{
  "study_id": 17,
  "specification_id": "S17-P001",
  "source_specification_id": "TN-F2-ANNOTATED-SCALAR",
  "role": "active_comparison",
  "published_source_location": "",
  "outcome_label": "",
  "outcome_variable": "",
  "treatment_label": "",
  "unit_fixed_effects": "",
  "time_fixed_effects": "",
  "allowed_adjustments": "",
  "published_weights": "",
  "published_clustering": "",
  "panel_structure": "",
  "design": "",
  "descriptive_metadata_status": "not_recorded_in_exported_source_metadata",
  "title": "Trading Nontradables",
  "status": "ready",
  "reason": "",
  "config": "analyses/full-archive/configs/S17-P001.json",
  "input_bytes": 15024,
  "specification_type": "twfe_scalar",
  "run_status": "completed",
  "expanded_status": "processed",
  "expanded_reason": null,
  "regression_result": {
    "schema": "did-replication-v2",
    "config": {
      "outcomes": [
        "y"
      ],
      "treatments": [
        "d"
      ],
      "unit": "unit",
      "time": "time",
      "cluster": "cluster",
      "covariates": [],
      "baseline_by_time": [],
      "weight": null,
      "period_step": 1,
      "period_values": null,
      "display_window": [
        -10,
        10
      ],
      "seed": 20261008,
      "panelview_max_units": 100,
      "test_mode": "classical",
      "test_horizon": null,
      "post_horizon": null,
      "post_weighting": "observations",
      "sample_query": null,
      "reversal_policy": "drop_post_untreated",
      "labels": {},
      "allow_repeated_cells": true,
      "time_fe": null,
      "unit_fe": null,
      "frequency_weights": false,
      "source_sd": null,
      "require_never_control_periods": false,
      "latest_cohort_control": true,
      "slug": "s17-p001",
      "specification_id": "S17-P001",
      "source_specification_id": "TN-F2-ANNOTATED-SCALAR",
      "study_id": 17,
      "study": "Trading Nontradables",
      "citation": "Mu\u00f1oz (2024), QJE. https://doi.org/10.1093/qje/qjad032",
      "description": "TN-F2-ANNOTATED-SCALAR",
      "data": "analyses/full-archive/prepared/S17-P001.parquet",
      "output_dir": "analyses/full-archive/results/S17-P001"
    },
    "source": {
      "file": "S17-P001.parquet",
      "bytes": 15024,
      "sha256": "14d6b17425b841a58191087ae243b2dbc2642e5a0e207cd4d1070c9fa7847271"
    },
    "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": 861,
          "source_sd": 2.2704876155576073,
          "rows": 814,
          "units": 69,
          "clusters": 69,
          "treated_units": 23,
          "never_treated_units": 46,
          "treated_cohorts": 5,
          "latest_cohort_control_index": null,
          "unique_unit_period_cells": 814,
          "unsupported_prediction_rows_removed": 0,
          "rows_without_never_control_time_fe_removed": 0,
          "initially_treated_units_removed": 4,
          "post_adoption_untreated_rows_removed": 0,
          "units_without_minus_one_removed": 0,
          "additional_rows_removed": 0
        },
        "estimates": [
          {
            "method": "Static TWFE",
            "estimate": 0.5836461717054291,
            "se": 0.15493282774663392,
            "pvalue": 0.000347425801786885,
            "lower": 0.27448252747844953,
            "upper": 0.8928098159324087
          },
          {
            "method": "Dynamic TWFE",
            "estimate": 0.7830948306897552,
            "se": 0.12558931286311137,
            "pvalue": 3.2830196603441836e-08,
            "lower": 0.5324852587517941,
            "upper": 1.0337044026277162
          },
          {
            "method": "BJS / did2s",
            "estimate": 0.7411187723579706,
            "se": 0.1412719262586771,
            "pvalue": 1.6674543277796014e-06,
            "lower": 0.45921503262553265,
            "upper": 1.0230225120904086
          },
          {
            "method": "Sun\u2013Abraham",
            "estimate": 0.7570914198400018,
            "se": 0.11959318280217397,
            "pvalue": 2.228723900238285e-08,
            "lower": 0.5184469391474538,
            "upper": 0.9957359005325499
          }
        ],
        "event_studies": {
          "Dynamic TWFE": [
            {
              "event_time": -10,
              "estimate": 1.1947557573250192,
              "se": 0.19674277968894927,
              "pvalue": 6.344174328345891e-08,
              "lower": 0.8021616529725745,
              "upper": 1.5873498616774637
            },
            {
              "event_time": -9,
              "estimate": 1.1812277668083333,
              "se": 0.1727616884577225,
              "pvalue": 2.78167404532346e-09,
              "lower": 0.8364871849495863,
              "upper": 1.5259683486670803
            },
            {
              "event_time": -8,
              "estimate": 0.9975882175329213,
              "se": 0.1474396013355982,
              "pvalue": 3.7332061942823214e-09,
              "lower": 0.7033770738053331,
              "upper": 1.2917993612605094
            },
            {
              "event_time": -7,
              "estimate": 0.8428806574555228,
              "se": 0.16889181103698744,
              "pvalue": 4.42685330713591e-06,
              "lower": 0.5058622957582944,
              "upper": 1.1798990191527512
            },
            {
              "event_time": -6,
              "estimate": 0.530703775862151,
              "se": 0.21646497854314392,
              "pvalue": 0.0167929037096364,
              "lower": 0.09875463643667964,
              "upper": 0.9626529152876224
            },
            {
              "event_time": -5,
              "estimate": 0.3206662890159762,
              "se": 0.14201201480523234,
              "pvalue": 0.027157610532743223,
              "lower": 0.037285725582380136,
              "upper": 0.6040468524495723
            },
            {
              "event_time": -4,
              "estimate": 0.04265451760166805,
              "se": 0.1480268325579689,
              "pvalue": 0.774105371041623,
              "lower": -0.25272842778572646,
              "upper": 0.33803746298906256
            },
            {
              "event_time": -3,
              "estimate": 0.027702353665078772,
              "se": 0.07883951098201418,
              "pvalue": 0.7263923108105421,
              "lower": -0.12961944106865245,
              "upper": 0.18502414839881
            },
            {
              "event_time": -2,
              "estimate": -0.04030182628126547,
              "se": 0.06963201779999856,
              "pvalue": 0.5646478707944709,
              "lower": -0.17925035443393242,
              "upper": 0.09864670187140148
            },
            {
              "event_time": 0,
              "estimate": 0.5634319251607505,
              "se": 0.093489854458073,
              "pvalue": 7.637694099821007e-08,
              "lower": 0.376875825185768,
              "upper": 0.7499880251357329
            },
            {
              "event_time": 1,
              "estimate": 0.7488199999817218,
              "se": 0.12966076381018352,
              "pvalue": 2.0912472535693984e-07,
              "lower": 0.49008597417303756,
              "upper": 1.007554025790406
            },
            {
              "event_time": 2,
              "estimate": 0.7608164019966762,
              "se": 0.11910244938296889,
              "pvalue": 1.7637322830331854e-08,
              "lower": 0.5231511645957663,
              "upper": 0.9984816393975862
            },
            {
              "event_time": 3,
              "estimate": 0.8957253948679168,
              "se": 0.1292131496842759,
              "pvalue": 1.8790123413849694e-09,
              "lower": 0.6378845691407504,
              "upper": 1.1535662205950832
            },
            {
              "event_time": 4,
              "estimate": 0.8344823960226102,
              "se": 0.14982264034720572,
              "pvalue": 4.717848145044281e-07,
              "lower": 0.5355159719849739,
              "upper": 1.1334488200602464
            },
            {
              "event_time": 5,
              "estimate": 0.755203953168421,
              "se": 0.16260591936374777,
              "pvalue": 1.6113670752472397e-05,
              "lower": 0.430728893011476,
              "upper": 1.0796790133253662
            },
            {
              "event_time": 6,
              "estimate": 0.9216414037269279,
              "se": 0.22589739707776083,
              "pvalue": 0.00012064162572901451,
              "lower": 0.47087016616738553,
              "upper": 1.3724126412864703
            },
            {
              "event_time": 7,
              "estimate": 0.9278820639698497,
              "se": 0.17657099498834916,
              "pvalue": 1.6107459596232316e-06,
              "lower": 0.5755401292789444,
              "upper": 1.280223998660755
            },
            {
              "event_time": 8,
              "estimate": 0.9096211031869526,
              "se": 0.2167608212667021,
              "pvalue": 8.04575421730588e-05,
              "lower": 0.4770816187980313,
              "upper": 1.3421605875758738
            },
            {
              "event_time": 9,
              "estimate": 0.9678009285487604,
              "se": 0.20961641534356742,
              "pvalue": 1.781573325740661e-05,
              "lower": 0.5495178842129778,
              "upper": 1.386083972884543
            },
            {
              "event_time": 10,
              "estimate": 0.929130171240838,
              "se": 0.1932368014966051,
              "pvalue": 8.785905835922537e-06,
              "lower": 0.5435321374454867,
              "upper": 1.3147282050361893
            },
            {
              "event_time": 11,
              "estimate": 0.8360970938144131,
              "se": 0.16804667970730075,
              "pvalue": 4.690136965524793e-06,
              "lower": 0.5007651654285525,
              "upper": 1.1714290222002737
            },
            {
              "event_time": 12,
              "estimate": 0.8642960596288197,
              "se": 0.17231429105785448,
              "pvalue": 4.024275444092546e-06,
              "lower": 0.5204482453815118,
              "upper": 1.2081438738761276
            }
          ],
          "BJS / did2s": [
            {
              "event_time": -10,
              "estimate": 0.40235154855525057,
              "se": 0.1272087831984036,
              "pvalue": 0.002334922110143853,
              "lower": 0.14851037387784155,
              "upper": 0.6561927232326596
            },
            {
              "event_time": -9,
              "estimate": 0.4394477866707252,
              "se": 0.11127018183674182,
              "pvalue": 0.00018860207128776888,
              "lower": 0.21741159582095765,
              "upper": 0.6614839775204928
            },
            {
              "event_time": -8,
              "estimate": 0.28756066059079116,
              "se": 0.07852469573276531,
              "pvalue": 0.0004904874426807616,
              "lower": 0.13086706990607638,
              "upper": 0.44425425127550594
            },
            {
              "event_time": -7,
              "estimate": 0.3126208758711725,
              "se": 0.07078799255808726,
              "pvalue": 3.689460638505649e-05,
              "lower": 0.17136563600322238,
              "upper": 0.45387611573912257
            },
            {
              "event_time": -6,
              "estimate": 0.07529742818963024,
              "se": 0.09550808252566399,
              "pvalue": 0.43320968553465933,
              "lower": -0.11528598319076978,
              "upper": 0.2658808395700303
            },
            {
              "event_time": -5,
              "estimate": 0.04708572801978408,
              "se": 0.07261318921949972,
              "pvalue": 0.5188803823064146,
              "lower": -0.09781163507976404,
              "upper": 0.1919830911193322
            },
            {
              "event_time": -4,
              "estimate": -0.14735086404384287,
              "se": 0.06929475218919971,
              "pvalue": 0.037099384006695484,
              "lower": -0.285626389148521,
              "upper": -0.009075338939164734
            },
            {
              "event_time": -3,
              "estimate": -0.10254177883239944,
              "se": 0.04892277823304789,
              "pvalue": 0.0398072771002316,
              "lower": -0.20016566283567871,
              "upper": -0.004917894829120181
            },
            {
              "event_time": -2,
              "estimate": -0.14137984171684206,
              "se": 0.05495967863850589,
              "pvalue": 0.012287007688261064,
              "lower": -0.251050172921349,
              "upper": -0.03170951051233513
            },
            {
              "event_time": -1,
              "estimate": -0.08801005245919569,
              "se": 0.06462358753179485,
              "pvalue": 0.17772824215536334,
              "lower": -0.21696441361642932,
              "upper": 0.040944308698037946
            },
            {
              "event_time": 0,
              "estimate": 0.45946971238898265,
              "se": 0.1220320893832565,
              "pvalue": 0.00034965885368457256,
              "lower": 0.21595846938722468,
              "upper": 0.7029809553907407
            },
            {
              "event_time": 1,
              "estimate": 0.6515175866456677,
              "se": 0.1510954646879319,
              "pvalue": 5.3541826132029974e-05,
              "lower": 0.35001128118094466,
              "upper": 0.9530238921103908
            },
            {
              "event_time": 2,
              "estimate": 0.6675860981098722,
              "se": 0.1400164994294957,
              "pvalue": 1.0209170237741542e-05,
              "lower": 0.3881875236107492,
              "upper": 0.9469846726089952
            },
            {
              "event_time": 3,
              "estimate": 0.8249260509027121,
              "se": 0.16594775876650308,
              "pvalue": 4.768588280895575e-06,
              "lower": 0.49378245404374077,
              "upper": 1.1560696477616834
            },
            {
              "event_time": 4,
              "estimate": 0.7772575498824313,
              "se": 0.1901261604224411,
              "pvalue": 0.00011727184351321516,
              "lower": 0.39786670370740385,
              "upper": 1.156648396057459
            },
            {
              "event_time": 5,
              "estimate": 0.6829531991788852,
              "se": 0.20117387700813028,
              "pvalue": 0.0011498046418754336,
              "lower": 0.28151697779387275,
              "upper": 1.0843894205638978
            },
            {
              "event_time": 6,
              "estimate": 1.1421431664900747,
              "se": 0.29760571289729537,
              "pvalue": 0.0002746561839169739,
              "lower": 0.548280212587492,
              "upper": 1.7360061203926573
            },
            {
              "event_time": 7,
              "estimate": 1.126983746419131,
              "se": 0.2334299394250335,
              "pvalue": 8.163594825387938e-06,
              "lower": 0.6611815546309263,
              "upper": 1.5927859382073357
            },
            {
              "event_time": 8,
              "estimate": 1.1124820950814585,
              "se": 0.28015949300845616,
              "pvalue": 0.0001753050629257599,
              "lower": 0.5534325309379478,
              "upper": 1.6715316592249692
            },
            {
              "event_time": 9,
              "estimate": 1.1623951286395366,
              "se": 0.2627468882468456,
              "pvalue": 3.5886770507347475e-05,
              "lower": 0.6380918763130872,
              "upper": 1.6866983809659861
            },
            {
              "event_time": 10,
              "estimate": 0.9273235294806705,
              "se": 0.263521380822118,
              "pvalue": 0.0007775766544737079,
              "lower": 0.4014748012826419,
              "upper": 1.4531722576786992
            },
            {
              "event_time": 11,
              "estimate": 0.8331521254792716,
              "se": 0.2251285332625934,
              "pvalue": 0.00043218281040694346,
              "lower": 0.38391513177539643,
              "upper": 1.282389119183147
            },
            {
              "event_time": 12,
              "estimate": 0.8343737141682653,
              "se": 0.20477415850081634,
              "pvalue": 0.00012287121630915576,
              "lower": 0.425753242920196,
              "upper": 1.2429941854163347
            }
          ],
          "Sun\u2013Abraham": [
            {
              "event_time": -10,
              "estimate": 1.2783628501756237,
              "se": 0.22555817519807386,
              "pvalue": 3.2069572947339726e-07,
              "lower": 0.8282685193378578,
              "upper": 1.7284571810133895
            },
            {
              "event_time": -9,
              "estimate": 1.1894656944335913,
              "se": 0.20724053159348477,
              "pvalue": 2.410224591917566e-07,
              "lower": 0.7759236523057875,
              "upper": 1.603007736561395
            },
            {
              "event_time": -8,
              "estimate": 1.0587387265430788,
              "se": 0.18432027635642229,
              "pvalue": 2.3677297988566702e-07,
              "lower": 0.6909333416412754,
              "upper": 1.426544111444882
            },
            {
              "event_time": -7,
              "estimate": 0.841388676779725,
              "se": 0.18830925022442954,
              "pvalue": 3.061633690930485e-05,
              "lower": 0.46562341845602756,
              "upper": 1.2171539351034224
            },
            {
              "event_time": -6,
              "estimate": 0.5130328245717987,
              "se": 0.2284440782030263,
              "pvalue": 0.027972165364409603,
              "lower": 0.05717976394853019,
              "upper": 0.9688858851950671
            },
            {
              "event_time": -5,
              "estimate": 0.30289273700708447,
              "se": 0.15766373013940027,
              "pvalue": 0.05890829301201119,
              "lower": -0.01172033809942774,
              "upper": 0.6175058121135967
            },
            {
              "event_time": -4,
              "estimate": 0.028921253998559066,
              "se": 0.15998021395696965,
              "pvalue": 0.8570778346293598,
              "lower": -0.2903142925960729,
              "upper": 0.348156800593191
            },
            {
              "event_time": -3,
              "estimate": 0.014501656976096683,
              "se": 0.08538602340319439,
              "pvalue": 0.8656430443922054,
              "lower": -0.1558834999033192,
              "upper": 0.18488681385551256
            },
            {
              "event_time": -2,
              "estimate": -0.05135282836841659,
              "se": 0.06493672538593928,
              "pvalue": 0.4318024663909644,
              "lower": -0.18093204638485003,
              "upper": 0.07822638964801684
            },
            {
              "event_time": 0,
              "estimate": 0.5548236119496841,
              "se": 0.09011489875219163,
              "pvalue": 4.5141859261656405e-08,
              "lower": 0.3750021312307398,
              "upper": 0.7346450926686284
            },
            {
              "event_time": 1,
              "estimate": 0.7509738744430284,
              "se": 0.13114029523273282,
              "pvalue": 2.538495978656593e-07,
              "lower": 0.4892874896475729,
              "upper": 1.012660259238484
            },
            {
              "event_time": 2,
              "estimate": 0.7531233351846633,
              "se": 0.11823057632156504,
              "pvalue": 1.8979127583066466e-08,
              "lower": 0.5171978933899354,
              "upper": 0.9890487769793913
            },
            {
              "event_time": 3,
              "estimate": 0.8698421771817619,
              "se": 0.1240294146403517,
              "pvalue": 1.3430061384499426e-09,
              "lower": 0.6223453336835103,
              "upper": 1.1173390206800136
            },
            {
              "event_time": 4,
              "estimate": 0.8267201646319389,
              "se": 0.15002905207217831,
              "pvalue": 5.958928852307741e-07,
              "lower": 0.5273418524100368,
              "upper": 1.126098476853841
            },
            {
              "event_time": 5,
              "estimate": 0.731477731549991,
              "se": 0.1573492635248383,
              "pvalue": 1.585699530993713e-05,
              "lower": 0.41749216480280904,
              "upper": 1.045463298297173
            },
            {
              "event_time": 6,
              "estimate": 0.8913077847903239,
              "se": 0.22002836339481738,
              "pvalue": 0.00013333452582777152,
              "lower": 0.4522480216026104,
              "upper": 1.3303675479780375
            },
            {
              "event_time": 7,
              "estimate": 0.8988140779876062,
              "se": 0.19908434691521068,
              "pvalue": 2.5864572626410358e-05,
              "lower": 0.5015474489843025,
              "upper": 1.2960807069909097
            },
            {
              "event_time": 8,
              "estimate": 0.8957353543253879,
              "se": 0.2270110000598659,
              "pvalue": 0.0001909175805166547,
              "lower": 0.44274195661310717,
              "upper": 1.3487287520376685
            },
            {
              "event_time": 9,
              "estimate": 0.9354856279045094,
              "se": 0.21875726949435964,
              "pvalue": 6.073525178465767e-05,
              "lower": 0.4989622931040893,
              "upper": 1.3720089627049294
            },
            {
              "event_time": 10,
              "estimate": 0.7115454812125108,
              "se": 0.3371601502930802,
              "pvalue": 0.03850438561239158,
              "lower": 0.03875287638645264,
              "upper": 1.384338086038569
            },
            {
              "event_time": 11,
              "estimate": 0.6173740772114132,
              "se": 0.2763716152243935,
              "pvalue": 0.02878485727540824,
              "lower": 0.0658831055020529,
              "upper": 1.1688650489207735
            },
            {
              "event_time": 12,
              "estimate": 0.6185956659011411,
              "se": 0.26935571271133657,
              "pvalue": 0.02472945382727415,
              "lower": 0.08110470968252648,
              "upper": 1.1560866221197559
            }
          ]
        },
        "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
          ],
          "weights": [
            0.152317880794702,
            0.152317880794702,
            0.152317880794702,
            0.12582781456953643,
            0.11258278145695365,
            0.11258278145695365,
            0.033112582781456956,
            0.033112582781456956,
            0.033112582781456956,
            0.033112582781456956,
            0.019867549668874173,
            0.019867549668874173,
            0.019867549668874173
          ],
          "weighting": "observations"
        },
        "checks": {
          "did2s_vs_direct_imputation_max_post_difference": 2.220446049250313e-16,
          "package_aggregate_vs_estimable_cell_weights": 1.1102230246251565e-16,
          "saturated_vs_deviations_relative_rss_difference": 2.7522407301315174e-13
        },
        "inference": {
          "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
          "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
        },
        "f_test": {
          "F": 0.8036710746594808,
          "df_num": 19,
          "df_den": 668,
          "pvalue": 0.7040545930389419,
          "log10_pvalue": -0.15239366395971649,
          "inference": "Homoskedastic nested-model F",
          "observations": 814,
          "design_columns": 62,
          "restricted_design_columns": 43,
          "fixed_effect_rank": 84,
          "covariance_rank": 19,
          "rss_unrestricted": 83.80159827684975,
          "rss_restricted": 85.71721128637283,
          "test_horizon": null,
          "reference_cohort": 4,
          "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.-10.0]",
              "C(rel_time, contr.treatment(base=-1.0))[T.-9.0]",
              "C(rel_time, contr.treatment(base=-1.0))[T.-8.0]",
              "C(rel_time, contr.treatment(base=-1.0))[T.-7.0]",
              "C(rel_time, contr.treatment(base=-1.0))[T.-6.0]",
              "C(rel_time, contr.treatment(base=-1.0))[T.-5.0]"
            ],
            "data": [
              [
                -1.3390391755485675e-06,
                0.0001823648091996631,
                0.00011412886316577692,
                0.00019244208968689105,
                0.0009513468361609414,
                0.8026588284194174
              ],
              [
                1.1670813839028557e-06,
                -0.00020329164403855266,
                -4.294898950107096e-05,
                -0.00021307546332271268,
                -0.0010629183903647834,
                -0.1341126774364513
              ],
              [
                -1.2684804855021277e-06,
                0.0001724118487446233,
                0.00010855168189450623,
                0.00018195035128178695,
                0.0008994064393907064,
                -0.1328752631129479
              ],
              [
                1.1670813839028557e-06,
                -0.00020329164403855266,
                -4.294898950107096e-05,
                -0.00021307546332271268,
                -0.0010629183903647834,
                -0.1341126774364513
              ],
              [
                9.226684998676474e-08,
                1.727005921749429e-05,
                -4.559301237508605e-05,
                1.7253817134972512e-05,
                9.169505861493301e-05,
                -0.13385273612892615
              ]
            ]
          },
          "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_7,ref=-1.0)+i(rel_time,cohort_dummy_11,ref=-1.0)+i(rel_time,cohort_dummy_13,ref=-1.0)+i(rel_time,cohort_dummy_14,ref=-1.0)|unit_fe+time_fe",
          "restriction_names": [
            "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_7",
            "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_7",
            "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_7",
            "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_7",
            "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_7",
            "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_7",
            "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_7",
            "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_7",
            "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_7",
            "C(rel_time, contr.treatment(base=-1.0))[T.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.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.1.0]:cohort_dummy_14",
            "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_14"
          ],
          "deviations": [
            {
              "event_time": -3.0,
              "cohort": 7,
              "estimate": -0.10684424499094194
            },
            {
              "event_time": -2.0,
              "cohort": 7,
              "estimate": 0.1220781849911246
            },
            {
              "event_time": 0.0,
              "cohort": 7,
              "estimate": 0.3762870700324917
            },
            {
              "event_time": 1.0,
              "cohort": 7,
              "estimate": 0.3011987826369068
            },
            {
              "event_time": 2.0,
              "cohort": 7,
              "estimate": 0.17149799435282753
            },
            {
              "event_time": 3.0,
              "cohort": 7,
              "estimate": 0.17832553479039442
            },
            {
              "event_time": 4.0,
              "cohort": 7,
              "estimate": 0.532898627155354
            },
            {
              "event_time": 5.0,
              "cohort": 7,
              "estimate": 0.8874688328142051
            },
            {
              "event_time": 6.0,
              "cohort": 7,
              "estimate": 1.0247945140719608
            },
            {
              "event_time": 7.0,
              "cohort": 7,
              "estimate": 0.7615888782432951
            },
            {
              "event_time": 8.0,
              "cohort": 7,
              "estimate": 0.8759043355711207
            },
            {
              "event_time": 9.0,
              "cohort": 7,
              "estimate": 0.7996985186742387
            },
            {
              "event_time": -10.0,
              "cohort": 11,
              "estimate": 0.22357887240036955
            },
            {
              "event_time": -9.0,
              "cohort": 11,
              "estimate": 0.08217657730598804
            },
            {
              "event_time": -8.0,
              "cohort": 11,
              "estimate": 0.18643329753768131
            },
            {
              "event_time": -7.0,
              "cohort": 11,
              "estimate": -0.05380457960984661
            },
            {
              "event_time": -6.0,
              "cohort": 11,
              "estimate": -0.09813768582630349
            },
            {
              "event_time": -5.0,
              "cohort": 11,
              "estimate": -0.08436560423733319
            },
            {
              "event_time": -4.0,
              "cohort": 11,
              "estimate": -0.21942614604718835
            },
            {
              "event_time": -3.0,
              "cohort": 11,
              "estimate": -0.16992143392111791
            },
            {
              "event_time": -2.0,
              "cohort": 11,
              "estimate": 0.3575245195324107
            },
            {
              "event_time": 0.0,
              "cohort": 11,
              "estimate": 0.30761179948163864
            },
            {
              "event_time": 1.0,
              "cohort": 11,
              "estimate": 0.26122468255120956
            },
            {
              "event_time": 2.0,
              "cohort": 11,
              "estimate": 0.23587612434716992
            },
            {
              "event_time": 3.0,
              "cohort": 11,
              "estimate": 0.021860985826910678
            },
            {
              "event_time": 4.0,
              "cohort": 11,
              "estimate": 0.10869528934336792
            },
            {
              "event_time": 5.0,
              "cohort": 11,
              "estimate": 0.2080191526823998
            },
            {
              "event_time": -5.0,
              "cohort": 13,
              "estimate": -0.041935761147202766
            },
            {
              "event_time": -4.0,
              "cohort": 13,
              "estimate": -0.2979684638761282
            },
            {
              "event_time": -3.0,
              "cohort": 13,
              "estimate": -0.22204097627853636
            },
            {
              "event_time": -2.0,
              "cohort": 13,
              "estimate": 0.23416846967887617
            },
            {
              "event_time": 0.0,
              "cohort": 13,
              "estimate": 0.07804590099553271
            },
            {
              "event_time": 1.0,
              "cohort": 13,
              "estimate": -0.04463428883479778
            },
            {
              "event_time": 2.0,
              "cohort": 13,
              "estimate": -0.12989043462058092
            },
            {
              "event_time": 3.0,
              "cohort": 13,
              "estimate": -0.28672344775374214
            },
            {
              "event_time": -3.0,
              "cohort": 14,
              "estimate": -0.10318895244170831
            },
            {
              "event_time": -2.0,
              "cohort": 14,
              "estimate": 0.5985273518233731
            },
            {
              "event_time": 0.0,
              "cohort": 14,
              "estimate": 0.4332895007792338
            },
            {
              "event_time": 1.0,
              "cohort": 14,
              "estimate": 0.412126280641375
            },
            {
              "event_time": 2.0,
              "cohort": 14,
              "estimate": 0.03240151933512507
            }
          ]
        }
      }
    },
    "code_sha256": {
      "replication_engine.py": "4d1c3ebb7851c82ad64d9ac8e54247610500cbb6d72e579ec3a30184da092d06",
      "reference_f_test.py": "9cf8f31eeda89784ac1750ea22c35401ae46e24e06279acf938d2d103b78cccf",
      "sparse_did2s.py": "75169d7fbba6e1bad163e564ac9b5b1262a04033eda925dc379dc3eef64c59fa",
      "frequency.py": "8f922ae4be2b63ad9b89515d8e665cda4e11a354258b54ef3b820648243642eb",
      "sparse_models.py": "538c06b81a46a104838d662d6e6489d0d2daa7f680fd234049f28c97c87ef555"
    }
  },
  "comparison": {
    "schema": "expensive-replication-v1",
    "config": {
      "outcomes": [
        "y"
      ],
      "treatments": [
        "d"
      ],
      "unit": "unit",
      "time": "time",
      "cluster": "cluster",
      "covariates": [],
      "baseline_by_time": [],
      "weight": null,
      "period_step": 1,
      "period_values": null,
      "display_window": [
        -10,
        10
      ],
      "seed": 20261008,
      "panelview_max_units": 100,
      "test_mode": "classical",
      "test_horizon": null,
      "post_horizon": null,
      "post_weighting": "observations",
      "sample_query": null,
      "reversal_policy": "drop_post_untreated",
      "labels": {},
      "allow_repeated_cells": true,
      "time_fe": null,
      "unit_fe": null,
      "frequency_weights": false,
      "source_sd": null,
      "require_never_control_periods": false,
      "latest_cohort_control": true,
      "slug": "s17-p001",
      "specification_id": "S17-P001",
      "source_specification_id": "TN-F2-ANNOTATED-SCALAR",
      "study_id": 17,
      "study": "Trading Nontradables",
      "citation": "Mu\u00f1oz (2024), QJE. https://doi.org/10.1093/qje/qjad032",
      "description": "TN-F2-ANNOTATED-SCALAR",
      "data": "analyses/full-archive/prepared/S17-P001.parquet",
      "output_dir": "analyses/archive-expanded/fits/S17-P001"
    },
    "options": {
      "output_dir": "analyses/archive-expanded/fits/S17-P001",
      "regression_results": "analyses/archive-expanded/baselines/S17-P001.json",
      "display_window": [
        -10,
        10
      ],
      "timeout_seconds": 3600,
      "estimators": {
        "sdid": {
          "max_iterations": 20000
        }
      }
    },
    "source": {
      "file": "S17-P001.parquet",
      "bytes": 15024,
      "sha256": "14d6b17425b841a58191087ae243b2dbc2642e5a0e207cd4d1070c9fa7847271"
    },
    "regressions": {
      "y__d": {
        "sample": {
          "outcome": "y",
          "treatment": "d",
          "source_rows": 861,
          "source_sd": 2.2704876155576073,
          "rows": 814,
          "units": 69,
          "clusters": 69,
          "treated_units": 23,
          "never_treated_units": 46,
          "treated_cohorts": 5,
          "latest_cohort_control_index": null,
          "unique_unit_period_cells": 814,
          "unsupported_prediction_rows_removed": 0,
          "rows_without_never_control_time_fe_removed": 0,
          "initially_treated_units_removed": 4,
          "post_adoption_untreated_rows_removed": 0,
          "units_without_minus_one_removed": 0,
          "additional_rows_removed": 0
        },
        "estimates": [
          {
            "method": "Static TWFE",
            "estimate": 0.5836461717054291,
            "se": 0.15493282774663392,
            "pvalue": 0.000347425801786885,
            "lower": 0.27448252747844953,
            "upper": 0.8928098159324087
          },
          {
            "method": "Dynamic TWFE",
            "estimate": 0.7830948306897552,
            "se": 0.12558931286311137,
            "pvalue": 3.2830196603441836e-08,
            "lower": 0.5324852587517941,
            "upper": 1.0337044026277162
          },
          {
            "method": "BJS / did2s",
            "estimate": 0.7411187723579706,
            "se": 0.1412719262586771,
            "pvalue": 1.6674543277796014e-06,
            "lower": 0.45921503262553265,
            "upper": 1.0230225120904086
          },
          {
            "method": "Sun\u2013Abraham",
            "estimate": 0.7570914198400018,
            "se": 0.11959318280217397,
            "pvalue": 2.228723900238285e-08,
            "lower": 0.5184469391474538,
            "upper": 0.9957359005325499
          }
        ],
        "event_studies": {
          "Dynamic TWFE": [
            {
              "event_time": -10,
              "estimate": 1.1947557573250192,
              "se": 0.19674277968894927,
              "pvalue": 6.344174328345891e-08,
              "lower": 0.8021616529725745,
              "upper": 1.5873498616774637
            },
            {
              "event_time": -9,
              "estimate": 1.1812277668083333,
              "se": 0.1727616884577225,
              "pvalue": 2.78167404532346e-09,
              "lower": 0.8364871849495863,
              "upper": 1.5259683486670803
            },
            {
              "event_time": -8,
              "estimate": 0.9975882175329213,
              "se": 0.1474396013355982,
              "pvalue": 3.7332061942823214e-09,
              "lower": 0.7033770738053331,
              "upper": 1.2917993612605094
            },
            {
              "event_time": -7,
              "estimate": 0.8428806574555228,
              "se": 0.16889181103698744,
              "pvalue": 4.42685330713591e-06,
              "lower": 0.5058622957582944,
              "upper": 1.1798990191527512
            },
            {
              "event_time": -6,
              "estimate": 0.530703775862151,
              "se": 0.21646497854314392,
              "pvalue": 0.0167929037096364,
              "lower": 0.09875463643667964,
              "upper": 0.9626529152876224
            },
            {
              "event_time": -5,
              "estimate": 0.3206662890159762,
              "se": 0.14201201480523234,
              "pvalue": 0.027157610532743223,
              "lower": 0.037285725582380136,
              "upper": 0.6040468524495723
            },
            {
              "event_time": -4,
              "estimate": 0.04265451760166805,
              "se": 0.1480268325579689,
              "pvalue": 0.774105371041623,
              "lower": -0.25272842778572646,
              "upper": 0.33803746298906256
            },
            {
              "event_time": -3,
              "estimate": 0.027702353665078772,
              "se": 0.07883951098201418,
              "pvalue": 0.7263923108105421,
              "lower": -0.12961944106865245,
              "upper": 0.18502414839881
            },
            {
              "event_time": -2,
              "estimate": -0.04030182628126547,
              "se": 0.06963201779999856,
              "pvalue": 0.5646478707944709,
              "lower": -0.17925035443393242,
              "upper": 0.09864670187140148
            },
            {
              "event_time": 0,
              "estimate": 0.5634319251607505,
              "se": 0.093489854458073,
              "pvalue": 7.637694099821007e-08,
              "lower": 0.376875825185768,
              "upper": 0.7499880251357329
            },
            {
              "event_time": 1,
              "estimate": 0.7488199999817218,
              "se": 0.12966076381018352,
              "pvalue": 2.0912472535693984e-07,
              "lower": 0.49008597417303756,
              "upper": 1.007554025790406
            },
            {
              "event_time": 2,
              "estimate": 0.7608164019966762,
              "se": 0.11910244938296889,
              "pvalue": 1.7637322830331854e-08,
              "lower": 0.5231511645957663,
              "upper": 0.9984816393975862
            },
            {
              "event_time": 3,
              "estimate": 0.8957253948679168,
              "se": 0.1292131496842759,
              "pvalue": 1.8790123413849694e-09,
              "lower": 0.6378845691407504,
              "upper": 1.1535662205950832
            },
            {
              "event_time": 4,
              "estimate": 0.8344823960226102,
              "se": 0.14982264034720572,
              "pvalue": 4.717848145044281e-07,
              "lower": 0.5355159719849739,
              "upper": 1.1334488200602464
            },
            {
              "event_time": 5,
              "estimate": 0.755203953168421,
              "se": 0.16260591936374777,
              "pvalue": 1.6113670752472397e-05,
              "lower": 0.430728893011476,
              "upper": 1.0796790133253662
            },
            {
              "event_time": 6,
              "estimate": 0.9216414037269279,
              "se": 0.22589739707776083,
              "pvalue": 0.00012064162572901451,
              "lower": 0.47087016616738553,
              "upper": 1.3724126412864703
            },
            {
              "event_time": 7,
              "estimate": 0.9278820639698497,
              "se": 0.17657099498834916,
              "pvalue": 1.6107459596232316e-06,
              "lower": 0.5755401292789444,
              "upper": 1.280223998660755
            },
            {
              "event_time": 8,
              "estimate": 0.9096211031869526,
              "se": 0.2167608212667021,
              "pvalue": 8.04575421730588e-05,
              "lower": 0.4770816187980313,
              "upper": 1.3421605875758738
            },
            {
              "event_time": 9,
              "estimate": 0.9678009285487604,
              "se": 0.20961641534356742,
              "pvalue": 1.781573325740661e-05,
              "lower": 0.5495178842129778,
              "upper": 1.386083972884543
            },
            {
              "event_time": 10,
              "estimate": 0.929130171240838,
              "se": 0.1932368014966051,
              "pvalue": 8.785905835922537e-06,
              "lower": 0.5435321374454867,
              "upper": 1.3147282050361893
            },
            {
              "event_time": 11,
              "estimate": 0.8360970938144131,
              "se": 0.16804667970730075,
              "pvalue": 4.690136965524793e-06,
              "lower": 0.5007651654285525,
              "upper": 1.1714290222002737
            },
            {
              "event_time": 12,
              "estimate": 0.8642960596288197,
              "se": 0.17231429105785448,
              "pvalue": 4.024275444092546e-06,
              "lower": 0.5204482453815118,
              "upper": 1.2081438738761276
            }
          ],
          "BJS / did2s": [
            {
              "event_time": -10,
              "estimate": 0.40235154855525057,
              "se": 0.1272087831984036,
              "pvalue": 0.002334922110143853,
              "lower": 0.14851037387784155,
              "upper": 0.6561927232326596
            },
            {
              "event_time": -9,
              "estimate": 0.4394477866707252,
              "se": 0.11127018183674182,
              "pvalue": 0.00018860207128776888,
              "lower": 0.21741159582095765,
              "upper": 0.6614839775204928
            },
            {
              "event_time": -8,
              "estimate": 0.28756066059079116,
              "se": 0.07852469573276531,
              "pvalue": 0.0004904874426807616,
              "lower": 0.13086706990607638,
              "upper": 0.44425425127550594
            },
            {
              "event_time": -7,
              "estimate": 0.3126208758711725,
              "se": 0.07078799255808726,
              "pvalue": 3.689460638505649e-05,
              "lower": 0.17136563600322238,
              "upper": 0.45387611573912257
            },
            {
              "event_time": -6,
              "estimate": 0.07529742818963024,
              "se": 0.09550808252566399,
              "pvalue": 0.43320968553465933,
              "lower": -0.11528598319076978,
              "upper": 0.2658808395700303
            },
            {
              "event_time": -5,
              "estimate": 0.04708572801978408,
              "se": 0.07261318921949972,
              "pvalue": 0.5188803823064146,
              "lower": -0.09781163507976404,
              "upper": 0.1919830911193322
            },
            {
              "event_time": -4,
              "estimate": -0.14735086404384287,
              "se": 0.06929475218919971,
              "pvalue": 0.037099384006695484,
              "lower": -0.285626389148521,
              "upper": -0.009075338939164734
            },
            {
              "event_time": -3,
              "estimate": -0.10254177883239944,
              "se": 0.04892277823304789,
              "pvalue": 0.0398072771002316,
              "lower": -0.20016566283567871,
              "upper": -0.004917894829120181
            },
            {
              "event_time": -2,
              "estimate": -0.14137984171684206,
              "se": 0.05495967863850589,
              "pvalue": 0.012287007688261064,
              "lower": -0.251050172921349,
              "upper": -0.03170951051233513
            },
            {
              "event_time": -1,
              "estimate": -0.08801005245919569,
              "se": 0.06462358753179485,
              "pvalue": 0.17772824215536334,
              "lower": -0.21696441361642932,
              "upper": 0.040944308698037946
            },
            {
              "event_time": 0,
              "estimate": 0.45946971238898265,
              "se": 0.1220320893832565,
              "pvalue": 0.00034965885368457256,
              "lower": 0.21595846938722468,
              "upper": 0.7029809553907407
            },
            {
              "event_time": 1,
              "estimate": 0.6515175866456677,
              "se": 0.1510954646879319,
              "pvalue": 5.3541826132029974e-05,
              "lower": 0.35001128118094466,
              "upper": 0.9530238921103908
            },
            {
              "event_time": 2,
              "estimate": 0.6675860981098722,
              "se": 0.1400164994294957,
              "pvalue": 1.0209170237741542e-05,
              "lower": 0.3881875236107492,
              "upper": 0.9469846726089952
            },
            {
              "event_time": 3,
              "estimate": 0.8249260509027121,
              "se": 0.16594775876650308,
              "pvalue": 4.768588280895575e-06,
              "lower": 0.49378245404374077,
              "upper": 1.1560696477616834
            },
            {
              "event_time": 4,
              "estimate": 0.7772575498824313,
              "se": 0.1901261604224411,
              "pvalue": 0.00011727184351321516,
              "lower": 0.39786670370740385,
              "upper": 1.156648396057459
            },
            {
              "event_time": 5,
              "estimate": 0.6829531991788852,
              "se": 0.20117387700813028,
              "pvalue": 0.0011498046418754336,
              "lower": 0.28151697779387275,
              "upper": 1.0843894205638978
            },
            {
              "event_time": 6,
              "estimate": 1.1421431664900747,
              "se": 0.29760571289729537,
              "pvalue": 0.0002746561839169739,
              "lower": 0.548280212587492,
              "upper": 1.7360061203926573
            },
            {
              "event_time": 7,
              "estimate": 1.126983746419131,
              "se": 0.2334299394250335,
              "pvalue": 8.163594825387938e-06,
              "lower": 0.6611815546309263,
              "upper": 1.5927859382073357
            },
            {
              "event_time": 8,
              "estimate": 1.1124820950814585,
              "se": 0.28015949300845616,
              "pvalue": 0.0001753050629257599,
              "lower": 0.5534325309379478,
              "upper": 1.6715316592249692
            },
            {
              "event_time": 9,
              "estimate": 1.1623951286395366,
              "se": 0.2627468882468456,
              "pvalue": 3.5886770507347475e-05,
              "lower": 0.6380918763130872,
              "upper": 1.6866983809659861
            },
            {
              "event_time": 10,
              "estimate": 0.9273235294806705,
              "se": 0.263521380822118,
              "pvalue": 0.0007775766544737079,
              "lower": 0.4014748012826419,
              "upper": 1.4531722576786992
            },
            {
              "event_time": 11,
              "estimate": 0.8331521254792716,
              "se": 0.2251285332625934,
              "pvalue": 0.00043218281040694346,
              "lower": 0.38391513177539643,
              "upper": 1.282389119183147
            },
            {
              "event_time": 12,
              "estimate": 0.8343737141682653,
              "se": 0.20477415850081634,
              "pvalue": 0.00012287121630915576,
              "lower": 0.425753242920196,
              "upper": 1.2429941854163347
            }
          ],
          "Sun\u2013Abraham": [
            {
              "event_time": -10,
              "estimate": 1.2783628501756237,
              "se": 0.22555817519807386,
              "pvalue": 3.2069572947339726e-07,
              "lower": 0.8282685193378578,
              "upper": 1.7284571810133895
            },
            {
              "event_time": -9,
              "estimate": 1.1894656944335913,
              "se": 0.20724053159348477,
              "pvalue": 2.410224591917566e-07,
              "lower": 0.7759236523057875,
              "upper": 1.603007736561395
            },
            {
              "event_time": -8,
              "estimate": 1.0587387265430788,
              "se": 0.18432027635642229,
              "pvalue": 2.3677297988566702e-07,
              "lower": 0.6909333416412754,
              "upper": 1.426544111444882
            },
            {
              "event_time": -7,
              "estimate": 0.841388676779725,
              "se": 0.18830925022442954,
              "pvalue": 3.061633690930485e-05,
              "lower": 0.46562341845602756,
              "upper": 1.2171539351034224
            },
            {
              "event_time": -6,
              "estimate": 0.5130328245717987,
              "se": 0.2284440782030263,
              "pvalue": 0.027972165364409603,
              "lower": 0.05717976394853019,
              "upper": 0.9688858851950671
            },
            {
              "event_time": -5,
              "estimate": 0.30289273700708447,
              "se": 0.15766373013940027,
              "pvalue": 0.05890829301201119,
              "lower": -0.01172033809942774,
              "upper": 0.6175058121135967
            },
            {
              "event_time": -4,
              "estimate": 0.028921253998559066,
              "se": 0.15998021395696965,
              "pvalue": 0.8570778346293598,
              "lower": -0.2903142925960729,
              "upper": 0.348156800593191
            },
            {
              "event_time": -3,
              "estimate": 0.014501656976096683,
              "se": 0.08538602340319439,
              "pvalue": 0.8656430443922054,
              "lower": -0.1558834999033192,
              "upper": 0.18488681385551256
            },
            {
              "event_time": -2,
              "estimate": -0.05135282836841659,
              "se": 0.06493672538593928,
              "pvalue": 0.4318024663909644,
              "lower": -0.18093204638485003,
              "upper": 0.07822638964801684
            },
            {
              "event_time": 0,
              "estimate": 0.5548236119496841,
              "se": 0.09011489875219163,
              "pvalue": 4.5141859261656405e-08,
              "lower": 0.3750021312307398,
              "upper": 0.7346450926686284
            },
            {
              "event_time": 1,
              "estimate": 0.7509738744430284,
              "se": 0.13114029523273282,
              "pvalue": 2.538495978656593e-07,
              "lower": 0.4892874896475729,
              "upper": 1.012660259238484
            },
            {
              "event_time": 2,
              "estimate": 0.7531233351846633,
              "se": 0.11823057632156504,
              "pvalue": 1.8979127583066466e-08,
              "lower": 0.5171978933899354,
              "upper": 0.9890487769793913
            },
            {
              "event_time": 3,
              "estimate": 0.8698421771817619,
              "se": 0.1240294146403517,
              "pvalue": 1.3430061384499426e-09,
              "lower": 0.6223453336835103,
              "upper": 1.1173390206800136
            },
            {
              "event_time": 4,
              "estimate": 0.8267201646319389,
              "se": 0.15002905207217831,
              "pvalue": 5.958928852307741e-07,
              "lower": 0.5273418524100368,
              "upper": 1.126098476853841
            },
            {
              "event_time": 5,
              "estimate": 0.731477731549991,
              "se": 0.1573492635248383,
              "pvalue": 1.585699530993713e-05,
              "lower": 0.41749216480280904,
              "upper": 1.045463298297173
            },
            {
              "event_time": 6,
              "estimate": 0.8913077847903239,
              "se": 0.22002836339481738,
              "pvalue": 0.00013333452582777152,
              "lower": 0.4522480216026104,
              "upper": 1.3303675479780375
            },
            {
              "event_time": 7,
              "estimate": 0.8988140779876062,
              "se": 0.19908434691521068,
              "pvalue": 2.5864572626410358e-05,
              "lower": 0.5015474489843025,
              "upper": 1.2960807069909097
            },
            {
              "event_time": 8,
              "estimate": 0.8957353543253879,
              "se": 0.2270110000598659,
              "pvalue": 0.0001909175805166547,
              "lower": 0.44274195661310717,
              "upper": 1.3487287520376685
            },
            {
              "event_time": 9,
              "estimate": 0.9354856279045094,
              "se": 0.21875726949435964,
              "pvalue": 6.073525178465767e-05,
              "lower": 0.4989622931040893,
              "upper": 1.3720089627049294
            },
            {
              "event_time": 10,
              "estimate": 0.7115454812125108,
              "se": 0.3371601502930802,
              "pvalue": 0.03850438561239158,
              "lower": 0.03875287638645264,
              "upper": 1.384338086038569
            },
            {
              "event_time": 11,
              "estimate": 0.6173740772114132,
              "se": 0.2763716152243935,
              "pvalue": 0.02878485727540824,
              "lower": 0.0658831055020529,
              "upper": 1.1688650489207735
            },
            {
              "event_time": 12,
              "estimate": 0.6185956659011411,
              "se": 0.26935571271133657,
              "pvalue": 0.02472945382727415,
              "lower": 0.08110470968252648,
              "upper": 1.1560866221197559
            }
          ]
        },
        "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
          ],
          "weights": [
            0.152317880794702,
            0.152317880794702,
            0.152317880794702,
            0.12582781456953643,
            0.11258278145695365,
            0.11258278145695365,
            0.033112582781456956,
            0.033112582781456956,
            0.033112582781456956,
            0.033112582781456956,
            0.019867549668874173,
            0.019867549668874173,
            0.019867549668874173
          ],
          "weighting": "observations"
        },
        "checks": {
          "did2s_vs_direct_imputation_max_post_difference": 2.220446049250313e-16,
          "package_aggregate_vs_estimable_cell_weights": 1.1102230246251565e-16,
          "saturated_vs_deviations_relative_rss_difference": 2.7522407301315174e-13
        },
        "inference": {
          "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
          "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
        },
        "f_test": {
          "F": 0.8036710746594808,
          "df_num": 19,
          "df_den": 668,
          "pvalue": 0.7040545930389419,
          "log10_pvalue": -0.15239366395971649,
          "inference": "Homoskedastic nested-model F",
          "observations": 814,
          "design_columns": 62,
          "restricted_design_columns": 43,
          "fixed_effect_rank": 84,
          "covariance_rank": 19,
          "rss_unrestricted": 83.80159827684975,
          "rss_restricted": 85.71721128637283,
          "test_horizon": null,
          "reference_cohort": 4,
          "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.-10.0]",
              "C(rel_time, contr.treatment(base=-1.0))[T.-9.0]",
              "C(rel_time, contr.treatment(base=-1.0))[T.-8.0]",
              "C(rel_time, contr.treatment(base=-1.0))[T.-7.0]",
              "C(rel_time, contr.treatment(base=-1.0))[T.-6.0]",
              "C(rel_time, contr.treatment(base=-1.0))[T.-5.0]"
            ],
            "data": [
              [
                -1.3390391755485675e-06,
                0.0001823648091996631,
                0.00011412886316577692,
                0.00019244208968689105,
                0.0009513468361609414,
                0.8026588284194174
              ],
              [
                1.1670813839028557e-06,
                -0.00020329164403855266,
                -4.294898950107096e-05,
                -0.00021307546332271268,
                -0.0010629183903647834,
                -0.1341126774364513
              ],
              [
                -1.2684804855021277e-06,
                0.0001724118487446233,
                0.00010855168189450623,
                0.00018195035128178695,
                0.0008994064393907064,
                -0.1328752631129479
              ],
              [
                1.1670813839028557e-06,
                -0.00020329164403855266,
                -4.294898950107096e-05,
                -0.00021307546332271268,
                -0.0010629183903647834,
                -0.1341126774364513
              ],
              [
                9.226684998676474e-08,
                1.727005921749429e-05,
                -4.559301237508605e-05,
                1.7253817134972512e-05,
                9.169505861493301e-05,
                -0.13385273612892615
              ]
            ]
          },
          "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_7,ref=-1.0)+i(rel_time,cohort_dummy_11,ref=-1.0)+i(rel_time,cohort_dummy_13,ref=-1.0)+i(rel_time,cohort_dummy_14,ref=-1.0)|unit_fe+time_fe",
          "restriction_names": [
            "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_7",
            "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_7",
            "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_7",
            "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_7",
            "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_7",
            "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_7",
            "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_7",
            "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_7",
            "C(rel_time, contr.treatment(base=-1.0))[T.9.0]:cohort_dummy_7",
            "C(rel_time, contr.treatment(base=-1.0))[T.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.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.1.0]:cohort_dummy_14",
            "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_14"
          ],
          "deviations": [
            {
              "event_time": -3.0,
              "cohort": 7,
              "estimate": -0.10684424499094194
            },
            {
              "event_time": -2.0,
              "cohort": 7,
              "estimate": 0.1220781849911246
            },
            {
              "event_time": 0.0,
              "cohort": 7,
              "estimate": 0.3762870700324917
            },
            {
              "event_time": 1.0,
              "cohort": 7,
              "estimate": 0.3011987826369068
            },
            {
              "event_time": 2.0,
              "cohort": 7,
              "estimate": 0.17149799435282753
            },
            {
              "event_time": 3.0,
              "cohort": 7,
              "estimate": 0.17832553479039442
            },
            {
              "event_time": 4.0,
              "cohort": 7,
              "estimate": 0.532898627155354
            },
            {
              "event_time": 5.0,
              "cohort": 7,
              "estimate": 0.8874688328142051
            },
            {
              "event_time": 6.0,
              "cohort": 7,
              "estimate": 1.0247945140719608
            },
            {
              "event_time": 7.0,
              "cohort": 7,
              "estimate": 0.7615888782432951
            },
            {
              "event_time": 8.0,
              "cohort": 7,
              "estimate": 0.8759043355711207
            },
            {
              "event_time": 9.0,
              "cohort": 7,
              "estimate": 0.7996985186742387
            },
            {
              "event_time": -10.0,
              "cohort": 11,
              "estimate": 0.22357887240036955
            },
            {
              "event_time": -9.0,
              "cohort": 11,
              "estimate": 0.08217657730598804
            },
            {
              "event_time": -8.0,
              "cohort": 11,
              "estimate": 0.18643329753768131
            },
            {
              "event_time": -7.0,
              "cohort": 11,
              "estimate": -0.05380457960984661
            },
            {
              "event_time": -6.0,
              "cohort": 11,
              "estimate": -0.09813768582630349
            },
            {
              "event_time": -5.0,
              "cohort": 11,
              "estimate": -0.08436560423733319
            },
            {
              "event_time": -4.0,
              "cohort": 11,
              "estimate": -0.21942614604718835
            },
            {
              "event_time": -3.0,
              "cohort": 11,
              "estimate": -0.16992143392111791
            },
            {
              "event_time": -2.0,
              "cohort": 11,
              "estimate": 0.3575245195324107
            },
            {
              "event_time": 0.0,
              "cohort": 11,
              "estimate": 0.30761179948163864
            },
            {
              "event_time": 1.0,
              "cohort": 11,
              "estimate": 0.26122468255120956
            },
            {
              "event_time": 2.0,
              "cohort": 11,
              "estimate": 0.23587612434716992
            },
            {
              "event_time": 3.0,
              "cohort": 11,
              "estimate": 0.021860985826910678
            },
            {
              "event_time": 4.0,
              "cohort": 11,
              "estimate": 0.10869528934336792
            },
            {
              "event_time": 5.0,
              "cohort": 11,
              "estimate": 0.2080191526823998
            },
            {
              "event_time": -5.0,
              "cohort": 13,
              "estimate": -0.041935761147202766
            },
            {
              "event_time": -4.0,
              "cohort": 13,
              "estimate": -0.2979684638761282
            },
            {
              "event_time": -3.0,
              "cohort": 13,
              "estimate": -0.22204097627853636
            },
            {
              "event_time": -2.0,
              "cohort": 13,
              "estimate": 0.23416846967887617
            },
            {
              "event_time": 0.0,
              "cohort": 13,
              "estimate": 0.07804590099553271
            },
            {
              "event_time": 1.0,
              "cohort": 13,
              "estimate": -0.04463428883479778
            },
            {
              "event_time": 2.0,
              "cohort": 13,
              "estimate": -0.12989043462058092
            },
            {
              "event_time": 3.0,
              "cohort": 13,
              "estimate": -0.28672344775374214
            },
            {
              "event_time": -3.0,
              "cohort": 14,
              "estimate": -0.10318895244170831
            },
            {
              "event_time": -2.0,
              "cohort": 14,
              "estimate": 0.5985273518233731
            },
            {
              "event_time": 0.0,
              "cohort": 14,
              "estimate": 0.4332895007792338
            },
            {
              "event_time": 1.0,
              "cohort": 14,
              "estimate": 0.412126280641375
            },
            {
              "event_time": 2.0,
              "cohort": 14,
              "estimate": 0.03240151933512507
            }
          ]
        }
      }
    },
    "alternative_models": {
      "y__d": [
        {
          "method": "CS-DID",
          "class": "csdid.att_gt.ATTgt",
          "package": {
            "csdid": "0.4.2",
            "drdid": "1.1.6"
          },
          "parameters": {
            "est_method": "dr",
            "covariate_basis": "intercept",
            "control_group": "notyettreated",
            "xformla": "y ~ 1",
            "panel": true,
            "effective_panel": false,
            "allow_unbalanced_panel": true,
            "weights_name": "weight",
            "fix_weights": null,
            "base_period": "universal",
            "clustervar": "cluster",
            "aggregate": "dynamic",
            "faster_mode": true
          },
          "data_structure": "unbalanced or varying-weight panel; native repeated-cross-section comparisons",
          "aggregations": {
            "summaries": [
              {
                "typec": "dynamic",
                "aggregation": "Native CS-DID dynamic",
                "matches_treated_unit_year_target": false,
                "estimate": 1.0958810966563794,
                "se": 0.1723909913189881,
                "lower": 0.7580009624120057,
                "upper": 1.4337612309007532
              },
              {
                "typec": "simple",
                "aggregation": "Native CS-DID simple",
                "matches_treated_unit_year_target": false,
                "estimate": 0.9727001062837304,
                "se": 0.1357146646245299,
                "lower": 0.7067042514457196,
                "upper": 1.2386959611217412
              },
              {
                "typec": "group",
                "aggregation": "Native CS-DID group",
                "matches_treated_unit_year_target": false,
                "estimate": 0.8825156839145425,
                "se": 0.1349631487150058,
                "lower": 0.6179927731930078,
                "upper": 1.147038594636077
              },
              {
                "typec": "treated_cells",
                "aggregation": "Observed treated observations, configured weights",
                "matches_treated_unit_year_target": true,
                "weight_sum": 151.0,
                "post_cells": 36,
                "estimate": 0.97270010628373,
                "se": 0.1357146646245299,
                "lower": 0.7067042514457194,
                "upper": 1.2386959611217407
              }
            ],
            "same_group_time_effects": true,
            "additional_covariates": []
          },
          "estimate": 1.0958810966563794,
          "se": 0.1723909913189881,
          "lower": 0.7580009624120057,
          "upper": 1.4337612309007532,
          "event_study": [
            {
              "event_time": -10,
              "estimate": 1.8600190199712838,
              "se": 0.3240417232332477,
              "lower": 1.2249089129458222,
              "upper": 2.4951291269967455,
              "relative_to_minus_one": 1.8600190199712838,
              "n": 0.0
            },
            {
              "event_time": -9,
              "estimate": 1.754818846962481,
              "se": 0.33119406746170926,
              "lower": 1.1056904028442018,
              "upper": 2.40394729108076,
              "relative_to_minus_one": 1.754818846962481,
              "n": 0.0
            },
            {
              "event_time": -8,
              "estimate": 1.5836875028044521,
              "se": 0.3445483511053039,
              "lower": 0.9083851437053951,
              "upper": 2.258989861903509,
              "relative_to_minus_one": 1.5836875028044521,
              "n": 0.0
            },
            {
              "event_time": -7,
              "estimate": 0.9453092571723586,
              "se": 0.3470404367755224,
              "lower": 0.26512249991328507,
              "upper": 1.625496014431432,
              "relative_to_minus_one": 0.9453092571723586,
              "n": 0.0
            },
            {
              "event_time": -6,
              "estimate": 0.8078200109046675,
              "se": 0.32076755390382705,
              "lower": 0.179127157844156,
              "upper": 1.436512863965179,
              "relative_to_minus_one": 0.8078200109046675,
              "n": 0.0
            },
            {
              "event_time": -5,
              "estimate": 0.11935496349739377,
              "se": 0.1957650738923066,
              "lower": -0.26433753076234956,
              "upper": 0.5030474577571371,
              "relative_to_minus_one": 0.11935496349739377,
              "n": 0.0
            },
            {
              "event_time": -4,
              "estimate": 0.26236711109969335,
              "se": 0.2598498837661282,
              "lower": -0.24692930246883726,
              "upper": 0.771663524668224,
              "relative_to_minus_one": 0.26236711109969335,
              "n": 0.0
            },
            {
              "event_time": -3,
              "estimate": 0.08207638101019898,
              "se": 0.11983788661773558,
              "lower": -0.15280156074395726,
              "upper": 0.3169543227643552,
              "relative_to_minus_one": 0.08207638101019898,
              "n": 0.0
            },
            {
              "event_time": -2,
              "estimate": -0.12068926279665308,
              "se": 0.08107252200252327,
              "lower": -0.2795884860574298,
              "upper": 0.03820996046412363,
              "relative_to_minus_one": -0.12068926279665308,
              "n": 0.0
            },
            {
              "event_time": -1,
              "estimate": 0.0,
              "se": null,
              "lower": null,
              "upper": null,
              "relative_to_minus_one": 0.0,
              "n": 0.0
            },
            {
              "event_time": 0,
              "estimate": 0.7005929327129922,
              "se": 0.1062269989690855,
              "lower": 0.49239184054781115,
              "upper": 0.9087940248781732,
              "relative_to_minus_one": 0.7005929327129922,
              "n": 23.0
            },
            {
              "event_time": 1,
              "estimate": 0.8455396028884999,
              "se": 0.14262171725170814,
              "lower": 0.5660061736618971,
              "upper": 1.1250730321151028,
              "relative_to_minus_one": 0.8455396028884999,
              "n": 23.0
            },
            {
              "event_time": 2,
              "estimate": 0.9160184919018332,
              "se": 0.13984467726044272,
              "lower": 0.6419279610417379,
              "upper": 1.1901090227619284,
              "relative_to_minus_one": 0.9160184919018332,
              "n": 23.0
            },
            {
              "event_time": 3,
              "estimate": 1.0419760759368286,
              "se": 0.1428505487085056,
              "lower": 0.7619941452963729,
              "upper": 1.3219580065772845,
              "relative_to_minus_one": 1.0419760759368286,
              "n": 19.0
            },
            {
              "event_time": 4,
              "estimate": 1.0280869098673089,
              "se": 0.1678527620773417,
              "lower": 0.6991015414901486,
              "upper": 1.3570722782444693,
              "relative_to_minus_one": 1.0280869098673089,
              "n": 17.0
            },
            {
              "event_time": 5,
              "estimate": 0.9172306688542526,
              "se": 0.16964788688889088,
              "lower": 0.5847269204987017,
              "upper": 1.2497344172098037,
              "relative_to_minus_one": 0.9172306688542526,
              "n": 17.0
            },
            {
              "event_time": 6,
              "estimate": 1.526785431191215,
              "se": 0.26977507523637856,
              "lower": 0.9980359998013296,
              "upper": 2.0555348625811005,
              "relative_to_minus_one": 1.526785431191215,
              "n": 5.0
            },
            {
              "event_time": 7,
              "estimate": 1.3433860890934564,
              "se": 0.23334212478008828,
              "lower": 0.886043928448432,
              "upper": 1.8007282497384807,
              "relative_to_minus_one": 1.3433860890934564,
              "n": 5.0
            },
            {
              "event_time": 8,
              "estimate": 1.254042691684024,
              "se": 0.274929951966433,
              "lower": 0.7151898875584882,
              "upper": 1.7928954958095598,
              "relative_to_minus_one": 1.254042691684024,
              "n": 5.0
            },
            {
              "event_time": 9,
              "estimate": 1.3704204940747193,
              "se": 0.248747810629005,
              "lower": 0.8828837440086799,
              "upper": 1.8579572441407588,
              "relative_to_minus_one": 1.3704204940747193,
              "n": 5.0
            },
            {
              "event_time": 10,
              "estimate": 1.1631653625467557,
              "se": 0.34574883603029105,
              "lower": 0.4855100962307407,
              "upper": 1.8408206288627706,
              "relative_to_minus_one": 1.1631653625467557,
              "n": 3.0
            },
            {
              "event_time": 11,
              "estimate": 1.0689939585456583,
              "se": 0.28894769691022465,
              "lower": 0.5026668791858225,
              "upper": 1.635321037905494,
              "relative_to_minus_one": 1.0689939585456583,
              "n": 3.0
            },
            {
              "event_time": 12,
              "estimate": 1.070215547235386,
              "se": 0.27558233321178854,
              "lower": 0.5300840993647641,
              "upper": 1.610346995106008,
              "relative_to_minus_one": 1.070215547235386,
              "n": 3.0
            }
          ],
          "group_time_estimates": [
            {
              "group": 4,
              "year": 1,
              "att": 0.10302569805537179,
              "se": 0.321584508600236,
              "event_time": -3,
              "mass": 0.0
            },
            {
              "group": 4,
              "year": 2,
              "att": -0.39350110819790185,
              "se": 0.07746194367005269,
              "event_time": -2,
              "mass": 0.0
            },
            {
              "group": 4,
              "year": 3,
              "att": 0.0,
              "se": null,
              "event_time": -1,
              "mass": 0.0
            },
            {
              "group": 4,
              "year": 4,
              "att": 0.6669300071591561,
              "se": 0.22179648580050498,
              "event_time": 0,
              "mass": 3.0
            },
            {
              "group": 4,
              "year": 5,
              "att": 1.1441865090278887,
              "se": 0.27716055950236596,
              "event_time": 1,
              "mass": 3.0
            },
            {
              "group": 4,
              "year": 6,
              "att": 1.1515651733881525,
              "se": 0.28874639254873735,
              "event_time": 2,
              "mass": 3.0
            },
            {
              "group": 4,
              "year": 7,
              "att": 1.5683514894431725,
              "se": 0.2928146837733286,
              "event_time": 3,
              "mass": 3.0
            },
            {
              "group": 4,
              "year": 8,
              "att": 1.3835877758425235,
              "se": 0.30827357741745065,
              "event_time": 4,
              "mass": 3.0
            },
            {
              "group": 4,
              "year": 9,
              "att": 1.1838916311151653,
              "se": 0.3180844292564332,
              "event_time": 5,
              "mass": 3.0
            },
            {
              "group": 4,
              "year": 10,
              "att": 1.267744263159085,
              "se": 0.3125395247911899,
              "event_time": 6,
              "mass": 3.0
            },
            {
              "group": 4,
              "year": 11,
              "att": 1.197303938548072,
              "se": 0.3126887497562929,
              "event_time": 7,
              "mass": 3.0
            },
            {
              "group": 4,
              "year": 12,
              "att": 1.0047245757095846,
              "se": 0.33439972682420127,
              "event_time": 8,
              "mass": 3.0
            },
            {
              "group": 4,
              "year": 13,
              "att": 1.2026697240668938,
              "se": 0.32307104755453403,
              "event_time": 9,
              "mass": 3.0
            },
            {
              "group": 4,
              "year": 14,
              "att": 1.1631653625467557,
              "se": 0.34574883603029105,
              "event_time": 10,
              "mass": 3.0
            },
            {
              "group": 4,
              "year": 15,
              "att": 1.0689939585456583,
              "se": 0.28894769691022465,
              "event_time": 11,
              "mass": 3.0
            },
            {
              "group": 4,
              "year": 16,
              "att": 1.070215547235386,
              "se": 0.27558233321178854,
              "event_time": 12,
              "mass": 3.0
            },
            {
              "group": 7,
              "year": 1,
              "att": null,
              "se": null,
              "event_time": -6,
              "mass": 0.0
            },
            {
              "group": 7,
              "year": 2,
              "att": null,
              "se": null,
              "event_time": -5,
              "mass": 0.0
            },
            {
              "group": 7,
              "year": 3,
              "att": null,
              "se": null,
              "event_time": -4,
              "mass": 0.0
            },
            {
              "group": 7,
              "year": 4,
              "att": 0.2266998374532308,
              "se": 0.3553805950624429,
              "event_time": -3,
              "mass": 0.0
            },
            {
              "group": 7,
              "year": 5,
              "att": -0.16574511294630195,
              "se": 0.2310883408693839,
              "event_time": -2,
              "mass": 0.0
            },
            {
              "group": 7,
              "year": 6,
              "att": 0.0,
              "se": null,
              "event_time": -1,
              "mass": 0.0
            },
            {
              "group": 7,
              "year": 7,
              "att": 0.8384690620282654,
              "se": 0.12357638178705596,
              "event_time": 0,
              "mass": 2.0
            },
            {
              "group": 7,
              "year": 8,
              "att": 0.9999925399827229,
              "se": 0.16168302302011223,
              "event_time": 1,
              "mass": 2.0
            },
            {
              "group": 7,
              "year": 9,
              "att": 0.9777689359420689,
              "se": 0.1726203857689489,
              "event_time": 2,
              "mass": 2.0
            },
            {
              "group": 7,
              "year": 10,
              "att": 1.313932823616007,
              "se": 0.18948179612521543,
              "event_time": 3,
              "mass": 2.0
            },
            {
              "group": 7,
              "year": 11,
              "att": 1.6454233472950064,
              "se": 0.2439130858413985,
              "event_time": 4,
              "mass": 2.0
            },
            {
              "group": 7,
              "year": 12,
              "att": 1.6491515594278807,
              "se": 0.26392680767878046,
              "event_time": 5,
              "mass": 2.0
            },
            {
              "group": 7,
              "year": 13,
              "att": 1.91534718323941,
              "se": 0.2589446596533846,
              "event_time": 6,
              "mass": 2.0
            },
            {
              "group": 7,
              "year": 14,
              "att": 1.5625093149115332,
              "se": 0.1852595842371214,
              "event_time": 7,
              "mass": 2.0
            },
            {
              "group": 7,
              "year": 15,
              "att": 1.628019865645683,
              "se": 0.22013189948945447,
              "event_time": 8,
              "mass": 2.0
            },
            {
              "group": 7,
              "year": 16,
              "att": 1.6220466490864578,
              "se": 0.23516653871638807,
              "event_time": 9,
              "mass": 2.0
            },
            {
              "group": 11,
              "year": 1,
              "att": 1.733604933801804,
              "se": 0.339396444889611,
              "event_time": -10,
              "mass": 0.0
            },
            {
              "group": 11,
              "year": 2,
              "att": 1.621683690882367,
              "se": 0.3598564877055741,
              "event_time": -9,
              "mass": 0.0
            },
            {
              "group": 11,
              "year": 3,
              "att": 1.5326594110884346,
              "se": 0.3818389899565494,
              "event_time": -8,
              "mass": 0.0
            },
            {
              "group": 11,
              "year": 4,
              "att": 0.6266697771047487,
              "se": 0.34640808521981836,
              "event_time": -7,
              "mass": 0.0
            },
            {
              "group": 11,
              "year": 5,
              "att": 0.5615372275931308,
              "se": 0.3169309669196514,
              "event_time": -6,
              "mass": 0.0
            },
            {
              "group": 11,
              "year": 6,
              "att": 0.11256718777786608,
              "se": 0.25943699311804735,
              "event_time": -5,
              "mass": 0.0
            },
            {
              "group": 11,
              "year": 7,
              "att": 0.25014175805122574,
              "se": 0.30747461440861606,
              "event_time": -4,
              "mass": 0.0
            },
            {
              "group": 11,
              "year": 8,
              "att": 0.09241791078624323,
              "se": 0.2005180226949058,
              "event_time": -3,
              "mass": 0.0
            },
            {
              "group": 11,
              "year": 9,
              "att": -0.13233669175535204,
              "se": 0.11298528929439346,
              "event_time": -2,
              "mass": 0.0
            },
            {
              "group": 11,
              "year": 10,
              "att": 0.0,
              "se": null,
              "event_time": -1,
              "mass": 0.0
            },
            {
              "group": 11,
              "year": 11,
              "att": 0.7389847790653825,
              "se": 0.13571580836600333,
              "event_time": 0,
              "mass": 12.0
            },
            {
              "group": 11,
              "year": 12,
              "att": 0.7900532613471223,
              "se": 0.18219666915144556,
              "event_time": 1,
              "mass": 12.0
            },
            {
              "group": 11,
              "year": 13,
              "att": 1.01772844876096,
              "se": 0.17968105757357852,
              "event_time": 2,
              "mass": 12.0
            },
            {
              "group": 11,
              "year": 14,
              "att": 0.9296334071128187,
              "se": 0.18775511145453178,
              "event_time": 3,
              "mass": 12.0
            },
            {
              "group": 11,
              "year": 15,
              "att": 0.8363222871355556,
              "se": 0.19669555459769295,
              "event_time": 4,
              "mass": 12.0
            },
            {
              "group": 11,
              "year": 16,
              "att": 0.7285786131934198,
              "se": 0.20359772572332419,
              "event_time": 5,
              "mass": 12.0
            },
            {
              "group": 13,
              "year": 1,
              "att": null,
              "se": null,
              "event_time": -12,
              "mass": 0.0
            },
            {
              "group": 13,
              "year": 2,
              "att": null,
              "se": null,
              "event_time": -11,
              "mass": 0.0
            },
            {
              "group": 13,
              "year": 3,
              "att": null,
              "se": null,
              "event_time": -10,
              "mass": 0.0
            },
            {
              "group": 13,
              "year": 4,
              "att": null,
              "se": null,
              "event_time": -9,
              "mass": 0.0
            },
            {
              "group": 13,
              "year": 5,
              "att": null,
              "se": null,
              "event_time": -8,
              "mass": 0.0
            },
            {
              "group": 13,
              "year": 6,
              "att": null,
              "se": null,
              "event_time": -7,
              "mass": 0.0
            },
            {
              "group": 13,
              "year": 7,
              "att": null,
              "se": null,
              "event_time": -6,
              "mass": 0.0
            },
            {
              "group": 13,
              "year": 8,
              "att": 0.25488201305231317,
              "se": 0.20443864813410234,
              "event_time": -5,
              "mass": 0.0
            },
            {
              "group": 13,
              "year": 9,
              "att": -0.219259173911256,
              "se": 0.19726595087905802,
              "event_time": -4,
              "mass": 0.0
            },
            {
              "group": 13,
              "year": 10,
              "att": -0.08428504626996554,
              "se": 0.13006948719870665,
              "event_time": -3,
              "mass": 0.0
            },
            {
              "group": 13,
              "year": 11,
              "att": 0.006920799903832151,
              "se": 0.14941961605748144,
              "event_time": -2,
              "mass": 0.0
            },
            {
              "group": 13,
              "year": 12,
              "att": 0.0,
              "se": null,
              "event_time": -1,
              "mass": 0.0
            },
            {
              "group": 13,
              "year": 13,
              "att": 0.5069205665128373,
              "se": 0.0863772463614586,
              "event_time": 0,
              "mass": 2.0
            },
            {
              "group": 13,
              "year": 14,
              "att": 0.549854478444942,
              "se": 0.21596311973931812,
              "event_time": 1,
              "mass": 2.0
            },
            {
              "group": 13,
              "year": 15,
              "att": 0.5647041243487773,
              "se": 0.17085994475467264,
              "event_time": 2,
              "mass": 2.0
            },
            {
              "group": 13,
              "year": 16,
              "att": 0.6545122209421932,
              "se": 0.07749978252672199,
              "event_time": 3,
              "mass": 2.0
            },
            {
              "group": 14,
              "year": 1,
              "att": null,
              "se": null,
              "event_time": -13,
              "mass": 0.0
            },
            {
              "group": 14,
              "year": 2,
              "att": null,
              "se": null,
              "event_time": -12,
              "mass": 0.0
            },
            {
              "group": 14,
              "year": 3,
              "att": null,
              "se": null,
              "event_time": -11,
              "mass": 0.0
            },
            {
              "group": 14,
              "year": 4,
              "att": 2.239261278479723,
              "se": 0.778990087090489,
              "event_time": -10,
              "mass": 0.0
            },
            {
              "group": 14,
              "year": 5,
              "att": 2.154224315202823,
              "se": 0.7558067430350237,
              "event_time": -9,
              "mass": 0.0
            },
            {
              "group": 14,
              "year": 6,
              "att": 1.7367717779525047,
              "se": 0.7577235318934344,
              "event_time": -8,
              "mass": 0.0
            },
            {
              "group": 14,
              "year": 7,
              "att": 1.9012276973751883,
              "se": 0.7533635908834051,
              "event_time": -7,
              "mass": 0.0
            },
            {
              "group": 14,
              "year": 8,
              "att": 1.5466683608392775,
              "se": 0.7525549980919573,
              "event_time": -6,
              "mass": 0.0
            },
            {
              "group": 14,
              "year": 9,
              "att": 0.07195476587851721,
              "se": 0.3260254034750689,
              "event_time": -5,
              "mass": 0.0
            },
            {
              "group": 14,
              "year": 10,
              "att": 0.5398563127505709,
              "se": 0.6464014608475075,
              "event_time": -4,
              "mass": 0.0
            },
            {
              "group": 14,
              "year": 11,
              "att": 0.04620878931675308,
              "se": 0.156416983496903,
              "event_time": -3,
              "mass": 0.0
            },
            {
              "group": 14,
              "year": 12,
              "att": 0.07758480185496205,
              "se": 0.18604062023139273,
              "event_time": -2,
              "mass": 0.0
            },
            {
              "group": 14,
              "year": 13,
              "att": 0.0,
              "se": null,
              "event_time": -1,
              "mass": 0.0
            },
            {
              "group": 14,
              "year": 14,
              "att": 0.6385627062636391,
              "se": 0.3144245188665142,
              "event_time": 0,
              "mass": 4.0
            },
            {
              "group": 14,
              "year": 15,
              "att": 0.8586295415827591,
              "se": 0.42789492315435435,
              "event_time": 1,
              "mass": 4.0
            },
            {
              "group": 14,
              "year": 16,
              "att": 0.579010571966124,
              "se": 0.35999183671662854,
              "event_time": 2,
              "mass": 4.0
            }
          ],
          "treated_cell_att": 0.97270010628373,
          "treated_cell_se": 0.1357146646245299,
          "checks": {
            "input_rows": 814,
            "retained_rows": 814,
            "all_observed_post_cells_estimated": true,
            "dynamic_cluster_se_error": 2.7755575615628914e-17
          },
          "target": "Equal average of nonnegative native CS-DID event-time effects",
          "donor_rule": "notyettreated",
          "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty",
          "warnings": [
            "Be aware that there are some small groups in your dataset.\n  Check groups: 4,7,13,14.",
            "No (treated or control) units for group 13 in time period 1; setting ATT to NA.",
            "No (treated or control) units for group 13 in time period 2; setting ATT to NA.",
            "No (treated or control) units for group 13 in time period 3; setting ATT to NA.",
            "No (treated or control) units for group 13 in time period 4; setting ATT to NA.",
            "No (treated or control) units for group 13 in time period 5; setting ATT to NA.",
            "No (treated or control) units for group 13 in time period 6; setting ATT to NA.",
            "No (treated or control) units for group 13 in time period 7; setting ATT to NA.",
            "No (treated or control) units for group 14 in time period 1; setting ATT to NA.",
            "No (treated or control) units for group 14 in time period 2; setting ATT to NA.",
            "No (treated or control) units for group 14 in time period 3; setting ATT to NA.",
            "No (treated or control) units for group 7 in time period 1; setting ATT to NA.",
            "No (treated or control) units for group 7 in time period 2; setting ATT to NA.",
            "No (treated or control) units for group 7 in time period 3; setting ATT to NA."
          ],
          "seconds": 0.1853706669062376,
          "status": "estimated"
        },
        {
          "method": "SDID",
          "status": "failed",
          "reason": "ValueError: masked SDID weight optimizer did not converge; increase max_iterations or check overlap",
          "parameters": {
            "max_iterations": 20000
          },
          "crabbymetrics_build": {
            "source_commit": "cb3fcc0e8664cdbb6848d3998ddc4365d65740dc",
            "extension_sha256": "3e1dd2e2bd6d38612b9200b15094fc37138cd002749f8b31148d6265fc533cbd"
          }
        },
        {
          "method": "Matrix completion",
          "class": "MatrixCompletion",
          "parameters": {
            "lambda_fraction": 0.25,
            "max_iterations": 1000,
            "tolerance": 1e-12
          },
          "partial_pooling": {
            "parameter": null,
            "value": null,
            "status": "not_applicable",
            "fit_scope": "Joint untreated-cell fit",
            "within_cohort_target": null,
            "cross_cohort_partial_pooling": false,
            "shared_structure": "Low-rank matrix and unit/time effects",
            "note": "Regularization penalties are not partial-pooling parameters."
          },
          "estimate": 0.8035947848781605,
          "event_study": [
            {
              "event_time": -10,
              "estimate": 0.14673897146086956,
              "raw_gap": 0.14673897146086956,
              "n": 4,
              "n_cells": 4,
              "weight_sum": 4.0,
              "relative_to_minus_one": 0.16273337992733153
            },
            {
              "event_time": -9,
              "estimate": 0.15847523778002523,
              "raw_gap": 0.15847523778002523,
              "n": 5,
              "n_cells": 5,
              "weight_sum": 5.0,
              "relative_to_minus_one": 0.1744696462464872
            },
            {
              "event_time": -8,
              "estimate": 0.0779179373613271,
              "raw_gap": 0.0779179373613271,
              "n": 5,
              "n_cells": 5,
              "weight_sum": 5.0,
              "relative_to_minus_one": 0.09391234582778908
            },
            {
              "event_time": -7,
              "estimate": 0.10864037332253726,
              "raw_gap": 0.10864037332253726,
              "n": 9,
              "n_cells": 9,
              "weight_sum": 9.0,
              "relative_to_minus_one": 0.12463478178899924
            },
            {
              "event_time": -6,
              "estimate": 0.00045023252047729755,
              "raw_gap": 0.00045023252047729755,
              "n": 11,
              "n_cells": 11,
              "weight_sum": 11.0,
              "relative_to_minus_one": 0.016444640986939277
            },
            {
              "event_time": -5,
              "estimate": 0.030198046476108804,
              "raw_gap": 0.030198046476108804,
              "n": 16,
              "n_cells": 16,
              "weight_sum": 16.0,
              "relative_to_minus_one": 0.04619245494257078
            },
            {
              "event_time": -4,
              "estimate": -0.06089314692097689,
              "raw_gap": -0.06089314692097689,
              "n": 15,
              "n_cells": 15,
              "weight_sum": 15.0,
              "relative_to_minus_one": -0.044898738454514905
            },
            {
              "event_time": -3,
              "estimate": -0.02410549679793646,
              "raw_gap": -0.02410549679793646,
              "n": 21,
              "n_cells": 21,
              "weight_sum": 21.0,
              "relative_to_minus_one": -0.008111088331474482
            },
            {
              "event_time": -2,
              "estimate": -0.06292734294129888,
              "raw_gap": -0.06292734294129888,
              "n": 23,
              "n_cells": 23,
              "weight_sum": 23.0,
              "relative_to_minus_one": -0.0469329344748369
            },
            {
              "event_time": -1,
              "estimate": -0.01599440846646198,
              "raw_gap": -0.01599440846646198,
              "n": 23,
              "n_cells": 23,
              "weight_sum": 23.0,
              "relative_to_minus_one": 0.0
            },
            {
              "event_time": 0,
              "estimate": 0.4989868204146833,
              "raw_gap": 0.4989868204146833,
              "n": 23,
              "n_cells": 23,
              "weight_sum": 23.0,
              "relative_to_minus_one": 0.5149812288811453
            },
            {
              "event_time": 1,
              "estimate": 0.7143658151306816,
              "raw_gap": 0.7143658151306816,
              "n": 23,
              "n_cells": 23,
              "weight_sum": 23.0,
              "relative_to_minus_one": 0.7303602235971436
            },
            {
              "event_time": 2,
              "estimate": 0.7358495844587335,
              "raw_gap": 0.7358495844587335,
              "n": 23,
              "n_cells": 23,
              "weight_sum": 23.0,
              "relative_to_minus_one": 0.7518439929251954
            },
            {
              "event_time": 3,
              "estimate": 0.8737376405908953,
              "raw_gap": 0.8737376405908953,
              "n": 19,
              "n_cells": 19,
              "weight_sum": 19.0,
              "relative_to_minus_one": 0.8897320490573573
            },
            {
              "event_time": 4,
              "estimate": 0.8556595294082727,
              "raw_gap": 0.8556595294082727,
              "n": 17,
              "n_cells": 17,
              "weight_sum": 17.0,
              "relative_to_minus_one": 0.8716539378747347
            },
            {
              "event_time": 5,
              "estimate": 0.7832804541283709,
              "raw_gap": 0.7832804541283709,
              "n": 17,
              "n_cells": 17,
              "weight_sum": 17.0,
              "relative_to_minus_one": 0.7992748625948328
            },
            {
              "event_time": 6,
              "estimate": 1.1384123333233063,
              "raw_gap": 1.1384123333233063,
              "n": 5,
              "n_cells": 5,
              "weight_sum": 5.0,
              "relative_to_minus_one": 1.1544067417897683
            },
            {
              "event_time": 7,
              "estimate": 1.1563616234985026,
              "raw_gap": 1.1563616234985026,
              "n": 5,
              "n_cells": 5,
              "weight_sum": 5.0,
              "relative_to_minus_one": 1.1723560319649646
            },
            {
              "event_time": 8,
              "estimate": 1.1596957950725784,
              "raw_gap": 1.1596957950725784,
              "n": 5,
              "n_cells": 5,
              "weight_sum": 5.0,
              "relative_to_minus_one": 1.1756902035390404
            },
            {
              "event_time": 9,
              "estimate": 1.21721533142875,
              "raw_gap": 1.21721533142875,
              "n": 5,
              "n_cells": 5,
              "weight_sum": 5.0,
              "relative_to_minus_one": 1.233209739895212
            },
            {
              "event_time": 10,
              "estimate": 1.0182158502257723,
              "raw_gap": 1.0182158502257723,
              "n": 3,
              "n_cells": 3,
              "weight_sum": 3.0,
              "relative_to_minus_one": 1.0342102586922344
            },
            {
              "event_time": 11,
              "estimate": 0.9385015473472423,
              "raw_gap": 0.9385015473472423,
              "n": 3,
              "n_cells": 3,
              "weight_sum": 3.0,
              "relative_to_minus_one": 0.9544959558137043
            },
            {
              "event_time": 12,
              "estimate": 0.9398629852744279,
              "raw_gap": 0.9398629852744279,
              "n": 3,
              "n_cells": 3,
              "weight_sum": 3.0,
              "relative_to_minus_one": 0.9558573937408898
            }
          ],
          "package_event_study": {
            "event_time": [
              -10.0,
              -9.0,
              -8.0,
              -7.0,
              -6.0,
              -5.0,
              -4.0,
              -3.0,
              -2.0,
              -1.0,
              0.0,
              1.0,
              2.0,
              3.0,
              4.0,
              5.0,
              6.0,
              7.0,
              8.0,
              9.0,
              10.0,
              11.0,
              12.0
            ],
            "estimate": [
              0.14673897146086956,
              0.15847523778002523,
              0.0779179373613271,
              0.10864037332253725,
              0.00045023252047729755,
              0.0301980464761088,
              -0.06089314692097689,
              -0.02410549679793646,
              -0.06292734294129888,
              -0.015994408466461975,
              0.4989868204146833,
              0.7143658151306816,
              0.7358495844587337,
              0.8737376405908953,
              0.8556595294082726,
              0.7832804541283709,
              1.1384123333233063,
              1.1563616234985026,
              1.1596957950725784,
              1.21721533142875,
              1.0182158502257723,
              0.9385015473472423,
              0.9398629852744279
            ],
            "n": [
              4.0,
              5.0,
              5.0,
              9.0,
              11.0,
              16.0,
              15.0,
              21.0,
              23.0,
              23.0,
              23.0,
              23.0,
              23.0,
              19.0,
              17.0,
              17.0,
              5.0,
              5.0,
              5.0,
              5.0,
              3.0,
              3.0,
              3.0
            ]
          },
          "sdid_pre_gap_correction": [],
          "diagnostics": {
            "converged": true,
            "iterations": 63,
            "termination_reason": "Relative objective tolerance reached",
            "objective": 0.06513262178919982,
            "lambda_l": 0.0035769902335203467,
            "singular_values": [
              4.510048454849086,
              2.069000965366377,
              1.8091190289636527,
              1.7303646682319016,
              0.9163963442954484,
              0.4694618737476297,
              0.031213418132877147,
              0.0,
              0.0,
              0.0,
              0.0,
              0.0,
              0.0,
              0.0,
              0.0,
              0.0
            ],
            "history_objective": [
              0.06717350599990721,
              0.06600179628374125,
              0.06557761285054081,
              0.06537354031845986,
              0.06526715153804162,
              0.06521047630547715,
              0.06517960281686767,
              0.06516209060853594,
              0.06515171446596915,
              0.06514529475891764,
              0.06514117665615542,
              0.06513846367266025,
              0.06513664301941761,
              0.06513540557506305,
              0.06513455701601967,
              0.06513397140118428,
              0.06513356533549906,
              0.06513328275328578,
              0.0651330855497742,
              0.06513294761962589,
              0.06513285097070924,
              0.06513278314545627,
              0.06513273548725751,
              0.0651327019634344,
              0.06513267836007383,
              0.06513266172802842,
              0.0651326499999843,
              0.06513264172480326,
              0.06513263588267651,
              0.06513263175619308,
              0.06513262884022573,
              0.06513262677883953,
              0.06513262532105465,
              0.0651326242897899,
              0.0651326235600357,
              0.06513262304349898,
              0.06513262267779144,
              0.06513262241881192,
              0.06513262223537454,
              0.06513262210541927,
              0.06513262201333689,
              0.06513262194807926,
              0.06513262190182509,
              0.0651326218690358,
              0.06513262184578864,
              0.06513262182930468,
              0.06513262181761503,
              0.06513262180932444,
              0.06513262180344384,
              0.0651326217992724,
              0.06513262179631298,
              0.06513262179421339,
              0.06513262179272362,
              0.06513262179166647,
              0.06513262179091624,
              0.06513262179038387,
              0.06513262179000598,
              0.06513262178973778,
              0.06513262178954739,
              0.06513262178941223,
              0.06513262178931632,
              0.0651326217892482,
              0.06513262178919982
            ],
            "history_rmse": [
              0.16062016374231233,
              0.1574558381513189,
              0.15653846545640515,
              0.15594708167056154,
              0.15563588831754469,
              0.15529711364021184,
              0.15503191212276765,
              0.15486468331783806,
              0.15475418378265998,
              0.15468040388972398,
              0.1546306306052873,
              0.1545964473469778,
              0.1545724320904496,
              0.15455516005009756,
              0.15454246708641076,
              0.15453296441012065,
              0.15452573957530852,
              0.15452017700014622,
              0.15451585032949744,
              0.15451245701173827,
              0.15450977768768848,
              0.15450765034945987,
              0.1545059534638693,
              0.15450459466339073,
              0.1545035029810258,
              0.15450262339790752,
              0.15450191293728238,
              0.1545013378164958,
              0.15450087133837018,
              0.1545004923093292,
              0.1545001838392564,
              0.15449993242218488,
              0.15449972722632108,
              0.1544995595418834,
              0.15449942234909375,
              0.15449930997842468,
              0.15449921784219484,
              0.15449914222170671,
              0.15449908009784094,
              0.15449902901583323,
              0.15449898697703882,
              0.15449895235208527,
              0.15449892381104013,
              0.15449890026713653,
              0.15449888083135221,
              0.15449886477567745,
              0.15449885150336715,
              0.15449884052481322,
              0.15449883143794738,
              0.15449882391230443,
              0.1544988176760436,
              0.15449881250537154,
              0.1544988082159054,
              0.15449880465562157,
              0.1544988016990865,
              0.1544987992427339,
              0.15449879720099463,
              0.15449879550312495,
              0.15449879409060058,
              0.15449879291497703,
              0.15449879193613045,
              0.1544987911208087,
              0.15449879044144108
            ],
            "n_observed": 814,
            "n_missing": 290,
            "n_treated_observed": 151,
            "n_untreated_observed": 663
          },
          "checks": {
            "scalar_vs_treated_cell_average": 0.0,
            "native_scalar_vs_unweighted_matrix_average": 1.1102230246251565e-16
          },
          "native_matrix_att": 0.8035947848781604,
          "matrix_preparation": {
            "source_rows": 814,
            "matrix_shape": [
              69,
              16
            ],
            "observed_cells": 814,
            "missing_cells": 290,
            "repeated_cells": 0,
            "minimum_cell_count": 1,
            "maximum_cell_count": 1,
            "observation_mass": 814.0,
            "treated_observation_mass": 151.0,
            "within_cell_aggregation": "Observation-weighted outcome mean",
            "fitting_weights": "Standard crabbymetrics objective on cell means; no cell-count precision weighting",
            "reporting_weights": "Sum of original observation weights per treated unit-period"
          },
          "seconds": 0.002894124947488308,
          "crabbymetrics": "0.9.1",
          "crabbymetrics_build": {
            "source_commit": "cb3fcc0e8664cdbb6848d3998ddc4365d65740dc",
            "extension_sha256": "3e1dd2e2bd6d38612b9200b15094fc37138cd002749f8b31148d6265fc533cbd"
          },
          "normalization": "Original source outcome / source SD; no mean subtraction",
          "target": "All observed treated observations, using configured observation weights; cell mass equals sum of row weights",
          "status": "estimated"
        },
        {
          "method": "Horizontal ridge",
          "status": "unidentified",
          "reason": "ValueError: ridge cohort 6, period 6: no donor/pre-period overlap for observed treated outcomes",
          "parameters": {
            "penalty": 1.0
          },
          "crabbymetrics_build": {
            "source_commit": "cb3fcc0e8664cdbb6848d3998ddc4365d65740dc",
            "extension_sha256": "3e1dd2e2bd6d38612b9200b15094fc37138cd002749f8b31148d6265fc533cbd"
          }
        },
        {
          "method": "Multisynth (cohort-averaged)",
          "status": "unsupported",
          "reason": "multisynth-cohort: requires a complete finite outcome matrix; no panel balancing performed."
        },
        {
          "method": "Multisynth (individual)",
          "status": "unsupported",
          "reason": "multisynth-individual: requires a complete finite outcome matrix; no panel balancing performed."
        }
      ]
    },
    "combined_table": [
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Static TWFE",
        "Estimate (SDs)": 0.5836461717054291,
        "SE": 0.15493282774663392,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": 0.7830948306897552,
        "SE": 0.12558931286311137,
        "Aggregation": "observations",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": 0.7411187723579706,
        "SE": 0.1412719262586771,
        "Aggregation": "observations",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": 0.7570914198400018,
        "SE": 0.11959318280217397,
        "Aggregation": "observations",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID",
        "Estimate (SDs)": 1.0958810966563794,
        "SE": 0.1723909913189881,
        "Aggregation": "Equal post-event times",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (treated cells)",
        "Estimate (SDs)": 0.97270010628373,
        "SE": 0.1357146646245299,
        "Aggregation": "Treated cells",
        "Event study": "Same CS-DID path",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "SDID",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "failed",
        "Note": "ValueError: masked SDID weight optimizer did not converge; increase max_iterations or check overlap"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Matrix completion",
        "Estimate (SDs)": 0.8035947848781605,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Horizontal ridge",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unidentified",
        "Note": "ValueError: ridge cohort 6, period 6: no donor/pre-period overlap for observed treated outcomes"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Multisynth (cohort-averaged)",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "multisynth-cohort: requires a complete finite outcome matrix; no panel balancing performed."
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Multisynth (individual)",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "multisynth-individual: requires a complete finite outcome matrix; no panel balancing performed."
      }
    ],
    "adapter_sha256": {
      "validate_template.py": "9c8cc9bb42c9d4eb4f48bfa0a6ee09498fe83516d08aa9f26a49c21c4686618a",
      "mtgpax_worker.py": "7279b1b2aaa3f5909cd39ac1964d2e9c75907219011fe661a015511131affa85",
      "csdid_general.py": "07619c3b3dfee796ae9e4842afdbc6e367a74cece254ede73f7c403dfc924f6d",
      "runner.py": "3d6f87d28c1a24f0efe21b6d9b06d77866b0d16abcfdaaaef47465cc9cc1078e",
      "matrix_inputs.py": "3f675276f9022147996dd5b62762721be2dd436d5db171491a286b05628176ae",
      "csdid_model.py": "b9fd5536d4886e99a707d2b162db5b11da3ff463930eca5b7590d27500096a3f",
      "multisynth_model.R": "3ae0740c5b75b14f563dacc9961688e8286655866a6b435045a3ef6f453c1604",
      "csdid_streaming.py": "378198e98c44bd46862601bdcb514b19d9ea4038cddc38dad7fdba9b0aa0216b",
      "multisynth_sparse.R": "f9ab3d8d7f7b52a79ccd694c7173f626276a0830f23bb79e527c88c0f0292540",
      "matrix_models.py": "2fddc228b899ed1c806fd1bd7feef84c5164b4c9d472d0218d2f1491a47a302b",
      "csdid_aggregations.py": "cbed0fb13450d9398f9a59d53dbfdf8e275a74daa01158c38c0f3396a3e8c6ee",
      "bootstrap_matrix.py": "a55b171313d43a703063c87e668021b75eb3153fa30795b9ae3d9e2721d9b9d0",
      "eligibility.py": "f0eb686ff3f13e89c8f3d85f49890601c4a7f9a611a2938753be599b8ceac9a6"
    },
    "scalar_ranges": [
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Static TWFE",
        "Estimate (SDs)": 0.5836461717054291,
        "SE": 0.15493282774663392,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": "",
        "lower": 0.27448252747844953,
        "upper": 0.8928098159324087,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": 0.7830948306897552,
        "SE": 0.12558931286311137,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": 0.5324852587517941,
        "upper": 1.0337044026277162,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": 0.7411187723579706,
        "SE": 0.1412719262586771,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": 0.45921503262553265,
        "upper": 1.0230225120904086,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": 0.7570914198400018,
        "SE": 0.11959318280217397,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": 0.5184469391474538,
        "upper": 0.9957359005325499,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (equal event-time)",
        "Estimate (SDs)": 1.0958810966563794,
        "SE": 0.1723909913189881,
        "Aggregation": "Equal post-event times",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": 0.7580009624120057,
        "upper": 1.4337612309007532,
        "ci_level": 0.95,
        "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (treated cells)",
        "Estimate (SDs)": 0.97270010628373,
        "SE": 0.1357146646245299,
        "Aggregation": "Treated cells",
        "Event study": "Same CS-DID path",
        "Status": "estimated",
        "Note": "",
        "lower": 0.7067042514457194,
        "upper": 1.2386959611217407,
        "ci_level": 0.95,
        "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "SDID",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "failed",
        "Note": "ValueError: masked SDID weight optimizer did not converge; increase max_iterations or check overlap",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Matrix completion",
        "Estimate (SDs)": 0.8035947848781605,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Horizontal ridge",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unidentified",
        "Note": "ValueError: ridge cohort 6, period 6: no donor/pre-period overlap for observed treated outcomes",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Multisynth (cohort-averaged)",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "multisynth-cohort: requires a complete finite outcome matrix; no panel balancing performed.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Multisynth (individual)",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "multisynth-individual: requires a complete finite outcome matrix; no panel balancing performed.",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      }
    ],
    "reporting_source": {
      "path": "templates/reporting/comparison_report.py",
      "sha256": "94e9c5116a13335ead2db81834cac48593160291aea51c30c12fe3e11e5da1ce"
    }
  },
  "finished": 1791602777.49909,
  "scalar_ranges": [
    {
      "Outcome / treatment": "y__d",
      "Estimator": "Static TWFE",
      "Estimate (SDs)": 0.5836461717054291,
      "SE": 0.15493282774663392,
      "Aggregation": "Coefficient",
      "Event study": "No",
      "Status": "estimated",
      "Note": "",
      "lower": 0.27448252747844953,
      "upper": 0.8928098159324087,
      "ci_level": 0.95,
      "inference": "Configured-cluster regression interval"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "Dynamic TWFE",
      "Estimate (SDs)": 0.7830948306897552,
      "SE": 0.12558931286311137,
      "Aggregation": "Treated cells",
      "Event study": "Yes",
      "Status": "estimated",
      "Note": "",
      "lower": 0.5324852587517941,
      "upper": 1.0337044026277162,
      "ci_level": 0.95,
      "inference": "Configured-cluster regression interval"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "BJS / did2s",
      "Estimate (SDs)": 0.7411187723579706,
      "SE": 0.1412719262586771,
      "Aggregation": "Treated cells",
      "Event study": "Yes",
      "Status": "estimated",
      "Note": "",
      "lower": 0.45921503262553265,
      "upper": 1.0230225120904086,
      "ci_level": 0.95,
      "inference": "Configured-cluster regression interval"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "Sun\u2013Abraham",
      "Estimate (SDs)": 0.7570914198400018,
      "SE": 0.11959318280217397,
      "Aggregation": "Treated cells",
      "Event study": "Yes",
      "Status": "estimated",
      "Note": "",
      "lower": 0.5184469391474538,
      "upper": 0.9957359005325499,
      "ci_level": 0.95,
      "inference": "Configured-cluster regression interval"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "CS-DID (equal event-time)",
      "Estimate (SDs)": 1.0958810966563794,
      "SE": 0.1723909913189881,
      "Aggregation": "Equal post-event times",
      "Event study": "Yes",
      "Status": "estimated",
      "Note": "",
      "lower": 0.7580009624120057,
      "upper": 1.4337612309007532,
      "ci_level": 0.95,
      "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "CS-DID (treated cells)",
      "Estimate (SDs)": 0.97270010628373,
      "SE": 0.1357146646245299,
      "Aggregation": "Treated cells",
      "Event study": "Same CS-DID path",
      "Status": "estimated",
      "Note": "",
      "lower": 0.7067042514457194,
      "upper": 1.2386959611217407,
      "ci_level": 0.95,
      "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "SDID",
      "Estimate (SDs)": null,
      "SE": null,
      "Aggregation": "Treated cells",
      "Event study": "No",
      "Status": "failed",
      "Note": "ValueError: masked SDID weight optimizer did not converge; increase max_iterations or check overlap",
      "lower": null,
      "upper": null,
      "ci_level": null,
      "inference": "Not computed"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "Matrix completion",
      "Estimate (SDs)": 0.8035947848781605,
      "SE": null,
      "Aggregation": "Treated cells",
      "Event study": "Yes",
      "Status": "estimated",
      "Note": "",
      "lower": null,
      "upper": null,
      "ci_level": null,
      "inference": "Not computed"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "Horizontal ridge",
      "Estimate (SDs)": null,
      "SE": null,
      "Aggregation": "Treated cells",
      "Event study": "No",
      "Status": "unidentified",
      "Note": "ValueError: ridge cohort 6, period 6: no donor/pre-period overlap for observed treated outcomes",
      "lower": null,
      "upper": null,
      "ci_level": null,
      "inference": "Not computed"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "Multisynth (cohort-averaged)",
      "Estimate (SDs)": null,
      "SE": null,
      "Aggregation": "Treated cells",
      "Event study": "No",
      "Status": "unsupported",
      "Note": "multisynth-cohort: requires a complete finite outcome matrix; no panel balancing performed.",
      "lower": null,
      "upper": null,
      "ci_level": null,
      "inference": "Not computed"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "Multisynth (individual)",
      "Estimate (SDs)": null,
      "SE": null,
      "Aggregation": "Treated cells",
      "Event study": "No",
      "Status": "unsupported",
      "Note": "multisynth-individual: requires a complete finite outcome matrix; no panel balancing performed.",
      "lower": null,
      "upper": null,
      "ci_level": null,
      "inference": "Not computed"
    }
  ]
}
