{
  "study_id": 16,
  "specification_id": "S16-P004",
  "source_specification_id": "GIFT-F5A-BLACK",
  "role": "active_comparison",
  "published_source_location": "Main Figure5a",
  "outcome_label": "",
  "outcome_variable": "",
  "treatment_label": "",
  "unit_fixed_effects": "",
  "time_fixed_effects": "",
  "allowed_adjustments": "",
  "published_weights": "",
  "published_clustering": "",
  "panel_structure": "aggregate_county_panel",
  "design": "panel",
  "descriptive_metadata_status": "recorded_source_fields",
  "title": "The Gift of a Lifetime",
  "status": "ready",
  "reason": "",
  "config": "analyses/full-archive/configs/S16-P004.json",
  "input_bytes": 21975,
  "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": "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"
    }
  },
  "comparison": {
    "schema": "expensive-replication-v1",
    "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/archive-expanded/fits/S16-P004"
    },
    "options": {
      "output_dir": "analyses/archive-expanded/fits/S16-P004",
      "regression_results": "analyses/archive-expanded/baselines/S16-P004.json",
      "display_window": [
        -10,
        10
      ],
      "timeout_seconds": 3600
    },
    "source": {
      "file": "S16-P004.parquet",
      "bytes": 21975,
      "sha256": "28ee49e9ff07e027b9f7cc3e0af72c00f1c0b18e85208768dc332c9f63561e67"
    },
    "regressions": {
      "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
            }
          ]
        }
      }
    },
    "alternative_models": {
      "y__d": [
        {
          "method": "CS-DID",
          "class": "csdid.att_gt.ATTgt",
          "package": {
            "csdid": "0.4.2",
            "drdid": "1.1.6"
          },
          "parameters": {
            "est_method": "dr",
            "covariate_basis": "intercept",
            "control_group": "notyettreated",
            "xformla": "y ~ 1",
            "panel": true,
            "effective_panel": false,
            "allow_unbalanced_panel": true,
            "weights_name": "weight",
            "fix_weights": "varying",
            "base_period": "universal",
            "clustervar": "cluster",
            "aggregate": "dynamic",
            "faster_mode": true
          },
          "data_structure": "unbalanced or varying-weight panel; native repeated-cross-section comparisons",
          "aggregations": {
            "summaries": [
              {
                "typec": "dynamic",
                "aggregation": "Native CS-DID dynamic",
                "matches_treated_unit_year_target": false,
                "estimate": -0.2888481604184638,
                "se": 0.06393224002304153,
                "lower": -0.4141530483145954,
                "upper": -0.1635432725223322
              },
              {
                "typec": "simple",
                "aggregation": "Native CS-DID simple",
                "matches_treated_unit_year_target": false,
                "estimate": -0.21217665888247067,
                "se": 0.06853075498309791,
                "lower": -0.34649447048268145,
                "upper": -0.07785884728225992
              },
              {
                "typec": "group",
                "aggregation": "Native CS-DID group",
                "matches_treated_unit_year_target": false,
                "estimate": -0.18456173209254348,
                "se": 0.06586728126143554,
                "lower": -0.3136592311245271,
                "upper": -0.05546423306055984
              },
              {
                "typec": "treated_cells",
                "aggregation": "Observed treated observations, configured weights",
                "matches_treated_unit_year_target": true,
                "weight_sum": 165103.0,
                "post_cells": 124,
                "estimate": -0.21762442360066364,
                "se": 0.07068374195920608,
                "lower": -0.3561620121332302,
                "upper": -0.07908683506809708
              }
            ],
            "same_group_time_effects": true,
            "additional_covariates": []
          },
          "estimate": -0.2888481604184638,
          "se": 0.06393224002304153,
          "lower": -0.4141530483145954,
          "upper": -0.1635432725223322,
          "event_study": [
            {
              "event_time": -18,
              "estimate": 0.012323434837973036,
              "se": 0.13707928576023387,
              "lower": -0.2563470282785596,
              "upper": 0.2809938979545057,
              "relative_to_minus_one": 0.012323434837973036,
              "n": 0.0
            },
            {
              "event_time": -17,
              "estimate": 0.05507948009718453,
              "se": 0.08231959458359277,
              "lower": -0.1062639605085958,
              "upper": 0.21642292070296484,
              "relative_to_minus_one": 0.05507948009718453,
              "n": 0.0
            },
            {
              "event_time": -16,
              "estimate": 0.4343588361509638,
              "se": 0.10890484181681599,
              "lower": 0.22090926844797285,
              "upper": 0.6478084038539548,
              "relative_to_minus_one": 0.4343588361509638,
              "n": 0.0
            },
            {
              "event_time": -15,
              "estimate": 0.5850965081594234,
              "se": 0.2815301054180693,
              "lower": 0.033307640976242836,
              "upper": 1.136885375342604,
              "relative_to_minus_one": 0.5850965081594234,
              "n": 0.0
            },
            {
              "event_time": -14,
              "estimate": 0.21110563124392,
              "se": 0.07830147193579787,
              "lower": 0.0576375663132824,
              "upper": 0.3645736961745576,
              "relative_to_minus_one": 0.21110563124392,
              "n": 0.0
            },
            {
              "event_time": -13,
              "estimate": 0.3851668574433106,
              "se": 0.13619225936750873,
              "lower": 0.1182349341098557,
              "upper": 0.6520987807767655,
              "relative_to_minus_one": 0.3851668574433106,
              "n": 0.0
            },
            {
              "event_time": -12,
              "estimate": 0.18606857972049584,
              "se": 0.17067809524314068,
              "lower": -0.14845433990595702,
              "upper": 0.5205914993469487,
              "relative_to_minus_one": 0.18606857972049584,
              "n": 0.0
            },
            {
              "event_time": -11,
              "estimate": 0.4192728994217083,
              "se": 0.23076337788725557,
              "lower": -0.03301501018811931,
              "upper": 0.8715608090315359,
              "relative_to_minus_one": 0.4192728994217083,
              "n": 0.0
            },
            {
              "event_time": -10,
              "estimate": 0.23561177870996103,
              "se": 0.17289838600393292,
              "lower": -0.10326283084285165,
              "upper": 0.5744863882627738,
              "relative_to_minus_one": 0.23561177870996103,
              "n": 0.0
            },
            {
              "event_time": -9,
              "estimate": 0.18691039525513148,
              "se": 0.14025114795916566,
              "lower": -0.08797680353523152,
              "upper": 0.4617975940454945,
              "relative_to_minus_one": 0.18691039525513148,
              "n": 0.0
            },
            {
              "event_time": -8,
              "estimate": 0.06272122832836662,
              "se": 0.14012745756239878,
              "lower": -0.21192354173909983,
              "upper": 0.3373659983958331,
              "relative_to_minus_one": 0.06272122832836662,
              "n": 0.0
            },
            {
              "event_time": -7,
              "estimate": 0.08146620687402928,
              "se": 0.08851881001230767,
              "lower": -0.09202747270443729,
              "upper": 0.25495988645249584,
              "relative_to_minus_one": 0.08146620687402928,
              "n": 0.0
            },
            {
              "event_time": -6,
              "estimate": 0.08684791019479687,
              "se": 0.08185434718400428,
              "lower": -0.0735836622638891,
              "upper": 0.24727948265348285,
              "relative_to_minus_one": 0.08684791019479687,
              "n": 0.0
            },
            {
              "event_time": -5,
              "estimate": 0.07001326038694133,
              "se": 0.07738231745953325,
              "lower": -0.08165329487398884,
              "upper": 0.2216798156478715,
              "relative_to_minus_one": 0.07001326038694133,
              "n": 0.0
            },
            {
              "event_time": -4,
              "estimate": -0.0031593561004791835,
              "se": 0.06546728835681395,
              "lower": -0.13147288344533295,
              "upper": 0.12515417124437458,
              "relative_to_minus_one": -0.0031593561004791835,
              "n": 0.0
            },
            {
              "event_time": -3,
              "estimate": 0.09600427311331526,
              "se": 0.06522973186772495,
              "lower": -0.031843652068630254,
              "upper": 0.22385219829526076,
              "relative_to_minus_one": 0.09600427311331526,
              "n": 0.0
            },
            {
              "event_time": -2,
              "estimate": 0.13284629177708973,
              "se": 0.06316337170683735,
              "lower": 0.009048358089572286,
              "upper": 0.2566442254646072,
              "relative_to_minus_one": 0.13284629177708973,
              "n": 0.0
            },
            {
              "event_time": -1,
              "estimate": 0.0,
              "se": null,
              "lower": null,
              "upper": null,
              "relative_to_minus_one": 0.0,
              "n": 0.0
            },
            {
              "event_time": 0,
              "estimate": -0.07841149910308508,
              "se": 0.058682739730569235,
              "lower": -0.19342755548913848,
              "upper": 0.03660455728296834,
              "relative_to_minus_one": -0.07841149910308508,
              "n": 12393.0
            },
            {
              "event_time": 1,
              "estimate": 0.006177554224927126,
              "se": 0.06356923278949987,
              "lower": -0.1184158525673353,
              "upper": 0.13077096101718955,
              "relative_to_minus_one": 0.006177554224927126,
              "n": 12163.0
            },
            {
              "event_time": 2,
              "estimate": -0.11642325806353383,
              "se": 0.06552688061202824,
              "lower": -0.24485358408236513,
              "upper": 0.012007067955297449,
              "relative_to_minus_one": -0.11642325806353383,
              "n": 12274.0
            },
            {
              "event_time": 3,
              "estimate": -0.13400616398504236,
              "se": 0.07401689736562138,
              "lower": -0.27907661706905784,
              "upper": 0.01106428909897314,
              "relative_to_minus_one": -0.13400616398504236,
              "n": 11998.0
            },
            {
              "event_time": 4,
              "estimate": -0.1423437939472787,
              "se": 0.07424016870883007,
              "lower": -0.2878518508227631,
              "upper": 0.0031642629282057355,
              "relative_to_minus_one": -0.1423437939472787,
              "n": 12304.0
            },
            {
              "event_time": 5,
              "estimate": -0.22555590671893738,
              "se": 0.07983905675324476,
              "lower": -0.38203758251494646,
              "upper": -0.06907423092292828,
              "relative_to_minus_one": -0.22555590671893738,
              "n": 12439.0
            },
            {
              "event_time": 6,
              "estimate": -0.27432831775690264,
              "se": 0.08794432109622057,
              "lower": -0.446696019750321,
              "upper": -0.10196061576348425,
              "relative_to_minus_one": -0.27432831775690264,
              "n": 12183.0
            },
            {
              "event_time": 7,
              "estimate": -0.25773619362126904,
              "se": 0.10127600499930942,
              "lower": -0.456233515918014,
              "upper": -0.05923887132452413,
              "relative_to_minus_one": -0.25773619362126904,
              "n": 11293.0
            },
            {
              "event_time": 8,
              "estimate": -0.236152768404397,
              "se": 0.09365414864806347,
              "lower": -0.419711526757362,
              "upper": -0.052594010051431994,
              "relative_to_minus_one": -0.236152768404397,
              "n": 11248.0
            },
            {
              "event_time": 9,
              "estimate": -0.28934013357488697,
              "se": 0.08426494694947317,
              "lower": -0.4544963947550327,
              "upper": -0.12418387239474127,
              "relative_to_minus_one": -0.28934013357488697,
              "n": 10810.0
            },
            {
              "event_time": 10,
              "estimate": -0.3182099051120486,
              "se": 0.1002137599277322,
              "lower": -0.514625265325747,
              "upper": -0.1217945448983502,
              "relative_to_minus_one": -0.3182099051120486,
              "n": 10464.0
            },
            {
              "event_time": 11,
              "estimate": -0.34295500472521495,
              "se": 0.10248362738585186,
              "lower": -0.5438192234065073,
              "upper": -0.14209078604392253,
              "relative_to_minus_one": -0.34295500472521495,
              "n": 10581.0
            },
            {
              "event_time": 12,
              "estimate": -0.26111256612288253,
              "se": 0.11470070251543045,
              "lower": -0.48592181205456897,
              "upper": -0.03630332019119606,
              "relative_to_minus_one": -0.26111256612288253,
              "n": 10583.0
            },
            {
              "event_time": 13,
              "estimate": -0.26483908739499645,
              "se": 0.11414508850148286,
              "lower": -0.4885593498700399,
              "upper": -0.041118824919953,
              "relative_to_minus_one": -0.26483908739499645,
              "n": 10263.0
            },
            {
              "event_time": 14,
              "estimate": -0.748782783976825,
              "se": 0.12843451348599016,
              "lower": -1.0005098047812895,
              "upper": -0.4970557631723604,
              "relative_to_minus_one": -0.748782783976825,
              "n": 4095.0
            },
            {
              "event_time": 15,
              "estimate": -0.9375507384130471,
              "se": 0.06329041177534606,
              "lower": -1.061597666059435,
              "upper": -0.8135038107666591,
              "relative_to_minus_one": -0.9375507384130471,
              "n": 12.0
            }
          ],
          "group_time_estimates": [
            {
              "group": 6,
              "year": 1,
              "att": -0.001219730094136625,
              "se": 0.048986908266619784,
              "event_time": -5,
              "mass": 0.0
            },
            {
              "group": 6,
              "year": 2,
              "att": 0.45302374631193787,
              "se": 0.043689411301434014,
              "event_time": -4,
              "mass": 0.0
            },
            {
              "group": 6,
              "year": 3,
              "att": 1.1308079423331765,
              "se": 0.037502866113291636,
              "event_time": -3,
              "mass": 0.0
            },
            {
              "group": 6,
              "year": 4,
              "att": -0.45384022625673237,
              "se": 0.035189808038844465,
              "event_time": -2,
              "mass": 0.0
            },
            {
              "group": 6,
              "year": 5,
              "att": 0.0,
              "se": null,
              "event_time": -1,
              "mass": 0.0
            },
            {
              "group": 6,
              "year": 6,
              "att": 0.06896833259371164,
              "se": 0.03600598892278545,
              "event_time": 0,
              "mass": 27.0
            },
            {
              "group": 6,
              "year": 7,
              "att": -0.6049931199112495,
              "se": 0.03738568450221201,
              "event_time": 1,
              "mass": 15.0
            },
            {
              "group": 6,
              "year": 8,
              "att": -0.6163311671674536,
              "se": 0.04157766916784858,
              "event_time": 2,
              "mass": 15.0
            },
            {
              "group": 6,
              "year": 9,
              "att": 1.6182190158253864,
              "se": 0.05147806921129928,
              "event_time": 3,
              "mass": 12.0
            },
            {
              "group": 6,
              "year": 10,
              "att": -0.8718124280759566,
              "se": 0.052744469218780204,
              "event_time": 4,
              "mass": 45.0
            },
            {
              "group": 6,
              "year": 11,
              "att": -0.36180246277801614,
              "se": 0.06468966436237845,
              "event_time": 5,
              "mass": 13.0
            },
            {
              "group": 6,
              "year": 12,
              "att": -1.090619371068581,
              "se": 0.06546162175578206,
              "event_time": 6,
              "mass": 10.0
            },
            {
              "group": 6,
              "year": 13,
              "att": -0.11842761886780773,
              "se": 0.06693622465097541,
              "event_time": 7,
              "mass": 12.0
            },
            {
              "group": 6,
              "year": 14,
              "att": -0.1516282762014985,
              "se": 0.08076288271798131,
              "event_time": 8,
              "mass": 13.0
            },
            {
              "group": 6,
              "year": 15,
              "att": -1.0572981603529343,
              "se": 0.0526171551456937,
              "event_time": 9,
              "mass": 10.0
            },
            {
              "group": 6,
              "year": 16,
              "att": -1.0838720758871467,
              "se": 0.059614114688806966,
              "event_time": 10,
              "mass": 14.0
            },
            {
              "group": 6,
              "year": 17,
              "att": -1.0989799897136812,
              "se": 0.05031370735129771,
              "event_time": 11,
              "mass": 10.0
            },
            {
              "group": 6,
              "year": 18,
              "att": 2.1526391423473763,
              "se": 0.053698678713323844,
              "event_time": 12,
              "mass": 15.0
            },
            {
              "group": 6,
              "year": 19,
              "att": 0.2994974197837049,
              "se": 0.05892325308729965,
              "event_time": 13,
              "mass": 17.0
            },
            {
              "group": 6,
              "year": 20,
              "att": -1.0590672492180822,
              "se": 0.05910311526955096,
              "event_time": 14,
              "mass": 9.0
            },
            {
              "group": 6,
              "year": 21,
              "att": -0.9375507384130471,
              "se": 0.06329041177534606,
              "event_time": 15,
              "mass": 12.0
            },
            {
              "group": 7,
              "year": 1,
              "att": -0.06871882038933137,
              "se": 0.15565164989291402,
              "event_time": -6,
              "mass": 0.0
            },
            {
              "group": 7,
              "year": 2,
              "att": -0.07700228295850826,
              "se": 0.13542512691639216,
              "event_time": -5,
              "mass": 0.0
            },
            {
              "group": 7,
              "year": 3,
              "att": -0.06448385069906282,
              "se": 0.08000948497445144,
              "event_time": -4,
              "mass": 0.0
            },
            {
              "group": 7,
              "year": 4,
              "att": 0.05301913998656309,
              "se": 0.12770830022392998,
              "event_time": -3,
              "mass": 0.0
            },
            {
              "group": 7,
              "year": 5,
              "att": 0.1922755289093791,
              "se": 0.08121418825765435,
              "event_time": -2,
              "mass": 0.0
            },
            {
              "group": 7,
              "year": 6,
              "att": 0.0,
              "se": null,
              "event_time": -1,
              "mass": 0.0
            },
            {
              "group": 7,
              "year": 7,
              "att": -0.10453604398027898,
              "se": 0.07441735969839566,
              "event_time": 0,
              "mass": 3304.0
            },
            {
              "group": 7,
              "year": 8,
              "att": -0.08316735534981456,
              "se": 0.08046875670452365,
              "event_time": 1,
              "mass": 3160.0
            },
            {
              "group": 7,
              "year": 9,
              "att": -0.15768295685536124,
              "se": 0.08253618633055089,
              "event_time": 2,
              "mass": 3204.0
            },
            {
              "group": 7,
              "year": 10,
              "att": -0.4713454491757747,
              "se": 0.12410132972211713,
              "event_time": 3,
              "mass": 3058.0
            },
            {
              "group": 7,
              "year": 11,
              "att": -0.3356644879517123,
              "se": 0.12427875769371187,
              "event_time": 4,
              "mass": 3202.0
            },
            {
              "group": 7,
              "year": 12,
              "att": -0.5547216765084594,
              "se": 0.10028887315055253,
              "event_time": 5,
              "mass": 3088.0
            },
            {
              "group": 7,
              "year": 13,
              "att": -0.6429974711146763,
              "se": 0.09717533338427534,
              "event_time": 6,
              "mass": 3180.0
            },
            {
              "group": 7,
              "year": 14,
              "att": -0.712822149349438,
              "se": 0.09418778638937318,
              "event_time": 7,
              "mass": 3187.0
            },
            {
              "group": 7,
              "year": 15,
              "att": -0.5808894251082012,
              "se": 0.0903141268810318,
              "event_time": 8,
              "mass": 3042.0
            },
            {
              "group": 7,
              "year": 16,
              "att": -0.43304659400254536,
              "se": 0.12881296992985272,
              "event_time": 9,
              "mass": 3189.0
            },
            {
              "group": 7,
              "year": 17,
              "att": -0.6157227910952602,
              "se": 0.08795758994179405,
              "event_time": 10,
              "mass": 3173.0
            },
            {
              "group": 7,
              "year": 18,
              "att": -0.6569428645886984,
              "se": 0.10685526893748853,
              "event_time": 11,
              "mass": 3344.0
            },
            {
              "group": 7,
              "year": 19,
              "att": -0.6038701092860985,
              "se": 0.11383343477651499,
              "event_time": 12,
              "mass": 3601.0
            },
            {
              "group": 7,
              "year": 20,
              "att": -0.5899732943754934,
              "se": 0.09572678545629766,
              "event_time": 13,
              "mass": 3726.0
            },
            {
              "group": 7,
              "year": 21,
              "att": -0.7472658152287011,
              "se": 0.12919095126301014,
              "event_time": 14,
              "mass": 4086.0
            },
            {
              "group": 8,
              "year": 1,
              "att": 0.1206536757756643,
              "se": 0.10966577299462545,
              "event_time": -7,
              "mass": 0.0
            },
            {
              "group": 8,
              "year": 2,
              "att": 0.11563934109816466,
              "se": 0.0986320358597945,
              "event_time": -6,
              "mass": 0.0
            },
            {
              "group": 8,
              "year": 3,
              "att": 0.1256532325596973,
              "se": 0.10212196180217459,
              "event_time": -5,
              "mass": 0.0
            },
            {
              "group": 8,
              "year": 4,
              "att": 0.012375086898711094,
              "se": 0.0925558345481127,
              "event_time": -4,
              "mass": 0.0
            },
            {
              "group": 8,
              "year": 5,
              "att": 0.10700790239760131,
              "se": 0.0864285846596764,
              "event_time": -3,
              "mass": 0.0
            },
            {
              "group": 8,
              "year": 6,
              "att": 0.17386320161658214,
              "se": 0.09008441201863181,
              "event_time": -2,
              "mass": 0.0
            },
            {
              "group": 8,
              "year": 7,
              "att": 0.0,
              "se": null,
              "event_time": -1,
              "mass": 0.0
            },
            {
              "group": 8,
              "year": 8,
              "att": -0.12879006733249196,
              "se": 0.08873971637697668,
              "event_time": 0,
              "mass": 5143.0
            },
            {
              "group": 8,
              "year": 9,
              "att": 0.038483063855606056,
              "se": 0.1148813801758411,
              "event_time": 1,
              "mass": 5137.0
            },
            {
              "group": 8,
              "year": 10,
              "att": -0.11154747213499744,
              "se": 0.11646371840991047,
              "event_time": 2,
              "mass": 5122.0
            },
            {
              "group": 8,
              "year": 11,
              "att": -0.020589712143277435,
              "se": 0.08550579411010567,
              "event_time": 3,
              "mass": 5307.0
            },
            {
              "group": 8,
              "year": 12,
              "att": -0.08144993787354099,
              "se": 0.11384529235247824,
              "event_time": 4,
              "mass": 5181.0
            },
            {
              "group": 8,
              "year": 13,
              "att": -0.11726294916296036,
              "se": 0.09755404873489372,
              "event_time": 5,
              "mass": 5544.0
            },
            {
              "group": 8,
              "year": 14,
              "att": -0.1284313477472166,
              "se": 0.10633089036139724,
              "event_time": 6,
              "mass": 5586.0
            },
            {
              "group": 8,
              "year": 15,
              "att": -0.1251036951946326,
              "se": 0.09413985832494565,
              "event_time": 7,
              "mass": 5366.0
            },
            {
              "group": 8,
              "year": 16,
              "att": -0.14581188215818663,
              "se": 0.1077152619097782,
              "event_time": 8,
              "mass": 5638.0
            },
            {
              "group": 8,
              "year": 17,
              "att": -0.20556263816633064,
              "se": 0.1171005503682925,
              "event_time": 9,
              "mass": 5759.0
            },
            {
              "group": 8,
              "year": 18,
              "att": -0.15475131214336918,
              "se": 0.11426483865397191,
              "event_time": 10,
              "mass": 5675.0
            },
            {
              "group": 8,
              "year": 19,
              "att": -0.2028238838914245,
              "se": 0.11783452989847507,
              "event_time": 11,
              "mass": 5913.0
            },
            {
              "group": 8,
              "year": 20,
              "att": -0.06708064358896684,
              "se": 0.11927909195467701,
              "event_time": 12,
              "mass": 6201.0
            },
            {
              "group": 8,
              "year": 21,
              "att": -0.07933498013674341,
              "se": 0.11873442881870797,
              "event_time": 13,
              "mass": 6520.0
            },
            {
              "group": 9,
              "year": 1,
              "att": -0.6069178638858451,
              "se": 0.23095161838539938,
              "event_time": -8,
              "mass": 0.0
            },
            {
              "group": 9,
              "year": 2,
              "att": -0.49669700671019223,
              "se": 0.18162477864492002,
              "event_time": -7,
              "mass": 0.0
            },
            {
              "group": 9,
              "year": 3,
              "att": -0.5420698725759759,
              "se": 0.16172611439569118,
              "event_time": -6,
              "mass": 0.0
            },
            {
              "group": 9,
              "year": 4,
              "att": -0.3485431468052509,
              "se": 0.13960571714538494,
              "event_time": -5,
              "mass": 0.0
            },
            {
              "group": 9,
              "year": 5,
              "att": -0.3514253021748727,
              "se": 0.06246079299466059,
              "event_time": -4,
              "mass": 0.0
            },
            {
              "group": 9,
              "year": 6,
              "att": -0.3434671742246743,
              "se": 0.1664223166608817,
              "event_time": -3,
              "mass": 0.0
            },
            {
              "group": 9,
              "year": 7,
              "att": -0.26088096945649897,
              "se": 0.09888958208580957,
              "event_time": -2,
              "mass": 0.0
            },
            {
              "group": 9,
              "year": 8,
              "att": 0.0,
              "se": null,
              "event_time": -1,
              "mass": 0.0
            },
            {
              "group": 9,
              "year": 9,
              "att": -0.25726897164346346,
              "se": 0.10499503544747034,
              "event_time": 0,
              "mass": 643.0
            },
            {
              "group": 9,
              "year": 10,
              "att": -0.18516194865552527,
              "se": 0.08354367120902884,
              "event_time": 1,
              "mass": 570.0
            },
            {
              "group": 9,
              "year": 11,
              "att": -0.28620910382528947,
              "se": 0.13107197292888487,
              "event_time": 2,
              "mass": 689.0
            },
            {
              "group": 9,
              "year": 12,
              "att": -0.37194542090283256,
              "se": 0.0700097063149204,
              "event_time": 3,
              "mass": 618.0
            },
            {
              "group": 9,
              "year": 13,
              "att": -0.26269534931089134,
              "se": 0.10412695740094707,
              "event_time": 4,
              "mass": 683.0
            },
            {
              "group": 9,
              "year": 14,
              "att": -0.4543207463485797,
              "se": 0.1825925202909751,
              "event_time": 5,
              "mass": 647.0
            },
            {
              "group": 9,
              "year": 15,
              "att": -0.5220607454154069,
              "se": 0.15294933945788544,
              "event_time": 6,
              "mass": 608.0
            },
            {
              "group": 9,
              "year": 16,
              "att": -0.3168099403000579,
              "se": 0.11692678803229839,
              "event_time": 7,
              "mass": 607.0
            },
            {
              "group": 9,
              "year": 17,
              "att": -0.36755197293353237,
              "se": 0.11778464349423363,
              "event_time": 8,
              "mass": 671.0
            },
            {
              "group": 9,
              "year": 18,
              "att": -0.4272891642073023,
              "se": 0.11880794944210134,
              "event_time": 9,
              "mass": 682.0
            },
            {
              "group": 9,
              "year": 19,
              "att": -0.3771976814683353,
              "se": 0.07117898998109382,
              "event_time": 10,
              "mass": 699.0
            },
            {
              "group": 9,
              "year": 20,
              "att": -0.2828600764762991,
              "se": 0.2067067092053675,
              "event_time": 11,
              "mass": 715.0
            },
            {
              "group": 9,
              "year": 21,
              "att": -0.28905597543303213,
              "se": 0.14211800735296742,
              "event_time": 12,
              "mass": 766.0
            },
            {
              "group": 10,
              "year": 1,
              "att": -0.10800935062577162,
              "se": 0.4467600193522009,
              "event_time": -9,
              "mass": 0.0
            },
            {
              "group": 10,
              "year": 2,
              "att": 0.054249066271646725,
              "se": 0.051476414365226514,
              "event_time": -8,
              "mass": 0.0
            },
            {
              "group": 10,
              "year": 3,
              "att": 0.3222973093573327,
              "se": 0.05899538936392417,
              "event_time": -7,
              "mass": 0.0
            },
            {
              "group": 10,
              "year": 4,
              "att": 0.3110544357038537,
              "se": 0.0746407988212288,
              "event_time": -6,
              "mass": 0.0
            },
            {
              "group": 10,
              "year": 5,
              "att": 0.21307347793184428,
              "se": 0.08373831633638047,
              "event_time": -5,
              "mass": 0.0
            },
            {
              "group": 10,
              "year": 6,
              "att": 0.2707562735771427,
              "se": 0.06466770641149648,
              "event_time": -4,
              "mass": 0.0
            },
            {
              "group": 10,
              "year": 7,
              "att": 0.4487904817549838,
              "se": 0.0780722966145015,
              "event_time": -3,
              "mass": 0.0
            },
            {
              "group": 10,
              "year": 8,
              "att": -0.08877848976737618,
              "se": 0.04787540646387603,
              "event_time": -2,
              "mass": 0.0
            },
            {
              "group": 10,
              "year": 9,
              "att": 0.0,
              "se": null,
              "event_time": -1,
              "mass": 0.0
            },
            {
              "group": 10,
              "year": 10,
              "att": 0.32232307389270065,
              "se": 0.0789054870998318,
              "event_time": 0,
              "mass": 552.0
            },
            {
              "group": 10,
              "year": 11,
              "att": 0.18110888245720605,
              "se": 0.06764693511868228,
              "event_time": 1,
              "mass": 536.0
            },
            {
              "group": 10,
              "year": 12,
              "att": 0.13654255384170721,
              "se": 0.06947626533656887,
              "event_time": 2,
              "mass": 505.0
            },
            {
              "group": 10,
              "year": 13,
              "att": 0.14595704195743528,
              "se": 0.057504674646806093,
              "event_time": 3,
              "mass": 591.0
            },
            {
              "group": 10,
              "year": 14,
              "att": 0.05899629807599608,
              "se": 0.08287313769359136,
              "event_time": 4,
              "mass": 617.0
            },
            {
              "group": 10,
              "year": 15,
              "att": 0.08952877916429436,
              "se": 0.0658225427593416,
              "event_time": 5,
              "mass": 516.0
            },
            {
              "group": 10,
              "year": 16,
              "att": 0.05227304210220234,
              "se": 0.07260471991292236,
              "event_time": 6,
              "mass": 560.0
            },
            {
              "group": 10,
              "year": 17,
              "att": 0.09188142613056176,
              "se": 0.07723688782558812,
              "event_time": 7,
              "mass": 490.0
            },
            {
              "group": 10,
              "year": 18,
              "att": 0.014031280303287427,
              "se": 0.08464402098720201,
              "event_time": 8,
              "mass": 530.0
            },
            {
              "group": 10,
              "year": 19,
              "att": -0.1452954288311878,
              "se": 0.0695159180117621,
              "event_time": 9,
              "mass": 606.0
            },
            {
              "group": 10,
              "year": 20,
              "att": 0.11684769519888656,
              "se": 0.09057998000483748,
              "event_time": 10,
              "mass": 637.0
            },
            {
              "group": 10,
              "year": 21,
              "att": -0.00990946917625304,
              "se": 0.08444407849607935,
              "event_time": 11,
              "mass": 599.0
            },
            {
              "group": 11,
              "year": 1,
              "att": -1.115803135399692,
              "se": 0.05223058824032031,
              "event_time": -10,
              "mass": 0.0
            },
            {
              "group": 11,
              "year": 2,
              "att": -0.6075919538032227,
              "se": 0.04163263265706326,
              "event_time": -9,
              "mass": 0.0
            },
            {
              "group": 11,
              "year": 3,
              "att": -0.937006740820879,
              "se": 0.04649142925975874,
              "event_time": -8,
              "mass": 0.0
            },
            {
              "group": 11,
              "year": 4,
              "att": -1.155789986451523,
              "se": 0.04962161374676891,
              "event_time": -7,
              "mass": 0.0
            },
            {
              "group": 11,
              "year": 5,
              "att": -0.9900336570996902,
              "se": 0.05080196873914987,
              "event_time": -6,
              "mass": 0.0
            },
            {
              "group": 11,
              "year": 6,
              "att": -1.0612630758943058,
              "se": 0.05251681196885013,
              "event_time": -5,
              "mass": 0.0
            },
            {
              "group": 11,
              "year": 7,
              "att": -1.483783273920769,
              "se": 0.052737222064339215,
              "event_time": -4,
              "mass": 0.0
            },
            {
              "group": 11,
              "year": 8,
              "att": -1.1302551501145737,
              "se": 0.03957741605142691,
              "event_time": -3,
              "mass": 0.0
            },
            {
              "group": 11,
              "year": 9,
              "att": -0.7665819861591007,
              "se": 0.04443230736660429,
              "event_time": -2,
              "mass": 0.0
            },
            {
              "group": 11,
              "year": 10,
              "att": 0.0,
              "se": null,
              "event_time": -1,
              "mass": 0.0
            },
            {
              "group": 11,
              "year": 11,
              "att": -0.9574588504247044,
              "se": 0.04000747218567736,
              "event_time": 0,
              "mass": 242.0
            },
            {
              "group": 11,
              "year": 12,
              "att": -0.6248266202442042,
              "se": 0.047875456385762495,
              "event_time": 1,
              "mass": 280.0
            },
            {
              "group": 11,
              "year": 13,
              "att": -0.9688064200138624,
              "se": 0.04748225957343326,
              "event_time": 2,
              "mass": 302.0
            },
            {
              "group": 11,
              "year": 14,
              "att": -0.47321400368242733,
              "se": 0.05142251477225891,
              "event_time": 3,
              "mass": 246.0
            },
            {
              "group": 11,
              "year": 15,
              "att": -0.9011499142766937,
              "se": 0.03689668396995124,
              "event_time": 4,
              "mass": 259.0
            },
            {
              "group": 11,
              "year": 16,
              "att": -0.9842531981567263,
              "se": 0.04790167569034415,
              "event_time": 5,
              "mass": 292.0
            },
            {
              "group": 11,
              "year": 17,
              "att": -0.8541117461374544,
              "se": 0.042418230576949295,
              "event_time": 6,
              "mass": 236.0
            },
            {
              "group": 11,
              "year": 18,
              "att": -1.0024554618976687,
              "se": 0.03728091601581509,
              "event_time": 7,
              "mass": 245.0
            },
            {
              "group": 11,
              "year": 19,
              "att": -0.6506369830981422,
              "se": 0.05213824313840519,
              "event_time": 8,
              "mass": 248.0
            },
            {
              "group": 11,
              "year": 20,
              "att": -0.4767477812311783,
              "se": 0.05108559355151201,
              "event_time": 9,
              "mass": 262.0
            },
            {
              "group": 11,
              "year": 21,
              "att": -0.9092083645562836,
              "se": 0.05407868548529525,
              "event_time": 10,
              "mass": 266.0
            },
            {
              "group": 12,
              "year": 1,
              "att": 0.38509249226221814,
              "se": 0.066246940995453,
              "event_time": -11,
              "mass": 0.0
            },
            {
              "group": 12,
              "year": 2,
              "att": 0.7714026491254947,
              "se": 0.0515744735525693,
              "event_time": -10,
              "mass": 0.0
            },
            {
              "group": 12,
              "year": 3,
              "att": 0.8610409076812473,
              "se": 0.05506152412133814,
              "event_time": -9,
              "mass": 0.0
            },
            {
              "group": 12,
              "year": 4,
              "att": 0.9071062920587787,
              "se": 0.06114633918506021,
              "event_time": -8,
              "mass": 0.0
            },
            {
              "group": 12,
              "year": 5,
              "att": 0.8262518346129684,
              "se": 0.06433071771585037,
              "event_time": -7,
              "mass": 0.0
            },
            {
              "group": 12,
              "year": 6,
              "att": 1.499766196661473,
              "se": 0.05773279555676268,
              "event_time": -6,
              "mass": 0.0
            },
            {
              "group": 12,
              "year": 7,
              "att": 1.800472099294184,
              "se": 0.04856902302017878,
              "event_time": -5,
              "mass": 0.0
            },
            {
              "group": 12,
              "year": 8,
              "att": 0.8484600042562056,
              "se": 0.05181654293341776,
              "event_time": -4,
              "mass": 0.0
            },
            {
              "group": 12,
              "year": 9,
              "att": 0.2205705523370755,
              "se": 0.06197526916016725,
              "event_time": -3,
              "mass": 0.0
            },
            {
              "group": 12,
              "year": 10,
              "att": 0.18361962614598856,
              "se": 0.04049230173137744,
              "event_time": -2,
              "mass": 0.0
            },
            {
              "group": 12,
              "year": 11,
              "att": 0.0,
              "se": null,
              "event_time": -1,
              "mass": 0.0
            },
            {
              "group": 12,
              "year": 12,
              "att": 0.20213699250069173,
              "se": 0.051870549826413107,
              "event_time": 0,
              "mass": 268.0
            },
            {
              "group": 12,
              "year": 13,
              "att": 0.3712944640618641,
              "se": 0.045886836151454384,
              "event_time": 1,
              "mass": 248.0
            },
            {
              "group": 12,
              "year": 14,
              "att": -0.17224982651503468,
              "se": 0.046705949418495415,
              "event_time": 2,
              "mass": 253.0
            },
            {
              "group": 12,
              "year": 15,
              "att": 0.3065071049527267,
              "se": 0.04839307535241911,
              "event_time": 3,
              "mass": 260.0
            },
            {
              "group": 12,
              "year": 16,
              "att": 0.3727024838857397,
              "se": 0.05439920133330343,
              "event_time": 4,
              "mass": 268.0
            },
            {
              "group": 12,
              "year": 17,
              "att": 0.35529477653903146,
              "se": 0.054176370674584744,
              "event_time": 5,
              "mass": 232.0
            },
            {
              "group": 12,
              "year": 18,
              "att": 0.3802402343343808,
              "se": 0.04754383101825548,
              "event_time": 6,
              "mass": 270.0
            },
            {
              "group": 12,
              "year": 19,
              "att": 0.2679155488067231,
              "se": 0.06465332127144717,
              "event_time": 7,
              "mass": 245.0
            },
            {
              "group": 12,
              "year": 20,
              "att": 0.05277968084974947,
              "se": 0.06133852105861896,
              "event_time": 8,
              "mass": 309.0
            },
            {
              "group": 12,
              "year": 21,
              "att": -0.008686715682219476,
              "se": 0.05422667018499675,
              "event_time": 9,
              "mass": 302.0
            },
            {
              "group": 13,
              "year": 1,
              "att": -0.19830744833449598,
              "se": 0.07287470389954477,
              "event_time": -12,
              "mass": 0.0
            },
            {
              "group": 13,
              "year": 2,
              "att": -0.11742707265627579,
              "se": 0.10458607403974408,
              "event_time": -11,
              "mass": 0.0
            },
            {
              "group": 13,
              "year": 3,
              "att": 0.04174219256974122,
              "se": 0.12352575530309474,
              "event_time": -10,
              "mass": 0.0
            },
            {
              "group": 13,
              "year": 4,
              "att": -0.0024931012096478266,
              "se": 0.13367796460818493,
              "event_time": -9,
              "mass": 0.0
            },
            {
              "group": 13,
              "year": 5,
              "att": 0.115136750962751,
              "se": 0.0959291790125639,
              "event_time": -8,
              "mass": 0.0
            },
            {
              "group": 13,
              "year": 6,
              "att": 0.15976067775600458,
              "se": 0.16589846985217604,
              "event_time": -7,
              "mass": 0.0
            },
            {
              "group": 13,
              "year": 7,
              "att": 0.16256405103798743,
              "se": 0.09816053738040785,
              "event_time": -6,
              "mass": 0.0
            },
            {
              "group": 13,
              "year": 8,
              "att": 0.29086172521412856,
              "se": 0.06386254147338209,
              "event_time": -5,
              "mass": 0.0
            },
            {
              "group": 13,
              "year": 9,
              "att": 0.06279299627404669,
              "se": 0.09100127060347056,
              "event_time": -4,
              "mass": 0.0
            },
            {
              "group": 13,
              "year": 10,
              "att": 0.30462669332225045,
              "se": 0.2267262226294513,
              "event_time": -3,
              "mass": 0.0
            },
            {
              "group": 13,
              "year": 11,
              "att": 0.44179545561554723,
              "se": 0.0691779549592843,
              "event_time": -2,
              "mass": 0.0
            },
            {
              "group": 13,
              "year": 12,
              "att": 0.0,
              "se": null,
              "event_time": -1,
              "mass": 0.0
            },
            {
              "group": 13,
              "year": 13,
              "att": 0.23187806043832018,
              "se": 0.08286114996956022,
              "event_time": 0,
              "mass": 950.0
            },
            {
              "group": 13,
              "year": 14,
              "att": 0.09699858362874716,
              "se": 0.05169340858899632,
              "event_time": 1,
              "mass": 949.0
            },
            {
              "group": 13,
              "year": 15,
              "att": 0.10904645863529791,
              "se": 0.04802902294585298,
              "event_time": 2,
              "mass": 873.0
            },
            {
              "group": 13,
              "year": 16,
              "att": 0.36801298463263105,
              "se": 0.13887532241440764,
              "event_time": 3,
              "mass": 894.0
            },
            {
              "group": 13,
              "year": 17,
              "att": 0.12901887132715378,
              "se": 0.09138263489391495,
              "event_time": 4,
              "mass": 976.0
            },
            {
              "group": 13,
              "year": 18,
              "att": 0.22796740566128038,
              "se": 0.08248486017312369,
              "event_time": 5,
              "mass": 893.0
            },
            {
              "group": 13,
              "year": 19,
              "att": -0.10029686287754562,
              "se": 0.08634080317388469,
              "event_time": 6,
              "mass": 902.0
            },
            {
              "group": 13,
              "year": 20,
              "att": 0.4225542942592864,
              "se": 0.05798533598441599,
              "event_time": 7,
              "mass": 822.0
            },
            {
              "group": 13,
              "year": 21,
              "att": 0.39876197835271826,
              "se": 0.056308617911748474,
              "event_time": 8,
              "mass": 797.0
            },
            {
              "group": 14,
              "year": 1,
              "att": 0.8531584123371442,
              "se": 0.5999440397348453,
              "event_time": -13,
              "mass": 0.0
            },
            {
              "group": 14,
              "year": 2,
              "att": 0.6291591044370204,
              "se": 0.5785205620993986,
              "event_time": -12,
              "mass": 0.0
            },
            {
              "group": 14,
              "year": 3,
              "att": 1.4946182293343677,
              "se": 0.4513020706715103,
              "event_time": -11,
              "mass": 0.0
            },
            {
              "group": 14,
              "year": 4,
              "att": 0.4396105442429094,
              "se": 0.277846582247478,
              "event_time": -10,
              "mass": 0.0
            },
            {
              "group": 14,
              "year": 5,
              "att": 0.6579105458011507,
              "se": 0.5685001120047048,
              "event_time": -9,
              "mass": 0.0
            },
            {
              "group": 14,
              "year": 6,
              "att": 0.4192660540624288,
              "se": 0.4551679326909008,
              "event_time": -8,
              "mass": 0.0
            },
            {
              "group": 14,
              "year": 7,
              "att": 0.6505831182317404,
              "se": 0.2709131669772033,
              "event_time": -7,
              "mass": 0.0
            },
            {
              "group": 14,
              "year": 8,
              "att": 1.1485599788937617,
              "se": 1.2005914943459712,
              "event_time": -6,
              "mass": 0.0
            },
            {
              "group": 14,
              "year": 9,
              "att": 0.755984377298086,
              "se": 0.6312099648107378,
              "event_time": -5,
              "mass": 0.0
            },
            {
              "group": 14,
              "year": 10,
              "att": 0.7279951264190113,
              "se": 1.017731980870887,
              "event_time": -4,
              "mass": 0.0
            },
            {
              "group": 14,
              "year": 11,
              "att": 0.8033160991670051,
              "se": 0.6713976781578107,
              "event_time": -3,
              "mass": 0.0
            },
            {
              "group": 14,
              "year": 12,
              "att": 0.2979720354506048,
              "se": 0.18031640904068263,
              "event_time": -2,
              "mass": 0.0
            },
            {
              "group": 14,
              "year": 13,
              "att": 0.0,
              "se": null,
              "event_time": -1,
              "mass": 0.0
            },
            {
              "group": 14,
              "year": 14,
              "att": -0.009054826229830532,
              "se": 0.06283549520399015,
              "event_time": 0,
              "mass": 316.0
            },
            {
              "group": 14,
              "year": 15,
              "att": 0.34575876511657166,
              "se": 0.15057202240803705,
              "event_time": 1,
              "mass": 271.0
            },
            {
              "group": 14,
              "year": 16,
              "att": 0.0443202601086703,
              "se": 0.0755000752712698,
              "event_time": 2,
              "mass": 284.0
            },
            {
              "group": 14,
              "year": 17,
              "att": -0.05779468784742043,
              "se": 0.26510103827620474,
              "event_time": 3,
              "mass": 285.0
            },
            {
              "group": 14,
              "year": 18,
              "att": 0.26314564044015376,
              "se": 0.05485012505040996,
              "event_time": 4,
              "mass": 286.0
            },
            {
              "group": 14,
              "year": 19,
              "att": -0.03983964770704442,
              "se": 0.087709726425141,
              "event_time": 5,
              "mass": 335.0
            },
            {
              "group": 14,
              "year": 20,
              "att": -0.04823172297909715,
              "se": 0.07600267462635396,
              "event_time": 6,
              "mass": 313.0
            },
            {
              "group": 14,
              "year": 21,
              "att": -0.2786559300900565,
              "se": 0.4453820446130347,
              "event_time": 7,
              "mass": 319.0
            },
            {
              "group": 15,
              "year": 1,
              "att": 0.2066075035828062,
              "se": 0.1484877517520161,
              "event_time": -14,
              "mass": 0.0
            },
            {
              "group": 15,
              "year": 2,
              "att": 0.2953211076862501,
              "se": 0.08254318734120895,
              "event_time": -13,
              "mass": 0.0
            },
            {
              "group": 15,
              "year": 3,
              "att": 0.6434110789047202,
              "se": 0.10116539958068971,
              "event_time": -12,
              "mass": 0.0
            },
            {
              "group": 15,
              "year": 4,
              "att": 0.6798175495638363,
              "se": 0.4029678653081404,
              "event_time": -11,
              "mass": 0.0
            },
            {
              "group": 15,
              "year": 5,
              "att": 0.8149084377983594,
              "se": 0.16750499950354764,
              "event_time": -10,
              "mass": 0.0
            },
            {
              "group": 15,
              "year": 6,
              "att": 0.8113553916325178,
              "se": 0.3116619792643576,
              "event_time": -9,
              "mass": 0.0
            },
            {
              "group": 15,
              "year": 7,
              "att": 0.9364219121225424,
              "se": 0.32601734303099733,
              "event_time": -8,
              "mass": 0.0
            },
            {
              "group": 15,
              "year": 8,
              "att": 0.32438237846691764,
              "se": 0.15555024911013232,
              "event_time": -7,
              "mass": 0.0
            },
            {
              "group": 15,
              "year": 9,
              "att": 0.5449856100217512,
              "se": 0.09397703057401617,
              "event_time": -6,
              "mass": 0.0
            },
            {
              "group": 15,
              "year": 10,
              "att": -0.13220915705014735,
              "se": 0.12487332561287434,
              "event_time": -5,
              "mass": 0.0
            },
            {
              "group": 15,
              "year": 11,
              "att": 0.2268689075460089,
              "se": 0.09521732989515072,
              "event_time": -4,
              "mass": 0.0
            },
            {
              "group": 15,
              "year": 12,
              "att": 0.172271973434474,
              "se": 0.09228625833600979,
              "event_time": -3,
              "mass": 0.0
            },
            {
              "group": 15,
              "year": 13,
              "att": 0.5579844476576907,
              "se": 0.1804230771127048,
              "event_time": -2,
              "mass": 0.0
            },
            {
              "group": 15,
              "year": 14,
              "att": 0.0,
              "se": null,
              "event_time": -1,
              "mass": 0.0
            },
            {
              "group": 15,
              "year": 15,
              "att": -0.029614137655034355,
              "se": 0.08264509986860222,
              "event_time": 0,
              "mass": 370.0
            },
            {
              "group": 15,
              "year": 16,
              "att": -0.02402726465225446,
              "se": 0.042623790526012936,
              "event_time": 1,
              "mass": 361.0
            },
            {
              "group": 15,
              "year": 17,
              "att": -0.04375111977183981,
              "se": 0.10903391324261337,
              "event_time": 2,
              "mass": 379.0
            },
            {
              "group": 15,
              "year": 18,
              "att": 0.011253966822279202,
              "se": 0.11392709028437295,
              "event_time": 3,
              "mass": 405.0
            },
            {
              "group": 15,
              "year": 19,
              "att": 0.07372535386424288,
              "se": 0.18442017132437113,
              "event_time": 4,
              "mass": 413.0
            },
            {
              "group": 15,
              "year": 20,
              "att": -0.09460121500909696,
              "se": 0.08616899140907376,
              "event_time": 5,
              "mass": 492.0
            },
            {
              "group": 15,
              "year": 21,
              "att": 0.040100410725757256,
              "se": 0.06924134103118423,
              "event_time": 6,
              "mass": 518.0
            },
            {
              "group": 16,
              "year": 1,
              "att": 0.9451887034031473,
              "se": 0.05297721518011467,
              "event_time": -15,
              "mass": 0.0
            },
            {
              "group": 16,
              "year": 2,
              "att": 0.1614565762764509,
              "se": 0.03796341792247017,
              "event_time": -14,
              "mass": 0.0
            },
            {
              "group": 16,
              "year": 3,
              "att": 0.15146902106665375,
              "se": 0.04287951697560768,
              "event_time": -13,
              "mass": 0.0
            },
            {
              "group": 16,
              "year": 4,
              "att": 0.4764556343001393,
              "se": 0.03931265661670555,
              "event_time": -12,
              "mass": 0.0
            },
            {
              "group": 16,
              "year": 5,
              "att": 0.9372967201770558,
              "se": 0.043450125330094826,
              "event_time": -11,
              "mass": 0.0
            },
            {
              "group": 16,
              "year": 6,
              "att": 0.4717031764948439,
              "se": 0.03893325251459419,
              "event_time": -10,
              "mass": 0.0
            },
            {
              "group": 16,
              "year": 7,
              "att": 0.19355912983390386,
              "se": 0.040175114485848304,
              "event_time": -9,
              "mass": 0.0
            },
            {
              "group": 16,
              "year": 8,
              "att": 0.4600745453796412,
              "se": 0.04047224457542436,
              "event_time": -8,
              "mass": 0.0
            },
            {
              "group": 16,
              "year": 9,
              "att": -0.1478118674241501,
              "se": 0.05168589454235794,
              "event_time": -7,
              "mass": 0.0
            },
            {
              "group": 16,
              "year": 10,
              "att": 0.29705886038064255,
              "se": 0.036353779377914806,
              "event_time": -6,
              "mass": 0.0
            },
            {
              "group": 16,
              "year": 11,
              "att": -0.01283852392146438,
              "se": 0.04987600799449601,
              "event_time": -5,
              "mass": 0.0
            },
            {
              "group": 16,
              "year": 12,
              "att": -0.22511066299789312,
              "se": 0.04748716660510098,
              "event_time": -4,
              "mass": 0.0
            },
            {
              "group": 16,
              "year": 13,
              "att": -0.13131684425994986,
              "se": 0.044629427370315396,
              "event_time": -3,
              "mass": 0.0
            },
            {
              "group": 16,
              "year": 14,
              "att": -0.4871661984404516,
              "se": 0.042951802859703604,
              "event_time": -2,
              "mass": 0.0
            },
            {
              "group": 16,
              "year": 15,
              "att": 0.0,
              "se": null,
              "event_time": -1,
              "mass": 0.0
            },
            {
              "group": 16,
              "year": 16,
              "att": 0.14878133410082453,
              "se": 0.04123558591103651,
              "event_time": 0,
              "mass": 303.0
            },
            {
              "group": 16,
              "year": 17,
              "att": 0.09624352389347544,
              "se": 0.03950761003593181,
              "event_time": 1,
              "mass": 311.0
            },
            {
              "group": 16,
              "year": 18,
              "att": -0.2573368311499124,
              "se": 0.04204955211494289,
              "event_time": 2,
              "mass": 337.0
            },
            {
              "group": 16,
              "year": 19,
              "att": -0.5104378168483357,
              "se": 0.048746026532936554,
              "event_time": 3,
              "mass": 322.0
            },
            {
              "group": 16,
              "year": 20,
              "att": -0.4847351563440287,
              "se": 0.04419483878417445,
              "event_time": 4,
              "mass": 374.0
            },
            {
              "group": 16,
              "year": 21,
              "att": -0.32839391511122146,
              "se": 0.043359531454234566,
              "event_time": 5,
              "mass": 387.0
            },
            {
              "group": 19,
              "year": 1,
              "att": 0.012323434837973036,
              "se": 0.13707928576023387,
              "event_time": -18,
              "mass": 0.0
            },
            {
              "group": 19,
              "year": 2,
              "att": 0.05507948009718453,
              "se": 0.08231959458359278,
              "event_time": -17,
              "mass": 0.0
            },
            {
              "group": 19,
              "year": 3,
              "att": 0.4343588361509638,
              "se": 0.10890484181681599,
              "event_time": -16,
              "mass": 0.0
            },
            {
              "group": 19,
              "year": 4,
              "att": 0.1525040327468215,
              "se": 0.16052822687743096,
              "event_time": -15,
              "mass": 0.0
            },
            {
              "group": 19,
              "year": 5,
              "att": 0.27695536753139516,
              "se": 0.15797776089013416,
              "event_time": -14,
              "mass": 0.0
            },
            {
              "group": 19,
              "year": 6,
              "att": 0.3471931378324336,
              "se": 0.05535836230838463,
              "event_time": -13,
              "mass": 0.0
            },
            {
              "group": 19,
              "year": 7,
              "att": -0.050374379386484466,
              "se": 0.08557202257614459,
              "event_time": -12,
              "mass": 0.0
            },
            {
              "group": 19,
              "year": 8,
              "att": 0.07146162209071585,
              "se": 0.12258841867829041,
              "event_time": -11,
              "mass": 0.0
            },
            {
              "group": 19,
              "year": 9,
              "att": 0.2830407097379106,
              "se": 0.06284880613789405,
              "event_time": -10,
              "mass": 0.0
            },
            {
              "group": 19,
              "year": 10,
              "att": 0.148236142577593,
              "se": 0.10360861273886665,
              "event_time": -9,
              "mass": 0.0
            },
            {
              "group": 19,
              "year": 11,
              "att": -0.3518065096353508,
              "se": 0.11848201660754416,
              "event_time": -8,
              "mass": 0.0
            },
            {
              "group": 19,
              "year": 12,
              "att": -0.10825844048228495,
              "se": 0.11852848439091337,
              "event_time": -7,
              "mass": 0.0
            },
            {
              "group": 19,
              "year": 13,
              "att": -0.09931003895253032,
              "se": 0.07837950117573818,
              "event_time": -6,
              "mass": 0.0
            },
            {
              "group": 19,
              "year": 14,
              "att": -0.0638774503939795,
              "se": 0.13538900064102818,
              "event_time": -5,
              "mass": 0.0
            },
            {
              "group": 19,
              "year": 15,
              "att": 0.2742777620314338,
              "se": 0.10066757034888457,
              "event_time": -4,
              "mass": 0.0
            },
            {
              "group": 19,
              "year": 16,
              "att": 0.48143006524154797,
              "se": 0.0793615259822828,
              "event_time": -3,
              "mass": 0.0
            },
            {
              "group": 19,
              "year": 17,
              "att": -0.05279418736134085,
              "se": 0.07332028957309074,
              "event_time": -2,
              "mass": 0.0
            },
            {
              "group": 19,
              "year": 18,
              "att": 0.0,
              "se": null,
              "event_time": -1,
              "mass": 0.0
            },
            {
              "group": 19,
              "year": 19,
              "att": -0.049497860757114244,
              "se": 0.06576928921630319,
              "event_time": 0,
              "mass": 275.0
            },
            {
              "group": 19,
              "year": 20,
              "att": 0.08714536563414871,
              "se": 0.14669197793971456,
              "event_time": 1,
              "mass": 325.0
            },
            {
              "group": 19,
              "year": 21,
              "att": 0.1901527324673354,
              "se": 0.1549488799692383,
              "event_time": 2,
              "mass": 311.0
            }
          ],
          "treated_cell_att": -0.21762442360066364,
          "treated_cell_se": 0.07068374195920608,
          "checks": {
            "input_rows": 1995,
            "retained_rows": 1995,
            "all_observed_post_cells_estimated": true,
            "dynamic_cluster_se_error": 0.0
          },
          "target": "Equal average of nonnegative native CS-DID event-time effects",
          "donor_rule": "notyettreated",
          "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty",
          "warnings": [
            "Be aware that there are some small groups in your dataset.\n  Check groups: 6,9,10,11,12,13,14,15,16,19.",
            "Not returning pre-test Wald statistic due to singular covariance matrix",
            "Time-varying weights detected. For balanced panel data, the default behavior uses the weight from the earlier of the two time periods in each 2x2 comparison (the base period for post-treatment cells). Use the 'fix_weights' argument to control this behavior."
          ],
          "seconds": 0.6244411249645054,
          "status": "estimated"
        },
        {
          "method": "SDID",
          "class": "SyntheticDID",
          "parameters": {},
          "partial_pooling": {
            "parameter": null,
            "value": null,
            "status": "not_applicable",
            "fit_scope": "Separate adoption-cohort fits",
            "within_cohort_target": "Mean treated outcome history",
            "cross_cohort_partial_pooling": false,
            "shared_structure": null,
            "note": "Regularization penalties are not partial-pooling parameters."
          },
          "estimate": -0.1824530460747235,
          "event_study": [
            {
              "event_time": -18,
              "estimate": -0.6244425739871982,
              "raw_gap": -0.7825518386551455,
              "n": 3,
              "n_cells": 3,
              "weight_sum": 348.0,
              "relative_to_minus_one": -0.5982314257678945
            },
            {
              "event_time": -17,
              "estimate": -1.1002151536690208,
              "raw_gap": -1.2583244183369682,
              "n": 3,
              "n_cells": 3,
              "weight_sum": 336.0,
              "relative_to_minus_one": -1.074004005449717
            },
            {
              "event_time": -16,
              "estimate": -0.4835657481519179,
              "raw_gap": -0.6416750128198655,
              "n": 3,
              "n_cells": 3,
              "weight_sum": 324.0,
              "relative_to_minus_one": -0.4573545999326142
            },
            {
              "event_time": -15,
              "estimate": -0.2682039541968198,
              "raw_gap": -0.40780618106628536,
              "n": 4,
              "n_cells": 4,
              "weight_sum": 715.0,
              "relative_to_minus_one": -0.2419928059775161
            },
            {
              "event_time": -14,
              "estimate": -0.10955638542472582,
              "raw_gap": -0.25784011958633246,
              "n": 6,
              "n_cells": 6,
              "weight_sum": 1107.0,
              "relative_to_minus_one": -0.08334523720542211
            },
            {
              "event_time": -13,
              "estimate": -0.6268464370048502,
              "raw_gap": -0.6802665724270348,
              "n": 8,
              "n_cells": 8,
              "weight_sum": 1503.0,
              "relative_to_minus_one": -0.6006352887855465
            },
            {
              "event_time": -12,
              "estimate": -0.21731688789552647,
              "raw_gap": -0.27441685336850674,
              "n": 10,
              "n_cells": 10,
              "weight_sum": 2433.0,
              "relative_to_minus_one": -0.19110573967622277
            },
            {
              "event_time": -11,
              "estimate": -0.04553029886679866,
              "raw_gap": -0.09161034175777522,
              "n": 11,
              "n_cells": 11,
              "weight_sum": 2643.0,
              "relative_to_minus_one": -0.019319150647494954
            },
            {
              "event_time": -10,
              "estimate": -0.14004537406697645,
              "raw_gap": -0.1592105586373501,
              "n": 12,
              "n_cells": 12,
              "weight_sum": 3087.0,
              "relative_to_minus_one": -0.11383422584767275
            },
            {
              "event_time": -9,
              "estimate": -0.11949950587118795,
              "raw_gap": -0.10663341198927995,
              "n": 14,
              "n_cells": 14,
              "weight_sum": 3803.0,
              "relative_to_minus_one": -0.09328835765188424
            },
            {
              "event_time": -8,
              "estimate": -0.2099351188305488,
              "raw_gap": -0.1946888446518659,
              "n": 17,
              "n_cells": 17,
              "weight_sum": 4548.0,
              "relative_to_minus_one": -0.1837239706112451
            },
            {
              "event_time": -7,
              "estimate": -0.19310686499292226,
              "raw_gap": -0.16473019193956415,
              "n": 35,
              "n_cells": 35,
              "weight_sum": 9751.0,
              "relative_to_minus_one": -0.16689571677361856
            },
            {
              "event_time": -6,
              "estimate": -0.023837787639528478,
              "raw_gap": 0.005454984889783479,
              "n": 45,
              "n_cells": 45,
              "weight_sum": 12439.0,
              "relative_to_minus_one": 0.002373360579775226
            },
            {
              "event_time": -5,
              "estimate": -0.01977920291366768,
              "raw_gap": 0.010187420682217192,
              "n": 46,
              "n_cells": 46,
              "weight_sum": 12942.0,
              "relative_to_minus_one": 0.006431945305636025
            },
            {
              "event_time": -4,
              "estimate": -0.06267037898560791,
              "raw_gap": -0.032604538036358176,
              "n": 46,
              "n_cells": 46,
              "weight_sum": 12964.0,
              "relative_to_minus_one": -0.03645923076630421
            },
            {
              "event_time": -3,
              "estimate": 0.07548774284842688,
              "raw_gap": 0.10535660338126766,
              "n": 46,
              "n_cells": 46,
              "weight_sum": 12793.0,
              "relative_to_minus_one": 0.10169889106773058
            },
            {
              "event_time": -2,
              "estimate": 0.11889303455925548,
              "raw_gap": 0.1471415124104061,
              "n": 46,
              "n_cells": 46,
              "weight_sum": 12577.0,
              "relative_to_minus_one": 0.1451041827785592
            },
            {
              "event_time": -1,
              "estimate": -0.026211148219303704,
              "raw_gap": 0.003214162737516453,
              "n": 46,
              "n_cells": 46,
              "weight_sum": 12491.0,
              "relative_to_minus_one": 0.0
            },
            {
              "event_time": 0,
              "estimate": -0.1396745905752249,
              "raw_gap": -0.10857884211804746,
              "n": 46,
              "n_cells": 46,
              "weight_sum": 12393.0,
              "relative_to_minus_one": -0.1134634423559212
            },
            {
              "event_time": 1,
              "estimate": -0.0351141125616827,
              "raw_gap": -0.0052675965335146745,
              "n": 46,
              "n_cells": 46,
              "weight_sum": 12163.0,
              "relative_to_minus_one": -0.008902964342379
            },
            {
              "event_time": 2,
              "estimate": -0.14510588625377774,
              "raw_gap": -0.1150086839841175,
              "n": 46,
              "n_cells": 46,
              "weight_sum": 12274.0,
              "relative_to_minus_one": -0.11889473803447403
            },
            {
              "event_time": 3,
              "estimate": -0.14562294849209306,
              "raw_gap": -0.11059536107015173,
              "n": 43,
              "n_cells": 43,
              "weight_sum": 11998.0,
              "relative_to_minus_one": -0.11941180027278936
            },
            {
              "event_time": 4,
              "estimate": -0.1530627753844788,
              "raw_gap": -0.11950611048130953,
              "n": 43,
              "n_cells": 43,
              "weight_sum": 12304.0,
              "relative_to_minus_one": -0.1268516271651751
            },
            {
              "event_time": 5,
              "estimate": -0.21080572722795207,
              "raw_gap": -0.17703000020169152,
              "n": 43,
              "n_cells": 43,
              "weight_sum": 12439.0,
              "relative_to_minus_one": -0.18459457900864837
            },
            {
              "event_time": 6,
              "estimate": -0.2600274330592245,
              "raw_gap": -0.22223619301475153,
              "n": 42,
              "n_cells": 42,
              "weight_sum": 12183.0,
              "relative_to_minus_one": -0.23381628483992078
            },
            {
              "event_time": 7,
              "estimate": -0.2994958127573686,
              "raw_gap": -0.25255075092950424,
              "n": 40,
              "n_cells": 40,
              "weight_sum": 11293.0,
              "relative_to_minus_one": -0.2732846645380649
            },
            {
              "event_time": 8,
              "estimate": -0.16046678816214127,
              "raw_gap": -0.11983563759105084,
              "n": 38,
              "n_cells": 38,
              "weight_sum": 11248.0,
              "relative_to_minus_one": -0.13425563994283757
            },
            {
              "event_time": 9,
              "estimate": -0.23804508696012552,
              "raw_gap": -0.19013588915630067,
              "n": 36,
              "n_cells": 36,
              "weight_sum": 10810.0,
              "relative_to_minus_one": -0.21183393874082182
            },
            {
              "event_time": 10,
              "estimate": -0.17529885415183788,
              "raw_gap": -0.12679430778067546,
              "n": 35,
              "n_cells": 35,
              "weight_sum": 10464.0,
              "relative_to_minus_one": -0.14908770593253418
            },
            {
              "event_time": 11,
              "estimate": -0.29002557981805666,
              "raw_gap": -0.2454011548664065,
              "n": 34,
              "n_cells": 34,
              "weight_sum": 10581.0,
              "relative_to_minus_one": -0.26381443159875295
            },
            {
              "event_time": 12,
              "estimate": -0.20635771809942016,
              "raw_gap": -0.1680053407252964,
              "n": 32,
              "n_cells": 32,
              "weight_sum": 10583.0,
              "relative_to_minus_one": -0.18014656988011646
            },
            {
              "event_time": 13,
              "estimate": -0.11663669860173859,
              "raw_gap": -0.0770977383926896,
              "n": 29,
              "n_cells": 29,
              "weight_sum": 10263.0,
              "relative_to_minus_one": -0.09042555038243488
            },
            {
              "event_time": 14,
              "estimate": -0.1737456390598012,
              "raw_gap": -0.13962506474624348,
              "n": 11,
              "n_cells": 11,
              "weight_sum": 4095.0,
              "relative_to_minus_one": -0.1475344908404975
            },
            {
              "event_time": 15,
              "estimate": -0.66115140173702,
              "raw_gap": -0.7685348262167139,
              "n": 1,
              "n_cells": 1,
              "weight_sum": 12.0,
              "relative_to_minus_one": -0.6349402535177163
            }
          ],
          "package_event_study": {
            "event_time": [
              -18.0,
              -17.0,
              -16.0,
              -15.0,
              -14.0,
              -13.0,
              -12.0,
              -11.0,
              -10.0,
              -9.0,
              -8.0,
              -7.0,
              -6.0,
              -5.0,
              -4.0,
              -3.0,
              -2.0,
              -1.0,
              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
            ],
            "estimate": [
              -0.2845723251885464,
              -0.42437775566491753,
              -0.10389079170442657,
              1.176907497241002,
              0.7753090733539564,
              0.14638917480087044,
              -0.14176798945327637,
              -0.058021455729180875,
              -0.01718535978638182,
              -0.09280421702873852,
              -0.23611918471118626,
              -0.13962096285294998,
              -0.03583936241694847,
              -0.1026089564535294,
              0.09489646739641294,
              0.13080568360304842,
              0.04149834823662445,
              -0.03452947316782291,
              -0.1942414202469831,
              -0.04486094194146292,
              -0.19804920638684395,
              -0.07240740128862072,
              -0.14931842725804326,
              -0.2673561011462061,
              -0.2123785282754597,
              -0.04209604825335702,
              -0.04834359742512107,
              -0.15079909566949004,
              0.18306643676420398,
              0.003698830474100242,
              0.06622615448380348,
              0.2751692596337889,
              -0.030222755990938488,
              -0.7685348262167138
            ],
            "n": [
              3.0,
              3.0,
              3.0,
              4.0,
              6.0,
              8.0,
              10.0,
              11.0,
              12.0,
              14.0,
              17.0,
              35.0,
              45.0,
              46.0,
              46.0,
              46.0,
              46.0,
              46.0,
              46.0,
              46.0,
              46.0,
              43.0,
              43.0,
              43.0,
              42.0,
              40.0,
              38.0,
              36.0,
              35.0,
              34.0,
              32.0,
              29.0,
              11.0,
              1.0
            ]
          },
          "sdid_pre_gap_correction": [
            {
              "cohort": 5,
              "pre_gap": -0.1073834244796937
            },
            {
              "cohort": 6,
              "pre_gap": 0.03443225713028296
            },
            {
              "cohort": 7,
              "pre_gap": 0.042840379873342105
            },
            {
              "cohort": 8,
              "pre_gap": 0.023303143076767757
            },
            {
              "cohort": 9,
              "pre_gap": 0.1471226933615695
            },
            {
              "cohort": 10,
              "pre_gap": 0.17547436403373642
            },
            {
              "cohort": 11,
              "pre_gap": 0.037836647989364036
            },
            {
              "cohort": 12,
              "pre_gap": -0.04602562706347105
            },
            {
              "cohort": 13,
              "pre_gap": 0.2857643960721302
            },
            {
              "cohort": 14,
              "pre_gap": -0.16106261089140478
            },
            {
              "cohort": 15,
              "pre_gap": -0.1258347963120584
            },
            {
              "cohort": 18,
              "pre_gap": -0.15810926466794745
            }
          ],
          "diagnostics": {
            "converged": true,
            "pre_rmse": 0.4599056649926468,
            "zeta_omega": [
              2.083062161277563,
              3.376264580988536,
              3.8406200034647027,
              2.4582059282204285,
              2.0945129662188395,
              1.6542429332697461,
              1.5629245674378487,
              1.7912370532613557,
              1.6968093726959692,
              1.5896902041767762,
              1.3402789672542237,
              1.4135049992420596
            ],
            "zeta_lambda": [
              1.0415310806387814e-06,
              9.647474915076718e-07,
              9.639426680900974e-07,
              9.836760780222251e-07,
              9.463030564310715e-07,
              9.083455999043617e-07,
              8.788970724255529e-07,
              8.696308505356609e-07,
              8.484046863479846e-07,
              8.218271586680864e-07,
              8.563620038934018e-07,
              8.160874918132849e-07
            ]
          },
          "checks": {
            "scalar_vs_treated_cell_average": 0.0,
            "native_scalar_vs_unweighted_matrix_average": 6.938893903907228e-17
          },
          "native_matrix_att": -0.11288415060201681,
          "matrix_preparation": {
            "source_rows": 1995,
            "matrix_shape": [
              95,
              21
            ],
            "observed_cells": 1995,
            "missing_cells": 0,
            "repeated_cells": 0,
            "minimum_cell_count": 1,
            "maximum_cell_count": 1,
            "observation_mass": 517605.0,
            "treated_observation_mass": 165103.0,
            "within_cell_aggregation": "Observation-weighted outcome mean",
            "fitting_weights": "Standard crabbymetrics objective on cell means; no cell-count precision weighting",
            "reporting_weights": "Sum of original observation weights per treated unit-period"
          },
          "seconds": 0.0017631249502301216,
          "crabbymetrics": "0.9.1",
          "normalization": "Original source outcome / source SD; no mean subtraction",
          "target": "All observed treated observations, using configured observation weights; cell mass equals sum of row weights",
          "status": "estimated"
        },
        {
          "method": "Matrix completion",
          "class": "MatrixCompletion",
          "parameters": {
            "lambda_fraction": 0.25,
            "max_iterations": 1000,
            "tolerance": 1e-12
          },
          "partial_pooling": {
            "parameter": null,
            "value": null,
            "status": "not_applicable",
            "fit_scope": "Joint untreated-cell fit",
            "within_cohort_target": null,
            "cross_cohort_partial_pooling": false,
            "shared_structure": "Low-rank matrix and unit/time effects",
            "note": "Regularization penalties are not partial-pooling parameters."
          },
          "estimate": -0.18992362843850547,
          "event_study": [
            {
              "event_time": -18,
              "estimate": -0.06027502844305494,
              "raw_gap": -0.06027502844305494,
              "n": 3,
              "n_cells": 3,
              "weight_sum": 348.0,
              "relative_to_minus_one": -0.03635837593182543
            },
            {
              "event_time": -17,
              "estimate": -0.087909875163439,
              "raw_gap": -0.087909875163439,
              "n": 3,
              "n_cells": 3,
              "weight_sum": 336.0,
              "relative_to_minus_one": -0.06399322265220948
            },
            {
              "event_time": -16,
              "estimate": 0.1799414582357227,
              "raw_gap": 0.1799414582357227,
              "n": 3,
              "n_cells": 3,
              "weight_sum": 324.0,
              "relative_to_minus_one": 0.2038581107469522
            },
            {
              "event_time": -15,
              "estimate": 0.10203640827234867,
              "raw_gap": 0.10203640827234867,
              "n": 4,
              "n_cells": 4,
              "weight_sum": 715.0,
              "relative_to_minus_one": 0.12595306078357818
            },
            {
              "event_time": -14,
              "estimate": 0.015732896613063384,
              "raw_gap": 0.015732896613063384,
              "n": 6,
              "n_cells": 6,
              "weight_sum": 1107.0,
              "relative_to_minus_one": 0.0396495491242929
            },
            {
              "event_time": -13,
              "estimate": -0.010510561583738743,
              "raw_gap": -0.010510561583738743,
              "n": 8,
              "n_cells": 8,
              "weight_sum": 1503.0,
              "relative_to_minus_one": 0.01340609092749077
            },
            {
              "event_time": -12,
              "estimate": -0.0578885961861976,
              "raw_gap": -0.0578885961861976,
              "n": 10,
              "n_cells": 10,
              "weight_sum": 2433.0,
              "relative_to_minus_one": -0.033971943674968086
            },
            {
              "event_time": -11,
              "estimate": 0.026120481424690273,
              "raw_gap": 0.026120481424690273,
              "n": 11,
              "n_cells": 11,
              "weight_sum": 2643.0,
              "relative_to_minus_one": 0.050037133935919784
            },
            {
              "event_time": -10,
              "estimate": 0.008028194145614858,
              "raw_gap": 0.008028194145614858,
              "n": 12,
              "n_cells": 12,
              "weight_sum": 3087.0,
              "relative_to_minus_one": 0.03194484665684437
            },
            {
              "event_time": -9,
              "estimate": 0.014231942245849772,
              "raw_gap": 0.014231942245849772,
              "n": 14,
              "n_cells": 14,
              "weight_sum": 3803.0,
              "relative_to_minus_one": 0.03814859475707928
            },
            {
              "event_time": -8,
              "estimate": -0.041831810490697265,
              "raw_gap": -0.041831810490697265,
              "n": 17,
              "n_cells": 17,
              "weight_sum": 4548.0,
              "relative_to_minus_one": -0.01791515797946775
            },
            {
              "event_time": -7,
              "estimate": -0.014501601455412072,
              "raw_gap": -0.014501601455412072,
              "n": 35,
              "n_cells": 35,
              "weight_sum": 9751.0,
              "relative_to_minus_one": 0.009415051055817442
            },
            {
              "event_time": -6,
              "estimate": -0.011019512041159555,
              "raw_gap": -0.011019512041159555,
              "n": 45,
              "n_cells": 45,
              "weight_sum": 12439.0,
              "relative_to_minus_one": 0.012897140470069958
            },
            {
              "event_time": -5,
              "estimate": -0.00030433563517764126,
              "raw_gap": -0.00030433563517764126,
              "n": 46,
              "n_cells": 46,
              "weight_sum": 12942.0,
              "relative_to_minus_one": 0.02361231687605187
            },
            {
              "event_time": -4,
              "estimate": -0.04254512714535244,
              "raw_gap": -0.04254512714535244,
              "n": 46,
              "n_cells": 46,
              "weight_sum": 12964.0,
              "relative_to_minus_one": -0.018628474634122927
            },
            {
              "event_time": -3,
              "estimate": 0.0015592424482515357,
              "raw_gap": 0.0015592424482515357,
              "n": 46,
              "n_cells": 46,
              "weight_sum": 12793.0,
              "relative_to_minus_one": 0.02547589495948105
            },
            {
              "event_time": -2,
              "estimate": 0.06673459850595276,
              "raw_gap": 0.06673459850595276,
              "n": 46,
              "n_cells": 46,
              "weight_sum": 12577.0,
              "relative_to_minus_one": 0.09065125101718227
            },
            {
              "event_time": -1,
              "estimate": -0.023916652511229514,
              "raw_gap": -0.023916652511229514,
              "n": 46,
              "n_cells": 46,
              "weight_sum": 12491.0,
              "relative_to_minus_one": 0.0
            },
            {
              "event_time": 0,
              "estimate": -0.15111233064446525,
              "raw_gap": -0.15111233064446525,
              "n": 46,
              "n_cells": 46,
              "weight_sum": 12393.0,
              "relative_to_minus_one": -0.12719567813323573
            },
            {
              "event_time": 1,
              "estimate": -0.060198263324204485,
              "raw_gap": -0.060198263324204485,
              "n": 46,
              "n_cells": 46,
              "weight_sum": 12163.0,
              "relative_to_minus_one": -0.03628161081297497
            },
            {
              "event_time": 2,
              "estimate": -0.1601342007347521,
              "raw_gap": -0.1601342007347521,
              "n": 46,
              "n_cells": 46,
              "weight_sum": 12274.0,
              "relative_to_minus_one": -0.13621754822352258
            },
            {
              "event_time": 3,
              "estimate": -0.11463995973448918,
              "raw_gap": -0.11463995973448918,
              "n": 43,
              "n_cells": 43,
              "weight_sum": 11998.0,
              "relative_to_minus_one": -0.09072330722325966
            },
            {
              "event_time": 4,
              "estimate": -0.07418206836816453,
              "raw_gap": -0.07418206836816453,
              "n": 43,
              "n_cells": 43,
              "weight_sum": 12304.0,
              "relative_to_minus_one": -0.05026541585693502
            },
            {
              "event_time": 5,
              "estimate": -0.13049863319451158,
              "raw_gap": -0.13049863319451158,
              "n": 43,
              "n_cells": 43,
              "weight_sum": 12439.0,
              "relative_to_minus_one": -0.10658198068328206
            },
            {
              "event_time": 6,
              "estimate": -0.1963846951679615,
              "raw_gap": -0.1963846951679615,
              "n": 42,
              "n_cells": 42,
              "weight_sum": 12183.0,
              "relative_to_minus_one": -0.172468042656732
            },
            {
              "event_time": 7,
              "estimate": -0.28236557770790355,
              "raw_gap": -0.28236557770790355,
              "n": 40,
              "n_cells": 40,
              "weight_sum": 11293.0,
              "relative_to_minus_one": -0.25844892519667406
            },
            {
              "event_time": 8,
              "estimate": -0.2044124771847452,
              "raw_gap": -0.2044124771847452,
              "n": 38,
              "n_cells": 38,
              "weight_sum": 11248.0,
              "relative_to_minus_one": -0.1804958246735157
            },
            {
              "event_time": 9,
              "estimate": -0.22338677290133002,
              "raw_gap": -0.22338677290133002,
              "n": 36,
              "n_cells": 36,
              "weight_sum": 10810.0,
              "relative_to_minus_one": -0.1994701203901005
            },
            {
              "event_time": 10,
              "estimate": -0.19961642321960024,
              "raw_gap": -0.19961642321960024,
              "n": 35,
              "n_cells": 35,
              "weight_sum": 10464.0,
              "relative_to_minus_one": -0.17569977070837073
            },
            {
              "event_time": 11,
              "estimate": -0.3427727091291666,
              "raw_gap": -0.3427727091291666,
              "n": 34,
              "n_cells": 34,
              "weight_sum": 10581.0,
              "relative_to_minus_one": -0.31885605661793703
            },
            {
              "event_time": 12,
              "estimate": -0.2472501948487782,
              "raw_gap": -0.2472501948487782,
              "n": 32,
              "n_cells": 32,
              "weight_sum": 10583.0,
              "relative_to_minus_one": -0.22333354233754868
            },
            {
              "event_time": 13,
              "estimate": -0.17903828260080096,
              "raw_gap": -0.17903828260080096,
              "n": 29,
              "n_cells": 29,
              "weight_sum": 10263.0,
              "relative_to_minus_one": -0.15512163008957144
            },
            {
              "event_time": 14,
              "estimate": -0.5855562044300112,
              "raw_gap": -0.5855562044300112,
              "n": 11,
              "n_cells": 11,
              "weight_sum": 4095.0,
              "relative_to_minus_one": -0.5616395519187817
            },
            {
              "event_time": 15,
              "estimate": -1.008394268755801,
              "raw_gap": -1.008394268755801,
              "n": 1,
              "n_cells": 1,
              "weight_sum": 12.0,
              "relative_to_minus_one": -0.9844776162445714
            }
          ],
          "package_event_study": {
            "event_time": [
              -18.0,
              -17.0,
              -16.0,
              -15.0,
              -14.0,
              -13.0,
              -12.0,
              -11.0,
              -10.0,
              -9.0,
              -8.0,
              -7.0,
              -6.0,
              -5.0,
              -4.0,
              -3.0,
              -2.0,
              -1.0,
              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
            ],
            "estimate": [
              -0.12229158012283864,
              -0.09816106168165173,
              0.0002809904210974897,
              0.5077937716585709,
              0.3507214776304737,
              0.1281926305179754,
              -0.10788218971310067,
              -0.05113257197678161,
              0.0682555897316049,
              -0.014774283009047333,
              -0.1436617643975173,
              -0.054667901691884964,
              -0.019991105025204393,
              -0.05898558072135749,
              0.03767238202561476,
              0.05064985935099653,
              0.014290709501951172,
              -0.004850330646302098,
              -0.2113842684777093,
              -0.0832426299419531,
              -0.19247717363098166,
              -0.017481755096490685,
              -0.08190459700374493,
              -0.21021124335258212,
              -0.15507008935440394,
              -0.03904022131094366,
              -0.05839403252019837,
              -0.11206639092920308,
              0.1895048121679583,
              0.02646362594525352,
              0.08044509234047327,
              0.3109121438126415,
              0.00510436674975969,
              -1.008394268755801
            ],
            "n": [
              3.0,
              3.0,
              3.0,
              4.0,
              6.0,
              8.0,
              10.0,
              11.0,
              12.0,
              14.0,
              17.0,
              35.0,
              45.0,
              46.0,
              46.0,
              46.0,
              46.0,
              46.0,
              46.0,
              46.0,
              46.0,
              43.0,
              43.0,
              43.0,
              42.0,
              40.0,
              38.0,
              36.0,
              35.0,
              34.0,
              32.0,
              29.0,
              11.0,
              1.0
            ]
          },
          "sdid_pre_gap_correction": [],
          "diagnostics": {
            "converged": true,
            "iterations": 31,
            "termination_reason": "Relative objective tolerance reached",
            "objective": 0.31680080018863754,
            "lambda_l": 0.005204834370692371,
            "singular_values": [
              11.46587448378314,
              7.794416582995711,
              6.453640918586113,
              4.946086214942052,
              3.0288031761810483,
              2.3155113538363814,
              0.9994371106001703,
              0.45725089993375967,
              0.02744798527391712,
              0.0,
              0.0,
              0.0,
              0.0,
              0.0,
              0.0,
              0.0,
              0.0,
              0.0,
              0.0,
              0.0,
              0.0
            ],
            "history_objective": [
              0.3185862807197113,
              0.31720038215547647,
              0.3169214242281364,
              0.3168437357081835,
              0.3168177270079715,
              0.31680789050892666,
              0.3168038811196035,
              0.31680217115530285,
              0.31680142069777706,
              0.31680108482795283,
              0.3168009322780576,
              0.3168008621452501,
              0.31680082955285993,
              0.31680081425149204,
              0.316800806995628,
              0.31680080351994766,
              0.3168008018376411,
              0.3168008010145429,
              0.31680080060729,
              0.31680080040343583,
              0.3168008003001651,
              0.31680080024720625,
              0.3168008002197104,
              0.31680080020525714,
              0.31680080019756757,
              0.3168008001934277,
              0.3168008001911738,
              0.31680080018993306,
              0.31680080018924317,
              0.31680080018885626,
              0.31680080018863754
            ],
            "history_rmse": [
              0.35375584210754135,
              0.3503799630446553,
              0.34951844170887875,
              0.3491735830751633,
              0.3490106665918697,
              0.34892818712503737,
              0.348884440050334,
              0.34886031981730986,
              0.34884657779656925,
              0.3488385342184683,
              0.3488337230326286,
              0.3488307959303059,
              0.3488289915141937,
              0.34882786789047315,
              0.348827162760872,
              0.3488267175949999,
              0.34882643520877094,
              0.34882625536747347,
              0.3488261404236791,
              0.34882606669843147,
              0.348826019228299,
              0.3488259885244728,
              0.34882596855416254,
              0.3488259554741979,
              0.34882594683225415,
              0.34882594106104015,
              0.34882593715713495,
              0.348825934476689,
              0.34882593260532063,
              0.34882593127521794,
              0.34882593031229503
            ]
          },
          "checks": {
            "scalar_vs_treated_cell_average": 2.7755575615628914e-17,
            "native_scalar_vs_unweighted_matrix_average": 3.469446951953614e-17
          },
          "native_matrix_att": -0.056418618113932596,
          "matrix_preparation": {
            "source_rows": 1995,
            "matrix_shape": [
              95,
              21
            ],
            "observed_cells": 1995,
            "missing_cells": 0,
            "repeated_cells": 0,
            "minimum_cell_count": 1,
            "maximum_cell_count": 1,
            "observation_mass": 517605.0,
            "treated_observation_mass": 165103.0,
            "within_cell_aggregation": "Observation-weighted outcome mean",
            "fitting_weights": "Standard crabbymetrics objective on cell means; no cell-count precision weighting",
            "reporting_weights": "Sum of original observation weights per treated unit-period"
          },
          "seconds": 0.0026824166998267174,
          "crabbymetrics": "0.9.1",
          "normalization": "Original source outcome / source SD; no mean subtraction",
          "target": "All observed treated observations, using configured observation weights; cell mass equals sum of row weights",
          "status": "estimated"
        },
        {
          "method": "Horizontal ridge",
          "class": "HorizontalPanelRidge",
          "parameters": {
            "penalty": 1.0
          },
          "partial_pooling": {
            "parameter": null,
            "value": null,
            "status": "not_applicable",
            "fit_scope": "Separate adoption-cohort fits",
            "within_cohort_target": "Mean treated outcome history",
            "cross_cohort_partial_pooling": false,
            "shared_structure": null,
            "note": "Regularization penalties are not partial-pooling parameters."
          },
          "estimate": -0.33645246730280537,
          "event_study": [
            {
              "event_time": -18,
              "estimate": -0.5124350883820751,
              "raw_gap": -0.5124350883820751,
              "n": 3,
              "n_cells": 3,
              "weight_sum": 348.0,
              "relative_to_minus_one": -0.5547495199398925
            },
            {
              "event_time": -17,
              "estimate": -0.8641060715714591,
              "raw_gap": -0.8641060715714591,
              "n": 3,
              "n_cells": 3,
              "weight_sum": 336.0,
              "relative_to_minus_one": -0.9064205031292766
            },
            {
              "event_time": -16,
              "estimate": -0.4778952784731584,
              "raw_gap": -0.4778952784731584,
              "n": 3,
              "n_cells": 3,
              "weight_sum": 324.0,
              "relative_to_minus_one": -0.5202097100309758
            },
            {
              "event_time": -15,
              "estimate": -0.9285321887897993,
              "raw_gap": -0.9285321887897993,
              "n": 4,
              "n_cells": 4,
              "weight_sum": 715.0,
              "relative_to_minus_one": -0.9708466203476167
            },
            {
              "event_time": -14,
              "estimate": -0.5483656107789238,
              "raw_gap": -0.5483656107789238,
              "n": 6,
              "n_cells": 6,
              "weight_sum": 1107.0,
              "relative_to_minus_one": -0.5906800423367412
            },
            {
              "event_time": -13,
              "estimate": -0.7527894457163662,
              "raw_gap": -0.7527894457163662,
              "n": 8,
              "n_cells": 8,
              "weight_sum": 1503.0,
              "relative_to_minus_one": -0.7951038772741836
            },
            {
              "event_time": -12,
              "estimate": -0.14430676024159908,
              "raw_gap": -0.14430676024159908,
              "n": 10,
              "n_cells": 10,
              "weight_sum": 2433.0,
              "relative_to_minus_one": -0.18662119179941655
            },
            {
              "event_time": -11,
              "estimate": -0.0941086271434863,
              "raw_gap": -0.0941086271434863,
              "n": 11,
              "n_cells": 11,
              "weight_sum": 2643.0,
              "relative_to_minus_one": -0.13642305870130378
            },
            {
              "event_time": -10,
              "estimate": -0.16122798579160474,
              "raw_gap": -0.16122798579160474,
              "n": 12,
              "n_cells": 12,
              "weight_sum": 3087.0,
              "relative_to_minus_one": -0.2035424173494222
            },
            {
              "event_time": -9,
              "estimate": -0.03824730186255501,
              "raw_gap": -0.03824730186255501,
              "n": 14,
              "n_cells": 14,
              "weight_sum": 3803.0,
              "relative_to_minus_one": -0.08056173342037247
            },
            {
              "event_time": -8,
              "estimate": -0.10986048014132081,
              "raw_gap": -0.10986048014132081,
              "n": 17,
              "n_cells": 17,
              "weight_sum": 4548.0,
              "relative_to_minus_one": -0.15217491169913827
            },
            {
              "event_time": -7,
              "estimate": -0.0962132069684731,
              "raw_gap": -0.0962132069684731,
              "n": 35,
              "n_cells": 35,
              "weight_sum": 9751.0,
              "relative_to_minus_one": -0.13852763852629058
            },
            {
              "event_time": -6,
              "estimate": 0.08628435060526497,
              "raw_gap": 0.08628435060526497,
              "n": 45,
              "n_cells": 45,
              "weight_sum": 12439.0,
              "relative_to_minus_one": 0.043969919047447514
            },
            {
              "event_time": -5,
              "estimate": 0.07584530605026008,
              "raw_gap": 0.07584530605026008,
              "n": 46,
              "n_cells": 46,
              "weight_sum": 12942.0,
              "relative_to_minus_one": 0.03353087449244262
            },
            {
              "event_time": -4,
              "estimate": -0.060502697171266,
              "raw_gap": -0.060502697171266,
              "n": 46,
              "n_cells": 46,
              "weight_sum": 12964.0,
              "relative_to_minus_one": -0.10281712872908347
            },
            {
              "event_time": -3,
              "estimate": -0.018747971071124667,
              "raw_gap": -0.018747971071124667,
              "n": 46,
              "n_cells": 46,
              "weight_sum": 12793.0,
              "relative_to_minus_one": -0.06106240262894212
            },
            {
              "event_time": -2,
              "estimate": 0.04572493823134448,
              "raw_gap": 0.04572493823134448,
              "n": 46,
              "n_cells": 46,
              "weight_sum": 12577.0,
              "relative_to_minus_one": 0.0034105066735270195
            },
            {
              "event_time": -1,
              "estimate": 0.04231443155781746,
              "raw_gap": 0.04231443155781746,
              "n": 46,
              "n_cells": 46,
              "weight_sum": 12491.0,
              "relative_to_minus_one": 0.0
            },
            {
              "event_time": 0,
              "estimate": -0.05395125847601045,
              "raw_gap": -0.05395125847601045,
              "n": 46,
              "n_cells": 46,
              "weight_sum": 12393.0,
              "relative_to_minus_one": -0.0962656900338279
            },
            {
              "event_time": 1,
              "estimate": -0.06022859095378214,
              "raw_gap": -0.06022859095378214,
              "n": 46,
              "n_cells": 46,
              "weight_sum": 12163.0,
              "relative_to_minus_one": -0.10254302251159961
            },
            {
              "event_time": 2,
              "estimate": -0.15880670745398717,
              "raw_gap": -0.15880670745398717,
              "n": 46,
              "n_cells": 46,
              "weight_sum": 12274.0,
              "relative_to_minus_one": -0.20112113901180462
            },
            {
              "event_time": 3,
              "estimate": -0.13676616028344146,
              "raw_gap": -0.13676616028344146,
              "n": 43,
              "n_cells": 43,
              "weight_sum": 11998.0,
              "relative_to_minus_one": -0.1790805918412589
            },
            {
              "event_time": 4,
              "estimate": -0.30029066600741067,
              "raw_gap": -0.30029066600741067,
              "n": 43,
              "n_cells": 43,
              "weight_sum": 12304.0,
              "relative_to_minus_one": -0.3426050975652281
            },
            {
              "event_time": 5,
              "estimate": -0.46156862190234127,
              "raw_gap": -0.46156862190234127,
              "n": 43,
              "n_cells": 43,
              "weight_sum": 12439.0,
              "relative_to_minus_one": -0.5038830534601587
            },
            {
              "event_time": 6,
              "estimate": -0.45059501350700104,
              "raw_gap": -0.45059501350700104,
              "n": 42,
              "n_cells": 42,
              "weight_sum": 12183.0,
              "relative_to_minus_one": -0.4929094450648185
            },
            {
              "event_time": 7,
              "estimate": -0.3748464474308378,
              "raw_gap": -0.3748464474308378,
              "n": 40,
              "n_cells": 40,
              "weight_sum": 11293.0,
              "relative_to_minus_one": -0.4171608789886552
            },
            {
              "event_time": 8,
              "estimate": -0.38277833012297074,
              "raw_gap": -0.38277833012297074,
              "n": 38,
              "n_cells": 38,
              "weight_sum": 11248.0,
              "relative_to_minus_one": -0.4250927616807882
            },
            {
              "event_time": 9,
              "estimate": -0.4810523001771203,
              "raw_gap": -0.4810523001771203,
              "n": 36,
              "n_cells": 36,
              "weight_sum": 10810.0,
              "relative_to_minus_one": -0.5233667317349378
            },
            {
              "event_time": 10,
              "estimate": -0.524722267419193,
              "raw_gap": -0.524722267419193,
              "n": 35,
              "n_cells": 35,
              "weight_sum": 10464.0,
              "relative_to_minus_one": -0.5670366989770105
            },
            {
              "event_time": 11,
              "estimate": -0.3314889293444196,
              "raw_gap": -0.3314889293444196,
              "n": 34,
              "n_cells": 34,
              "weight_sum": 10581.0,
              "relative_to_minus_one": -0.37380336090223704
            },
            {
              "event_time": 12,
              "estimate": -0.39860057752700456,
              "raw_gap": -0.39860057752700456,
              "n": 32,
              "n_cells": 32,
              "weight_sum": 10583.0,
              "relative_to_minus_one": -0.440915009084822
            },
            {
              "event_time": 13,
              "estimate": -0.5853995892778127,
              "raw_gap": -0.5853995892778127,
              "n": 29,
              "n_cells": 29,
              "weight_sum": 10263.0,
              "relative_to_minus_one": -0.6277140208356301
            },
            {
              "event_time": 14,
              "estimate": -0.6486479048572934,
              "raw_gap": -0.6486479048572934,
              "n": 11,
              "n_cells": 11,
              "weight_sum": 4095.0,
              "relative_to_minus_one": -0.6909623364151108
            },
            {
              "event_time": 15,
              "estimate": -1.0539844122276534,
              "raw_gap": -1.0539844122276534,
              "n": 1,
              "n_cells": 1,
              "weight_sum": 12.0,
              "relative_to_minus_one": -1.0962988437854708
            }
          ],
          "package_event_study": {
            "event_time": [
              -18.0,
              -17.0,
              -16.0,
              -15.0,
              -14.0,
              -13.0,
              -12.0,
              -11.0,
              -10.0,
              -9.0,
              -8.0,
              -7.0,
              -6.0,
              -5.0,
              -4.0,
              -3.0,
              -2.0,
              -1.0,
              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
            ],
            "estimate": [
              -0.014455574915475852,
              -0.030159408899408418,
              0.05988894264228051,
              0.31520748013865707,
              0.16168710142254086,
              -0.03519196105581407,
              0.015410457091849915,
              -0.0294774175110866,
              -0.014405467029933672,
              -0.02145954270976212,
              -0.0025955457945451583,
              -0.025525106020795538,
              0.0015855692910394742,
              -0.0248547984508083,
              0.014762405802282337,
              0.007036354682158157,
              -0.01267755320313839,
              0.005176197213300683,
              -0.07999825922863008,
              -0.06516570362152548,
              -0.2643715397841429,
              -0.07071218613415774,
              -0.2989939907869624,
              -0.5425376767150869,
              -0.4324874558640425,
              -0.12032266676777326,
              -0.29499972192487633,
              -0.44359080879328555,
              -0.20248371601328552,
              -0.08290649285704313,
              -0.17319155265525715,
              -0.24504747372430374,
              -0.5154035211777501,
              -1.0539844122276534
            ],
            "n": [
              3.0,
              3.0,
              3.0,
              4.0,
              6.0,
              8.0,
              10.0,
              11.0,
              12.0,
              14.0,
              17.0,
              35.0,
              45.0,
              46.0,
              46.0,
              46.0,
              46.0,
              46.0,
              46.0,
              46.0,
              46.0,
              43.0,
              43.0,
              43.0,
              42.0,
              40.0,
              38.0,
              36.0,
              35.0,
              34.0,
              32.0,
              29.0,
              11.0,
              1.0
            ]
          },
          "sdid_pre_gap_correction": [],
          "diagnostics": {
            "pre_rmse": 0.09305391282564923,
            "penalty": 1.0
          },
          "checks": {
            "scalar_vs_treated_cell_average": 5.551115123125783e-17,
            "native_scalar_vs_unweighted_matrix_average": 5.551115123125783e-17
          },
          "native_matrix_att": -0.24336183642477763,
          "matrix_preparation": {
            "source_rows": 1995,
            "matrix_shape": [
              95,
              21
            ],
            "observed_cells": 1995,
            "missing_cells": 0,
            "repeated_cells": 0,
            "minimum_cell_count": 1,
            "maximum_cell_count": 1,
            "observation_mass": 517605.0,
            "treated_observation_mass": 165103.0,
            "within_cell_aggregation": "Observation-weighted outcome mean",
            "fitting_weights": "Standard crabbymetrics objective on cell means; no cell-count precision weighting",
            "reporting_weights": "Sum of original observation weights per treated unit-period"
          },
          "seconds": 0.0025704591535031796,
          "crabbymetrics": "0.9.1",
          "normalization": "Original source outcome / source SD; no mean subtraction",
          "target": "All observed treated observations, using configured observation weights; cell mass equals sum of row weights",
          "status": "estimated"
        },
        {
          "method": "Multisynth (cohort-averaged)",
          "status": "unsupported",
          "reason": "multisynth-cohort: this adapter does not implement the configured observation weights."
        },
        {
          "method": "Multisynth (individual)",
          "status": "unsupported",
          "reason": "multisynth-individual: this adapter does not implement the configured observation weights."
        }
      ]
    },
    "combined_table": [
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Static TWFE",
        "Estimate (SDs)": -0.19143692107818552,
        "SE": 0.052449930923148536,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": -0.1716086219025368,
        "SE": 0.06632566321809022,
        "Aggregation": "observations",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": -0.23892181673685034,
        "SE": 0.0642474520891522,
        "Aggregation": "observations",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": -0.21942540341940092,
        "SE": 0.04719825683026199,
        "Aggregation": "observations",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID",
        "Estimate (SDs)": -0.2888481604184638,
        "SE": 0.06393224002304153,
        "Aggregation": "Equal post-event times",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (treated cells)",
        "Estimate (SDs)": -0.21762442360066364,
        "SE": 0.07068374195920608,
        "Aggregation": "Treated cells",
        "Event study": "Same CS-DID path",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "SDID",
        "Estimate (SDs)": -0.1824530460747235,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Matrix completion",
        "Estimate (SDs)": -0.18992362843850547,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Horizontal ridge",
        "Estimate (SDs)": -0.33645246730280537,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Multisynth (cohort-averaged)",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "multisynth-cohort: this adapter does not implement the configured observation weights."
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Multisynth (individual)",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "multisynth-individual: this adapter does not implement the configured observation weights."
      }
    ],
    "adapter_sha256": {
      "validate_template.py": "02026cc47fa098566d7e410f741b107390345e4c75a9748217a20ebc4481570a",
      "mtgpax_worker.py": "7279b1b2aaa3f5909cd39ac1964d2e9c75907219011fe661a015511131affa85",
      "csdid_general.py": "07619c3b3dfee796ae9e4842afdbc6e367a74cece254ede73f7c403dfc924f6d",
      "runner.py": "cbb7d135d08e454e57f87bee2bba8365431617b1f8295727611cadb00414f0f4",
      "matrix_inputs.py": "3f675276f9022147996dd5b62762721be2dd436d5db171491a286b05628176ae",
      "csdid_model.py": "b9fd5536d4886e99a707d2b162db5b11da3ff463930eca5b7590d27500096a3f",
      "multisynth_model.R": "3ae0740c5b75b14f563dacc9961688e8286655866a6b435045a3ef6f453c1604",
      "csdid_streaming.py": "378198e98c44bd46862601bdcb514b19d9ea4038cddc38dad7fdba9b0aa0216b",
      "multisynth_sparse.R": "f9ab3d8d7f7b52a79ccd694c7173f626276a0830f23bb79e527c88c0f0292540",
      "matrix_models.py": "98784341a7fbdc8ef51833554c0439ef6755c5f702e9128d5fa2b1292c5f093c",
      "csdid_aggregations.py": "cbed0fb13450d9398f9a59d53dbfdf8e275a74daa01158c38c0f3396a3e8c6ee",
      "bootstrap_matrix.py": "c6a1f4bb0085e0a21f9a41677fb4def7990be5f6199077a53e951de489ab9550",
      "eligibility.py": "d99ad4158a150bf0ba9f3ffcde47c14ddecc2b877c09c5682d1806c8c26c7b8a"
    },
    "scalar_ranges": [
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Static TWFE",
        "Estimate (SDs)": -0.19143692107818552,
        "SE": 0.052449930923148536,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": "",
        "lower": -0.295577488450381,
        "upper": -0.08729635370599002,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": -0.1716086219025368,
        "SE": 0.06632566321809022,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.3032997810194045,
        "upper": -0.0399174627856691,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": -0.23892181673685034,
        "SE": 0.0642474520891522,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.3664866389400635,
        "upper": -0.11135699453363715,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": -0.21942540341940092,
        "SE": 0.04719825683026199,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.3131386487711266,
        "upper": -0.1257121580676752,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (equal event-time)",
        "Estimate (SDs)": -0.2888481604184638,
        "SE": 0.06393224002304153,
        "Aggregation": "Equal post-event times",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.4141530483145954,
        "upper": -0.1635432725223322,
        "ci_level": 0.95,
        "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (treated cells)",
        "Estimate (SDs)": -0.21762442360066364,
        "SE": 0.07068374195920608,
        "Aggregation": "Treated cells",
        "Event study": "Same CS-DID path",
        "Status": "estimated",
        "Note": "",
        "lower": -0.3561620121332302,
        "upper": -0.07908683506809708,
        "ci_level": 0.95,
        "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "SDID",
        "Estimate (SDs)": -0.1824530460747235,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Matrix completion",
        "Estimate (SDs)": -0.18992362843850547,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Horizontal ridge",
        "Estimate (SDs)": -0.33645246730280537,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "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: this adapter does not implement the configured observation weights.",
        "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: this adapter does not implement the configured observation weights.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      }
    ],
    "reporting_source": {
      "path": "templates/reporting/comparison_report.py",
      "sha256": "94e9c5116a13335ead2db81834cac48593160291aea51c30c12fe3e11e5da1ce"
    }
  },
  "finished": 1791588795.798184,
  "scalar_ranges": [
    {
      "Outcome / treatment": "y__d",
      "Estimator": "Static TWFE",
      "Estimate (SDs)": -0.19143692107818552,
      "SE": 0.052449930923148536,
      "Aggregation": "Coefficient",
      "Event study": "No",
      "Status": "estimated",
      "Note": "",
      "lower": -0.295577488450381,
      "upper": -0.08729635370599002,
      "ci_level": 0.95,
      "inference": "Configured-cluster regression interval"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "Dynamic TWFE",
      "Estimate (SDs)": -0.1716086219025368,
      "SE": 0.06632566321809022,
      "Aggregation": "Treated cells",
      "Event study": "Yes",
      "Status": "estimated",
      "Note": "",
      "lower": -0.3032997810194045,
      "upper": -0.0399174627856691,
      "ci_level": 0.95,
      "inference": "Configured-cluster regression interval"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "BJS / did2s",
      "Estimate (SDs)": -0.23892181673685034,
      "SE": 0.0642474520891522,
      "Aggregation": "Treated cells",
      "Event study": "Yes",
      "Status": "estimated",
      "Note": "",
      "lower": -0.3664866389400635,
      "upper": -0.11135699453363715,
      "ci_level": 0.95,
      "inference": "Configured-cluster regression interval"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "Sun\u2013Abraham",
      "Estimate (SDs)": -0.21942540341940092,
      "SE": 0.04719825683026199,
      "Aggregation": "Treated cells",
      "Event study": "Yes",
      "Status": "estimated",
      "Note": "",
      "lower": -0.3131386487711266,
      "upper": -0.1257121580676752,
      "ci_level": 0.95,
      "inference": "Configured-cluster regression interval"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "CS-DID (equal event-time)",
      "Estimate (SDs)": -0.2888481604184638,
      "SE": 0.06393224002304153,
      "Aggregation": "Equal post-event times",
      "Event study": "Yes",
      "Status": "estimated",
      "Note": "",
      "lower": -0.4141530483145954,
      "upper": -0.1635432725223322,
      "ci_level": 0.95,
      "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "CS-DID (treated cells)",
      "Estimate (SDs)": -0.21762442360066364,
      "SE": 0.07068374195920608,
      "Aggregation": "Treated cells",
      "Event study": "Same CS-DID path",
      "Status": "estimated",
      "Note": "",
      "lower": -0.3561620121332302,
      "upper": -0.07908683506809708,
      "ci_level": 0.95,
      "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "SDID",
      "Estimate (SDs)": -0.1824530460747235,
      "SE": null,
      "Aggregation": "Treated cells",
      "Event study": "Yes",
      "Status": "estimated",
      "Note": "",
      "lower": null,
      "upper": null,
      "ci_level": null,
      "inference": "Not computed"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "Matrix completion",
      "Estimate (SDs)": -0.18992362843850547,
      "SE": null,
      "Aggregation": "Treated cells",
      "Event study": "Yes",
      "Status": "estimated",
      "Note": "",
      "lower": null,
      "upper": null,
      "ci_level": null,
      "inference": "Not computed"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "Horizontal ridge",
      "Estimate (SDs)": -0.33645246730280537,
      "SE": null,
      "Aggregation": "Treated cells",
      "Event study": "Yes",
      "Status": "estimated",
      "Note": "",
      "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: this adapter does not implement the configured observation weights.",
      "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: this adapter does not implement the configured observation weights.",
      "lower": null,
      "upper": null,
      "ci_level": null,
      "inference": "Not computed"
    }
  ]
}
