{
  "schema": "did-replication-v2",
  "config": {
    "outcomes": [
      "y"
    ],
    "treatments": [
      "d"
    ],
    "unit": "unit",
    "time": "time",
    "cluster": "cluster",
    "covariates": [],
    "baseline_by_time": [],
    "weight": "weight",
    "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": "s16-p004",
    "specification_id": "S16-P004",
    "source_specification_id": "GIFT-F5A-BLACK",
    "study_id": 16,
    "study": "The Gift of a Lifetime",
    "citation": "Hollingsworth et al. (2024), AER. https://doi.org/10.1257/aer.20230008",
    "description": "GIFT-F5A-BLACK",
    "data": "analyses/full-archive/prepared/S16-P004.parquet",
    "output_dir": "analyses/full-archive/results/S16-P004"
  },
  "source": {
    "file": "S16-P004.parquet",
    "bytes": 21975,
    "sha256": "28ee49e9ff07e027b9f7cc3e0af72c00f1c0b18e85208768dc332c9f63561e67"
  },
  "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": 1995,
        "source_sd": 83.92092236281862,
        "rows": 1995,
        "units": 95,
        "clusters": 95,
        "treated_units": 46,
        "never_treated_units": 49,
        "treated_cohorts": 12,
        "latest_cohort_control_index": null,
        "unique_unit_period_cells": 1995,
        "unsupported_prediction_rows_removed": 0,
        "rows_without_never_control_time_fe_removed": 0,
        "initially_treated_units_removed": 0,
        "post_adoption_untreated_rows_removed": 0,
        "units_without_minus_one_removed": 0,
        "additional_rows_removed": 0
      },
      "estimates": [
        {
          "method": "Static TWFE",
          "estimate": -0.19143692107818552,
          "se": 0.052449930923148536,
          "pvalue": 0.0004309269883401047,
          "lower": -0.295577488450381,
          "upper": -0.08729635370599002
        },
        {
          "method": "Dynamic TWFE",
          "estimate": -0.1716086219025368,
          "se": 0.06632566321809022,
          "pvalue": 0.011203766991857343,
          "lower": -0.3032997810194045,
          "upper": -0.0399174627856691
        },
        {
          "method": "BJS / did2s",
          "estimate": -0.23892181673685034,
          "se": 0.0642474520891522,
          "pvalue": 0.00034032895358058536,
          "lower": -0.3664866389400635,
          "upper": -0.11135699453363715
        },
        {
          "method": "Sun\u2013Abraham",
          "estimate": -0.21942540341940092,
          "se": 0.04719825683026199,
          "pvalue": 1.0867690336115716e-05,
          "lower": -0.3131386487711266,
          "upper": -0.1257121580676752
        }
      ],
      "event_studies": {
        "Dynamic TWFE": [
          {
            "event_time": -18,
            "estimate": -0.005314759988808632,
            "se": 0.137345173162109,
            "pvalue": 0.9692145311019976,
            "lower": -0.27801682092940405,
            "upper": 0.26738730095178675
          },
          {
            "event_time": -17,
            "estimate": 0.10283846909126576,
            "se": 0.12073351795128166,
            "pvalue": 0.3965007251663086,
            "lower": -0.13688076102002641,
            "upper": 0.34255769920255796
          },
          {
            "event_time": -16,
            "estimate": 0.37966452803383033,
            "se": 0.12094801093653262,
            "pvalue": 0.0022648315306974267,
            "lower": 0.13951941707220641,
            "upper": 0.6198096389954543
          },
          {
            "event_time": -15,
            "estimate": 0.6136858617064627,
            "se": 0.32978349274457575,
            "pvalue": 0.06588759964425324,
            "lower": -0.04110699387853756,
            "upper": 1.2684787172914629
          },
          {
            "event_time": -14,
            "estimate": 0.11262506020654038,
            "se": 0.10572748601220444,
            "pvalue": 0.2894962834127728,
            "lower": -0.097299341720315,
            "upper": 0.32254946213339575
          },
          {
            "event_time": -13,
            "estimate": 0.22552284340214943,
            "se": 0.12736474046267338,
            "pvalue": 0.07985478014879442,
            "lower": -0.027362834453744517,
            "upper": 0.47840852125804334
          },
          {
            "event_time": -12,
            "estimate": 0.04499368253257335,
            "se": 0.19899948028017272,
            "pvalue": 0.8216149391146915,
            "lower": -0.3501244504829806,
            "upper": 0.4401118155481273
          },
          {
            "event_time": -11,
            "estimate": 0.2132298560623695,
            "se": 0.2466414129378828,
            "pvalue": 0.3894955374222386,
            "lower": -0.2764824510608979,
            "upper": 0.702942163185637
          },
          {
            "event_time": -10,
            "estimate": 0.09939602367965708,
            "se": 0.15338491453267888,
            "pvalue": 0.5185537245169205,
            "lower": -0.20515331975368237,
            "upper": 0.40394536711299656
          },
          {
            "event_time": -9,
            "estimate": 0.09556462078459037,
            "se": 0.13030427419696294,
            "pvalue": 0.4651421561310034,
            "lower": -0.1631575702088932,
            "upper": 0.354286811778074
          },
          {
            "event_time": -8,
            "estimate": -0.01492678546916991,
            "se": 0.12828042526143826,
            "pvalue": 0.9076150086803877,
            "lower": -0.26963057695837245,
            "upper": 0.2397770060200326
          },
          {
            "event_time": -7,
            "estimate": -0.006867867875557761,
            "se": 0.08657304373039988,
            "pvalue": 0.9369385251272777,
            "lower": -0.17876067563600936,
            "upper": 0.16502493988489383
          },
          {
            "event_time": -6,
            "estimate": 0.07690830191809238,
            "se": 0.08828192621388044,
            "pvalue": 0.38588247729598146,
            "lower": -0.09837753207270507,
            "upper": 0.25219413590888984
          },
          {
            "event_time": -5,
            "estimate": 0.07094689788208507,
            "se": 0.07957505757957227,
            "pvalue": 0.3748988828506257,
            "lower": -0.08705124433004045,
            "upper": 0.22894504009421057
          },
          {
            "event_time": -4,
            "estimate": -0.001259549255273639,
            "se": 0.06879510690763238,
            "pvalue": 0.9854313895929773,
            "lower": -0.13785384670609685,
            "upper": 0.13533474819554958
          },
          {
            "event_time": -3,
            "estimate": 0.08306258191401285,
            "se": 0.06592801501404384,
            "pvalue": 0.21082513581055956,
            "lower": -0.04783903737210461,
            "upper": 0.21396420120013032
          },
          {
            "event_time": -2,
            "estimate": 0.1125250564351169,
            "se": 0.05645423392631012,
            "pvalue": 0.049137618994031004,
            "lower": 0.0004338515818072264,
            "upper": 0.22461626128842657
          },
          {
            "event_time": 0,
            "estimate": -0.07486538303672055,
            "se": 0.05612283103611415,
            "pvalue": 0.1854412829364051,
            "lower": -0.18629857968284377,
            "upper": 0.03656781360940267
          },
          {
            "event_time": 1,
            "estimate": 0.011109765087945157,
            "se": 0.057387747259702256,
            "pvalue": 0.8469136712266676,
            "lower": -0.10283495237210963,
            "upper": 0.12505448254799995
          },
          {
            "event_time": 2,
            "estimate": -0.10136357879374867,
            "se": 0.0584742799931743,
            "pvalue": 0.08629056580820255,
            "lower": -0.2174656324664676,
            "upper": 0.014738474878970245
          },
          {
            "event_time": 3,
            "estimate": -0.11770468970379451,
            "se": 0.06549968155959845,
            "pvalue": 0.0755428308466605,
            "lower": -0.24775584287517494,
            "upper": 0.01234646346758593
          },
          {
            "event_time": 4,
            "estimate": -0.1199002202278358,
            "se": 0.07134301142352899,
            "pvalue": 0.09615774821030611,
            "lower": -0.26155344182260953,
            "upper": 0.021753001366937932
          },
          {
            "event_time": 5,
            "estimate": -0.19691110789344024,
            "se": 0.07358077125584074,
            "pvalue": 0.008787392144047957,
            "lower": -0.3430074540925364,
            "upper": -0.05081476169434407
          },
          {
            "event_time": 6,
            "estimate": -0.23414054479731952,
            "se": 0.08126875054935638,
            "pvalue": 0.00490972903212185,
            "lower": -0.39550155410427607,
            "upper": -0.07277953549036298
          },
          {
            "event_time": 7,
            "estimate": -0.21306983004620209,
            "se": 0.09943028398614188,
            "pvalue": 0.03470319023327886,
            "lower": -0.4104909897321404,
            "upper": -0.015648670360263794
          },
          {
            "event_time": 8,
            "estimate": -0.18577356392823025,
            "se": 0.08828437796637115,
            "pvalue": 0.03802436302290884,
            "lower": -0.36106426593107166,
            "upper": -0.010482861925388831
          },
          {
            "event_time": 9,
            "estimate": -0.20276571576277608,
            "se": 0.0810950851290848,
            "pvalue": 0.014139215876461792,
            "lower": -0.36378190830674173,
            "upper": -0.0417495232188104
          },
          {
            "event_time": 10,
            "estimate": -0.21288505795102566,
            "se": 0.09389647593551766,
            "pvalue": 0.025667463212045282,
            "lower": -0.3993187120296594,
            "upper": -0.026451403872391893
          },
          {
            "event_time": 11,
            "estimate": -0.25376565157083536,
            "se": 0.10533815868558458,
            "pvalue": 0.017942805416025588,
            "lower": -0.4629170349641277,
            "upper": -0.044614268177542965
          },
          {
            "event_time": 12,
            "estimate": -0.1778483625244266,
            "se": 0.11516111108370639,
            "pvalue": 0.12586510432041415,
            "lower": -0.4065034481725296,
            "upper": 0.05080672312367643
          },
          {
            "event_time": 13,
            "estimate": -0.23359072811683498,
            "se": 0.11549123828313437,
            "pvalue": 0.04595716106538822,
            "lower": -0.46290128905820005,
            "upper": -0.0042801671754699455
          },
          {
            "event_time": 14,
            "estimate": -0.5411762011117517,
            "se": 0.1404307239464832,
            "pvalue": 0.00021262598840805896,
            "lower": -0.8200046954657919,
            "upper": -0.26234770675771146
          },
          {
            "event_time": 15,
            "estimate": -0.9059478245537519,
            "se": 0.08382067692172426,
            "pvalue": 3.56738043335321e-18,
            "lower": -1.0723757434949626,
            "upper": -0.7395199056125413
          }
        ],
        "BJS / did2s": [
          {
            "event_time": -18,
            "estimate": -0.11737316042000533,
            "se": 0.06699007933301565,
            "pvalue": 0.08301811728716862,
            "lower": -0.2503835333082114,
            "upper": 0.015637212468200754
          },
          {
            "event_time": -17,
            "estimate": -0.013986762596676552,
            "se": 0.09226589525968745,
            "pvalue": 0.8798336911876532,
            "lower": -0.19718286051959477,
            "upper": 0.16920933532624166
          },
          {
            "event_time": -16,
            "estimate": 0.26827170548733276,
            "se": 0.06856987662254549,
            "pvalue": 0.00017271137162263746,
            "lower": 0.13212460804736786,
            "upper": 0.40441880292729765
          },
          {
            "event_time": -15,
            "estimate": 0.46555221640608685,
            "se": 0.23823935344797997,
            "pvalue": 0.05365716608668067,
            "lower": -0.00747760464002073,
            "upper": 0.9385820374521945
          },
          {
            "event_time": -14,
            "estimate": -0.049681720403065385,
            "se": 0.056703655643684965,
            "pvalue": 0.3831742301224929,
            "lower": -0.16226815792313343,
            "upper": 0.06290471711700267
          },
          {
            "event_time": -13,
            "estimate": 0.05662012571287648,
            "se": 0.09725053469108301,
            "pvalue": 0.5618198335759461,
            "lower": -0.13647309065033023,
            "upper": 0.24971334207608317
          },
          {
            "event_time": -12,
            "estimate": -0.038987798514799075,
            "se": 0.08542804104738119,
            "pvalue": 0.6491682424848882,
            "lower": -0.20860717660711692,
            "upper": 0.13063157957751875
          },
          {
            "event_time": -11,
            "estimate": 0.10798330870156074,
            "se": 0.15424195616550085,
            "pvalue": 0.48559996046541737,
            "lower": -0.19826771098440232,
            "upper": 0.41423432838752383
          },
          {
            "event_time": -10,
            "estimate": 0.022705998880274237,
            "se": 0.060384072606923966,
            "pvalue": 0.7077446718958134,
            "lower": -0.09718799279614836,
            "upper": 0.14259999055669684
          },
          {
            "event_time": -9,
            "estimate": 0.035231827150493625,
            "se": 0.0575509320101693,
            "pvalue": 0.5418932726591558,
            "lower": -0.07903689745696864,
            "upper": 0.1495005517579559
          },
          {
            "event_time": -8,
            "estimate": -0.051079651061659716,
            "se": 0.06328584524995821,
            "pvalue": 0.4216314742182166,
            "lower": -0.176735180343794,
            "upper": 0.0745758782204746
          },
          {
            "event_time": -7,
            "estimate": -0.021031864862096558,
            "se": 0.03666284632853499,
            "pvalue": 0.5675705582000181,
            "lower": -0.09382680569295573,
            "upper": 0.05176307596876262
          },
          {
            "event_time": -6,
            "estimate": 0.019841642874823,
            "se": 0.03755295071902608,
            "pvalue": 0.5984916685013043,
            "lower": -0.05472062108906463,
            "upper": 0.09440390683871062
          },
          {
            "event_time": -5,
            "estimate": 0.011117892783762363,
            "se": 0.03802114872961394,
            "pvalue": 0.7706150270477409,
            "lower": -0.06437398930558276,
            "upper": 0.08660977487310749
          },
          {
            "event_time": -4,
            "estimate": -0.0570336544291372,
            "se": 0.027584580577576415,
            "pvalue": 0.04142648570018266,
            "lower": -0.1118034857999734,
            "upper": -0.002263823058301008
          },
          {
            "event_time": -3,
            "estimate": 0.017872285178403537,
            "se": 0.03483619508508111,
            "pvalue": 0.6091284994345717,
            "lower": -0.05129579678846318,
            "upper": 0.08704036714527025
          },
          {
            "event_time": -2,
            "estimate": 0.04435266605930231,
            "se": 0.04777089298589582,
            "pvalue": 0.35555455761503585,
            "lower": -0.050497561803094754,
            "upper": 0.13920289392169938
          },
          {
            "event_time": -1,
            "estimate": -0.06399953998206974,
            "se": 0.04126647695800782,
            "pvalue": 0.12428980472374204,
            "lower": -0.14593509734544233,
            "upper": 0.01793601738130285
          },
          {
            "event_time": 0,
            "estimate": -0.14887050233930801,
            "se": 0.04609445955214752,
            "pvalue": 0.0017079066310478432,
            "lower": -0.2403921323202689,
            "upper": -0.05734887235834711
          },
          {
            "event_time": 1,
            "estimate": -0.052557278476599856,
            "se": 0.046691047779356835,
            "pvalue": 0.2631840123425834,
            "lower": -0.1452634483678265,
            "upper": 0.04014889141462678
          },
          {
            "event_time": 2,
            "estimate": -0.17203887296415582,
            "se": 0.053627009937616675,
            "pvalue": 0.0018277660179523809,
            "lower": -0.27851655831250705,
            "upper": -0.0655611876158046
          },
          {
            "event_time": 3,
            "estimate": -0.17890348480763685,
            "se": 0.06264786869112676,
            "pvalue": 0.005284860091252353,
            "lower": -0.3032922966768499,
            "upper": -0.05451467293842378
          },
          {
            "event_time": 4,
            "estimate": -0.18503202379370687,
            "se": 0.0705035530304584,
            "pvalue": 0.010129641998242327,
            "lower": -0.32501848107056724,
            "upper": -0.04504556651684649
          },
          {
            "event_time": 5,
            "estimate": -0.255997544838171,
            "se": 0.07410990097082652,
            "pvalue": 0.0008293414620988076,
            "lower": -0.40314449049015966,
            "upper": -0.10885059918618234
          },
          {
            "event_time": 6,
            "estimate": -0.3048533032722766,
            "se": 0.08186953742068336,
            "pvalue": 0.0003346579494145559,
            "lower": -0.46740718899581857,
            "upper": -0.14229941754873468
          },
          {
            "event_time": 7,
            "estimate": -0.27604725968575905,
            "se": 0.10274131048544226,
            "pvalue": 0.008530632179916233,
            "lower": -0.48004254010269976,
            "upper": -0.07205197926881834
          },
          {
            "event_time": 8,
            "estimate": -0.22583934256114413,
            "se": 0.0869866795497898,
            "pvalue": 0.010937264739055935,
            "lower": -0.39855343393739007,
            "upper": -0.053125251184898165
          },
          {
            "event_time": 9,
            "estimate": -0.26762973519692584,
            "se": 0.08724112989182285,
            "pvalue": 0.0028179179425127958,
            "lower": -0.44084904369206945,
            "upper": -0.09441042670178226
          },
          {
            "event_time": 10,
            "estimate": -0.27892719385539466,
            "se": 0.09525270825177003,
            "pvalue": 0.004275816811481773,
            "lower": -0.46805367899056455,
            "upper": -0.08980070872022478
          },
          {
            "event_time": 11,
            "estimate": -0.323570001297578,
            "se": 0.10432196703403147,
            "pvalue": 0.002540838541079389,
            "lower": -0.5307037123452826,
            "upper": -0.11643629024987345
          },
          {
            "event_time": 12,
            "estimate": -0.24269995051294038,
            "se": 0.11939012560894106,
            "pvalue": 0.04488996155251808,
            "lower": -0.4797518436368912,
            "upper": -0.005648057388989547
          },
          {
            "event_time": 13,
            "estimate": -0.290341894139799,
            "se": 0.11236453833060528,
            "pvalue": 0.011308342156381523,
            "lower": -0.5134443190297343,
            "upper": -0.06723946924986365
          },
          {
            "event_time": 14,
            "estimate": -0.7509512148865061,
            "se": 0.14839392006314311,
            "pvalue": 2.068937804228696e-06,
            "lower": -1.0455908218023557,
            "upper": -0.45631160797065645
          },
          {
            "event_time": 15,
            "estimate": -1.0726596322092472,
            "se": 0.05244134511814817,
            "pvalue": 2.2039100455608352e-36,
            "lower": -1.1767831522643473,
            "upper": -0.9685361121541473
          }
        ],
        "Sun\u2013Abraham": [
          {
            "event_time": -18,
            "estimate": -0.061878248791949524,
            "se": 0.13955763658814954,
            "pvalue": 0.6585036043555711,
            "lower": -0.3389732077292209,
            "upper": 0.21521671014532184
          },
          {
            "event_time": -17,
            "estimate": 0.03829243377949516,
            "se": 0.10892576848441615,
            "pvalue": 0.7259654530957478,
            "lower": -0.17798223296964766,
            "upper": 0.25456710052863796
          },
          {
            "event_time": -16,
            "estimate": 0.3768816896382426,
            "se": 0.14685206058119096,
            "pvalue": 0.0118555716821495,
            "lower": 0.08530348086787326,
            "upper": 0.6684598984086119
          },
          {
            "event_time": -15,
            "estimate": 0.6050429706497102,
            "se": 0.09338494209053674,
            "pvalue": 4.205937623226735e-09,
            "lower": 0.41962497901159423,
            "upper": 0.7904609622878263
          },
          {
            "event_time": -14,
            "estimate": 0.22723182229475022,
            "se": 0.08390719226273508,
            "pvalue": 0.008039229388196624,
            "lower": 0.06063212511588159,
            "upper": 0.39383151947361883
          },
          {
            "event_time": -13,
            "estimate": 0.41424203961883466,
            "se": 0.18008232673551228,
            "pvalue": 0.02364346806069922,
            "lower": 0.05668435841959396,
            "upper": 0.7717997208180754
          },
          {
            "event_time": -12,
            "estimate": 0.22089481889041218,
            "se": 0.0903752126617451,
            "pvalue": 0.016382293889135216,
            "lower": 0.041452715586837774,
            "upper": 0.4003369221939866
          },
          {
            "event_time": -11,
            "estimate": 0.42508649584285796,
            "se": 0.09825486173915557,
            "pvalue": 3.777117560049928e-05,
            "lower": 0.2299991645824025,
            "upper": 0.6201738271033135
          },
          {
            "event_time": -10,
            "estimate": 0.22479962815136628,
            "se": 0.061278187872131025,
            "pvalue": 0.0004044141173610899,
            "lower": 0.1031303496561443,
            "upper": 0.34646890664658825
          },
          {
            "event_time": -9,
            "estimate": 0.24018631983760516,
            "se": 0.09578703468257367,
            "pvalue": 0.013873991105958794,
            "lower": 0.049998917048465735,
            "upper": 0.43037372262674456
          },
          {
            "event_time": -8,
            "estimate": 0.04324198228087636,
            "se": 0.06761058062737696,
            "pvalue": 0.5240051412995654,
            "lower": -0.09100041047299268,
            "upper": 0.1774843750347454
          },
          {
            "event_time": -7,
            "estimate": 0.029608426485182637,
            "se": 0.07020479706011118,
            "pvalue": 0.67417508549609,
            "lower": -0.10978484380915574,
            "upper": 0.169001696779521
          },
          {
            "event_time": -6,
            "estimate": 0.041339102340580504,
            "se": 0.0670261046565791,
            "pvalue": 0.5388831809777609,
            "lower": -0.09174279967206164,
            "upper": 0.17442100435322264
          },
          {
            "event_time": -5,
            "estimate": 0.05462151846229872,
            "se": 0.06094460207190364,
            "pvalue": 0.3724094851167971,
            "lower": -0.06638541760669796,
            "upper": 0.17562845453129539
          },
          {
            "event_time": -4,
            "estimate": -0.014418493787075673,
            "se": 0.05588652311311852,
            "pvalue": 0.7969740766709785,
            "lower": -0.12538249551259228,
            "upper": 0.09654550793844092
          },
          {
            "event_time": -3,
            "estimate": 0.08409937644326537,
            "se": 0.05809746875331607,
            "pvalue": 0.15106808171216532,
            "lower": -0.03125450967955622,
            "upper": 0.19945326256608698
          },
          {
            "event_time": -2,
            "estimate": 0.12943080548295344,
            "se": 0.04656756066879152,
            "pvalue": 0.006577012500938151,
            "lower": 0.0369698221445226,
            "upper": 0.22189178882138427
          },
          {
            "event_time": 0,
            "estimate": -0.08834236063322709,
            "se": 0.043519450252141254,
            "pvalue": 0.0451877186148783,
            "lower": -0.17475124928600105,
            "upper": -0.0019334719804531414
          },
          {
            "event_time": 1,
            "estimate": -0.013456991756027437,
            "se": 0.061126321092461,
            "pvalue": 0.826231340635658,
            "lower": -0.1348247352001738,
            "upper": 0.10791075168811892
          },
          {
            "event_time": 2,
            "estimate": -0.13968533951227807,
            "se": 0.05583490614298526,
            "pvalue": 0.014086571136144478,
            "lower": -0.25054685453359693,
            "upper": -0.028823824490959202
          },
          {
            "event_time": 3,
            "estimate": -0.14255968040607575,
            "se": 0.05515996609595477,
            "pvalue": 0.011291568249423912,
            "lower": -0.25208108614216107,
            "upper": -0.03303827466999046
          },
          {
            "event_time": 4,
            "estimate": -0.16714457980704855,
            "se": 0.0630051436284402,
            "pvalue": 0.009369823679113345,
            "lower": -0.2922427694394889,
            "upper": -0.042046390174608234
          },
          {
            "event_time": 5,
            "estimate": -0.23837944552633938,
            "se": 0.055056510916943524,
            "pvalue": 3.729465609912815e-05,
            "lower": -0.34769543857931534,
            "upper": -0.12906345247336343
          },
          {
            "event_time": 6,
            "estimate": -0.28108508972923724,
            "se": 0.058272823040403404,
            "pvalue": 5.425748292751227e-06,
            "lower": -0.39678714589970254,
            "upper": -0.16538303355877193
          },
          {
            "event_time": 7,
            "estimate": -0.26401137530991564,
            "se": 0.05267053758959704,
            "pvalue": 2.5202877761025837e-06,
            "lower": -0.3685899623897767,
            "upper": -0.15943278823005458
          },
          {
            "event_time": 8,
            "estimate": -0.21031371639094604,
            "se": 0.06265959540933431,
            "pvalue": 0.0011405461776189283,
            "lower": -0.33472581193405637,
            "upper": -0.08590162084783572
          },
          {
            "event_time": 9,
            "estimate": -0.26506867069769,
            "se": 0.07986626960507127,
            "pvalue": 0.001286796318532769,
            "lower": -0.4236450212129973,
            "upper": -0.10649232018238278
          },
          {
            "event_time": 10,
            "estimate": -0.2976782296445914,
            "se": 0.07345888796732616,
            "pvalue": 0.00010439553841163633,
            "lower": -0.4435325737171701,
            "upper": -0.1518238855720127
          },
          {
            "event_time": 11,
            "estimate": -0.32202229216355915,
            "se": 0.08243165817679848,
            "pvalue": 0.00017634155821682205,
            "lower": -0.4856922818255275,
            "upper": -0.15835230250159085
          },
          {
            "event_time": 12,
            "estimate": -0.2469366443113262,
            "se": 0.08921751258490893,
            "pvalue": 0.006797351977825849,
            "lower": -0.4240801069736916,
            "upper": -0.06979318164896078
          },
          {
            "event_time": 13,
            "estimate": -0.258374242687701,
            "se": 0.08850222858115064,
            "pvalue": 0.004388901217307189,
            "lower": -0.43409749219301214,
            "upper": -0.08265099318238983
          },
          {
            "event_time": 14,
            "estimate": -0.7538872388476683,
            "se": 0.1319420717847887,
            "pvalue": 1.2924787224519624e-07,
            "lower": -1.0158613153448124,
            "upper": -0.4919131623505241
          },
          {
            "event_time": 15,
            "estimate": -0.9377322078598792,
            "se": 0.06726584032114769,
            "pvalue": 1.3152501755840033e-24,
            "lower": -1.0712901106543737,
            "upper": -0.8041743050653847
          }
        ]
      },
      "target": {
        "event_times": [
          0.0,
          1.0,
          2.0,
          3.0,
          4.0,
          5.0,
          6.0,
          7.0,
          8.0,
          9.0,
          10.0,
          11.0,
          12.0,
          13.0,
          14.0,
          15.0
        ],
        "weights": [
          0.0750622338782457,
          0.07366916409756334,
          0.07434147168737092,
          0.07266978795055208,
          0.07452317644137296,
          0.07534084783438218,
          0.07379030060023137,
          0.06839972623150398,
          0.0681271691005009,
          0.06547427969207101,
          0.06337861819591406,
          0.06408726673652206,
          0.06409938038678885,
          0.06216119634410035,
          0.024802698921279443,
          7.268190160081888e-05
        ],
        "weighting": "observations"
      },
      "checks": {
        "did2s_vs_direct_imputation_max_post_difference": 1.1102230246251565e-16,
        "package_aggregate_vs_estimable_cell_weights": null,
        "saturated_vs_deviations_relative_rss_difference": 1.7981415311990637e-16
      },
      "inference": {
        "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
        "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
      },
      "f_test": {
        "F": 0.886786486104996,
        "df_num": 97,
        "df_den": 1640,
        "pvalue": 0.7746975579662475,
        "log10_pvalue": -0.11086781303218524,
        "inference": "Homoskedastic nested-model F",
        "observations": 1995,
        "design_columns": 240,
        "restricted_design_columns": 143,
        "fixed_effect_rank": 115,
        "covariance_rank": 97,
        "rss_unrestricted": 40463.76488135259,
        "rss_restricted": 42586.096483639296,
        "test_horizon": null,
        "reference_cohort": 6,
        "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.-18.0]",
            "C(rel_time, contr.treatment(base=-1.0))[T.-17.0]",
            "C(rel_time, contr.treatment(base=-1.0))[T.-16.0]",
            "C(rel_time, contr.treatment(base=-1.0))[T.-15.0]",
            "C(rel_time, contr.treatment(base=-1.0))[T.-14.0]",
            "C(rel_time, contr.treatment(base=-1.0))[T.-13.0]"
          ],
          "data": [
            [
              -0.212767064870005,
              0.011162434624299982,
              0.011536243318122951,
              -0.2405442609124978,
              -0.2475226082855713,
              -0.16047191491457746
            ],
            [
              0.011478817378293293,
              -0.19493765956389783,
              0.010231461627142441,
              0.022551123728401422,
              -0.1971389469746126,
              -0.2317010559704106
            ],
            [
              0.011431255046278649,
              0.00976287400220875,
              -0.1898466461359985,
              0.02479414774438091,
              0.03591933333404381,
              -0.22827877484718903
            ],
            [
              0.01074818383483426,
              0.009516883536437216,
              0.009676522083787347,
              -0.16934508086550334,
              0.0350468132352779,
              0.04768154422149446
            ],
            [
              0.0096806045101086,
              0.008592286048430051,
              0.008693174138272293,
              0.021885107497976262,
              -0.14163492960986948,
              0.0444594985515387
            ]
          ]
        },
        "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_7,ref=-1.0)+i(rel_time,cohort_dummy_8,ref=-1.0)+i(rel_time,cohort_dummy_9,ref=-1.0)+i(rel_time,cohort_dummy_10,ref=-1.0)+i(rel_time,cohort_dummy_11,ref=-1.0)+i(rel_time,cohort_dummy_12,ref=-1.0)+i(rel_time,cohort_dummy_13,ref=-1.0)+i(rel_time,cohort_dummy_14,ref=-1.0)+i(rel_time,cohort_dummy_15,ref=-1.0)+i(rel_time,cohort_dummy_16,ref=-1.0)+i(rel_time,cohort_dummy_19,ref=-1.0)|unit_fe+time_fe",
        "restriction_names": [
          "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_7",
          "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_7",
          "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_7",
          "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_7",
          "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_7",
          "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_7",
          "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_7",
          "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_7",
          "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_7",
          "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_7",
          "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_7",
          "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_7",
          "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_7",
          "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_7",
          "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_8",
          "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_8",
          "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_8",
          "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_8",
          "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_8",
          "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_8",
          "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_8",
          "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_8",
          "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_8",
          "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_8",
          "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_8",
          "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_8",
          "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_8",
          "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_9",
          "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_9",
          "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_9",
          "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_9",
          "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_9",
          "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_9",
          "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_9",
          "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_9",
          "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_9",
          "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_9",
          "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_9",
          "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_9",
          "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_10",
          "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_10",
          "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_10",
          "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_10",
          "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_10",
          "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_10",
          "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_10",
          "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_10",
          "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_10",
          "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_10",
          "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_10",
          "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_11",
          "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_11",
          "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_11",
          "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_11",
          "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_11",
          "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_11",
          "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_11",
          "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_11",
          "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_11",
          "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_11",
          "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_12",
          "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_12",
          "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_12",
          "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_12",
          "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_12",
          "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_12",
          "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_12",
          "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_12",
          "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_12",
          "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_13",
          "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_13",
          "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_13",
          "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_13",
          "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_13",
          "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_13",
          "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_13",
          "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_13",
          "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_14",
          "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_14",
          "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_14",
          "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_14",
          "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_14",
          "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_14",
          "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_14",
          "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_15",
          "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_15",
          "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_15",
          "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_15",
          "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_15",
          "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_15",
          "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_16",
          "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_16",
          "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_16",
          "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_16",
          "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_16",
          "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_19",
          "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_19"
        ],
        "deviations": [
          {
            "event_time": -6.0,
            "cohort": 7,
            "estimate": -0.03256085909628126
          },
          {
            "event_time": -5.0,
            "cohort": 7,
            "estimate": -0.010134568495692997
          },
          {
            "event_time": -4.0,
            "cohort": 7,
            "estimate": -0.42354213069954916
          },
          {
            "event_time": -3.0,
            "cohort": 7,
            "estimate": -1.0821378249460922
          },
          {
            "event_time": -2.0,
            "cohort": 7,
            "estimate": 0.6947708081427846
          },
          {
            "event_time": 0.0,
            "cohort": 7,
            "estimate": -0.20404399858161076
          },
          {
            "event_time": 1.0,
            "cohort": 7,
            "estimate": 0.5424930902906617
          },
          {
            "event_time": 2.0,
            "cohort": 7,
            "estimate": 0.4306879308873602
          },
          {
            "event_time": 3.0,
            "cohort": 7,
            "estimate": -2.0451388289385637
          },
          {
            "event_time": 4.0,
            "cohort": 7,
            "estimate": 0.5291804834939813
          },
          {
            "event_time": 5.0,
            "cohort": 7,
            "estimate": -0.19638418228183777
          },
          {
            "event_time": 6.0,
            "cohort": 7,
            "estimate": 0.49337430089577916
          },
          {
            "event_time": 7.0,
            "cohort": 7,
            "estimate": -0.6091210504790965
          },
          {
            "event_time": 8.0,
            "cohort": 7,
            "estimate": -0.3618334061759238
          },
          {
            "event_time": 9.0,
            "cohort": 7,
            "estimate": 0.6502949544331498
          },
          {
            "event_time": 10.0,
            "cohort": 7,
            "estimate": 0.4431067764696212
          },
          {
            "event_time": 11.0,
            "cohort": 7,
            "estimate": 0.44158252707964885
          },
          {
            "event_time": 12.0,
            "cohort": 7,
            "estimate": -2.750796669436059
          },
          {
            "event_time": 13.0,
            "cohort": 7,
            "estimate": -0.8977763585448675
          },
          {
            "event_time": 14.0,
            "cohort": 7,
            "estimate": 0.3024262141940152
          },
          {
            "event_time": -7.0,
            "cohort": 8,
            "estimate": 0.17062446828873673
          },
          {
            "event_time": -6.0,
            "cohort": 8,
            "estimate": 0.15981879603898616
          },
          {
            "event_time": -5.0,
            "cohort": 8,
            "estimate": 0.24078562271841053
          },
          {
            "event_time": -4.0,
            "cohort": 8,
            "estimate": -0.3677161661604136
          },
          {
            "event_time": -3.0,
            "cohort": 8,
            "estimate": -0.9820368240499494
          },
          {
            "event_time": -2.0,
            "cohort": 8,
            "estimate": 0.6813068672709202
          },
          {
            "event_time": 0.0,
            "cohort": 8,
            "estimate": -0.19933141153769457
          },
          {
            "event_time": 1.0,
            "cohort": 8,
            "estimate": 0.6357595236190885
          },
          {
            "event_time": 2.0,
            "cohort": 8,
            "estimate": 0.5177891317567597
          },
          {
            "event_time": 3.0,
            "cohort": 8,
            "estimate": -1.5983724494398444
          },
          {
            "event_time": 4.0,
            "cohort": 8,
            "estimate": 0.803413605836884
          },
          {
            "event_time": 5.0,
            "cohort": 8,
            "estimate": 0.3017434371340878
          },
          {
            "event_time": 6.0,
            "cohort": 8,
            "estimate": 1.0271761906514913
          },
          {
            "event_time": 7.0,
            "cohort": 8,
            "estimate": 0.09913671658033762
          },
          {
            "event_time": 8.0,
            "cohort": 8,
            "estimate": 0.1486259848269052
          },
          {
            "event_time": 9.0,
            "cohort": 8,
            "estimate": 0.91914744594538
          },
          {
            "event_time": 10.0,
            "cohort": 8,
            "estimate": 0.9554096812594238
          },
          {
            "event_time": 11.0,
            "cohort": 8,
            "estimate": 0.9431490208970121
          },
          {
            "event_time": 12.0,
            "cohort": 8,
            "estimate": -2.1986262679481965
          },
          {
            "event_time": 13.0,
            "cohort": 8,
            "estimate": -0.3778808157648876
          },
          {
            "event_time": -8.0,
            "cohort": 9,
            "estimate": -0.2538193391193374
          },
          {
            "event_time": -7.0,
            "cohort": 9,
            "estimate": -0.38930455353762383
          },
          {
            "event_time": -6.0,
            "cohort": 9,
            "estimate": -0.4047567742266338
          },
          {
            "event_time": -5.0,
            "cohort": 9,
            "estimate": -0.22160905045397095
          },
          {
            "event_time": -4.0,
            "cohort": 9,
            "estimate": -0.6617356597879854
          },
          {
            "event_time": -3.0,
            "cohort": 9,
            "estimate": -1.3871928379854652
          },
          {
            "event_time": -2.0,
            "cohort": 9,
            "estimate": 0.2900070473250723
          },
          {
            "event_time": 0.0,
            "cohort": 9,
            "estimate": -0.34578418298412716
          },
          {
            "event_time": 1.0,
            "cohort": 9,
            "estimate": 0.42394073515900393
          },
          {
            "event_time": 2.0,
            "cohort": 9,
            "estimate": 0.28691671708882505
          },
          {
            "event_time": 3.0,
            "cohort": 9,
            "estimate": -1.9991296831586007
          },
          {
            "event_time": 4.0,
            "cohort": 9,
            "estimate": 0.6125615327389111
          },
          {
            "event_time": 5.0,
            "cohort": 9,
            "estimate": -0.07868707108533748
          },
          {
            "event_time": 6.0,
            "cohort": 9,
            "estimate": 0.650501877187405
          },
          {
            "event_time": 7.0,
            "cohort": 9,
            "estimate": -0.11383094070293981
          },
          {
            "event_time": 8.0,
            "cohort": 9,
            "estimate": -0.13245889168749764
          },
          {
            "event_time": 9.0,
            "cohort": 9,
            "estimate": 0.6712277782754015
          },
          {
            "event_time": 10.0,
            "cohort": 9,
            "estimate": 0.71678010004385
          },
          {
            "event_time": 11.0,
            "cohort": 9,
            "estimate": 0.82464495570209
          },
          {
            "event_time": 12.0,
            "cohort": 9,
            "estimate": -2.448842590428838
          },
          {
            "event_time": -9.0,
            "cohort": 10,
            "estimate": -0.05513565445327158
          },
          {
            "event_time": -8.0,
            "cohort": 10,
            "estimate": 0.44568629138237725
          },
          {
            "event_time": -7.0,
            "cohort": 10,
            "estimate": 0.48721068763141373
          },
          {
            "event_time": -6.0,
            "cohort": 10,
            "estimate": 0.43968905398283153
          },
          {
            "event_time": -5.0,
            "cohort": 10,
            "estimate": 0.38984152860655097
          },
          {
            "event_time": -4.0,
            "cohort": 10,
            "estimate": -0.03729024282627981
          },
          {
            "event_time": -3.0,
            "cohort": 10,
            "estimate": -0.6039669003285164
          },
          {
            "event_time": -2.0,
            "cohort": 10,
            "estimate": 0.45266035852830633
          },
          {
            "event_time": 0.0,
            "cohort": 10,
            "estimate": 0.27204993651627507
          },
          {
            "event_time": 1.0,
            "cohort": 10,
            "estimate": 0.8079444107226263
          },
          {
            "event_time": 2.0,
            "cohort": 10,
            "estimate": 0.7357891379537217
          },
          {
            "event_time": 3.0,
            "cohort": 10,
            "estimate": -1.4386748579204633
          },
          {
            "event_time": 4.0,
            "cohort": 10,
            "estimate": 0.9199195174224786
          },
          {
            "event_time": 5.0,
            "cohort": 10,
            "estimate": 0.5024136215404919
          },
          {
            "event_time": 6.0,
            "cohort": 10,
            "estimate": 1.2303908372843448
          },
          {
            "event_time": 7.0,
            "cohort": 10,
            "estimate": 0.2591258642667172
          },
          {
            "event_time": 8.0,
            "cohort": 10,
            "estimate": 0.25428211175356147
          },
          {
            "event_time": 9.0,
            "cohort": 10,
            "estimate": 0.93820050499128
          },
          {
            "event_time": 10.0,
            "cohort": 10,
            "estimate": 1.1960273748109467
          },
          {
            "event_time": 11.0,
            "cohort": 10,
            "estimate": 1.0878070616211848
          },
          {
            "event_time": -10.0,
            "cohort": 11,
            "estimate": -1.370456170824851
          },
          {
            "event_time": -9.0,
            "cohort": 11,
            "estimate": -0.7568304044439342
          },
          {
            "event_time": -8.0,
            "cohort": 11,
            "estimate": -0.5086567080056641
          },
          {
            "event_time": -7.0,
            "cohort": 11,
            "estimate": -0.9998728316538142
          },
          {
            "event_time": -6.0,
            "cohort": 11,
            "estimate": -0.828069601789001
          },
          {
            "event_time": -5.0,
            "cohort": 11,
            "estimate": -0.8875543013013014
          },
          {
            "event_time": -4.0,
            "cohort": 11,
            "estimate": -1.7867671530307143
          },
          {
            "event_time": -3.0,
            "cohort": 11,
            "estimate": -2.1808426014169973
          },
          {
            "event_time": -2.0,
            "cohort": 11,
            "estimate": -0.2537411560992753
          },
          {
            "event_time": 0.0,
            "cohort": 11,
            "estimate": -1.0278060274561285
          },
          {
            "event_time": 1.0,
            "cohort": 11,
            "estimate": -0.03536904216539155
          },
          {
            "event_time": 2.0,
            "cohort": 11,
            "estimate": -0.3484061019493235
          },
          {
            "event_time": 3.0,
            "cohort": 11,
            "estimate": -2.062905141845249
          },
          {
            "event_time": 4.0,
            "cohort": 11,
            "estimate": -0.003935874103418535
          },
          {
            "event_time": 5.0,
            "cohort": 11,
            "estimate": -0.5587088167854682
          },
          {
            "event_time": 6.0,
            "cohort": 11,
            "estimate": 0.30963598070750875
          },
          {
            "event_time": 7.0,
            "cohort": 11,
            "estimate": -0.8196589950932034
          },
          {
            "event_time": 8.0,
            "cohort": 11,
            "estimate": -0.4114169289630348
          },
          {
            "event_time": 9.0,
            "cohort": 11,
            "estimate": 0.6081342066569714
          },
          {
            "event_time": 10.0,
            "cohort": 11,
            "estimate": 0.16076968864933994
          },
          {
            "event_time": -11.0,
            "cohort": 12,
            "estimate": 0.29720761473911744
          },
          {
            "event_time": -10.0,
            "cohort": 12,
            "estimate": 0.5066703540980781
          },
          {
            "event_time": -9.0,
            "cohort": 12,
            "estimate": 0.7517145483069652
          },
          {
            "event_time": -8.0,
            "cohort": 12,
            "estimate": 1.310384958109548
          },
          {
            "event_time": -7.0,
            "cohort": 12,
            "estimate": 0.9991766025638746
          },
          {
            "event_time": -6.0,
            "cohort": 12,
            "estimate": 1.6389092458620103
          },
          {
            "event_time": -5.0,
            "cohort": 12,
            "estimate": 1.9516575335733704
          },
          {
            "event_time": -4.0,
            "cohort": 12,
            "estimate": 0.5241479068428339
          },
          {
            "event_time": -3.0,
            "cohort": 12,
            "estimate": -0.8674874775368402
          },
          {
            "event_time": -2.0,
            "cohort": 12,
            "estimate": 0.702287034454068
          },
          {
            "event_time": 0.0,
            "cohort": 12,
            "estimate": 0.09891937516207526
          },
          {
            "event_time": 1.0,
            "cohort": 12,
            "estimate": 1.0028782240614942
          },
          {
            "event_time": 2.0,
            "cohort": 12,
            "estimate": 0.4409458661585424
          },
          {
            "event_time": 3.0,
            "cohort": 12,
            "estimate": -1.2368815114714766
          },
          {
            "event_time": 4.0,
            "cohort": 12,
            "estimate": 1.3011370757892229
          },
          {
            "event_time": 5.0,
            "cohort": 12,
            "estimate": 0.779776515312477
          },
          {
            "event_time": 6.0,
            "cohort": 12,
            "estimate": 1.5676888149040817
          },
          {
            "event_time": 7.0,
            "cohort": 12,
            "estimate": 0.4552808126081175
          },
          {
            "event_time": 8.0,
            "cohort": 12,
            "estimate": 0.28893325698436695
          },
          {
            "event_time": 9.0,
            "cohort": 12,
            "estimate": 1.0742425854525628
          },
          {
            "event_time": -12.0,
            "cohort": 13,
            "estimate": -0.08962078165330523
          },
          {
            "event_time": -11.0,
            "cohort": 13,
            "estimate": -0.1679322699830412
          },
          {
            "event_time": -10.0,
            "cohort": 13,
            "estimate": -0.13948530167319695
          },
          {
            "event_time": -9.0,
            "cohort": 13,
            "estimate": -0.08446722731373377
          },
          {
            "event_time": -8.0,
            "cohort": 13,
            "estimate": 0.5705075098778066
          },
          {
            "event_time": -7.0,
            "cohort": 13,
            "estimate": 0.34178137122812624
          },
          {
            "event_time": -6.0,
            "cohort": 13,
            "estimate": 0.3156590066274203
          },
          {
            "event_time": -5.0,
            "cohort": 13,
            "estimate": 0.4574248431078871
          },
          {
            "event_time": -4.0,
            "cohort": 13,
            "estimate": -0.26690293722295205
          },
          {
            "event_time": -3.0,
            "cohort": 13,
            "estimate": -0.761270917335569
          },
          {
            "event_time": -2.0,
            "cohort": 13,
            "estimate": 0.9557844869993629
          },
          {
            "event_time": 0.0,
            "cohort": 13,
            "estimate": 0.16704066279133362
          },
          {
            "event_time": 1.0,
            "cohort": 13,
            "estimate": 0.7040335711297288
          },
          {
            "event_time": 2.0,
            "cohort": 13,
            "estimate": 0.7476534868885583
          },
          {
            "event_time": 3.0,
            "cohort": 13,
            "estimate": -1.1890672678947238
          },
          {
            "event_time": 4.0,
            "cohort": 13,
            "estimate": 1.0284703043847114
          },
          {
            "event_time": 5.0,
            "cohort": 13,
            "estimate": 0.6531938485501463
          },
          {
            "event_time": 6.0,
            "cohort": 13,
            "estimate": 1.0826269710959864
          },
          {
            "event_time": 7.0,
            "cohort": 13,
            "estimate": 0.6176471072888962
          },
          {
            "event_time": 8.0,
            "cohort": 13,
            "estimate": 0.6491743797961492
          },
          {
            "event_time": -13.0,
            "cohort": 14,
            "estimate": 0.7337303188956668
          },
          {
            "event_time": -12.0,
            "cohort": 14,
            "estimate": 0.7303882509613118
          },
          {
            "event_time": -11.0,
            "cohort": 14,
            "estimate": 1.3400251610300369
          },
          {
            "event_time": -10.0,
            "cohort": 14,
            "estimate": 0.08241833700084827
          },
          {
            "event_time": -9.0,
            "cohort": 14,
            "estimate": 0.4544944483701905
          },
          {
            "event_time": -8.0,
            "cohort": 14,
            "estimate": 0.6972193379150109
          },
          {
            "event_time": -7.0,
            "cohort": 14,
            "estimate": 0.6218163071056951
          },
          {
            "event_time": -6.0,
            "cohort": 14,
            "estimate": 1.2999618996072344
          },
          {
            "event_time": -5.0,
            "cohort": 14,
            "estimate": 0.9260759965663747
          },
          {
            "event_time": -4.0,
            "cohort": 14,
            "estimate": 0.48274937504521254
          },
          {
            "event_time": -3.0,
            "cohort": 14,
            "estimate": -0.3321051205909823
          },
          {
            "event_time": -2.0,
            "cohort": 14,
            "estimate": 0.76875346706011
          },
          {
            "event_time": 0.0,
            "cohort": 14,
            "estimate": -0.11550639741346193
          },
          {
            "event_time": 1.0,
            "cohort": 14,
            "estimate": 0.9715199223232827
          },
          {
            "event_time": 2.0,
            "cohort": 14,
            "estimate": 0.6424616223068476
          },
          {
            "event_time": 3.0,
            "cohort": 14,
            "estimate": -1.4496369617841378
          },
          {
            "event_time": 4.0,
            "cohort": 14,
            "estimate": 1.1673973178213097
          },
          {
            "event_time": 5.0,
            "cohort": 14,
            "estimate": 0.4892945448292475
          },
          {
            "event_time": 6.0,
            "cohort": 14,
            "estimate": 1.1699842396240614
          },
          {
            "event_time": 7.0,
            "cohort": 14,
            "estimate": 0.03549647565538035
          },
          {
            "event_time": -14.0,
            "cohort": 15,
            "estimate": -0.03364198968153173
          },
          {
            "event_time": -13.0,
            "cohort": 15,
            "estimate": 0.04509866074914748
          },
          {
            "event_time": -12.0,
            "cohort": 15,
            "estimate": 0.754984781766203
          },
          {
            "event_time": -11.0,
            "cohort": 15,
            "estimate": 0.6425726802324527
          },
          {
            "event_time": -10.0,
            "cohort": 15,
            "estimate": 0.6214457989982017
          },
          {
            "event_time": -9.0,
            "cohort": 15,
            "estimate": 0.7090998473245536
          },
          {
            "event_time": -8.0,
            "cohort": 15,
            "estimate": 1.352827479803638
          },
          {
            "event_time": -7.0,
            "cohort": 15,
            "estimate": 0.4869390024585915
          },
          {
            "event_time": -6.0,
            "cohort": 15,
            "estimate": 0.6703558542942549
          },
          {
            "event_time": -5.0,
            "cohort": 15,
            "estimate": 0.02698601918151291
          },
          {
            "event_time": -4.0,
            "cohort": 15,
            "estimate": -0.11539293467246337
          },
          {
            "event_time": -3.0,
            "cohort": 15,
            "estimate": -0.9052175417318111
          },
          {
            "event_time": -2.0,
            "cohort": 15,
            "estimate": 1.079756218349409
          },
          {
            "event_time": 0.0,
            "cohort": 15,
            "estimate": -0.06953621879585262
          },
          {
            "event_time": 1.0,
            "cohort": 15,
            "estimate": 0.6229344161214448
          },
          {
            "event_time": 2.0,
            "cohort": 15,
            "estimate": 0.5961381285428392
          },
          {
            "event_time": 3.0,
            "cohort": 15,
            "estimate": -1.5350571452267783
          },
          {
            "event_time": 4.0,
            "cohort": 15,
            "estimate": 0.9882130271962598
          },
          {
            "event_time": 5.0,
            "cohort": 15,
            "estimate": 0.3319685735579282
          },
          {
            "event_time": 6.0,
            "cohort": 15,
            "estimate": 1.2097294266054721
          },
          {
            "event_time": -15.0,
            "cohort": 16,
            "estimate": 0.7562089509838391
          },
          {
            "event_time": -14.0,
            "cohort": 16,
            "estimate": -0.11973817262598953
          },
          {
            "event_time": -13.0,
            "cohort": 16,
            "estimate": -0.12137383725236872
          },
          {
            "event_time": -12.0,
            "cohort": 16,
            "estimate": 0.5526459771075928
          },
          {
            "event_time": -11.0,
            "cohort": 16,
            "estimate": 0.8556683071612123
          },
          {
            "event_time": -10.0,
            "cohort": 16,
            "estimate": 0.22427683838635923
          },
          {
            "event_time": -9.0,
            "cohort": 16,
            "estimate": 0.05326018969723276
          },
          {
            "event_time": -8.0,
            "cohort": 16,
            "estimate": 0.8442542894424163
          },
          {
            "event_time": -7.0,
            "cohort": 16,
            "estimate": -0.0189962992098984
          },
          {
            "event_time": -6.0,
            "cohort": 16,
            "estimate": 0.40608584616622834
          },
          {
            "event_time": -5.0,
            "cohort": 16,
            "estimate": 0.09633219861200965
          },
          {
            "event_time": -4.0,
            "cohort": 16,
            "estimate": -0.5819785288876216
          },
          {
            "event_time": -3.0,
            "cohort": 16,
            "estimate": -1.2222008375031783
          },
          {
            "event_time": -2.0,
            "cohort": 16,
            "estimate": 0.017175372256525743
          },
          {
            "event_time": 0.0,
            "cohort": 16,
            "estimate": 0.08923900613750294
          },
          {
            "event_time": 1.0,
            "cohort": 16,
            "estimate": 0.7156705051720127
          },
          {
            "event_time": 2.0,
            "cohort": 16,
            "estimate": 0.37224589724806906
          },
          {
            "event_time": 3.0,
            "cohort": 16,
            "estimate": -2.064585552737599
          },
          {
            "event_time": 4.0,
            "cohort": 16,
            "estimate": 0.4215543775259215
          },
          {
            "event_time": 5.0,
            "cohort": 16,
            "estimate": 0.08621116984841741
          },
          {
            "event_time": -5.0,
            "cohort": 19,
            "estimate": 0.015289215873085807
          },
          {
            "event_time": -4.0,
            "cohort": 19,
            "estimate": -0.10342979914779335
          },
          {
            "event_time": -3.0,
            "cohort": 19,
            "estimate": -0.6129167077366299
          },
          {
            "event_time": -2.0,
            "cohort": 19,
            "estimate": 0.47746077369273693
          },
          {
            "event_time": 0.0,
            "cohort": 19,
            "estimate": -0.12323071408117728
          },
          {
            "event_time": 1.0,
            "cohort": 19,
            "estimate": 0.6794728879268289
          },
          {
            "event_time": 2.0,
            "cohort": 19,
            "estimate": 0.751537049516435
          }
        ]
      }
    }
  },
  "code_sha256": {
    "replication_engine.py": "b42dd52795225c55faa7af833b12a94304ddde96f066412b80dea4620c4bcc24",
    "reference_f_test.py": "9cf8f31eeda89784ac1750ea22c35401ae46e24e06279acf938d2d103b78cccf",
    "sparse_did2s.py": "75169d7fbba6e1bad163e564ac9b5b1262a04033eda925dc379dc3eef64c59fa",
    "frequency.py": "8f922ae4be2b63ad9b89515d8e665cda4e11a354258b54ef3b820648243642eb",
    "sparse_models.py": "538c06b81a46a104838d662d6e6489d0d2daa7f680fd234049f28c97c87ef555"
  }
}
