.43386908898704646
            },
            {
              "event_time": -27,
              "estimate": -0.09578884137624276,
              "se": 0.04504085466732174,
              "pvalue": 0.03803006107694425,
              "lower": -0.18609031802104448,
              "upper": -0.005487364731441055
            },
            {
              "event_time": -26,
              "estimate": 0.3163981735279519,
              "se": 0.040971749911582624,
              "pvalue": 2.772089347408693e-10,
              "lower": 0.23425476072939908,
              "upper": 0.3985415863265047
            },
            {
              "event_time": -25,
              "estimate": 0.13658236992739103,
              "se": 0.03408735586962629,
              "pvalue": 0.00018983857247619046,
              "lower": 0.06824133615528172,
              "upper": 0.20492340369950035
            },
            {
              "event_time": -24,
              "estimate": 0.15922926147293986,
              "se": 0.11351426692445275,
              "pvalue": 0.16642237889286823,
              "lower": -0.06835314119774599,
              "upper": 0.3868116641436257
            },
            {
              "event_time": -23,
              "estimate": 0.06181480782830469,
              "se": 0.039563661178662335,
              "pvalue": 0.12403259936269787,
              "lower": -0.017505557033685296,
              "upper": 0.14113517269029469
            },
            {
              "event_time": -22,
              "estimate": 0.2775476156925685,
              "se": 0.08501591684021508,
              "pvalue": 0.001905320135593654,
              "lower": 0.10710096485330309,
              "upper": 0.44799426653183383
            },
            {
              "event_time": -21,
              "estimate": 0.1358231021552748,
              "se": 0.03260144089707818,
              "pvalue": 0.00011247024339871038,
              "lower": 0.0704611485356357,
              "upper": 0.20118505577491388
            },
            {
              "event_time": -20,
              "estimate": 0.1625520987256066,
              "se": 0.047662440358959876,
              "pvalue": 0.0012342821834524288,
              "lower": 0.06699465922542944,
              "upper": 0.25810953822578375
            },
            {
              "event_time": -19,
              "estimate": 0.14088217768375585,
              "se": 0.05943286864670723,
              "pvalue": 0.021366906310323057,
              "lower": 0.021726450296371214,
              "upper": 0.2600379050711405
            },
            {
              "event_time": -18,
              "estimate": 0.1161906019856051,
              "se": 0.03126062614854206,
              "pvalue": 0.00048050189753098236,
              "lower": 0.05351682008460315,
              "upper": 0.17886438388660705
            },
            {
              "event_time": -17,
              "estimate": 0.4288441880527542,
              "se": 0.04936133074031916,
              "pvalue": 7.776671993915953e-12,
              "lower": 0.3298806784140879,
              "upper": 0.5278076976914206
            },
            {
              "event_time": -16,
              "estimate": 0.3658635840842471,
              "se": 0.03978292347850208,
              "pvalue": 1.2168056510413885e-12,
              "lower": 0.2861036247786279,
              "upper": 0.44562354338986626
            },
            {
              "event_time": -15,
              "estimate": 0.40856456415626635,
              "se": 0.03922275039038497,
              "pvalue": 1.581143709507561e-14,
              "lower": 0.3299276842728135,
              "upper": 0.4872014440397192
            },
            {
              "event_time": -8,
              "estimate": -1.0798701474496906,
              "se": 0.31759816737379903,
              "pvalue": 0.0012734098455825448,
              "lower": -1.716616135183904,
              "upper": -0.44312415971547714
            },
            {
              "event_time": -7,
              "estimate": -1.2584004215876885,
              "se": 0.18040117273546621,
              "pvalue": 4.514245361981937e-09,
              "lower": -1.6200829963698606,
              "upper": -0.8967178468055164
            },
            {
              "event_time": -6,
              "estimate": -1.2704947444790857,
              "se": 0.14880322379189082,
              "pvalue": 1.3483302770622973e-11,
              "lower": -1.5688272458750598,
              "upper": -0.9721622430831116
            },
            {
              "event_time": -5,
              "estimate": -0.6906983261294133,
              "se": 0.10901527791953801,
              "pvalue": 4.913359832174273e-08,
              "lower": -0.9092607989263598,
              "upper": -0.47213585333246677
            },
            {
              "event_time": -4,
              "estimate": -1.0056661518617922,
              "se": 0.2587461009254118,
              "pvalue": 0.00028001334127539094,
              "lower": -1.5244208505065666,
              "upper": -0.4869114532170177
            },
            {
              "event_time": -3,
              "estimate": -0.06461769798709228,
              "se": 0.05639547125204203,
              "pvalue": 0.25693205016798015,
              "lower": -0.1776838102479163,
              "upper": 0.04844841427373174
            },
            {
              "event_time": -2,
              "estimate": -0.31905560089754464,
              "se": 0.06459887560378869,
              "pvalue": 7.951548277615856e-06,
              "lower": -0.4485685486358173,
              "upper": -0.189542653159272
            },
            {
              "event_time": 0,
              "estimate": -0.05317208715666021,
              "se": 0.026791835031453385,
              "pvalue": 0.052275435232065716,
              "lower": -0.10688648230377232,
              "upper": 0.000542307990451886
            },
            {
              "event_time": 1,
              "estimate": -0.07191315315812952,
              "se": 0.04459431007175326,
              "pvalue": 0.11265938832367565,
              "lower": -0.16131936179202366,
              "upper": 0.01749305547576463
            },
            {
              "event_time": 2,
              "estimate": -0.11501619470354983,
              "se": 0.06388221180186705,
              "pvalue": 0.07737711056058072,
              "lower": -0.2430923180287557,
              "upper": 0.013059928621656045
            },
            {
              "event_time": 3,
              "estimate": -0.001691459191060854,
              "se": 0.045265664883094546,
              "pvalue": 0.9703298840199136,
              "lower": -0.09244365318123855,
              "upper": 0.08906073479911684
            },
            {
              "event_time": 4,
              "estimate": 0.05501920552612091,
              "se": 0.04029040432054518,
              "pvalue": 0.1777367196094359,
              "lower": -0.02575819160886271,
              "upper": 0.13579660266110455
            },
            {
              "event_time": 5,
              "estimate": 0.12170813343905854,
              "se": 0.06053478704979977,
              "pvalue": 0.049378188877980116,
              "lower": 0.0003431926680404068,
              "upper": 0.24307307421007668
            }
          ]
        },
        "target": {
          "event_times": [
            0.0,
            1.0,
            2.0,
            3.0,
            4.0,
            5.0
          ],
          "weights": [
            0.21323529411764705,
            0.18382352941176472,
            0.16911764705882354,
            0.15441176470588236,
            0.14705882352941177,
            0.1323529411764706
          ],
          "weighting": "observations"
        },
        "checks": {
          "did2s_vs_direct_imputation_max_post_difference": 2.7755575615628914e-17,
          "package_aggregate_vs_estimable_cell_weights": 0.0,
          "saturated_vs_deviations_relative_rss_difference": 4.6787488092978027e-11
        },
        "inference": {
          "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
          "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
        },
        "f_test": {
          "F": 1.204073553949906,
          "df_num": 5,
          "df_den": 96486,
          "pvalue": 0.30425121086324036,
          "log10_pvalue": -0.5167676846831819,
          "inference": "Homoskedastic nested-model F",
          "observations": 108685,
          "design_columns": 38,
          "restricted_design_columns": 33,
          "fixed_effect_rank": 12161,
          "covariance_rank": 5,
          "rss_unrestricted": 76561.67711245982,
          "rss_restricted": 76566.4542765384,
          "test_horizon": null,
          "reference_cohort": 5,
          "pyfixest": "0.27.0",
          "formulaic": "1.0.2",
          "design_head": {
            "index": [
              0,
              1,
              2,
              3,
              4
            ],
            "columns": [
              "C(rel_time, contr.treatment(base=-1.0))[T.-29.0]",
              "C(rel_time, contr.treatment(base=-1.0))[T.-28.0]",
              "C(rel_time, contr.treatment(base=-1.0))[T.-27.0]",
              "C(rel_time, contr.treatment(base=-1.0))[T.-26.0]",
              "C(rel_time, contr.treatment(base=-1.0))[T.-25.0]",
              "C(rel_time, contr.treatment(base=-1.0))[T.-24.0]"
            ],
            "data": [
              [
                2.6711435097885234e-05,
                2.8322928564040476e-05,
                2.773145361823813e-05,
                3.170987557434663e-05,
                3.1223247927206504e-05,
                3.0997444122973195e-05
              ],
              [
                2.5231475146116936e-05,
                2.716639463755216e-05,
                2.668524423430605e-05,
                3.093174331821296e-05,
                3.0468769716288764e-05,
                3.021740484554375e-05
              ],
              [
                2.6034690007692966e-05,
                2.852017543461296e-05,
                2.8178015303330496e-05,
                3.288421049848222e-05,
                3.259774592861109e-05,
                3.241330365234664e-05
              ],
              [
                2.5552066161946695e-05,
                2.8404705594131596e-05,
                2.812508682067059e-05,
                3.310706500759755e-05,
                3.301722490674144e-05,
                3.292696048022133e-05
              ],
              [
                1.4967448012692678e-05,
                1.8240057057639353e-05,
                1.808634643100721e-05,
                2.3391420556998657e-05,
                2.331807168140051e-05,
                2.3351611108550757e-05
              ]
            ]
          },
          "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_30,ref=-1.0)+i(rel_time,cohort_dummy_35,ref=-1.0)|unit_fe+time_fe",
          "restriction_names": [
            "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_30",
            "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_30",
            "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_30",
            "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_30",
            "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_30"
          ],
          "deviations": [
            {
              "event_time": -3.0,
              "cohort": 30,
              "estimate": 0.23831037982423012
            },
            {
              "event_time": -2.0,
              "cohort": 30,
              "estimate": 0.09977324306436723
            },
            {
              "event_time": 0.0,
              "cohort": 30,
              "estimate": 0.13722972831861294
            },
            {
              "event_time": 1.0,
              "cohort": 30,
              "estimate": 1.2888753074159636
            },
            {
              "event_time": 2.0,
              "cohort": 30,
              "estimate": 1.1945551262681882
            },
            {
              "event_time": 3.0,
              "cohort": 30,
              "estimate": 0.5499611315568707
            },
            {
              "event_time": 4.0,
              "cohort": 30,
              "estimate": 0.8133138024753547
            },
            {
              "event_time": 5.0,
              "cohort": 30,
              "estimate": 1.0530220334082971
            },
            {
              "event_time": -2.0,
              "cohort": 35,
              "estimate": -0.4820139681140994
            },
            {
              "event_time": 0.0,
              "cohort": 35,
              "estimate": -0.1086101790520947
            }
          ]
        }
      }
    },
    "alternative_models": {
      "y__d": [
        {
          "method": "CS-DID",
          "estimate": -0.07731198004151874,
          "se": 0.10557664948649026,
          "lower": -0.28423841064344885,
          "upper": 0.12961445056041138,
          "event_study": [
            {
              "event_time": -29,
              "estimate": 0.058125468738755126,
              "se": 0.024175626204170166,
              "lower": 0.010742112074878823,
              "upper": 0.10550882540263143,
              "n": 0.0,
              "relative_to_minus_one": 0.058125468738755126
            },
            {
              "event_time": -28,
              "estimate": 0.18351719295288044,
              "se": 0.13913232586751725,
              "lower": -0.08917715483274391,
              "upper": 0.4562115407385048,
              "n": 0.0,
              "relative_to_minus_one": 0.18351719295288044
            },
            {
              "event_time": -27,
              "estimate": 0.055149689771085586,
              "se": 0.0638273897875607,
              "lower": -0.06994969543973303,
              "upper": 0.1802490749819042,
              "n": 0.0,
              "relative_to_minus_one": 0.055149689771085586
            },
            {
              "event_time": -26,
              "estimate": 0.4632892242675358,
              "se": 0.06441487495684003,
              "lower": 0.3370383892834783,
              "upper": 0.5895400592515934,
              "n": 0.0,
              "relative_to_minus_one": 0.4632892242675358
            },
            {
              "event_time": -25,
              "estimate": 0.27883906331023584,
              "se": 0.056913983030471696,
              "lower": 0.1672897063537875,
              "upper": 0.3903884202666842,
              "n": 0.0,
              "relative_to_minus_one": 0.27883906331023584
            },
            {
              "event_time": -24,
              "estimate": 0.2998076732984963,
              "se": 0.06315428949539373,
              "lower": 0.17602754041830831,
              "upper": 0.42358780617868425,
              "n": 0.0,
              "relative_to_minus_one": 0.2998076732984963
            },
            {
              "event_time": -23,
              "estimate": 0.1734546693414437,
              "se": 0.06239896936528237,
              "lower": 0.05115493671307211,
              "upper": 0.2957544019698153,
              "n": 0.0,
              "relative_to_minus_one": 0.1734546693414437
            },
            {
              "event_time": -22,
              "estimate": 0.380782691192738,
              "se": 0.1162818516625794,
              "lower": 0.15287444987845336,
              "upper": 0.6086909325070227,
              "n": 0.0,
              "relative_to_minus_one": 0.380782691192738
            },
            {
              "event_time": -21,
              "estimate": 0.2414041585708614,
              "se": 0.04289694710976689,
              "lower": 0.15732768718899873,
              "upper": 0.3254806299527241,
              "n": 0.0,
              "relative_to_minus_one": 0.2414041585708614
            },
            {
              "event_time": -20,
              "estimate": 0.2643928464984623,
              "se": 0.07634300255641036,
              "lower": 0.1147633110162487,
              "upper": 0.41402238198067587,
              "n": 0.0,
              "relative_to_minus_one": 0.2643928464984623
            },
            {
              "event_time": -19,
              "estimate": 0.24072873436314407,
              "se": 0.09076554057460184,
              "lower": 0.0628315437996155,
              "upper": 0.4186259249266726,
              "n": 0.0,
              "relative_to_minus_one": 0.24072873436314407
            },
            {
              "event_time": -18,
              "estimate": 0.26984724626771245,
              "se": 0.04799168653502673,
              "lower": 0.1757852691017242,
              "upper": 0.3639092234337007,
              "n": 0.0,
              "relative_to_minus_one": 0.26984724626771245
            },
            {
              "event_time": -17,
              "estimate": 0.5666382043679152,
              "se": 0.08832829922399084,
              "lower": 0.393517919073216,
              "upper": 0.7397584896626145,
              "n": 0.0,
              "relative_to_minus_one": 0.5666382043679152
            },
            {
              "event_time": -16,
              "estimate": 0.47562143868662266,
              "se": 0.07193842727773421,
              "lower": 0.3346247121178098,
              "upper": 0.6166181652554354,
              "n": 0.0,
              "relative_to_minus_one": 0.47562143868662266
            },
            {
              "event_time": -15,
              "estimate": 0.5076264872988373,
              "se": 0.04232800007994439,
              "lower": 0.4246651316045378,
              "upper": 0.5905878429931368,
              "n": 0.0,
              "relative_to_minus_one": 0.5076264872988373
            },
            {
              "event_time": -8,
              "estimate": -0.9426663598149825,
              "se": 0.07632888830565582,
              "lower": -1.0922682318740484,
              "upper": -0.7930644877559165,
              "n": 0.0,
              "relative_to_minus_one": -0.9426663598149825
            },
            {
              "event_time": -7,
              "estimate": -1.001723624959745,
              "se": 0.06973014399665677,
              "lower": -1.138392195829984,
              "upper": -0.8650550540895059,
              "n": 0.0,
              "relative_to_minus_one": -1.001723624959745
            },
            {
              "event_time": -6,
              "estimate": -1.005094006758167,
              "se": 0.061622054556296234,
              "lower": -1.12587101434187,
              "upper": -0.8843169991744642,
              "n": 0.0,
              "relative_to_minus_one": -1.005094006758167
            },
            {
              "event_time": -5,
              "estimate": -0.4894361390620956,
              "se": 0.14054382624845405,
              "lower": -0.7648969767585206,
              "upper": -0.21397530136567056,
              "n": 0.0,
              "relative_to_minus_one": -0.4894361390620956
            },
            {
              "event_time": -4,
              "estimate": -0.8578739495908266,
              "se": 0.19687583518299787,
              "lower": -1.243743495975746,
              "upper": -0.4720044032059072,
              "n": 0.0,
              "relative_to_minus_one": -0.8578739495908266
            },
            {
              "event_time": -3,
              "estimate": 0.06369061385456591,
              "se": 0.04955297915565513,
              "lower": -0.03343144061718216,
              "upper": 0.16081266832631397,
              "n": 0.0,
              "relative_to_minus_one": 0.06369061385456591
            },
            {
              "event_time": -2,
              "estimate": -0.20646686233853354,
              "se": 0.10534803958086643,
              "lower": -0.41294522575893183,
              "upper": 1.1501081864762064e-05,
              "n": 0.0,
              "relative_to_minus_one": -0.20646686233853354
            },
            {
              "event_time": -1,
              "estimate": 0.0,
              "se": 2.7273597246661936e-21,
              "lower": -5.345526833230818e-21,
              "upper": 5.345526833230818e-21,
              "n": 0.0,
              "relative_to_minus_one": 0.0
            },
            {
              "event_time": 0,
              "estimate": -0.08001868691906969,
              "se": 0.03860492581793999,
              "lower": -0.15568295114807257,
              "upper": -0.00435442269006682,
              "n": 29.0,
              "relative_to_minus_one": -0.08001868691906969
            },
            {
              "event_time": 1,
              "estimate": -0.13163622705221933,
              "se": 0.16749087794514314,
              "lower": -0.45991231556369394,
              "upper": 0.19663986145925527,
              "n": 25.0,
              "relative_to_minus_one": -0.13163622705221933
            },
            {
              "event_time": 2,
              "estimate": -0.15839556465171653,
              "se": 0.1585902570360273,
              "lower": -0.4692267567412799,
              "upper": 0.15243562743784686,
              "n": 23.0,
              "relative_to_minus_one": -0.15839556465171653
            },
            {
              "event_time": 3,
              "estimate": -0.08388861497431824,
              "se": 0.05706218748867933,
              "lower": -0.19572844733120182,
              "upper": 0.027951217382565327,
              "n": 21.0,
              "relative_to_minus_one": -0.08388861497431824
            },
            {
              "event_time": 4,
              "estimate": -0.026135729857344435,
              "se": 0.10156693382206654,
              "lower": -0.22520326216875797,
              "upper": 0.17293180245406908,
              "n": 20.0,
              "relative_to_minus_one": -0.026135729857344435
            },
            {
              "event_time": 5,
              "estimate": 0.01620294320555579,
              "se": 0.12851819738866713,
              "lower": -0.2356880950342414,
              "upper": 0.26809398144535296,
              "n": 18.0,
              "relative_to_minus_one": 0.01620294320555579
            }
          ],
          "group_time_estimates": [
            {
              "group": 5,
              "year": 3,
              "event_time": -2,
              "att": -0.2896645197066794,
              "mass": 0.0,
              "base": 4
            },
            {
              "group": 5,
              "year": 4,
              "event_time": -1,
              "att": 0.0,
              "mass": 0.0,
              "base": 4
            },
            {
              "group": 5,
              "year": 5,
              "event_time": 0,
              "att": -0.1385505297359421,
              "mass": 1.0,
              "base": 4
            },
            {
              "group": 30,
              "year": 1,
              "event_time": -29,
              "att": 0.058125468738755126,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 2,
              "event_time": -28,
              "att": 0.18351719295288044,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 3,
              "event_time": -27,
              "att": 0.055149689771085586,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 4,
              "event_time": -26,
              "att": 0.4632892242675358,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 5,
              "event_time": -25,
              "att": 0.27883906331023584,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 6,
              "event_time": -24,
              "att": 0.2998076732984963,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 7,
              "event_time": -23,
              "att": 0.1734546693414437,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 8,
              "event_time": -22,
              "att": 0.380782691192738,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 9,
              "event_time": -21,
              "att": 0.24140415857086137,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 10,
              "event_time": -20,
              "att": 0.2643928464984623,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 11,
              "event_time": -19,
              "att": 0.24072873436314407,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 12,
              "event_time": -18,
              "att": 0.26984724626771245,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 13,
              "event_time": -17,
              "att": 0.5666382043679152,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 14,
              "event_time": -16,
              "att": 0.47562143868662266,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 15,
              "event_time": -15,
              "att": 0.5076264872988373,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 27,
              "event_time": -3,
              "att": 0.10758324187997789,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 28,
              "event_time": -2,
              "att": -0.09690483192571703,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 29,
              "event_time": -1,
              "att": 0.0,
              "mass": 0.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 30,
              "event_time": 0,
              "att": -0.03591879215912974,
              "mass": 22.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 31,
              "event_time": 1,
              "att": 0.08216555750776416,
              "mass": 20.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 32,
              "event_time": 2,
              "att": 0.038361257663912074,
              "mass": 18.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 33,
              "event_time": 3,
              "att": -0.01594146936794405,
              "mass": 16.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 34,
              "event_time": 4,
              "att": 0.09397883366761212,
              "mass": 15.0,
              "base": 29
            },
            {
              "group": 30,
              "year": 35,
              "event_time": 5,
              "att": 0.17980869437338803,
              "mass": 14.0,
              "base": 29
            },
            {
              "group": 35,
              "year": 27,
              "event_time": -8,
              "att": -0.9426663598149825,
              "mass": 0.0,
              "base": 34
            },
            {
              "group": 35,
              "year": 28,
              "event_time": -7,
              "att": -1.001723624959745,
              "mass": 0.0,
              "base": 34
            },
            {
              "group": 35,
              "year": 29,
              "event_time": -6,
              "att": -1.005094006758167,
              "mass": 0.0,
              "base": 34
            },
            {
              "group": 35,
              "year": 30,
              "event_time": -5,
              "att": -0.4894361390620956,
              "mass": 0.0,
              "base": 34
            },
            {
              "group": 35,
              "year": 31,
              "event_time": -4,
              "att": -0.8578739495908266,
              "mass": 0.0,
              "base": 34
            },
            {
              "group": 35,
              "year": 32,
              "event_time": -3,
              "att": -0.12010976600184675,
              "mass": 0.0,
              "base": 34
            },
            {
              "group": 35,
              "year": 33,
              "event_time": -2,
              "att": -0.6613579745030709,
              "mass": 0.0,
              "base": 34
            },
            {
              "group": 35,
              "year": 34,
              "event_time": -1,
              "att": 0.0,
              "mass": 0.0,
              "base": 34
            },
            {
              "group": 35,
              "year": 35,
              "event_time": 0,
              "att": -0.26194331609427735,
              "mass": 6.0,
              "base": 34
            },
            {
              "group": 35,
              "year": 36,
              "event_time": 1,
              "att": -1.0269311998971502,
              "mass": 5.0,
              "base": 34
            },
            {
              "group": 35,
              "year": 37,
              "event_time": 2,
              "att": -0.9823147580984113,
              "mass": 5.0,
              "base": 34
            },
            {
              "group": 35,
              "year": 38,
              "event_time": 3,
              "att": -0.3684172872010102,
              "mass": 5.0,
              "base": 34
            },
            {
              "group": 35,
              "year": 39,
              "event_time": 4,
              "att": -0.5291154646181,
              "mass": 5.0,
              "base": 34
            },
            {
              "group": 35,
              "year": 40,
              "event_time": 5,
              "att": -0.6688961398097417,
              "mass": 4.0,
              "base": 34
            }
          ],
          "parameters": {
            "est_method": "dr",
            "xformla": "y ~ 1",
            "control_group": "notyettreated",
            "base_period": "universal",
            "clustervar": "cluster",
            "weights_name": "weight",
            "backend": "cluster-sufficient-statistics",
            "panel": false,
            "effective_panel": false
          },
          "data_structure": "repeated cross-section",
          "aggregations": {
            "summaries": [
              {
                "typec": "dynamic",
                "aggregation": "Equal post-event times",
                "matches_treated_unit_year_target": false,
                "estimate": -0.07731198004151874,
                "se": 0.10557664948649026,
                "lower": -0.28423841064344885,
                "upper": 0.12961445056041138
              },
              {
                "typec": "simple",
                "aggregation": "Native-equivalent CS-DID simple",
                "matches_treated_unit_year_target": false,
                "estimate": -0.07731605027742483,
                "se": 0.10547301354391278,
                "lower": -0.2840393581643992,
                "upper": 0.12940725760954955
              },
              {
                "typec": "group",
                "aggregation": "Native-equivalent CS-DID group",
                "matches_treated_unit_year_target": false,
                "estimate": -0.0777730240047272,
                "se": 0.1048158369235318,
                "lower": -0.2832082893842731,
                "upper": 0.12766224137481869
              },
              {
                "typec": "treated_cells",
                "aggregation": "Observed treated observations, configured weights",
                "matches_treated_unit_year_target": true,
                "estimate": -0.10076579012981304,
                "se": 0.16496553329672434,
                "lower": -0.4240922940818358,
                "upper": 0.22256071382220974
              }
            ],
            "same_group_time_effects": true,
            "additional_covariates": []
          },
          "treated_cell_att": -0.10076579012981304,
          "treated_cell_se": 0.16496553329672434,
          "checks": {
            "input_rows": 108685,
            "retained_rows": 108685,
            "all_observed_post_cells_estimated": true,
            "post_weight_sum": 136.0,
            "avoided_dense_if_bytes": 80861640
          },
          "target": "Equal average of nonnegative native CS-DID event-time effects",
          "donor_rule": "notyettreated",
          "inference": "Configured-cluster analytical influence functions, including aggregation-share uncertainty; sufficient-statistic calculation of intercept-only CS-DID",
          "seconds": 0.09985487535595894,
          "status": "estimated"
        },
        {
          "method": "SDID",
          "status": "unsupported",
          "reason": "sdid: event-path adapter requires a consecutive prepared period grid."
        },
        {
          "method": "Matrix completion",
          "status": "unsupported",
          "reason": "matrix-completion: event-path adapter requires a consecutive prepared period grid."
        },
        {
          "method": "Horizontal ridge",
          "status": "unsupported",
          "reason": "horizontal-ridge: event-path adapter requires a consecutive prepared period grid."
        },
        {
          "method": "Multisynth (cohort-averaged)",
          "status": "unsupported",
          "reason": "multisynth-cohort: requires one observation per unit-period; no observations collapsed."
        },
        {
          "method": "Multisynth (individual)",
          "status": "unsupported",
          "reason": "multisynth-individual: requires one observation per unit-period; no observations collapsed."
        }
      ]
    },
    "combined_table": [
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Static TWFE",
        "Estimate (SDs)": 0.08796266153707287,
        "SE": 0.02834927992300201,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": -0.008518423259240002,
        "SE": 0.15733688385480393,
        "Aggregation": "observations",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": 0.09596037082237957,
        "SE": 0.02682571300794906,
        "Aggregation": "observations",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": -0.020070455626947314,
        "SE": 0.03933939979868295,
        "Aggregation": "observations",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID",
        "Estimate (SDs)": -0.07731198004151874,
        "SE": 0.10557664948649026,
        "Aggregation": "Equal post-event times",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (treated cells)",
        "Estimate (SDs)": -0.10076579012981304,
        "SE": 0.16496553329672434,
        "Aggregation": "Treated cells",
        "Event study": "Same CS-DID path",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "SDID",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "sdid: event-path adapter requires a consecutive prepared period grid."
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Matrix completion",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "matrix-completion: event-path adapter requires a consecutive prepared period grid."
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Horizontal ridge",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "horizontal-ridge: event-path adapter requires a consecutive prepared period grid."
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Multisynth (cohort-averaged)",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "multisynth-cohort: requires one observation per unit-period; no observations collapsed."
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Multisynth (individual)",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "multisynth-individual: requires one observation per unit-period; no observations collapsed."
      }
    ],
    "adapter_sha256": {
      "validate_template.py": "9c8cc9bb42c9d4eb4f48bfa0a6ee09498fe83516d08aa9f26a49c21c4686618a",
      "mtgpax_worker.py": "7279b1b2aaa3f5909cd39ac1964d2e9c75907219011fe661a015511131affa85",
      "csdid_general.py": "07619c3b3dfee796ae9e4842afdbc6e367a74cece254ede73f7c403dfc924f6d",
      "runner.py": "d36b4f422cd786230207f4a08bf843040db9a7f5888f15c00147001143c9832f",
      "matrix_inputs.py": "3f675276f9022147996dd5b62762721be2dd436d5db171491a286b05628176ae",
      "csdid_model.py": "b9fd5536d4886e99a707d2b162db5b11da3ff463930eca5b7590d27500096a3f",
      "multisynth_model.R": "3ae0740c5b75b14f563dacc9961688e8286655866a6b435045a3ef6f453c1604",
      "csdid_streaming.py": "378198e98c44bd46862601bdcb514b19d9ea4038cddc38dad7fdba9b0aa0216b",
      "multisynth_sparse.R": "f9ab3d8d7f7b52a79ccd694c7173f626276a0830f23bb79e527c88c0f0292540",
      "matrix_models.py": "2fddc228b899ed1c806fd1bd7feef84c5164b4c9d472d0218d2f1491a47a302b",
      "csdid_aggregations.py": "cbed0fb13450d9398f9a59d53dbfdf8e275a74daa01158c38c0f3396a3e8c6ee",
      "bootstrap_matrix.py": "c6a1f4bb0085e0a21f9a41677fb4def7990be5f6199077a53e951de489ab9550",
      "eligibility.py": "ec30f3992f92d8b6343208e08fb7dfd0702f76702b7e30155029d48f97b7a458"
    },
    "scalar_ranges": [
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Static TWFE",
        "Estimate (SDs)": 0.08796266153707287,
        "SE": 0.02834927992300201,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": "",
        "lower": 0.031125777384400644,
        "upper": 0.1447995456897451,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": -0.008518423259240002,
        "SE": 0.15733688385480393,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.3239598829677862,
        "upper": 0.3069230364493062,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": 0.09596037082237957,
        "SE": 0.02682571300794906,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": 0.04217805442186558,
        "upper": 0.14974268722289358,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": -0.020070455626947314,
        "SE": 0.03933939979868295,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.09894120349307615,
        "upper": 0.058800292239181526,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (equal event-time)",
        "Estimate (SDs)": -0.07731198004151874,
        "SE": 0.10557664948649026,
        "Aggregation": "Equal post-event times",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.28423841064344885,
        "upper": 0.12961445056041138,
        "ci_level": 0.95,
        "inference": "Configured-cluster analytical influence functions, including aggregation-share uncertainty; sufficient-statistic calculation of intercept-only CS-DID"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (treated cells)",
        "Estimate (SDs)": -0.10076579012981304,
        "SE": 0.16496553329672434,
        "Aggregation": "Treated cells",
        "Event study": "Same CS-DID path",
        "Status": "estimated",
        "Note": "",
        "lower": -0.4240922940818358,
        "upper": 0.22256071382220974,
        "ci_level": 0.95,
        "inference": "Configured-cluster analytical influence functions, including aggregation-share uncertainty; sufficient-statistic calculation of intercept-only CS-DID"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "SDID",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "sdid: event-path adapter requires a consecutive prepared period grid.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Matrix completion",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "matrix-completion: event-path adapter requires a consecutive prepared period grid.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Horizontal ridge",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "horizontal-ridge: event-path adapter requires a consecutive prepared period grid.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Multisynth (cohort-averaged)",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "multisynth-cohort: requires one observation per unit-period; no observations collapsed.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Multisynth (individual)",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "multisynth-individual: requires one observation per unit-period; no observations collapsed.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      }
    ],
    "reporting_source": {
      "path": "templates/reporting/comparison_report.py",
      "sha256": "94e9c5116a13335ead2db81834cac48593160291aea51c30c12fe3e11e5da1ce"
    }
  },
  "finished": 1791602276.4504251,
  "scalar_ranges": [
    {
      "Outcome / treatment": "y__d",
      "Estimator": "Static TWFE",
      "Estimate (SDs)": 0.08796266153707287,
      "SE": 0.02834927992300201,
      "Aggregation": "Coefficient",
      "Event study": "No",
      "Status": "estimated",
      "Note": "",
      "lower": 0.031125777384400644,
      "upper": 0.1447995456897451,
      "ci_level": 0.95,
      "inference": "Configured-cluster regression interval"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "Dynamic TWFE",
      "Estimate (SDs)": -0.008518423259240002,
      "SE": 0.15733688385480393,
      "Aggregation": "Treated cells",
      "Event study": "Yes",
      "Status": "estimated",
      "Note": "",
      "lower": -0.3239598829677862,
      "upper": 0.3069230364493062,
      "ci_level": 0.95,
      "inference": "Configured-cluster regression interval"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "BJS / did2s",
      "Estimate (SDs)": 0.09596037082237957,
      "SE": 0.02682571300794906,
      "Aggregation": "Treated cells",
      "Event study": "Yes",
      "Status": "estimated",
      "Note": "",
      "lower": 0.04217805442186558,
      "upper": 0.14974268722289358,
      "ci_level": 0.95,
      "inference": "Configured-cluster regression interval"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "Sun\u2013Abraham",
      "Estimate (SDs)": -0.020070455626947314,
      "SE": 0.03933939979868295,
      "Aggregation": "Treated cells",
      "Event study": "Yes",
      "Status": "estimated",
      "Note": "",
      "lower": -0.09894120349307615,
      "upper": 0.058800292239181526,
      "ci_level": 0.95,
      "inference": "Configured-cluster regression interval"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "CS-DID (equal event-time)",
      "Estimate (SDs)": -0.07731198004151874,
      "SE": 0.10557664948649026,
      "Aggregation": "Equal post-event times",
      "Event study": "Yes",
      "Status": "estimated",
      "Note": "",
      "lower": -0.28423841064344885,
      "upper": 0.12961445056041138,
      "ci_level": 0.95,
      "inference": "Configured-cluster analytical influence functions, including aggregation-share uncertainty; sufficient-statistic calculation of intercept-only CS-DID"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "CS-DID (treated cells)",
      "Estimate (SDs)": -0.10076579012981304,
      "SE": 0.16496553329672434,
      "Aggregation": "Treated cells",
      "Event study": "Same CS-DID path",
      "Status": "estimated",
      "Note": "",
      "lower": -0.4240922940818358,
      "upper": 0.22256071382220974,
      "ci_level": 0.95,
      "inference": "Configured-cluster analytical influence functions, including aggregation-share uncertainty; sufficient-statistic calculation of intercept-only CS-DID"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "SDID",
      "Estimate (SDs)": null,
      "SE": null,
      "Aggregation": "Treated cells",
      "Event study": "No",
      "Status": "unsupported",
      "Note": "sdid: event-path adapter requires a consecutive prepared period grid.",
      "lower": null,
      "upper": null,
      "ci_level": null,
      "inference": "Not computed"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "Matrix completion",
      "Estimate (SDs)": null,
      "SE": null,
      "Aggregation": "Treated cells",
      "Event study": "No",
      "Status": "unsupported",
      "Note": "matrix-completion: event-path adapter requires a consecutive prepared period grid.",
      "lower": null,
      "upper": null,
      "ci_level": null,
      "inference": "Not computed"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "Horizontal ridge",
      "Estimate (SDs)": null,
      "SE": null,
      "Aggregation": "Treated cells",
      "Event study": "No",
      "Status": "unsupported",
      "Note": "horizontal-ridge: event-path adapter requires a consecutive prepared period grid.",
      "lower": null,
      "upper": null,
      "ci_level": null,
      "inference": "Not computed"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "Multisynth (cohort-averaged)",
      "Estimate (SDs)": null,
      "SE": null,
      "Aggregation": "Treated cells",
      "Event study": "No",
      "Status": "unsupported",
      "Note": "multisynth-cohort: requires one observation per unit-period; no observations collapsed.",
      "lower": null,
      "upper": null,
      "ci_level": null,
      "inference": "Not computed"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "Multisynth (individual)",
      "Estimate (SDs)": null,
      "SE": null,
      "Aggregation": "Treated cells",
      "Event study": "No",
      "Status": "unsupported",
      "Note": "multisynth-individual: requires one observation per unit-period; no observations collapsed.",
      "lower": null,
      "upper": null,
      "ci_level": null,
      "inference": "Not computed"
    }
  ]
}
