{
  "schema": "did-replication-v2",
  "config": {
    "outcomes": [
      "y"
    ],
    "treatments": [
      "d"
    ],
    "unit": "unit",
    "time": "time",
    "cluster": "cluster",
    "covariates": [],
    "baseline_by_time": [
      "baseline_x",
      "baseline_y",
      "baseline_x2",
      "baseline_y2",
      "baseline_xy",
      "baseline_x3",
      "baseline_y3",
      "baseline_x2y",
      "baseline_xy2",
      "baseline_ln_dist_zbw",
      "baseline_ln_dist_zam",
      "baseline_ln_dist_za",
      "baseline_ln_dist_mwi",
      "baseline_ln_dist_swz",
      "baseline_ln_dist_tza",
      "baseline_elev",
      "baseline_sachs",
      "baseline_suit"
    ],
    "weight": null,
    "period_step": 1,
    "period_values": null,
    "display_window": [
      -10,
      10
    ],
    "seed": 20261008,
    "panelview_max_units": 100,
    "test_mode": "classical",
    "test_horizon": null,
    "post_horizon": null,
    "post_weighting": "observations",
    "sample_query": null,
    "reversal_policy": "drop_post_untreated",
    "labels": {},
    "allow_repeated_cells": true,
    "time_fe": "archive_time_fe",
    "unit_fe": null,
    "frequency_weights": false,
    "source_sd": null,
    "require_never_control_periods": false,
    "latest_cohort_control": true,
    "slug": "s21-p009",
    "specification_id": "S21-P009",
    "source_specification_id": "LANDMINES-T2-C4-FULL-DMSP-2013",
    "study_id": 21,
    "study": "Landmines and Spatial Development",
    "citation": "Chiovelli et al. (2025), ECMA. https://doi.org/10.3982/ECTA17951",
    "description": "LANDMINES-T2-C4-FULL-DMSP-2013",
    "data": "analyses/full-archive/prepared/S21-P009.parquet",
    "output_dir": "analyses/full-archive/results/S21-P009"
  },
  "source": {
    "file": "S21-P009.parquet",
    "bytes": 413051,
    "sha256": "47fbe54751b8e828001e33da0195fba0adce3dfd06b84e390c2c40915e2a1fb8"
  },
  "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": 19814,
        "source_sd": 0.31954032791757175,
        "rows": 11536,
        "units": 575,
        "clusters": 127,
        "treated_units": 189,
        "never_treated_units": 386,
        "treated_cohorts": 20,
        "latest_cohort_control_index": null,
        "unique_unit_period_cells": 11536,
        "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": 609,
        "additional_rows_removed": 8278
      },
      "estimates": [
        {
          "method": "Static TWFE",
          "estimate": 0.023914154998751887,
          "se": 0.0423516440631345,
          "pvalue": 0.5733109195546111,
          "lower": -0.05989850354816221,
          "upper": 0.10772681354566599
        },
        {
          "method": "Dynamic TWFE",
          "estimate": -0.06437742135856342,
          "se": 0.05407466514201637,
          "pvalue": 0.2360769310943067,
          "lower": -0.17138959398710119,
          "upper": 0.04263475126997436
        },
        {
          "method": "BJS / did2s",
          "estimate": -0.0033377653186534113,
          "se": 0.05614192470603481,
          "pvalue": 0.9526860651571454,
          "lower": -0.11444098385106764,
          "upper": 0.10776545321376081
        },
        {
          "method": "Sun\u2013Abraham",
          "estimate": -0.06775557959636926,
          "se": 0.03836676737056948,
          "pvalue": 0.07981839409443782,
          "lower": -0.14368228431613952,
          "upper": 0.008171125123401013
        }
      ],
      "event_studies": {
        "Dynamic TWFE": [
          {
            "event_time": -21,
            "estimate": -0.18245017671290212,
            "se": 0.3241331981145951,
            "pvalue": 0.5745124388882255,
            "lower": -0.8239002469108899,
            "upper": 0.45899989348508574
          },
          {
            "event_time": -20,
            "estimate": -0.33896739480561855,
            "se": 0.2008918325509994,
            "pvalue": 0.09401727944341308,
            "lower": -0.7365264256040702,
            "upper": 0.05859163599283318
          },
          {
            "event_time": -19,
            "estimate": -0.15462464796362188,
            "se": 0.14368898986264161,
            "pvalue": 0.28393581998328565,
            "lower": -0.438980934731519,
            "upper": 0.12973163880427527
          },
          {
            "event_time": -18,
            "estimate": -0.09171132582773851,
            "se": 0.12627216995966967,
            "pvalue": 0.46900267267861256,
            "lower": -0.3416002380274889,
            "upper": 0.1581775863720119
          },
          {
            "event_time": -17,
            "estimate": -0.08208210012181828,
            "se": 0.11269893217960499,
            "pvalue": 0.4677625692136773,
            "lower": -0.30510997378099214,
            "upper": 0.14094577353735555
          },
          {
            "event_time": -16,
            "estimate": 0.06360709319467395,
            "se": 0.09524721491234045,
            "pvalue": 0.5054759109791515,
            "lower": -0.12488434503833118,
            "upper": 0.2520985314276791
          },
          {
            "event_time": -15,
            "estimate": -0.04588320932625214,
            "se": 0.08230308179199584,
            "pvalue": 0.5781812262611441,
            "lower": -0.20875858864584207,
            "upper": 0.11699216999333778
          },
          {
            "event_time": -14,
            "estimate": -0.09001185786936253,
            "se": 0.08549815924669389,
            "pvalue": 0.2944506889106562,
            "lower": -0.25921020154288293,
            "upper": 0.07918648580415788
          },
          {
            "event_time": -13,
            "estimate": 0.0039045461168946746,
            "se": 0.09926174634924183,
            "pvalue": 0.9686848753008688,
            "lower": -0.19253153181050547,
            "upper": 0.2003406240442948
          },
          {
            "event_time": -12,
            "estimate": -0.16142520852780787,
            "se": 0.08112523676734981,
            "pvalue": 0.048775108781679205,
            "lower": -0.32196966716992237,
            "upper": -0.000880749885693366
          },
          {
            "event_time": -11,
            "estimate": -0.10981439257825458,
            "se": 0.07897580491306651,
            "pvalue": 0.16683386463738967,
            "lower": -0.2661051887697602,
            "upper": 0.04647640361325105
          },
          {
            "event_time": -10,
            "estimate": -0.1055786565226097,
            "se": 0.0702841821935534,
            "pvalue": 0.1355557653398325,
            "lower": -0.24466898686860505,
            "upper": 0.03351167382338566
          },
          {
            "event_time": -9,
            "estimate": -0.11683450272371249,
            "se": 0.06160284746997077,
            "pvalue": 0.06017326078404106,
            "lower": -0.2387447268656974,
            "upper": 0.005075721418272422
          },
          {
            "event_time": -8,
            "estimate": -0.14936471658508974,
            "se": 0.05759767390591836,
            "pvalue": 0.0106323724451928,
            "lower": -0.2633488199879449,
            "upper": -0.03538061318223458
          },
          {
            "event_time": -7,
            "estimate": -0.11612327080598754,
            "se": 0.07050254864566942,
            "pvalue": 0.10203360115180964,
            "lower": -0.2556457419411815,
            "upper": 0.023399200329206407
          },
          {
            "event_time": -6,
            "estimate": -0.09828166562371654,
            "se": 0.06826350486451922,
            "pvalue": 0.15242101680946082,
            "lower": -0.2333731349394443,
            "upper": 0.03680980369201123
          },
          {
            "event_time": -5,
            "estimate": -0.06530531960210419,
            "se": 0.07376697826200641,
            "pvalue": 0.3776854992198276,
            "lower": -0.2112880009802966,
            "upper": 0.08067736177608824
          },
          {
            "event_time": -4,
            "estimate": -0.0999840287591008,
            "se": 0.06407925173322142,
            "pvalue": 0.12119290613807014,
            "lower": -0.22679498413670302,
            "upper": 0.026826926618501404
          },
          {
            "event_time": -3,
            "estimate": -0.1075079062541876,
            "se": 0.06930326577450885,
            "pvalue": 0.12334576359502916,
            "lower": -0.24465703184388388,
            "upper": 0.029641219335508673
          },
          {
            "event_time": -2,
            "estimate": -0.08113113615679887,
            "se": 0.04801628102123206,
            "pvalue": 0.09356609944182567,
            "lower": -0.17615394471473766,
            "upper": 0.013891672401139907
          },
          {
            "event_time": 0,
            "estimate": -0.10155251403203361,
            "se": 0.06617119286307728,
            "pvalue": 0.1273663069034285,
            "lower": -0.2325033594067156,
            "upper": 0.02939833134264838
          },
          {
            "event_time": 1,
            "estimate": -0.058498009689252534,
            "se": 0.0636345491137038,
            "pvalue": 0.35970531611024487,
            "lower": -0.18442891165620112,
            "upper": 0.06743289227769605
          },
          {
            "event_time": 2,
            "estimate": -0.03964481730874145,
            "se": 0.05927211510894572,
            "pvalue": 0.5048076464799411,
            "lower": -0.15694259062714955,
            "upper": 0.07765295600966667
          },
          {
            "event_time": 3,
            "estimate": -0.1130849585375319,
            "se": 0.06473336732035737,
            "pvalue": 0.08308533211848021,
            "lower": -0.24119038943237997,
            "upper": 0.015020472357316184
          },
          {
            "event_time": 4,
            "estimate": -0.05182589745828386,
            "se": 0.06043037224698512,
            "pvalue": 0.39273430592100333,
            "lower": -0.17141582760241775,
            "upper": 0.06776403268585005
          },
          {
            "event_time": 5,
            "estimate": -0.022303455990130557,
            "se": 0.06296423191425912,
            "pvalue": 0.7237629555666364,
            "lower": -0.14690781992536944,
            "upper": 0.10230090794510834
          },
          {
            "event_time": 6,
            "estimate": -0.0807391768301504,
            "se": 0.06055445713840619,
            "pvalue": 0.18482853945305358,
            "lower": -0.2005746673265578,
            "upper": 0.03909631366625699
          },
          {
            "event_time": 7,
            "estimate": -0.05166650089446678,
            "se": 0.0725244414719266,
            "pvalue": 0.4775334775284755,
            "lower": -0.19519023849319944,
            "upper": 0.09185723670426588
          },
          {
            "event_time": 8,
            "estimate": -0.10903029766771574,
            "se": 0.07453501917268938,
            "pvalue": 0.14601034954109388,
            "lower": -0.25653290942927587,
            "upper": 0.038472314093844384
          },
          {
            "event_time": 9,
            "estimate": 0.04891947436169505,
            "se": 0.09446965753903948,
            "pvalue": 0.6054830476616108,
            "lower": -0.1380332006881864,
            "upper": 0.2358721494115765
          },
          {
            "event_time": 10,
            "estimate": -0.07111191084971569,
            "se": 0.11656937008305239,
            "pvalue": 0.5429343468428495,
            "lower": -0.3017992673366422,
            "upper": 0.15957544563721082
          },
          {
            "event_time": 11,
            "estimate": 0.005128380158807618,
            "se": 0.1177907418864121,
            "pvalue": 0.9653415486463769,
            "lower": -0.22797603522106802,
            "upper": 0.23823279553868326
          },
          {
            "event_time": 12,
            "estimate": -0.039750085938767776,
            "se": 0.14115949189430407,
            "pvalue": 0.7787145124856424,
            "lower": -0.3191005705895299,
            "upper": 0.23960039871199434
          },
          {
            "event_time": 13,
            "estimate": -0.1246155942293905,
            "se": 0.168306747104832,
            "pvalue": 0.4604301820546251,
            "lower": -0.45768969886652433,
            "upper": 0.20845851040774332
          },
          {
            "event_time": 14,
            "estimate": -0.23600810348420329,
            "se": 0.12622111366670735,
            "pvalue": 0.06383257697359286,
            "lower": -0.4857959767811346,
            "upper": 0.013779769812728049
          },
          {
            "event_time": 15,
            "estimate": -0.23706309286460434,
            "se": 0.14052253389266559,
            "pvalue": 0.09407543962511761,
            "lower": -0.5151530563554212,
            "upper": 0.04102687062621255
          },
          {
            "event_time": 16,
            "estimate": 0.03482292658161993,
            "se": 0.2725547375476113,
            "pvalue": 0.898538723863642,
            "lower": -0.5045548864583741,
            "upper": 0.5742007396216139
          },
          {
            "event_time": 17,
            "estimate": 0.060569453609292404,
            "se": 0.3876678616098448,
            "pvalue": 0.8760934412890292,
            "lower": -0.7066138478531616,
            "upper": 0.8277527550717465
          },
          {
            "event_time": 18,
            "estimate": 0.04831619521917069,
            "se": 0.25570839518130295,
            "pvalue": 0.8504357307635354,
            "lower": -0.4577232015268298,
            "upper": 0.5543555919651713
          },
          {
            "event_time": 19,
            "estimate": -0.3387612650249634,
            "se": 0.1667770994781218,
            "pvalue": 0.044336103216373116,
            "lower": -0.668808241977433,
            "upper": -0.008714288072493803
          }
        ],
        "BJS / did2s": [
          {
            "event_time": -21,
            "estimate": -0.028636796814136178,
            "se": 0.21364654955599768,
            "pvalue": 0.8935862355594346,
            "lower": -0.45143703760218945,
            "upper": 0.3941634439739171
          },
          {
            "event_time": -20,
            "estimate": -0.19626824030233564,
            "se": 0.15106459874112768,
            "pvalue": 0.19623600646998504,
            "lower": -0.49522064021253775,
            "upper": 0.10268415960786648
          },
          {
            "event_time": -19,
            "estimate": -0.050854179466601195,
            "se": 0.08883020140393381,
            "pvalue": 0.5680118623374786,
            "lower": -0.22664653661389284,
            "upper": 0.12493817768069043
          },
          {
            "event_time": -18,
            "estimate": -0.01356031965837503,
            "se": 0.06275448456378654,
            "pvalue": 0.8292707159490602,
            "lower": -0.13774959975318327,
            "upper": 0.11062896043643322
          },
          {
            "event_time": -17,
            "estimate": 0.0009308046711783656,
            "se": 0.04703811814384129,
            "pvalue": 0.9842435482751798,
            "lower": -0.09215624830844552,
            "upper": 0.09401785765080226
          },
          {
            "event_time": -16,
            "estimate": 0.14132471294706458,
            "se": 0.05608660662105944,
            "pvalue": 0.01299373737266901,
            "lower": 0.03033096727857504,
            "upper": 0.25231845861555413
          },
          {
            "event_time": -15,
            "estimate": 0.047868930334403405,
            "se": 0.04121963936085348,
            "pvalue": 0.2477096749800761,
            "lower": -0.033703524185381396,
            "upper": 0.1294413848541882
          },
          {
            "event_time": -14,
            "estimate": -0.0025576624677765085,
            "se": 0.0266259904429222,
            "pvalue": 0.9236264337337464,
            "lower": -0.05524971480320297,
            "upper": 0.05013438986764995
          },
          {
            "event_time": -13,
            "estimate": 0.08164501253619828,
            "se": 0.05184825687822246,
            "pvalue": 0.11783526120831823,
            "lower": -0.020961163590262344,
            "upper": 0.1842511886626589
          },
          {
            "event_time": -12,
            "estimate": -0.058785852453969015,
            "se": 0.03092130195984593,
            "pvalue": 0.05956695233561451,
            "lower": -0.11997820000777931,
            "upper": 0.0024064950998412757
          },
          {
            "event_time": -11,
            "estimate": -0.012129219847055622,
            "se": 0.03060089538201742,
            "pvalue": 0.6925039290605614,
            "lower": -0.07268749220265887,
            "upper": 0.04842905250854762
          },
          {
            "event_time": -10,
            "estimate": -0.007473859023810691,
            "se": 0.022555991790491753,
            "pvalue": 0.7409328848072906,
            "lower": -0.05211150367593582,
            "upper": 0.03716378562831444
          },
          {
            "event_time": -9,
            "estimate": -0.017111203829190583,
            "se": 0.022785753604389714,
            "pvalue": 0.4540765718947464,
            "lower": -0.06220354035647982,
            "upper": 0.027981132698098654
          },
          {
            "event_time": -8,
            "estimate": -0.04835947624074824,
            "se": 0.023263623352366012,
            "pvalue": 0.03966835501606164,
            "lower": -0.09439750295086324,
            "upper": -0.002321449530633235
          },
          {
            "event_time": -7,
            "estimate": -0.021252858897819905,
            "se": 0.029942560339752004,
            "pvalue": 0.4791473347392125,
            "lower": -0.08050830555851964,
            "upper": 0.03800258776287982
          },
          {
            "event_time": -6,
            "estimate": -0.007676732193792341,
            "se": 0.02235042031622734,
            "pvalue": 0.7318162335340421,
            "lower": -0.051907556941740325,
            "upper": 0.03655409255415564
          },
          {
            "event_time": -5,
            "estimate": 0.012509344302866366,
            "se": 0.030032473001533076,
            "pvalue": 0.6777329038084213,
            "lower": -0.046924036872244834,
            "upper": 0.07194272547797756
          },
          {
            "event_time": -4,
            "estimate": -0.011717471451377937,
            "se": 0.027617211669751066,
            "pvalue": 0.6720840749180662,
            "lower": -0.06637112145476781,
            "upper": 0.042936178552011935
          },
          {
            "event_time": -3,
            "estimate": -0.010266255583288768,
            "se": 0.02891680061524307,
            "pvalue": 0.7231626648739261,
            "lower": -0.06749175390447931,
            "upper": 0.04695924273790178
          },
          {
            "event_time": -2,
            "estimate": 0.012221162576354697,
            "se": 0.03374722843184596,
            "pvalue": 0.7178553688286661,
            "lower": -0.05456361038893075,
            "upper": 0.07900593554164013
          },
          {
            "event_time": -1,
            "estimate": 0.08418122805409838,
            "se": 0.04340873500519746,
            "pvalue": 0.05470374239010206,
            "lower": -0.0017233823907888829,
            "upper": 0.17008583849898562
          },
          {
            "event_time": 0,
            "estimate": 0.00330671337350423,
            "se": 0.05062226306245407,
            "pvalue": 0.948021688784815,
            "lower": -0.09687325703332844,
            "upper": 0.1034866837803369
          },
          {
            "event_time": 1,
            "estimate": 0.04010922449012087,
            "se": 0.05528327870973431,
            "pvalue": 0.4694773539979768,
            "lower": -0.06929475885809772,
            "upper": 0.14951320783833946
          },
          {
            "event_time": 2,
            "estimate": 0.045103021771249266,
            "se": 0.0602160596226114,
            "pvalue": 0.45524130033492166,
            "lower": -0.07406278998961358,
            "upper": 0.1642688335321121
          },
          {
            "event_time": 3,
            "estimate": -0.025188981790489014,
            "se": 0.06506880457475901,
            "pvalue": 0.6993256045419797,
            "lower": -0.15395823315061039,
            "upper": 0.10358026956963237
          },
          {
            "event_time": 4,
            "estimate": 0.03048502583033853,
            "se": 0.05846802072936573,
            "pvalue": 0.6030057761999426,
            "lower": -0.0852214683496549,
            "upper": 0.14619152001033195
          },
          {
            "event_time": 5,
            "estimate": 0.056567148027814054,
            "se": 0.05921000941632547,
            "pvalue": 0.34122269877796724,
            "lower": -0.060607719950682315,
            "upper": 0.17374201600631042
          },
          {
            "event_time": 6,
            "estimate": -0.033218654003440075,
            "se": 0.06238367483788408,
            "pvalue": 0.5953247818449245,
            "lower": -0.15667411255175515,
            "upper": 0.09023680454487498
          },
          {
            "event_time": 7,
            "estimate": -0.018047605124559798,
            "se": 0.08270496330071038,
            "pvalue": 0.8276132936195543,
            "lower": -0.18171829613537943,
            "upper": 0.14562308588625983
          },
          {
            "event_time": 8,
            "estimate": -0.09632926315737396,
            "se": 0.08610075208277132,
            "pvalue": 0.2653551431172653,
            "lower": -0.26672012033846176,
            "upper": 0.07406159402371383
          },
          {
            "event_time": 9,
            "estimate": 0.0399905181205646,
            "se": 0.09559210223413497,
            "pvalue": 0.6764067529817444,
            "lower": -0.14918344198327116,
            "upper": 0.22916447822440034
          },
          {
            "event_time": 10,
            "estimate": -0.053965654339937434,
            "se": 0.11278619886074244,
            "pvalue": 0.6331396145610693,
            "lower": -0.2771662261956156,
            "upper": 0.1692349175157407
          },
          {
            "event_time": 11,
            "estimate": 0.016623168051315668,
            "se": 0.14326715485630337,
            "pvalue": 0.9078141525708425,
            "lower": -0.26689831964014754,
            "upper": 0.30014465574277893
          },
          {
            "event_time": 12,
            "estimate": -0.0036711681425151592,
            "se": 0.1814536528150404,
            "pvalue": 0.9838903140942459,
            "lower": -0.3627626126872941,
            "upper": 0.35542027640226376
          },
          {
            "event_time": 13,
            "estimate": -0.08543316883787211,
            "se": 0.21710087151665228,
            "pvalue": 0.6946017944164383,
            "lower": -0.5150694112358715,
            "upper": 0.34420307356012725
          },
          {
            "event_time": 14,
            "estimate": -0.21669941685366542,
            "se": 0.18689211658960622,
            "pvalue": 0.24844932692143,
            "lower": -0.5865534213283011,
            "upper": 0.15315458762097026
          },
          {
            "event_time": 15,
            "estimate": -0.24974885332057195,
            "se": 0.2538249077671095,
            "pvalue": 0.32702989969143936,
            "lower": -0.7520608838446643,
            "upper": 0.2525631772035204
          },
          {
            "event_time": 16,
            "estimate": 0.13091815470851778,
            "se": 0.45727934820605803,
            "pvalue": 0.775120100540886,
            "lower": -0.774024232288707,
            "upper": 1.0358605417057425
          },
          {
            "event_time": 17,
            "estimate": 0.14036163827111117,
            "se": 0.6920105128552376,
            "pvalue": 0.8395937838923441,
            "lower": -1.2291068229378617,
            "upper": 1.5098300994800842
          },
          {
            "event_time": 18,
            "estimate": 0.08369565908260729,
            "se": 0.5626565080757544,
            "pvalue": 0.881988008026315,
            "lower": -1.029785029418013,
            "upper": 1.1971763475832276
          },
          {
            "event_time": 19,
            "estimate": -0.6192682456423739,
            "se": 0.26486240194320965,
            "pvalue": 0.020958808025817677,
            "lower": -1.1434231526606111,
            "upper": -0.09511333862413662
          }
        ],
        "Sun\u2013Abraham": [
          {
            "event_time": -21,
            "estimate": -0.10981607480674699,
            "se": 0.7229916324418696,
            "pvalue": 0.879515678472186,
            "lower": -1.5405952608944204,
            "upper": 1.3209631112809266
          },
          {
            "event_time": -20,
            "estimate": -0.30575688405847956,
            "se": 0.2861657529664425,
            "pvalue": 0.28735545093492837,
            "lower": -0.8720704964755817,
            "upper": 0.26055672835862254
          },
          {
            "event_time": -19,
            "estimate": -0.2333858992279775,
            "se": 0.2142848588094185,
            "pvalue": 0.2781715124157443,
            "lower": -0.6574493352635292,
            "upper": 0.19067753680757418
          },
          {
            "event_time": -18,
            "estimate": -0.13598346273388923,
            "se": 0.21283016826319415,
            "pvalue": 0.5240286042424255,
            "lower": -0.5571681089434692,
            "upper": 0.2852011834756908
          },
          {
            "event_time": -17,
            "estimate": -0.13925426941677108,
            "se": 0.2008295703453742,
            "pvalue": 0.48933777848799637,
            "lower": -0.5366900851406754,
            "upper": 0.2581815463071333
          },
          {
            "event_time": -16,
            "estimate": 0.022065515297284538,
            "se": 0.15819535727811465,
            "pvalue": 0.8892914332087771,
            "lower": -0.29099844612750847,
            "upper": 0.3351294767220776
          },
          {
            "event_time": -15,
            "estimate": -0.049225686213163936,
            "se": 0.13371290269315833,
            "pvalue": 0.7133831482253084,
            "lower": -0.31383958974975773,
            "upper": 0.2153882173234299
          },
          {
            "event_time": -14,
            "estimate": -0.0824531308345651,
            "se": 0.13227033141794273,
            "pvalue": 0.5341693133803086,
            "lower": -0.3442122282262311,
            "upper": 0.17930596655710093
          },
          {
            "event_time": -13,
            "estimate": 0.027978696226491014,
            "se": 0.12395587472795928,
            "pvalue": 0.8217888256371276,
            "lower": -0.21732633580417346,
            "upper": 0.27328372825715547
          },
          {
            "event_time": -12,
            "estimate": -0.19415529071764773,
            "se": 0.0870192429881792,
            "pvalue": 0.027437786879790343,
            "lower": -0.36636381439873345,
            "upper": -0.02194676703656198
          },
          {
            "event_time": -11,
            "estimate": -0.13345957168052563,
            "se": 0.08136898254247539,
            "pvalue": 0.10346248197624346,
            "lower": -0.29448639604597304,
            "upper": 0.0275672526849218
          },
          {
            "event_time": -10,
            "estimate": -0.14638125580016378,
            "se": 0.0716630484786332,
            "pvalue": 0.043174884205154904,
            "lower": -0.28820032198840806,
            "upper": -0.004562189611919482
          },
          {
            "event_time": -9,
            "estimate": -0.12857606341750905,
            "se": 0.06806236241543212,
            "pvalue": 0.061177882891982574,
            "lower": -0.263269477739681,
            "upper": 0.006117350904662949
          },
          {
            "event_time": -8,
            "estimate": -0.1599116234021723,
            "se": 0.0624175368722458,
            "pvalue": 0.01158569129399067,
            "lower": -0.2834340939210128,
            "upper": -0.036389152883331805
          },
          {
            "event_time": -7,
            "estimate": -0.1359348326851792,
            "se": 0.0702789548882739,
            "pvalue": 0.055328156684588,
            "lower": -0.2750148183476988,
            "upper": 0.003145152977340415
          },
          {
            "event_time": -6,
            "estimate": -0.10457919062975166,
            "se": 0.06281481604319374,
            "pvalue": 0.09842124555239266,
            "lower": -0.22888786494868132,
            "upper": 0.019729483689178012
          },
          {
            "event_time": -5,
            "estimate": -0.09600009639412474,
            "se": 0.06604152820640374,
            "pvalue": 0.1485345155823127,
            "lower": -0.2266943392251326,
            "upper": 0.03469414643688312
          },
          {
            "event_time": -4,
            "estimate": -0.11850190665212519,
            "se": 0.05738878448912555,
            "pvalue": 0.04098386262308784,
            "lower": -0.2320726240400804,
            "upper": -0.00493118926416998
          },
          {
            "event_time": -3,
            "estimate": -0.10837899366687563,
            "se": 0.0620385388385602,
            "pvalue": 0.08308049023127603,
            "lower": -0.23115143821884007,
            "upper": 0.01439345088508881
          },
          {
            "event_time": -2,
            "estimate": -0.08081688374302479,
            "se": 0.04352183914196088,
            "pvalue": 0.0656567322398045,
            "lower": -0.16694532394953038,
            "upper": 0.005311556463480818
          },
          {
            "event_time": 0,
            "estimate": -0.10225852599362709,
            "se": 0.06634496728717083,
            "pvalue": 0.12574776345777997,
            "lower": -0.23355326584496808,
            "upper": 0.029036213857713905
          },
          {
            "event_time": 1,
            "estimate": -0.06257917009956099,
            "se": 0.062389765505462255,
            "pvalue": 0.3177659640896244,
            "lower": -0.18604668189995976,
            "upper": 0.060888341700837775
          },
          {
            "event_time": 2,
            "estimate": -0.05045468968845994,
            "se": 0.05440263031164162,
            "pvalue": 0.35547589726304174,
            "lower": -0.15811589574616297,
            "upper": 0.05720651636924308
          },
          {
            "event_time": 3,
            "estimate": -0.11798953073596699,
            "se": 0.06045785020872335,
            "pvalue": 0.05320439827440139,
            "lower": -0.23763383895858348,
            "upper": 0.0016547774866494808
          },
          {
            "event_time": 4,
            "estimate": -0.059146308057820084,
            "se": 0.05333794890476595,
            "pvalue": 0.26958655746275256,
            "lower": -0.1647005409108301,
            "upper": 0.04640792479518995
          },
          {
            "event_time": 5,
            "estimate": -0.013649250245387677,
            "se": 0.05558731925419978,
            "pvalue": 0.8064331107907451,
            "lower": -0.12365492089291666,
            "upper": 0.09635642040214129
          },
          {
            "event_time": 6,
            "estimate": -0.08351501493452275,
            "se": 0.0544868860155357,
            "pvalue": 0.12784341894873955,
            "lower": -0.19134296055328218,
            "upper": 0.024312930684236678
          },
          {
            "event_time": 7,
            "estimate": -0.06166404834550339,
            "se": 0.06419890764621226,
            "pvalue": 0.33863541199356395,
            "lower": -0.18871179925726883,
            "upper": 0.06538370256626204
          },
          {
            "event_time": 8,
            "estimate": -0.15362421831362025,
            "se": 0.0718855071883818,
            "pvalue": 0.034524829365636944,
            "lower": -0.2958835237486138,
            "upper": -0.011364912878626704
          },
          {
            "event_time": 9,
            "estimate": -0.018980813458069012,
            "se": 0.07662172263592232,
            "pvalue": 0.8047534788804065,
            "lower": -0.17061295002843915,
            "upper": 0.13265132311230113
          },
          {
            "event_time": 10,
            "estimate": -0.029317851152111545,
            "se": 0.10645121023908512,
            "pvalue": 0.7834515126289542,
            "lower": -0.23998166676158475,
            "upper": 0.18134596445736165
          },
          {
            "event_time": 11,
            "estimate": 0.037139107529043563,
            "se": 0.07153285313285274,
            "pvalue": 0.604539355911737,
            "lower": -0.10442230589738521,
            "upper": 0.17870052095547234
          },
          {
            "event_time": 12,
            "estimate": 0.043984668991712196,
            "se": 0.09567663758805793,
            "pvalue": 0.6465079207130836,
            "lower": -0.14535658409236596,
            "upper": 0.23332592207579034
          },
          {
            "event_time": 13,
            "estimate": -0.11141039061415049,
            "se": 0.11461196378926322,
            "pvalue": 0.33288012709890286,
            "lower": -0.3382240975895168,
            "upper": 0.11540331636121583
          },
          {
            "event_time": 14,
            "estimate": -0.22597414805775748,
            "se": 0.077569455180163,
            "pvalue": 0.00423382422770761,
            "lower": -0.3794818194717297,
            "upper": -0.07246647664378525
          },
          {
            "event_time": 15,
            "estimate": -0.1858071766352328,
            "se": 0.08644474871507918,
            "pvalue": 0.03351143268528779,
            "lower": -0.3568787930388416,
            "upper": -0.014735560231623979
          },
          {
            "event_time": 16,
            "estimate": 0.07378155112511073,
            "se": 0.206774695034338,
            "pvalue": 0.721822691574041,
            "lower": -0.33541949158342177,
            "upper": 0.48298259383364317
          },
          {
            "event_time": 17,
            "estimate": 0.17578653292603394,
            "se": 0.2528875985785583,
            "pvalue": 0.4882617576926095,
            "lower": -0.32467059026893985,
            "upper": 0.6762436561210078
          },
          {
            "event_time": 18,
            "estimate": 0.21019780162312013,
            "se": 0.15279215673759955,
            "pvalue": 0.1713518248571931,
            "lower": -0.09217338477533366,
            "upper": 0.5125689880215739
          },
          {
            "event_time": 19,
            "estimate": -0.2991401254901853,
            "se": 0.19628437956940004,
            "pvalue": 0.1300112495178479,
            "lower": -0.6875811422879978,
            "upper": 0.08930089130762725
          }
        ]
      },
      "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,
          16.0,
          17.0,
          18.0,
          19.0
        ],
        "weights": [
          0.1076923076923077,
          0.10484330484330484,
          0.09686609686609686,
          0.08831908831908832,
          0.08660968660968661,
          0.08319088319088319,
          0.08034188034188035,
          0.07464387464387465,
          0.06894586894586895,
          0.062108262108262105,
          0.02849002849002849,
          0.023931623931623933,
          0.023361823361823363,
          0.018803418803418803,
          0.017663817663817662,
          0.011396011396011397,
          0.009116809116809116,
          0.0062678062678062675,
          0.003988603988603989,
          0.003418803418803419
        ],
        "weighting": "observations"
      },
      "checks": {
        "did2s_vs_direct_imputation_max_post_difference": 2.3622855893634664e-09,
        "package_aggregate_vs_estimable_cell_weights": null,
        "saturated_vs_deviations_relative_rss_difference": 5.553879630970388e-10
      },
      "inference": {
        "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
        "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
      },
      "f_test": {
        "F": 1.37786203448453,
        "df_num": 171,
        "df_den": 9953,
        "pvalue": 0.0008678643456103258,
        "log10_pvalue": -3.06154815334541,
        "inference": "Homoskedastic nested-model F",
        "observations": 11536,
        "design_columns": 798,
        "restricted_design_columns": 627,
        "fixed_effect_rank": 785,
        "covariance_rank": 171,
        "rss_unrestricted": 2850.0913075833987,
        "rss_restricted": 2917.5606711811315,
        "test_horizon": null,
        "reference_cohort": 3,
        "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.-21.0]",
            "C(rel_time, contr.treatment(base=-1.0))[T.-20.0]",
            "C(rel_time, contr.treatment(base=-1.0))[T.-19.0]",
            "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]"
          ],
          "data": [
            [
              0.0,
              0.0,
              0.0,
              0.0,
              0.0,
              0.0
            ],
            [
              0.0,
              0.0,
              0.0,
              0.0,
              0.0,
              0.0
            ],
            [
              0.0,
              0.0,
              0.0,
              0.0,
              0.0,
              0.0
            ],
            [
              0.0,
              0.0,
              0.0,
              0.0,
              0.0,
              0.0
            ],
            [
              0.0,
              0.0,
              0.0,
              0.0,
              0.0,
              0.0
            ]
          ]
        },
        "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_4,ref=-1.0)+i(rel_time,cohort_dummy_5,ref=-1.0)+i(rel_time,cohort_dummy_6,ref=-1.0)+i(rel_time,cohort_dummy_7,ref=-1.0)+i(rel_time,cohort_dummy_8,ref=-1.0)+i(rel_time,cohort_dummy_9,ref=-1.0)+i(rel_time,cohort_dummy_10,ref=-1.0)+i(rel_time,cohort_dummy_11,ref=-1.0)+i(rel_time,cohort_dummy_12,ref=-1.0)+i(rel_time,cohort_dummy_13,ref=-1.0)+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_17,ref=-1.0)+i(rel_time,cohort_dummy_18,ref=-1.0)+i(rel_time,cohort_dummy_19,ref=-1.0)+i(rel_time,cohort_dummy_20,ref=-1.0)+i(rel_time,cohort_dummy_21,ref=-1.0)+i(rel_time,cohort_dummy_22,ref=-1.0)+x0+x1+x2+x3+x4+x5+x6+x7+x8+x9+x10+x11+x12+x13+x14+x15+x16+x17+x18+x19+x20+x21+x22+x23+x24+x25+x26+x27+x28+x29+x30+x31+x32+x33+x34+x35+x36+x37+x38+x39+x40+x41+x42+x43+x44+x45+x46+x47+x48+x49+x50+x51+x52+x53+x54+x55+x56+x57+x58+x59+x60+x61+x62+x63+x64+x65+x66+x67+x68+x69+x70+x71+x72+x73+x74+x75+x76+x77+x78+x79+x80+x81+x82+x83+x84+x85+x86+x87+x88+x89+x90+x91+x92+x93+x94+x95+x96+x97+x98+x99+x100+x101+x102+x103+x104+x105+x106+x107+x108+x109+x110+x111+x112+x113+x114+x115+x116+x117+x118+x119+x120+x121+x122+x123+x124+x125+x126+x127+x128+x129+x130+x131+x132+x133+x134+x135+x136+x137+x138+x139+x140+x141+x142+x143+x144+x145+x146+x147+x148+x149+x150+x151+x152+x153+x154+x155+x156+x157+x158+x159+x160+x161+x162+x163+x164+x165+x166+x167+x168+x169+x170+x171+x172+x173+x174+x175+x176+x177+x178+x179+x180+x181+x182+x183+x184+x185+x186+x187+x188+x189+x190+x191+x192+x193+x194+x195+x196+x197+x198+x199+x200+x201+x202+x203+x204+x205+x206+x207+x208+x209+x210+x211+x212+x213+x214+x215+x216+x217+x218+x219+x220+x221+x222+x223+x224+x225+x226+x227+x228+x229+x230+x231+x232+x233+x234+x235+x236+x237+x238+x239+x240+x241+x242+x243+x244+x245+x246+x247+x248+x249+x250+x251+x252+x253+x254+x255+x256+x257+x258+x259+x260+x261+x262+x263+x264+x265+x266+x267+x268+x269+x270+x271+x272+x273+x274+x275+x276+x277+x278+x279+x280+x281+x282+x283+x284+x285+x286+x287+x288+x289+x290+x291+x292+x293+x294+x295+x296+x297+x298+x299+x300+x301+x302+x303+x304+x305+x306+x307+x308+x309+x310+x311+x312+x313+x314+x315+x316+x317+x318+x319+x320+x321+x322+x323+x324+x325+x326+x327+x328+x329+x330+x331+x332+x333+x334+x335+x336+x337+x338+x339+x340+x341+x342+x343+x344+x345+x346+x347+x348+x349+x350+x351+x352+x353+x354+x355+x356+x357+x358+x359+x360+x361+x362+x363+x364+x365+x366+x367+x368+x369+x370+x371+x372+x373+x374+x375+x376+x377|unit_fe+time_fe",
        "restriction_names": [
          "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_4",
          "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_4",
          "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_4",
          "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_4",
          "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_4",
          "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_4",
          "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_4",
          "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_4",
          "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_4",
          "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_4",
          "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_4",
          "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_4",
          "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_4",
          "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_4",
          "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_4",
          "C(rel_time, contr.treatment(base=-1.0))[T.16.0]:cohort_dummy_4",
          "C(rel_time, contr.treatment(base=-1.0))[T.17.0]:cohort_dummy_4",
          "C(rel_time, contr.treatment(base=-1.0))[T.18.0]:cohort_dummy_4",
          "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_5",
          "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_5",
          "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_5",
          "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_5",
          "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_5",
          "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_5",
          "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_5",
          "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_5",
          "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_5",
          "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_5",
          "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_5",
          "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_5",
          "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_5",
          "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_5",
          "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_5",
          "C(rel_time, contr.treatment(base=-1.0))[T.16.0]:cohort_dummy_5",
          "C(rel_time, contr.treatment(base=-1.0))[T.17.0]:cohort_dummy_5",
          "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_6",
          "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_6",
          "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_6",
          "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_6",
          "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_6",
          "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_6",
          "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_6",
          "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_6",
          "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_6",
          "C(rel_time, contr.treatment(base=-1.0))[T.10.0]:cohort_dummy_6",
          "C(rel_time, contr.treatment(base=-1.0))[T.11.0]:cohort_dummy_6",
          "C(rel_time, contr.treatment(base=-1.0))[T.12.0]:cohort_dummy_6",
          "C(rel_time, contr.treatment(base=-1.0))[T.13.0]:cohort_dummy_6",
          "C(rel_time, contr.treatment(base=-1.0))[T.14.0]:cohort_dummy_6",
          "C(rel_time, contr.treatment(base=-1.0))[T.15.0]:cohort_dummy_6",
          "C(rel_time, contr.treatment(base=-1.0))[T.16.0]:cohort_dummy_6",
          "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_7",
          "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_7",
          "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_7",
          "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_7",
          "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_7",
          "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_7",
          "C(rel_time, contr.treatment(base=-1.0))[T.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.15.0]: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.14.0]: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.13.0]: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.12.0]: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.11.0]: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.10.0]: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.9.0]: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.8.0]: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.7.0]: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.6.0]:cohort_dummy_16",
          "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_17",
          "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_17",
          "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_17",
          "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_17",
          "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_17",
          "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_18",
          "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_18",
          "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_18",
          "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_18",
          "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",
          "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_19",
          "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_20",
          "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_20",
          "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_21"
        ],
        "deviations": [
          {
            "event_time": -3.0,
            "cohort": 4,
            "estimate": -0.26332969737901857
          },
          {
            "event_time": -2.0,
            "cohort": 4,
            "estimate": -0.5503686079067756
          },
          {
            "event_time": 0.0,
            "cohort": 4,
            "estimate": -0.07582508698989511
          },
          {
            "event_time": 1.0,
            "cohort": 4,
            "estimate": 0.14442140945553297
          },
          {
            "event_time": 2.0,
            "cohort": 4,
            "estimate": 0.10777969066537728
          },
          {
            "event_time": 3.0,
            "cohort": 4,
            "estimate": 0.03558141795681894
          },
          {
            "event_time": 4.0,
            "cohort": 4,
            "estimate": 0.047131129781135435
          },
          {
            "event_time": 5.0,
            "cohort": 4,
            "estimate": 0.05205665110791223
          },
          {
            "event_time": 6.0,
            "cohort": 4,
            "estimate": -0.007898984752440722
          },
          {
            "event_time": 7.0,
            "cohort": 4,
            "estimate": -0.08069551983946156
          },
          {
            "event_time": 8.0,
            "cohort": 4,
            "estimate": 0.09114554256516445
          },
          {
            "event_time": 9.0,
            "cohort": 4,
            "estimate": 3.117714374977366
          },
          {
            "event_time": 10.0,
            "cohort": 4,
            "estimate": 0.11942853905411017
          },
          {
            "event_time": 11.0,
            "cohort": 4,
            "estimate": 3.262508563741181
          },
          {
            "event_time": 12.0,
            "cohort": 4,
            "estimate": 3.3082080597126278
          },
          {
            "event_time": 13.0,
            "cohort": 4,
            "estimate": 2.9394708972280856
          },
          {
            "event_time": 14.0,
            "cohort": 4,
            "estimate": 2.869798838466933
          },
          {
            "event_time": 15.0,
            "cohort": 4,
            "estimate": 2.9038803477115067
          },
          {
            "event_time": 16.0,
            "cohort": 4,
            "estimate": 2.4291054254665383
          },
          {
            "event_time": 17.0,
            "cohort": 4,
            "estimate": 2.817760901830072
          },
          {
            "event_time": 18.0,
            "cohort": 4,
            "estimate": 2.359534311955941
          },
          {
            "event_time": -4.0,
            "cohort": 5,
            "estimate": -0.40622041713937806
          },
          {
            "event_time": -3.0,
            "cohort": 5,
            "estimate": -0.24267769445345272
          },
          {
            "event_time": -2.0,
            "cohort": 5,
            "estimate": -0.4992162438173361
          },
          {
            "event_time": 0.0,
            "cohort": 5,
            "estimate": -0.06590854960866357
          },
          {
            "event_time": 1.0,
            "cohort": 5,
            "estimate": 0.1354951356793145
          },
          {
            "event_time": 2.0,
            "cohort": 5,
            "estimate": 0.14894689059615296
          },
          {
            "event_time": 3.0,
            "cohort": 5,
            "estimate": 0.023354852650961974
          },
          {
            "event_time": 4.0,
            "cohort": 5,
            "estimate": 0.023976012362798234
          },
          {
            "event_time": 5.0,
            "cohort": 5,
            "estimate": 0.09187993319919253
          },
          {
            "event_time": 6.0,
            "cohort": 5,
            "estimate": 0.028183670811873764
          },
          {
            "event_time": 7.0,
            "cohort": 5,
            "estimate": -0.14681164951325967
          },
          {
            "event_time": 8.0,
            "cohort": 5,
            "estimate": 0.0711941123388802
          },
          {
            "event_time": 9.0,
            "cohort": 5,
            "estimate": 0.034919522475461484
          },
          {
            "event_time": 10.0,
            "cohort": 5,
            "estimate": 0.0609868469813279
          },
          {
            "event_time": 11.0,
            "cohort": 5,
            "estimate": -0.07259700149006869
          },
          {
            "event_time": 12.0,
            "cohort": 5,
            "estimate": -0.09736492538041047
          },
          {
            "event_time": 13.0,
            "cohort": 5,
            "estimate": -0.10584790256714523
          },
          {
            "event_time": 14.0,
            "cohort": 5,
            "estimate": -0.0032911699554991625
          },
          {
            "event_time": 15.0,
            "cohort": 5,
            "estimate": -0.18236636028515868
          },
          {
            "event_time": 16.0,
            "cohort": 5,
            "estimate": 0.6406411271238414
          },
          {
            "event_time": 17.0,
            "cohort": 5,
            "estimate": 0.6713137004334343
          },
          {
            "event_time": -5.0,
            "cohort": 6,
            "estimate": -0.3808650123777196
          },
          {
            "event_time": -4.0,
            "cohort": 6,
            "estimate": -1.0535352451224842
          },
          {
            "event_time": -3.0,
            "cohort": 6,
            "estimate": -0.9080672613314249
          },
          {
            "event_time": -2.0,
            "cohort": 6,
            "estimate": -1.1814014831697297
          },
          {
            "event_time": 0.0,
            "cohort": 6,
            "estimate": -0.6979744221195678
          },
          {
            "event_time": 1.0,
            "cohort": 6,
            "estimate": 0.17412183469911813
          },
          {
            "event_time": 2.0,
            "cohort": 6,
            "estimate": 0.10136956345166653
          },
          {
            "event_time": 3.0,
            "cohort": 6,
            "estimate": -0.5300794068290738
          },
          {
            "event_time": 4.0,
            "cohort": 6,
            "estimate": 0.0034490890662419987
          },
          {
            "event_time": 5.0,
            "cohort": 6,
            "estimate": -0.0030388852840508357
          },
          {
            "event_time": 6.0,
            "cohort": 6,
            "estimate": -0.009635857555581127
          },
          {
            "event_time": 7.0,
            "cohort": 6,
            "estimate": -0.14792800756852104
          },
          {
            "event_time": 8.0,
            "cohort": 6,
            "estimate": 0.04500638083422225
          },
          {
            "event_time": 9.0,
            "cohort": 6,
            "estimate": 0.003945669854752752
          },
          {
            "event_time": 10.0,
            "cohort": 6,
            "estimate": -0.2773483720297281
          },
          {
            "event_time": 11.0,
            "cohort": 6,
            "estimate": -0.19054046885973114
          },
          {
            "event_time": 12.0,
            "cohort": 6,
            "estimate": 0.11018387522382875
          },
          {
            "event_time": 13.0,
            "cohort": 6,
            "estimate": 0.11976236854417374
          },
          {
            "event_time": 14.0,
            "cohort": 6,
            "estimate": 0.11199356592380932
          },
          {
            "event_time": 15.0,
            "cohort": 6,
            "estimate": -0.13224265826693893
          },
          {
            "event_time": 16.0,
            "cohort": 6,
            "estimate": -0.026989603745892245
          },
          {
            "event_time": -6.0,
            "cohort": 7,
            "estimate": 0.12353090984426875
          },
          {
            "event_time": -5.0,
            "cohort": 7,
            "estimate": -0.13374881738116956
          },
          {
            "event_time": -4.0,
            "cohort": 7,
            "estimate": -0.2411724593668745
          },
          {
            "event_time": -3.0,
            "cohort": 7,
            "estimate": -0.05449011779448052
          },
          {
            "event_time": -2.0,
            "cohort": 7,
            "estimate": -0.5251266616475764
          },
          {
            "event_time": 0.0,
            "cohort": 7,
            "estimate": 0.04476853567855265
          },
          {
            "event_time": 1.0,
            "cohort": 7,
            "estimate": 0.18912406370746287
          },
          {
            "event_time": 2.0,
            "cohort": 7,
            "estimate": 0.25125751508556154
          },
          {
            "event_time": 3.0,
            "cohort": 7,
            "estimate": 0.25687967105984716
          },
          {
            "event_time": 4.0,
            "cohort": 7,
            "estimate": 0.17434090311332248
          },
          {
            "event_time": 5.0,
            "cohort": 7,
            "estimate": 0.09950651559514173
          },
          {
            "event_time": 6.0,
            "cohort": 7,
            "estimate": 0.11030933760637983
          },
          {
            "event_time": 7.0,
            "cohort": 7,
            "estimate": -0.012560607753644468
          },
          {
            "event_time": 8.0,
            "cohort": 7,
            "estimate": 0.10174835242757953
          },
          {
            "event_time": 9.0,
            "cohort": 7,
            "estimate": 0.13499348891235968
          },
          {
            "event_time": 10.0,
            "cohort": 7,
            "estimate": 0.05508187749443245
          },
          {
            "event_time": 11.0,
            "cohort": 7,
            "estimate": 0.01868860082821913
          },
          {
            "event_time": 12.0,
            "cohort": 7,
            "estimate": 0.1423496381868484
          },
          {
            "event_time": 13.0,
            "cohort": 7,
            "estimate": -0.10249700416305732
          },
          {
            "event_time": 14.0,
            "cohort": 7,
            "estimate": -0.27105761796220124
          },
          {
            "event_time": 15.0,
            "cohort": 7,
            "estimate": -0.21121641950330344
          },
          {
            "event_time": -7.0,
            "cohort": 8,
            "estimate": -0.3912316276488045
          },
          {
            "event_time": -6.0,
            "cohort": 8,
            "estimate": -0.316032795638429
          },
          {
            "event_time": -5.0,
            "cohort": 8,
            "estimate": -0.4932253785664342
          },
          {
            "event_time": -4.0,
            "cohort": 8,
            "estimate": -0.592028601797636
          },
          {
            "event_time": -3.0,
            "cohort": 8,
            "estimate": -0.15230642648014142
          },
          {
            "event_time": -2.0,
            "cohort": 8,
            "estimate": -0.4641154694981493
          },
          {
            "event_time": 0.0,
            "cohort": 8,
            "estimate": -0.07505494175017417
          },
          {
            "event_time": 1.0,
            "cohort": 8,
            "estimate": -0.031357061396450364
          },
          {
            "event_time": 2.0,
            "cohort": 8,
            "estimate": 0.07657202411151744
          },
          {
            "event_time": 3.0,
            "cohort": 8,
            "estimate": 0.10785988445414191
          },
          {
            "event_time": 4.0,
            "cohort": 8,
            "estimate": -0.016668360612121066
          },
          {
            "event_time": 5.0,
            "cohort": 8,
            "estimate": -0.03224745070873085
          },
          {
            "event_time": 6.0,
            "cohort": 8,
            "estimate": -0.047287080650914914
          },
          {
            "event_time": 7.0,
            "cohort": 8,
            "estimate": -0.13254230652897148
          },
          {
            "event_time": 8.0,
            "cohort": 8,
            "estimate": -0.017526980910821718
          },
          {
            "event_time": 9.0,
            "cohort": 8,
            "estimate": -0.020171687607625503
          },
          {
            "event_time": 10.0,
            "cohort": 8,
            "estimate": 0.027863846434275707
          },
          {
            "event_time": 11.0,
            "cohort": 8,
            "estimate": -0.17174497885202894
          },
          {
            "event_time": 12.0,
            "cohort": 8,
            "estimate": 0.13436918402535608
          },
          {
            "event_time": 13.0,
            "cohort": 8,
            "estimate": 0.0351620232759105
          },
          {
            "event_time": 14.0,
            "cohort": 8,
            "estimate": -0.1817401157180851
          },
          {
            "event_time": -8.0,
            "cohort": 9,
            "estimate": 0.29417253448059977
          },
          {
            "event_time": -7.0,
            "cohort": 9,
            "estimate": -0.32327821778031135
          },
          {
            "event_time": -6.0,
            "cohort": 9,
            "estimate": -0.19927591497166924
          },
          {
            "event_time": -5.0,
            "cohort": 9,
            "estimate": -0.3605930933012618
          },
          {
            "event_time": -4.0,
            "cohort": 9,
            "estimate": -0.42138784976780164
          },
          {
            "event_time": -3.0,
            "cohort": 9,
            "estimate": -0.26385779722366204
          },
          {
            "event_time": -2.0,
            "cohort": 9,
            "estimate": -0.4906402614791463
          },
          {
            "event_time": 0.0,
            "cohort": 9,
            "estimate": -0.012305652739927552
          },
          {
            "event_time": 1.0,
            "cohort": 9,
            "estimate": 0.14066137900935502
          },
          {
            "event_time": 2.0,
            "cohort": 9,
            "estimate": 0.1677422151680364
          },
          {
            "event_time": 3.0,
            "cohort": 9,
            "estimate": 0.16779573859475397
          },
          {
            "event_time": 4.0,
            "cohort": 9,
            "estimate": 0.04046561408253251
          },
          {
            "event_time": 5.0,
            "cohort": 9,
            "estimate": 0.044630043030275575
          },
          {
            "event_time": 6.0,
            "cohort": 9,
            "estimate": 0.07899311248540357
          },
          {
            "event_time": 7.0,
            "cohort": 9,
            "estimate": -0.19864192629183727
          },
          {
            "event_time": 8.0,
            "cohort": 9,
            "estimate": 0.20589507041568528
          },
          {
            "event_time": 9.0,
            "cohort": 9,
            "estimate": 0.15987792149269167
          },
          {
            "event_time": 10.0,
            "cohort": 9,
            "estimate": 0.11424925003602386
          },
          {
            "event_time": 11.0,
            "cohort": 9,
            "estimate": -0.03417338885138119
          },
          {
            "event_time": 12.0,
            "cohort": 9,
            "estimate": -0.014877547740785941
          },
          {
            "event_time": 13.0,
            "cohort": 9,
            "estimate": 0.020749800332762514
          },
          {
            "event_time": -9.0,
            "cohort": 10,
            "estimate": 0.25644099319044794
          },
          {
            "event_time": -8.0,
            "cohort": 10,
            "estimate": 0.3603318040280445
          },
          {
            "event_time": -7.0,
            "cohort": 10,
            "estimate": -0.17633547122486148
          },
          {
            "event_time": -6.0,
            "cohort": 10,
            "estimate": 0.33979249940003015
          },
          {
            "event_time": -5.0,
            "cohort": 10,
            "estimate": 0.11537606364640882
          },
          {
            "event_time": -4.0,
            "cohort": 10,
            "estimate": -0.01900438264660543
          },
          {
            "event_time": -3.0,
            "cohort": 10,
            "estimate": 0.2302160823273438
          },
          {
            "event_time": -2.0,
            "cohort": 10,
            "estimate": -0.5445521495917286
          },
          {
            "event_time": 0.0,
            "cohort": 10,
            "estimate": -0.0718959896912008
          },
          {
            "event_time": 1.0,
            "cohort": 10,
            "estimate": 0.22014783872886204
          },
          {
            "event_time": 2.0,
            "cohort": 10,
            "estimate": 0.5732008923826702
          },
          {
            "event_time": 3.0,
            "cohort": 10,
            "estimate": 0.4662084445422789
          },
          {
            "event_time": 4.0,
            "cohort": 10,
            "estimate": 0.46870659808979726
          },
          {
            "event_time": 5.0,
            "cohort": 10,
            "estimate": 0.4581527896322935
          },
          {
            "event_time": 6.0,
            "cohort": 10,
            "estimate": 0.2973330551045244
          },
          {
            "event_time": 7.0,
            "cohort": 10,
            "estimate": 0.22063644614380012
          },
          {
            "event_time": 8.0,
            "cohort": 10,
            "estimate": 0.5553077820665276
          },
          {
            "event_time": 9.0,
            "cohort": 10,
            "estimate": 0.8535026642255101
          },
          {
            "event_time": 10.0,
            "cohort": 10,
            "estimate": 0.7803589923491232
          },
          {
            "event_time": 11.0,
            "cohort": 10,
            "estimate": 0.5775952320133524
          },
          {
            "event_time": 12.0,
            "cohort": 10,
            "estimate": 0.32696697242196826
          },
          {
            "event_time": -10.0,
            "cohort": 11,
            "estimate": -2.384834938500687
          },
          {
            "event_time": -9.0,
            "cohort": 11,
            "estimate": -2.592350883049547
          },
          {
            "event_time": -8.0,
            "cohort": 11,
            "estimate": -2.4503548976197926
          },
          {
            "event_time": -7.0,
            "cohort": 11,
            "estimate": -3.0361986744701563
          },
          {
            "event_time": -6.0,
            "cohort": 11,
            "estimate": -2.9786611958403477
          },
          {
            "event_time": -5.0,
            "cohort": 11,
            "estimate": -0.09552187429882233
          },
          {
            "event_time": -4.0,
            "cohort": 11,
            "estimate": 0.020382294735501134
          },
          {
            "event_time": -3.0,
            "cohort": 11,
            "estimate": -3.0498562636779982
          },
          {
            "event_time": -2.0,
            "cohort": 11,
            "estimate": -3.441373418434092
          },
          {
            "event_time": 0.0,
            "cohort": 11,
            "estimate": -2.87599081285678
          },
          {
            "event_time": 1.0,
            "cohort": 11,
            "estimate": -2.534595612316542
          },
          {
            "event_time": 2.0,
            "cohort": 11,
            "estimate": 0.3713636771634958
          },
          {
            "event_time": 3.0,
            "cohort": 11,
            "estimate": -2.6557056378161583
          },
          {
            "event_time": 4.0,
            "cohort": 11,
            "estimate": -2.697276502108314
          },
          {
            "event_time": 5.0,
            "cohort": 11,
            "estimate": -2.8067120931396805
          },
          {
            "event_time": 6.0,
            "cohort": 11,
            "estimate": -2.6637895837756504
          },
          {
            "event_time": 7.0,
            "cohort": 11,
            "estimate": -2.7319310014532485
          },
          {
            "event_time": 8.0,
            "cohort": 11,
            "estimate": -2.6719049098613947
          },
          {
            "event_time": 9.0,
            "cohort": 11,
            "estimate": -2.768261872448031
          },
          {
            "event_time": 10.0,
            "cohort": 11,
            "estimate": -2.8718801947993713
          },
          {
            "event_time": 11.0,
            "cohort": 11,
            "estimate": -3.1589564140115494
          },
          {
            "event_time": -11.0,
            "cohort": 12,
            "estimate": 0.4108280102197338
          },
          {
            "event_time": -10.0,
            "cohort": 12,
            "estimate": 0.34751081869403894
          },
          {
            "event_time": -9.0,
            "cohort": 12,
            "estimate": 0.2535777080462603
          },
          {
            "event_time": -8.0,
            "cohort": 12,
            "estimate": 0.2749510216102831
          },
          {
            "event_time": -7.0,
            "cohort": 12,
            "estimate": -0.25775412410365933
          },
          {
            "event_time": -6.0,
            "cohort": 12,
            "estimate": -0.16531019235646113
          },
          {
            "event_time": -5.0,
            "cohort": 12,
            "estimate": -0.2697369732166043
          },
          {
            "event_time": -4.0,
            "cohort": 12,
            "estimate": -0.387094087823317
          },
          {
            "event_time": -3.0,
            "cohort": 12,
            "estimate": -0.21900038392394944
          },
          {
            "event_time": -2.0,
            "cohort": 12,
            "estimate": -0.5338630544473617
          },
          {
            "event_time": 0.0,
            "cohort": 12,
            "estimate": -0.03545130568267788
          },
          {
            "event_time": 1.0,
            "cohort": 12,
            "estimate": 0.15780813458182755
          },
          {
            "event_time": 2.0,
            "cohort": 12,
            "estimate": 0.1479347986331191
          },
          {
            "event_time": 3.0,
            "cohort": 12,
            "estimate": 0.08597600300371734
          },
          {
            "event_time": 4.0,
            "cohort": 12,
            "estimate": -0.07543777757061856
          },
          {
            "event_time": 5.0,
            "cohort": 12,
            "estimate": -0.009570627955986774
          },
          {
            "event_time": 6.0,
            "cohort": 12,
            "estimate": 0.35110201008401526
          },
          {
            "event_time": 7.0,
            "cohort": 12,
            "estimate": -0.2233134538798844
          },
          {
            "event_time": 8.0,
            "cohort": 12,
            "estimate": 0.36045859067591646
          },
          {
            "event_time": 9.0,
            "cohort": 12,
            "estimate": 0.3420697564189107
          },
          {
            "event_time": 10.0,
            "cohort": 12,
            "estimate": 0.29443590019856924
          },
          {
            "event_time": -12.0,
            "cohort": 13,
            "estimate": 0.005280788242326653
          },
          {
            "event_time": -11.0,
            "cohort": 13,
            "estimate": 0.04091479630886155
          },
          {
            "event_time": -10.0,
            "cohort": 13,
            "estimate": 0.08539950300666932
          },
          {
            "event_time": -9.0,
            "cohort": 13,
            "estimate": -0.04027360261242327
          },
          {
            "event_time": -8.0,
            "cohort": 13,
            "estimate": 0.03534798806570606
          },
          {
            "event_time": -7.0,
            "cohort": 13,
            "estimate": -0.5786495767453775
          },
          {
            "event_time": -6.0,
            "cohort": 13,
            "estimate": -0.3678897841072942
          },
          {
            "event_time": -5.0,
            "cohort": 13,
            "estimate": -0.5898248790449782
          },
          {
            "event_time": -4.0,
            "cohort": 13,
            "estimate": -0.6166394219864286
          },
          {
            "event_time": -3.0,
            "cohort": 13,
            "estimate": -0.43958478549085517
          },
          {
            "event_time": -2.0,
            "cohort": 13,
            "estimate": -0.6421027621192535
          },
          {
            "event_time": 0.0,
            "cohort": 13,
            "estimate": -0.2704812523162216
          },
          {
            "event_time": 1.0,
            "cohort": 13,
            "estimate": 0.057737116366416985
          },
          {
            "event_time": 2.0,
            "cohort": 13,
            "estimate": -0.018044895517479315
          },
          {
            "event_time": 3.0,
            "cohort": 13,
            "estimate": -0.20206048370401608
          },
          {
            "event_time": 4.0,
            "cohort": 13,
            "estimate": -0.16698351191701785
          },
          {
            "event_time": 5.0,
            "cohort": 13,
            "estimate": -0.049350178126836744
          },
          {
            "event_time": 6.0,
            "cohort": 13,
            "estimate": -0.16218766067555856
          },
          {
            "event_time": 7.0,
            "cohort": 13,
            "estimate": -0.10764042905642844
          },
          {
            "event_time": 8.0,
            "cohort": 13,
            "estimate": -0.09829110150871326
          },
          {
            "event_time": 9.0,
            "cohort": 13,
            "estimate": -0.00650317264716211
          },
          {
            "event_time": -13.0,
            "cohort": 14,
            "estimate": 0.5649110558117856
          },
          {
            "event_time": -12.0,
            "cohort": 14,
            "estimate": 0.44255953297571754
          },
          {
            "event_time": -11.0,
            "cohort": 14,
            "estimate": 0.4385546953448034
          },
          {
            "event_time": -10.0,
            "cohort": 14,
            "estimate": 0.42132089122003485
          },
          {
            "event_time": -9.0,
            "cohort": 14,
            "estimate": 0.2596049638398584
          },
          {
            "event_time": -8.0,
            "cohort": 14,
            "estimate": 0.37281228060903965
          },
          {
            "event_time": -7.0,
            "cohort": 14,
            "estimate": -0.23745944018103815
          },
          {
            "event_time": -6.0,
            "cohort": 14,
            "estimate": -0.18090294140195326
          },
          {
            "event_time": -5.0,
            "cohort": 14,
            "estimate": -0.25926471923641325
          },
          {
            "event_time": -4.0,
            "cohort": 14,
            "estimate": -0.3904608293086623
          },
          {
            "event_time": -3.0,
            "cohort": 14,
            "estimate": -0.2628061658155945
          },
          {
            "event_time": -2.0,
            "cohort": 14,
            "estimate": -0.5355475348063035
          },
          {
            "event_time": 0.0,
            "cohort": 14,
            "estimate": 0.18468454079017133
          },
          {
            "event_time": 1.0,
            "cohort": 14,
            "estimate": 0.41717018927681276
          },
          {
            "event_time": 2.0,
            "cohort": 14,
            "estimate": 0.23977986160912657
          },
          {
            "event_time": 3.0,
            "cohort": 14,
            "estimate": -0.0010355836469169346
          },
          {
            "event_time": 4.0,
            "cohort": 14,
            "estimate": 0.05912275427993405
          },
          {
            "event_time": 5.0,
            "cohort": 14,
            "estimate": -0.013303307288651842
          },
          {
            "event_time": 6.0,
            "cohort": 14,
            "estimate": 0.07186941944478344
          },
          {
            "event_time": 7.0,
            "cohort": 14,
            "estimate": -0.20836315799100938
          },
          {
            "event_time": 8.0,
            "cohort": 14,
            "estimate": 0.06608405413005955
          },
          {
            "event_time": -14.0,
            "cohort": 15,
            "estimate": 0.3035732400789534
          },
          {
            "event_time": -13.0,
            "cohort": 15,
            "estimate": 0.6421099510210073
          },
          {
            "event_time": -12.0,
            "cohort": 15,
            "estimate": 0.46243334984297707
          },
          {
            "event_time": -11.0,
            "cohort": 15,
            "estimate": 0.4958054499685204
          },
          {
            "event_time": -10.0,
            "cohort": 15,
            "estimate": 0.4471040351173174
          },
          {
            "event_time": -9.0,
            "cohort": 15,
            "estimate": 0.26162280396334947
          },
          {
            "event_time": -8.0,
            "cohort": 15,
            "estimate": 0.44223379910643656
          },
          {
            "event_time": -7.0,
            "cohort": 15,
            "estimate": -0.27238736210249365
          },
          {
            "event_time": -6.0,
            "cohort": 15,
            "estimate": -0.16176443070926413
          },
          {
            "event_time": -5.0,
            "cohort": 15,
            "estimate": -0.30253940230859416
          },
          {
            "event_time": -4.0,
            "cohort": 15,
            "estimate": -0.3939021906101642
          },
          {
            "event_time": -3.0,
            "cohort": 15,
            "estimate": -0.15527924096954815
          },
          {
            "event_time": -2.0,
            "cohort": 15,
            "estimate": -0.5290353324503313
          },
          {
            "event_time": 0.0,
            "cohort": 15,
            "estimate": -0.06853776191014749
          },
          {
            "event_time": 1.0,
            "cohort": 15,
            "estimate": 0.15795365406426687
          },
          {
            "event_time": 2.0,
            "cohort": 15,
            "estimate": 0.10509481135337545
          },
          {
            "event_time": 3.0,
            "cohort": 15,
            "estimate": 0.14153611508358044
          },
          {
            "event_time": 4.0,
            "cohort": 15,
            "estimate": 0.02824166167648561
          },
          {
            "event_time": 5.0,
            "cohort": 15,
            "estimate": 0.07135364874000642
          },
          {
            "event_time": 6.0,
            "cohort": 15,
            "estimate": -0.10559335098471873
          },
          {
            "event_time": 7.0,
            "cohort": 15,
            "estimate": -0.12207513138626061
          },
          {
            "event_time": -15.0,
            "cohort": 16,
            "estimate": 0.24195361603016458
          },
          {
            "event_time": -14.0,
            "cohort": 16,
            "estimate": 0.33372699296460884
          },
          {
            "event_time": -13.0,
            "cohort": 16,
            "estimate": 0.32041875101564593
          },
          {
            "event_time": -12.0,
            "cohort": 16,
            "estimate": 0.38770438593668477
          },
          {
            "event_time": -11.0,
            "cohort": 16,
            "estimate": 0.36174621001795065
          },
          {
            "event_time": -10.0,
            "cohort": 16,
            "estimate": 0.34613317270950983
          },
          {
            "event_time": -9.0,
            "cohort": 16,
            "estimate": 0.24892340545378044
          },
          {
            "event_time": -8.0,
            "cohort": 16,
            "estimate": 0.32824816069381696
          },
          {
            "event_time": -7.0,
            "cohort": 16,
            "estimate": -0.2797102794150775
          },
          {
            "event_time": -6.0,
            "cohort": 16,
            "estimate": -0.1519962765620863
          },
          {
            "event_time": -5.0,
            "cohort": 16,
            "estimate": -0.32628609959989197
          },
          {
            "event_time": -4.0,
            "cohort": 16,
            "estimate": -0.39910049477310183
          },
          {
            "event_time": -3.0,
            "cohort": 16,
            "estimate": -0.17809212361549215
          },
          {
            "event_time": -2.0,
            "cohort": 16,
            "estimate": -0.5272620426111106
          },
          {
            "event_time": 0.0,
            "cohort": 16,
            "estimate": -0.07164454078613064
          },
          {
            "event_time": 1.0,
            "cohort": 16,
            "estimate": 0.19507691371127697
          },
          {
            "event_time": 2.0,
            "cohort": 16,
            "estimate": 0.19701293898319627
          },
          {
            "event_time": 3.0,
            "cohort": 16,
            "estimate": 0.32461306994828637
          },
          {
            "event_time": 4.0,
            "cohort": 16,
            "estimate": 0.30265452888851685
          },
          {
            "event_time": 5.0,
            "cohort": 16,
            "estimate": 0.27828689675224416
          },
          {
            "event_time": 6.0,
            "cohort": 16,
            "estimate": 0.29294804425753884
          },
          {
            "event_time": -16.0,
            "cohort": 17,
            "estimate": 0.2160424582843592
          },
          {
            "event_time": -15.0,
            "cohort": 17,
            "estimate": 0.19362808460064057
          },
          {
            "event_time": -14.0,
            "cohort": 17,
            "estimate": 0.20778845680267033
          },
          {
            "event_time": -13.0,
            "cohort": 17,
            "estimate": 0.06798178081754051
          },
          {
            "event_time": -12.0,
            "cohort": 17,
            "estimate": 0.16435850863922385
          },
          {
            "event_time": -11.0,
            "cohort": 17,
            "estimate": 0.2499047036381739
          },
          {
            "event_time": -10.0,
            "cohort": 17,
            "estimate": 0.24105352247983244
          },
          {
            "event_time": -9.0,
            "cohort": 17,
            "estimate": 0.13256814729987815
          },
          {
            "event_time": -8.0,
            "cohort": 17,
            "estimate": 0.1827007347321143
          },
          {
            "event_time": -7.0,
            "cohort": 17,
            "estimate": -0.3461879037650853
          },
          {
            "event_time": -6.0,
            "cohort": 17,
            "estimate": -0.28987866183929
          },
          {
            "event_time": -5.0,
            "cohort": 17,
            "estimate": -0.4816553300301743
          },
          {
            "event_time": -4.0,
            "cohort": 17,
            "estimate": -0.4956909364869912
          },
          {
            "event_time": -3.0,
            "cohort": 17,
            "estimate": -0.3163347990933525
          },
          {
            "event_time": -2.0,
            "cohort": 17,
            "estimate": -0.5816672754238277
          },
          {
            "event_time": 0.0,
            "cohort": 17,
            "estimate": 0.4788154904504687
          },
          {
            "event_time": 1.0,
            "cohort": 17,
            "estimate": 0.723362939334501
          },
          {
            "event_time": 2.0,
            "cohort": 17,
            "estimate": 0.6106436197638401
          },
          {
            "event_time": 3.0,
            "cohort": 17,
            "estimate": 0.45611790873082053
          },
          {
            "event_time": 4.0,
            "cohort": 17,
            "estimate": 0.45366475628066205
          },
          {
            "event_time": 5.0,
            "cohort": 17,
            "estimate": 0.3122038178554819
          },
          {
            "event_time": -17.0,
            "cohort": 18,
            "estimate": 0.058956268651974925
          },
          {
            "event_time": -16.0,
            "cohort": 18,
            "estimate": -0.021454591473222692
          },
          {
            "event_time": -15.0,
            "cohort": 18,
            "estimate": -0.03643387559585326
          },
          {
            "event_time": -14.0,
            "cohort": 18,
            "estimate": -0.0035656301174948196
          },
          {
            "event_time": -13.0,
            "cohort": 18,
            "estimate": -0.15442620973268967
          },
          {
            "event_time": -12.0,
            "cohort": 18,
            "estimate": -0.003958128393963711
          },
          {
            "event_time": -11.0,
            "cohort": 18,
            "estimate": 0.024780983034092673
          },
          {
            "event_time": -10.0,
            "cohort": 18,
            "estimate": 0.0012679335469473856
          },
          {
            "event_time": -9.0,
            "cohort": 18,
            "estimate": -0.1402074287503851
          },
          {
            "event_time": -8.0,
            "cohort": 18,
            "estimate": 0.021061353815962396
          },
          {
            "event_time": -7.0,
            "cohort": 18,
            "estimate": -0.6482537191492218
          },
          {
            "event_time": -6.0,
            "cohort": 18,
            "estimate": -0.6408160303439222
          },
          {
            "event_time": -5.0,
            "cohort": 18,
            "estimate": -0.7448549965735433
          },
          {
            "event_time": -4.0,
            "cohort": 18,
            "estimate": -0.7530743979789768
          },
          {
            "event_time": -3.0,
            "cohort": 18,
            "estimate": -0.6215599790521112
          },
          {
            "event_time": -2.0,
            "cohort": 18,
            "estimate": -0.3589044619062272
          },
          {
            "event_time": 0.0,
            "cohort": 18,
            "estimate": 0.034837637619576145
          },
          {
            "event_time": 1.0,
            "cohort": 18,
            "estimate": 0.2606883150853813
          },
          {
            "event_time": 2.0,
            "cohort": 18,
            "estimate": 0.15272341944094667
          },
          {
            "event_time": 3.0,
            "cohort": 18,
            "estimate": 0.17730474031345458
          },
          {
            "event_time": 4.0,
            "cohort": 18,
            "estimate": 0.011309951496833295
          },
          {
            "event_time": -18.0,
            "cohort": 19,
            "estimate": 0.5584331236901625
          },
          {
            "event_time": -17.0,
            "cohort": 19,
            "estimate": 0.6458610781593564
          },
          {
            "event_time": -16.0,
            "cohort": 19,
            "estimate": 0.6562191144557787
          },
          {
            "event_time": -15.0,
            "cohort": 19,
            "estimate": 0.6093848261983659
          },
          {
            "event_time": -14.0,
            "cohort": 19,
            "estimate": 0.6692820084284716
          },
          {
            "event_time": -13.0,
            "cohort": 19,
            "estimate": 0.6207692069503912
          },
          {
            "event_time": -12.0,
            "cohort": 19,
            "estimate": 0.7474307287345615
          },
          {
            "event_time": -11.0,
            "cohort": 19,
            "estimate": 0.7419065980691906
          },
          {
            "event_time": -10.0,
            "cohort": 19,
            "estimate": 0.7124502549407516
          },
          {
            "event_time": -9.0,
            "cohort": 19,
            "estimate": 0.6176489256019353
          },
          {
            "event_time": -8.0,
            "cohort": 19,
            "estimate": 0.700161137617404
          },
          {
            "event_time": -7.0,
            "cohort": 19,
            "estimate": 0.11513629933873558
          },
          {
            "event_time": -6.0,
            "cohort": 19,
            "estimate": 0.196637068851836
          },
          {
            "event_time": -5.0,
            "cohort": 19,
            "estimate": 0.12126018782455542
          },
          {
            "event_time": -4.0,
            "cohort": 19,
            "estimate": 0.11935007565569732
          },
          {
            "event_time": -3.0,
            "cohort": 19,
            "estimate": 0.27820115465222733
          },
          {
            "event_time": -2.0,
            "cohort": 19,
            "estimate": -0.4596501693226118
          },
          {
            "event_time": 0.0,
            "cohort": 19,
            "estimate": 0.01606821606877492
          },
          {
            "event_time": 1.0,
            "cohort": 19,
            "estimate": 0.9392970428744443
          },
          {
            "event_time": 2.0,
            "cohort": 19,
            "estimate": 1.1312742701199343
          },
          {
            "event_time": 3.0,
            "cohort": 19,
            "estimate": -0.11469830857746455
          },
          {
            "event_time": -19.0,
            "cohort": 20,
            "estimate": -0.059164429066171004
          },
          {
            "event_time": -18.0,
            "cohort": 20,
            "estimate": -0.14755419005041218
          },
          {
            "event_time": -17.0,
            "cohort": 20,
            "estimate": 0.07411629036585567
          },
          {
            "event_time": -16.0,
            "cohort": 20,
            "estimate": 0.25557873806448894
          },
          {
            "event_time": -15.0,
            "cohort": 20,
            "estimate": -0.05107796229840188
          },
          {
            "event_time": -14.0,
            "cohort": 20,
            "estimate": 0.011233665115210269
          },
          {
            "event_time": -13.0,
            "cohort": 20,
            "estimate": -0.06962642158930918
          },
          {
            "event_time": -12.0,
            "cohort": 20,
            "estimate": -0.24110341518844156
          },
          {
            "event_time": -11.0,
            "cohort": 20,
            "estimate": 0.1144673093296985
          },
          {
            "event_time": -10.0,
            "cohort": 20,
            "estimate": 0.16076019661526353
          },
          {
            "event_time": -9.0,
            "cohort": 20,
            "estimate": -0.14667599215335175
          },
          {
            "event_time": -8.0,
            "cohort": 20,
            "estimate": -0.07351856296411985
          },
          {
            "event_time": -7.0,
            "cohort": 20,
            "estimate": -0.5851925954483181
          },
          {
            "event_time": -6.0,
            "cohort": 20,
            "estimate": -0.3285535078350014
          },
          {
            "event_time": -5.0,
            "cohort": 20,
            "estimate": -0.5492574415028388
          },
          {
            "event_time": -4.0,
            "cohort": 20,
            "estimate": -0.8901840885270201
          },
          {
            "event_time": -3.0,
            "cohort": 20,
            "estimate": -0.6527082993460025
          },
          {
            "event_time": -2.0,
            "cohort": 20,
            "estimate": -0.8907403481259306
          },
          {
            "event_time": 0.0,
            "cohort": 20,
            "estimate": -0.6401002419676404
          },
          {
            "event_time": 1.0,
            "cohort": 20,
            "estimate": 0.0021547237102786075
          },
          {
            "event_time": 2.0,
            "cohort": 20,
            "estimate": -0.36997720294560305
          },
          {
            "event_time": -20.0,
            "cohort": 21,
            "estimate": -0.3101334828337861
          },
          {
            "event_time": -19.0,
            "cohort": 21,
            "estimate": -0.05650999483232225
          },
          {
            "event_time": -18.0,
            "cohort": 21,
            "estimate": 0.16611805747286976
          },
          {
            "event_time": -17.0,
            "cohort": 21,
            "estimate": 0.15962948836849278
          },
          {
            "event_time": -16.0,
            "cohort": 21,
            "estimate": 0.3605112533539022
          },
          {
            "event_time": -15.0,
            "cohort": 21,
            "estimate": 0.3007699284184897
          },
          {
            "event_time": -14.0,
            "cohort": 21,
            "estimate": 0.1589699952475788
          },
          {
            "event_time": -13.0,
            "cohort": 21,
            "estimate": 0.14289674714445486
          },
          {
            "event_time": -12.0,
            "cohort": 21,
            "estimate": 0.47763266525793063
          },
          {
            "event_time": -11.0,
            "cohort": 21,
            "estimate": 0.43675898247216793
          },
          {
            "event_time": -10.0,
            "cohort": 21,
            "estimate": -0.043697497251178316
          },
          {
            "event_time": -9.0,
            "cohort": 21,
            "estimate": -0.018094824097410873
          },
          {
            "event_time": -8.0,
            "cohort": 21,
            "estimate": 0.0932926129874689
          },
          {
            "event_time": -7.0,
            "cohort": 21,
            "estimate": -0.18379891949264746
          },
          {
            "event_time": -6.0,
            "cohort": 21,
            "estimate": -0.3473649961454267
          },
          {
            "event_time": -5.0,
            "cohort": 21,
            "estimate": -0.33175272787976356
          },
          {
            "event_time": -4.0,
            "cohort": 21,
            "estimate": -0.6532614560712042
          },
          {
            "event_time": -3.0,
            "cohort": 21,
            "estimate": -0.31341308576273785
          },
          {
            "event_time": -2.0,
            "cohort": 21,
            "estimate": -0.6891033031664688
          },
          {
            "event_time": 0.0,
            "cohort": 21,
            "estimate": 0.01963755225639953
          },
          {
            "event_time": 1.0,
            "cohort": 21,
            "estimate": 0.10424078395680672
          },
          {
            "event_time": -2.0,
            "cohort": 22,
            "estimate": -0.3948766609554026
          },
          {
            "event_time": 0.0,
            "cohort": 22,
            "estimate": 0.5545248682070644
          }
        ]
      }
    }
  },
  "code_sha256": {
    "replication_engine.py": "836da12e7ca9210de54b65782ae08d98863e1382a1ec9e9b6fa80c3db0494f39",
    "reference_f_test.py": "9cf8f31eeda89784ac1750ea22c35401ae46e24e06279acf938d2d103b78cccf",
    "sparse_did2s.py": "80f31c1a9b71ccb8a6113641ff8ef830af32dbdea8af48d60740c31d4b00b63c",
    "frequency.py": "8f922ae4be2b63ad9b89515d8e665cda4e11a354258b54ef3b820648243642eb",
    "sparse_models.py": "538c06b81a46a104838d662d6e6489d0d2daa7f680fd234049f28c97c87ef555"
  }
}
