{
  "paper": {
    "rank": 36,
    "paper_id": "aeraej-78",
    "title": "Trickle-Down Ethnic Politics: Drunk and Absent in the Kenya Police Force (1957-1970)",
    "authors": "Oliver Vanden Eynde; Patrick M. Kuhn; Alexander Moradi",
    "year": 2018,
    "journal": "American Economic Journal: Economic Policy",
    "doi": "10.1257/pol.20160384",
    "package_bytes": 4344155,
    "source_specification": "Table 2"
  },
  "mapping": {
    "paper_id": "aeraej-78",
    "match": true,
    "outcome": "offense_dum",
    "treatment": "kanu_power",
    "unit": "uniqid",
    "time": "year",
    "cluster": "uniqid",
    "source_model_index": 3,
    "source_specification": "Table 3, column 3: officer fixed effects"
  },
  "status": "estimated",
  "source_fit": {
    "formula": "list(linear = offense_dum ~ kanu_power + weight, fixef = ~uniqid +      year)",
    "coefficients": {
      "kanu_power": 0.02814122355643,
      "weight": 0.234488028557359
    },
    "se": {
      "kanu_power": 0.00839269571914566,
      "weight": 0.00869493332861825
    },
    "n": 44689
  },
  "source_check": {
    "source_term": "kanu_power",
    "source_beta": 0.02814122355643,
    "template_source_sample_beta": 0.028141223559914948,
    "template_source_sample_n": 44689,
    "template_source_sample_se": 0.007729317436359979,
    "same_point_specification": true,
    "dropped_missing_identifiers": 0,
    "controls": {
      "x001": "weight"
    },
    "absolute_coefficient_difference": 3.484948440934943e-12
  },
  "settings": {
    "slug": "aeraej-78",
    "specification_id": "aeraej-78-source",
    "source_specification_id": "Table 2",
    "study": "Trickle-Down Ethnic Politics: Drunk and Absent in the Kenya Police Force (1957-1970)",
    "citation": "Oliver Vanden Eynde; Patrick M. Kuhn; Alexander Moradi (2018). https://doi.org/10.1257/pol.20160384",
    "description": "Source covariates and fixed effects are retained.",
    "data": "analyses/new-library/tranche50/aeraej-78/panel.parquet",
    "unit": "unit",
    "time": "time",
    "cluster": "cluster",
    "covariates": [
      "x001"
    ],
    "time_fe": null,
    "allow_repeated_cells": false,
    "period_values": null,
    "period_step": 1,
    "latest_cohort_control": true,
    "reversal_policy": "drop_post_untreated",
    "test_mode": "classical",
    "post_weighting": "observations",
    "display_window": [
      -10,
      10
    ],
    "labels": {
      "y": "offense_dum",
      "d": "kanu_power",
      "unit": "uniqid",
      "time": "year",
      "cluster": "uniqid",
      "x001": "weight"
    }
  },
  "options": {
    "output_dir": "analyses/new-library/tranche50/aeraej-78/results",
    "timeout_seconds": 300
  },
  "comparison": {
    "schema": "expensive-replication-v1",
    "config": {
      "outcomes": [
        "y"
      ],
      "treatments": [
        "d"
      ],
      "unit": "unit",
      "time": "time",
      "cluster": "cluster",
      "covariates": [
        "x001"
      ],
      "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": {
        "y": "offense_dum",
        "d": "kanu_power",
        "unit": "uniqid",
        "time": "year",
        "cluster": "uniqid",
        "x001": "weight"
      },
      "allow_repeated_cells": false,
      "time_fe": null,
      "unit_fe": null,
      "frequency_weights": false,
      "source_sd": null,
      "require_never_control_periods": false,
      "latest_cohort_control": true,
      "slug": "aeraej-78",
      "specification_id": "aeraej-78-source",
      "source_specification_id": "Table 2",
      "study": "Trickle-Down Ethnic Politics: Drunk and Absent in the Kenya Police Force (1957-1970)",
      "citation": "Oliver Vanden Eynde; Patrick M. Kuhn; Alexander Moradi (2018). https://doi.org/10.1257/pol.20160384",
      "description": "Source covariates and fixed effects are retained.",
      "data": "analyses/new-library/tranche50/aeraej-78/panel.parquet",
      "output_dir": "analyses/new-library/tranche50/aeraej-78/results"
    },
    "options": {
      "output_dir": "analyses/new-library/tranche50/aeraej-78/results",
      "timeout_seconds": 300
    },
    "source": {
      "file": "panel.parquet",
      "bytes": 186382,
      "sha256": "67066938fab76df4c9986e5da8a83ea65507c1970cd3896769645360ad3f8f3c"
    },
    "regressions": {
      "y__d": {
        "sample": {
          "outcome": "y",
          "treatment": "d",
          "source_rows": 44689,
          "source_sd": 0.39353959211512785,
          "rows": 36357,
          "units": 4714,
          "clusters": 4714,
          "treated_units": 1509,
          "never_treated_units": 3205,
          "treated_cohorts": 2,
          "latest_cohort_control_index": null,
          "unique_unit_period_cells": 36357,
          "unsupported_prediction_rows_removed": 0,
          "rows_without_never_control_time_fe_removed": 0,
          "initially_treated_units_removed": 1668,
          "post_adoption_untreated_rows_removed": 782,
          "units_without_minus_one_removed": 0,
          "additional_rows_removed": 402
        },
        "estimates": [
          {
            "method": "Static TWFE",
            "estimate": 0.06336897006790011,
            "se": 0.02155266816168833,
            "pvalue": 0.003296039980238103,
            "lower": 0.021115665504734656,
            "upper": 0.10562227463106558
          },
          {
            "method": "Dynamic TWFE",
            "estimate": 0.07881012704195711,
            "se": 0.03021931595989571,
            "pvalue": 0.009137660562052263,
            "lower": 0.019566141500819506,
            "upper": 0.13805411258309472
          },
          {
            "method": "BJS / did2s",
            "estimate": 0.07278367873629396,
            "se": 0.023170966800527003,
            "pvalue": 0.001693231947499788,
            "lower": 0.027357752354426952,
            "upper": 0.11820960511816098
          },
          {
            "method": "Sun\u2013Abraham",
            "estimate": 0.08480383184218854,
            "se": 0.031200549269449037,
            "pvalue": 0.00659133677027602,
            "lower": 0.02363617032900684,
            "upper": 0.14597149335537024
          }
        ],
        "event_studies": {
          "Dynamic TWFE": [
            {
              "event_time": -7,
              "estimate": 0.14538088972605173,
              "se": 0.0542561110135148,
              "pvalue": 0.00739817754803532,
              "lower": 0.039013549688679136,
              "upper": 0.2517482297634243
            },
            {
              "event_time": -6,
              "estimate": 0.06111950930355342,
              "se": 0.054971895917650046,
              "pvalue": 0.26626713064194507,
              "lower": -0.046651103745274175,
              "upper": 0.16889012235238102
            },
            {
              "event_time": -5,
              "estimate": -0.013671402430212023,
              "se": 0.0499344509805697,
              "pvalue": 0.7842603291746268,
              "lower": -0.11156626860863644,
              "upper": 0.08422346374821241
            },
            {
              "event_time": -4,
              "estimate": 0.0662632178403243,
              "se": 0.03750233862074295,
              "pvalue": 0.07730818863877627,
              "lower": -0.007258896622977726,
              "upper": 0.13978533230362633
            },
            {
              "event_time": -3,
              "estimate": 0.048180625396331445,
              "se": 0.039347960011042904,
              "pvalue": 0.22083398504806187,
              "lower": -0.028959769742365513,
              "upper": 0.12532102053502842
            },
            {
              "event_time": -2,
              "estimate": -0.039471154893655484,
              "se": 0.037775295233175195,
              "pvalue": 0.29612585053541457,
              "lower": -0.11352839191306546,
              "upper": 0.0345860821257545
            },
            {
              "event_time": 0,
              "estimate": 0.04934879196627644,
              "se": 0.03745960668900316,
              "pvalue": 0.18777303774254922,
              "lower": -0.024089547935434025,
              "upper": 0.1227871318679869
            },
            {
              "event_time": 1,
              "estimate": 0.10339199147735169,
              "se": 0.04027751162922836,
              "pvalue": 0.010289132437271009,
              "lower": 0.0244292406407096,
              "upper": 0.1823547423139938
            },
            {
              "event_time": 2,
              "estimate": 0.07564596167880523,
              "se": 0.03802460745186911,
              "pvalue": 0.046715333894329705,
              "lower": 0.0010999561677744324,
              "upper": 0.15019196718983602
            },
            {
              "event_time": 3,
              "estimate": 0.07756936578612723,
              "se": 0.044086923258194056,
              "pvalue": 0.07856355957643381,
              "lower": -0.008861612583070305,
              "upper": 0.16400034415532477
            },
            {
              "event_time": 4,
              "estimate": 0.1521528859104941,
              "se": 0.0474862773530102,
              "pvalue": 0.001363673084430637,
              "lower": 0.05905758446033199,
              "upper": 0.24524818736065623
            },
            {
              "event_time": 5,
              "estimate": 0.08270749954406183,
              "se": 0.04988515076712299,
              "pvalue": 0.09739243371026633,
              "lower": -0.015090715170229918,
              "upper": 0.18050571425835357
            },
            {
              "event_time": 6,
              "estimate": 0.020600170745203504,
              "se": 0.052701444114470676,
              "pvalue": 0.6959003762471951,
              "lower": -0.08271929542862802,
              "upper": 0.12391963691903504
            },
            {
              "event_time": 7,
              "estimate": 0.05493597049718993,
              "se": 0.08062315676537708,
              "pvalue": 0.49565699017088716,
              "lower": -0.10312310469920821,
              "upper": 0.21299504569358807
            },
            {
              "event_time": 8,
              "estimate": 0.10011669476714076,
              "se": 0.08209966562009943,
              "pvalue": 0.22273327605292514,
              "lower": -0.06083702799032793,
              "upper": 0.26107041752460947
            },
            {
              "event_time": 9,
              "estimate": -0.04760552128085787,
              "se": 0.08402596704647537,
              "pvalue": 0.5710420007084663,
              "lower": -0.21233569529895538,
              "upper": 0.11712465273723963
            }
          ],
          "BJS / did2s": [
            {
              "event_time": -7,
              "estimate": 0.07229301622311082,
              "se": 0.031820503128282746,
              "pvalue": 0.023137393668627333,
              "lower": 0.009909955344249925,
              "upper": 0.13467607710197171
            },
            {
              "event_time": -6,
              "estimate": 0.007039584497779,
              "se": 0.03171010663660691,
              "pvalue": 0.8243249546356455,
              "lower": -0.05512704765167865,
              "upper": 0.06920621664723664
            },
            {
              "event_time": -5,
              "estimate": -0.039682791402059166,
              "se": 0.027409388352427642,
              "pvalue": 0.1477448259925872,
              "lower": -0.0934180053095368,
              "upper": 0.014052422505418466
            },
            {
              "event_time": -4,
              "estimate": 0.021262397997046253,
              "se": 0.0212537911887236,
              "pvalue": 0.3171659326914978,
              "lower": -0.020404967986688748,
              "upper": 0.06292976398078126
            },
            {
              "event_time": -3,
              "estimate": 0.005357614663843838,
              "se": 0.01859866383262244,
              "pvalue": 0.7733100383747532,
              "lower": -0.031104460541519795,
              "upper": 0.04181968986920747
            },
            {
              "event_time": -2,
              "estimate": -0.03828146367139934,
              "se": 0.016366583837256032,
              "pvalue": 0.019376922746478623,
              "lower": -0.07036761868228725,
              "upper": -0.006195308660511427
            },
            {
              "event_time": -1,
              "estimate": 0.004322336604288136,
              "se": 0.01535840378624167,
              "pvalue": 0.7783919160672811,
              "lower": -0.025787314224823308,
              "upper": 0.03443198743339958
            },
            {
              "event_time": 0,
              "estimate": 0.060218228332490194,
              "se": 0.03221540544731182,
              "pvalue": 0.061651816441106476,
              "lower": -0.002939025691899501,
              "upper": 0.1233754823568799
            },
            {
              "event_time": 1,
              "estimate": 0.12694645624804723,
              "se": 0.034917532837764595,
              "pvalue": 0.0002802862257968448,
              "lower": 0.05849176940741689,
              "upper": 0.19540114308867756
            },
            {
              "event_time": 2,
              "estimate": 0.06899754072897178,
              "se": 0.03543736865319049,
              "pvalue": 0.051590728357091005,
              "lower": -0.00047626731128228017,
              "upper": 0.13847134876922584
            },
            {
              "event_time": 3,
              "estimate": 0.07970313751633175,
              "se": 0.04019313872367153,
              "pvalue": 0.04742498811376994,
              "lower": 0.0009057970153672212,
              "upper": 0.15850047801729628
            },
            {
              "event_time": 4,
              "estimate": 0.14556607288716922,
              "se": 0.043145978560747,
              "pvalue": 0.0007473541360579523,
              "lower": 0.060979785977055126,
              "upper": 0.23015235979728332
            },
            {
              "event_time": 5,
              "estimate": 0.05006044711626549,
              "se": 0.0473151191774422,
              "pvalue": 0.29009953940242245,
              "lower": -0.04269930430053205,
              "upper": 0.14282019853306305
            },
            {
              "event_time": 6,
              "estimate": -0.012722613128806591,
              "se": 0.04928734877621572,
              "pvalue": 0.7963167573747988,
              "lower": -0.10934885649362189,
              "upper": 0.08390363023600872
            },
            {
              "event_time": 7,
              "estimate": 0.003068206364107853,
              "se": 0.08304616265655565,
              "pvalue": 0.970529791542061,
              "lower": -0.1597410930323873,
              "upper": 0.16587750576060298
            },
            {
              "event_time": 8,
              "estimate": 0.03751148307644175,
              "se": 0.08028734065126583,
              "pvalue": 0.6403673660082358,
              "lower": -0.11988923555638323,
              "upper": 0.19491220170926674
            },
            {
              "event_time": 9,
              "estimate": -0.13246566485919697,
              "se": 0.0846700962733763,
              "pvalue": 0.1177692726416998,
              "lower": -0.2984586332653536,
              "upper": 0.03352730354695968
            }
          ],
          "Sun\u2013Abraham": [
            {
              "event_time": -7,
              "estimate": 0.1542355751232588,
              "se": 0.06076120320189832,
              "pvalue": 0.011168324125974306,
              "lower": 0.03511521353954111,
              "upper": 0.2733559367069765
            },
            {
              "event_time": -6,
              "estimate": 0.04377737109413683,
              "se": 0.06107294361666293,
              "pvalue": 0.4735301501153594,
              "lower": -0.07595414742805733,
              "upper": 0.16350888961633098
            },
            {
              "event_time": -5,
              "estimate": -0.0278567791845471,
              "se": 0.0563432722292644,
              "pvalue": 0.6210384189986942,
              "lower": -0.13831593086490962,
              "upper": 0.08260237249581542
            },
            {
              "event_time": -4,
              "estimate": 0.06190051798871477,
              "se": 0.0384415141581418,
              "pvalue": 0.10740986166971195,
              "lower": -0.013462819552968248,
              "upper": 0.1372638555303978
            },
            {
              "event_time": -3,
              "estimate": 0.03730517451351706,
              "se": 0.03990887760931377,
              "pvalue": 0.349960506337304,
              "lower": -0.040934881323186095,
              "upper": 0.11554523035022021
            },
            {
              "event_time": -2,
              "estimate": -0.05321875329494902,
              "se": 0.03851943500827619,
              "pvalue": 0.16715763478368176,
              "lower": -0.12873485212761698,
              "upper": 0.022297345537718935
            },
            {
              "event_time": 0,
              "estimate": 0.06302366696249942,
              "se": 0.038841126363304376,
              "pvalue": 0.10474151898485247,
              "lower": -0.01312309730320782,
              "upper": 0.13917043122820666
            },
            {
              "event_time": 1,
              "estimate": 0.1189283337632866,
              "se": 0.04155578157991017,
              "pvalue": 0.004229705112462102,
              "lower": 0.03745957628584677,
              "upper": 0.2003970912407264
            },
            {
              "event_time": 2,
              "estimate": 0.07472168595174203,
              "se": 0.039376575619808056,
              "pvalue": 0.0578075197424312,
              "lower": -0.00247480915672868,
              "upper": 0.15191818106021274
            },
            {
              "event_time": 3,
              "estimate": 0.09192668771083257,
              "se": 0.04528582880715721,
              "pvalue": 0.042420557170728,
              "lower": 0.0031452940277270497,
              "upper": 0.18070808139393807
            },
            {
              "event_time": 4,
              "estimate": 0.16198296136798387,
              "se": 0.04808891484954208,
              "pvalue": 0.0007621081082997633,
              "lower": 0.06770620871692551,
              "upper": 0.25625971401904224
            },
            {
              "event_time": 5,
              "estimate": 0.06765433260440488,
              "se": 0.05158698521340708,
              "pvalue": 0.18976585819592595,
              "lower": -0.03348027316065942,
              "upper": 0.16878893836946918
            },
            {
              "event_time": 6,
              "estimate": 0.011675439106766945,
              "se": 0.0537331373879177,
              "pvalue": 0.827995153527795,
              "lower": -0.09366662815625201,
              "upper": 0.11701750636978592
            },
            {
              "event_time": 7,
              "estimate": 0.056076493875377845,
              "se": 0.08722142830903205,
              "pvalue": 0.5203065942059376,
              "lower": -0.11491827796112862,
              "upper": 0.2270712657118843
            },
            {
              "event_time": 8,
              "estimate": 0.09948443450521638,
              "se": 0.0871106302366434,
              "pvalue": 0.25349249835116006,
              "lower": -0.0712931213159676,
              "upper": 0.27026199032640036
            },
            {
              "event_time": 9,
              "estimate": -0.04636621784466618,
              "se": 0.08952713560619549,
              "pvalue": 0.6045514600757137,
              "lower": -0.22188125380483872,
              "upper": 0.12914881811550635
            }
          ]
        },
        "target": {
          "event_times": [
            0.0,
            1.0,
            2.0,
            3.0,
            4.0,
            5.0,
            6.0,
            7.0,
            8.0,
            9.0
          ],
          "weights": [
            0.1796642457435409,
            0.1669246338849863,
            0.14977973568281938,
            0.13513513513513514,
            0.12310989403500416,
            0.09120133349208238,
            0.08250982259792833,
            0.026550779854744612,
            0.024288605786403142,
            0.020835813787355637
          ],
          "weighting": "observations"
        },
        "checks": {
          "did2s_vs_direct_imputation_max_post_difference": 3.350797233916958e-07,
          "package_aggregate_vs_estimable_cell_weights": null,
          "saturated_vs_deviations_relative_rss_difference": 1.3824720223575564e-13
        },
        "inference": {
          "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
          "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
        },
        "f_test": {
          "F": 1.963757679711777,
          "df_num": 6,
          "df_den": 31603,
          "pvalue": 0.06703429654900253,
          "log10_pvalue": -1.1737029437015691,
          "inference": "Homoskedastic nested-model F",
          "observations": 36357,
          "design_columns": 27,
          "restricted_design_columns": 21,
          "fixed_effect_rank": 4727,
          "covariance_rank": 6,
          "rss_unrestricted": 26236.081540982163,
          "rss_restricted": 26245.86313892128,
          "test_horizon": null,
          "reference_cohort": 5,
          "pyfixest": "0.27.0",
          "formulaic": "1.0.2",
          "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_8,ref=-1.0)+x0|unit_fe+time_fe",
          "restriction_names": [
            "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_8",
            "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_8",
            "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_8",
            "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_8",
            "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_8",
            "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_8"
          ],
          "deviations": [
            {
              "event_time": -4.0,
              "cohort": 8,
              "estimate": -0.15815250777921086
            },
            {
              "event_time": -3.0,
              "cohort": 8,
              "estimate": 0.07203234242871513
            },
            {
              "event_time": -2.0,
              "cohort": 8,
              "estimate": 0.023388591503305224
            },
            {
              "event_time": 0.0,
              "cohort": 8,
              "estimate": 0.11850946765589107
            },
            {
              "event_time": 1.0,
              "cohort": 8,
              "estimate": 0.13732064042805553
            },
            {
              "event_time": 2.0,
              "cohort": 8,
              "estimate": -0.11811526427206542
            },
            {
              "event_time": 3.0,
              "cohort": 8,
              "estimate": -0.05892554118242849
            },
            {
              "event_time": 4.0,
              "cohort": 8,
              "estimate": -0.1173967665466837
            },
            {
              "event_time": 5.0,
              "cohort": 8,
              "estimate": -0.10624041654345041
            },
            {
              "event_time": 6.0,
              "cohort": 8,
              "estimate": -0.09855715016543329
            }
          ]
        }
      }
    },
    "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": "cell-specific rank-reduced column space",
            "control_group": "notyettreated",
            "xformla": "y ~ 1 + x0",
            "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": 0.021412390417728078,
                "se": 0.03631677329867986,
                "lower": -0.04976717728239034,
                "upper": 0.0925919581178465
              },
              {
                "typec": "simple",
                "aggregation": "Native CS-DID simple",
                "matches_treated_unit_year_target": false,
                "estimate": 0.033088676028012284,
                "se": 0.033514003793346736,
                "lower": -0.03259756438468607,
                "upper": 0.09877491644071064
              },
              {
                "typec": "group",
                "aggregation": "Native CS-DID group",
                "matches_treated_unit_year_target": false,
                "estimate": 0.027087009340104697,
                "se": 0.033426810491953486,
                "lower": -0.03842833534216974,
                "upper": 0.09260235402237912
              },
              {
                "typec": "treated_cells",
                "aggregation": "Observed treated observations, configured weights",
                "matches_treated_unit_year_target": true,
                "weight_sum": 8399.0,
                "post_cells": 17,
                "estimate": 0.049413270239049525,
                "se": 0.03212799598751142,
                "lower": -0.013556444791920225,
                "upper": 0.11238298527001928
              }
            ],
            "same_group_time_effects": true,
            "additional_covariates": [
              "x0"
            ]
          },
          "estimate": 0.021412390417728078,
          "se": 0.03631677329867986,
          "lower": -0.04976717728239034,
          "upper": 0.0925919581178465,
          "event_study": [
            {
              "event_time": -7,
              "estimate": -0.11761182774987919,
              "se": 0.061178515671247144,
              "lower": -0.2375195150931429,
              "upper": 0.0022958595933845055,
              "relative_to_minus_one": -0.11761182774987919,
              "n": 0.0
            },
            {
              "event_time": -6,
              "estimate": -0.20285390474411658,
              "se": 0.06088862299033754,
              "lower": -0.3221934128734157,
              "upper": -0.08351439661481748,
              "relative_to_minus_one": -0.20285390474411658,
              "n": 0.0
            },
            {
              "event_time": -5,
              "estimate": -0.22240418757662275,
              "se": 0.05641553314321011,
              "lower": -0.3329766007059403,
              "upper": -0.11183177444730519,
              "relative_to_minus_one": -0.22240418757662275,
              "n": 0.0
            },
            {
              "event_time": -4,
              "estimate": -0.07931767771116886,
              "se": 0.04036715978549248,
              "lower": -0.15843585704890772,
              "upper": -0.00019949837342998766,
              "relative_to_minus_one": -0.07931767771116886,
              "n": 0.0
            },
            {
              "event_time": -3,
              "estimate": -0.08157009565263289,
              "se": 0.039483965129941984,
              "lower": -0.15895724527415453,
              "upper": -0.004182946031111245,
              "relative_to_minus_one": -0.08157009565263289,
              "n": 0.0
            },
            {
              "event_time": -2,
              "estimate": -0.10994992818602983,
              "se": 0.04134281228218062,
              "lower": -0.19098035127870405,
              "upper": -0.028919505093355627,
              "relative_to_minus_one": -0.10994992818602983,
              "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": 0.06135008049394896,
              "se": 0.03879466054692204,
              "lower": -0.014686056970475182,
              "upper": 0.1373862179583731,
              "relative_to_minus_one": 0.06135008049394896,
              "n": 1509.0
            },
            {
              "event_time": 1,
              "estimate": 0.13208102841422203,
              "se": 0.04282580369284633,
              "lower": 0.048143995567260775,
              "upper": 0.21601806126118328,
              "relative_to_minus_one": 0.13208102841422203,
              "n": 1402.0
            },
            {
              "event_time": 2,
              "estimate": 0.04278088874297931,
              "se": 0.04379385730231104,
              "lower": -0.043053494313636774,
              "upper": 0.1286152717995954,
              "relative_to_minus_one": 0.04278088874297931,
              "n": 1258.0
            },
            {
              "event_time": 3,
              "estimate": 0.05379251195644321,
              "se": 0.04717695354629344,
              "lower": -0.03867261789461112,
              "upper": 0.14625764180749753,
              "relative_to_minus_one": 0.05379251195644321,
              "n": 1135.0
            },
            {
              "event_time": 4,
              "estimate": 0.09398971277260738,
              "se": 0.04920472893908293,
              "lower": -0.00244978381705091,
              "upper": 0.19042920936226568,
              "relative_to_minus_one": 0.09398971277260738,
              "n": 1034.0
            },
            {
              "event_time": 5,
              "estimate": 0.0002597021600161051,
              "se": 0.0531765694869069,
              "lower": -0.10396445885571298,
              "upper": 0.1044838631757452,
              "relative_to_minus_one": 0.0002597021600161051,
              "n": 766.0
            },
            {
              "event_time": 6,
              "estimate": -0.06687288768928498,
              "se": 0.05285239831371074,
              "lower": -0.17046168488072352,
              "upper": 0.03671590950215356,
              "relative_to_minus_one": -0.06687288768928498,
              "n": 693.0
            },
            {
              "event_time": 7,
              "estimate": 0.015795604101740978,
              "se": 0.08730062789855188,
              "lower": -0.15531048240715337,
              "upper": 0.1869016906106353,
              "relative_to_minus_one": 0.015795604101740978,
              "n": 223.0
            },
            {
              "event_time": 8,
              "estimate": 0.01991667625343032,
              "se": 0.08727517399107111,
              "lower": -0.1511395215135359,
              "upper": 0.19097287402039656,
              "relative_to_minus_one": 0.01991667625343032,
              "n": 204.0
            },
            {
              "event_time": 9,
              "estimate": -0.13896941302882249,
              "se": 0.08797457688672593,
              "lower": -0.31139641528195516,
              "upper": 0.03345758922431022,
              "relative_to_minus_one": -0.13896941302882249,
              "n": 175.0
            }
          ],
          "group_time_estimates": [
            {
              "group": 5,
              "year": 1,
              "att": 0.004451953387228223,
              "se": 0.061148282634326236,
              "event_time": -4,
              "mass": 0.0
            },
            {
              "group": 5,
              "year": 2,
              "att": -0.12028379524023892,
              "se": 0.057341191036953267,
              "event_time": -3,
              "mass": 0.0
            },
            {
              "group": 5,
              "year": 3,
              "att": -0.10294723295032741,
              "se": 0.06028342722997721,
              "event_time": -2,
              "mass": 0.0
            },
            {
              "group": 5,
              "year": 4,
              "att": 0.0,
              "se": null,
              "event_time": -1,
              "mass": 0.0
            },
            {
              "group": 5,
              "year": 5,
              "att": 0.005543778387980303,
              "se": 0.05305175493614598,
              "event_time": 0,
              "mass": 639.0
            },
            {
              "group": 5,
              "year": 6,
              "att": 0.08522369855456625,
              "se": 0.05798838498932265,
              "event_time": 1,
              "mass": 593.0
            },
            {
              "group": 5,
              "year": 7,
              "att": 0.13333279515983112,
              "se": 0.05996537336039165,
              "event_time": 2,
              "mass": 545.0
            },
            {
              "group": 5,
              "year": 8,
              "att": 0.1603285123888922,
              "se": 0.06847728339217504,
              "event_time": 3,
              "mass": 499.0
            },
            {
              "group": 5,
              "year": 9,
              "att": 0.238207148991665,
              "se": 0.07212601288406036,
              "event_time": 4,
              "mass": 463.0
            },
            {
              "group": 5,
              "year": 10,
              "att": 0.12247977389866234,
              "se": 0.08606579264545723,
              "event_time": 5,
              "mass": 251.0
            },
            {
              "group": 5,
              "year": 11,
              "att": 0.019730351583485153,
              "se": 0.08361521139152475,
              "event_time": 6,
              "mass": 240.0
            },
            {
              "group": 5,
              "year": 12,
              "att": 0.015795604101740978,
              "se": 0.08730062789855293,
              "event_time": 7,
              "mass": 223.0
            },
            {
              "group": 5,
              "year": 13,
              "att": 0.01991667625343032,
              "se": 0.08727517399107218,
              "event_time": 8,
              "mass": 204.0
            },
            {
              "group": 5,
              "year": 14,
              "att": -0.13896941302882249,
              "se": 0.08797457688672722,
              "event_time": 9,
              "mass": 175.0
            },
            {
              "group": 8,
              "year": 1,
              "att": -0.11761182774987919,
              "se": 0.06117851567124628,
              "event_time": -7,
              "mass": 0.0
            },
            {
              "group": 8,
              "year": 2,
              "att": -0.20285390474411658,
              "se": 0.0608886229903374,
              "event_time": -6,
              "mass": 0.0
            },
            {
              "group": 8,
              "year": 3,
              "att": -0.22240418757662275,
              "se": 0.05641553314320932,
              "event_time": -5,
              "mass": 0.0
            },
            {
              "group": 8,
              "year": 4,
              "att": -0.14084502744895705,
              "se": 0.05492155951042125,
              "event_time": -4,
              "mass": 0.0
            },
            {
              "group": 8,
              "year": 5,
              "att": -0.05313555078311534,
              "se": 0.05411156073423736,
              "event_time": -3,
              "mass": 0.0
            },
            {
              "group": 8,
              "year": 6,
              "att": -0.11509328710052852,
              "se": 0.056622705751540256,
              "event_time": -2,
              "mass": 0.0
            },
            {
              "group": 8,
              "year": 7,
              "att": 0.0,
              "se": null,
              "event_time": -1,
              "mass": 0.0
            },
            {
              "group": 8,
              "year": 8,
              "att": 0.10233884721316042,
              "se": 0.05481076016658374,
              "event_time": 0,
              "mass": 870.0
            },
            {
              "group": 8,
              "year": 9,
              "att": 0.1664969293111416,
              "se": 0.06101748283758807,
              "event_time": 1,
              "mass": 809.0
            },
            {
              "group": 8,
              "year": 10,
              "att": -0.02372792528043254,
              "se": 0.062015617390270145,
              "event_time": 2,
              "mass": 713.0
            },
            {
              "group": 8,
              "year": 11,
              "att": -0.024456343533596922,
              "se": 0.064682156079932,
              "event_time": 3,
              "mass": 636.0
            },
            {
              "group": 8,
              "year": 12,
              "att": -0.011935507622769428,
              "se": 0.06653913600238869,
              "event_time": 4,
              "mass": 571.0
            },
            {
              "group": 8,
              "year": 13,
              "att": -0.08950883328940337,
              "se": 0.06593265604862118,
              "event_time": 5,
              "mass": 515.0
            },
            {
              "group": 8,
              "year": 14,
              "att": -0.13048147377583683,
              "se": 0.06742719445460797,
              "event_time": 6,
              "mass": 453.0
            }
          ],
          "treated_cell_att": 0.049413270239049525,
          "treated_cell_se": 0.03212799598751142,
          "checks": {
            "input_rows": 36357,
            "retained_rows": 36357,
            "all_observed_post_cells_estimated": true,
            "dynamic_cluster_se_error": 0.0
          },
          "target": "Equal average of nonnegative native CS-DID event-time effects",
          "donor_rule": "notyettreated",
          "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty",
          "warnings": [],
          "seconds": 0.594379082787782,
          "status": "estimated"
        },
        {
          "method": "SDID",
          "status": "unsupported",
          "reason": "sdid: this adapter does not implement covariate adjustment; controls retained."
        },
        {
          "method": "Matrix completion",
          "status": "unsupported",
          "reason": "matrix-completion: this adapter does not implement covariate adjustment; controls retained."
        },
        {
          "method": "Horizontal ridge",
          "status": "unsupported",
          "reason": "horizontal-ridge: this adapter does not implement covariate adjustment; controls retained."
        },
        {
          "method": "Multisynth (cohort-averaged)",
          "status": "unsupported",
          "reason": "multisynth-cohort: this adapter does not implement covariate adjustment; controls retained."
        },
        {
          "method": "Multisynth (individual)",
          "status": "unsupported",
          "reason": "multisynth-individual: this adapter does not implement covariate adjustment; controls retained."
        }
      ]
    },
    "combined_table": [
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Static TWFE",
        "Estimate (SDs)": 0.06336897006790011,
        "SE": 0.02155266816168833,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": 0.07881012704195711,
        "SE": 0.03021931595989571,
        "Aggregation": "observations",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": 0.07278367873629396,
        "SE": 0.023170966800527003,
        "Aggregation": "observations",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": 0.08480383184218854,
        "SE": 0.031200549269449037,
        "Aggregation": "observations",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID",
        "Estimate (SDs)": 0.021412390417728078,
        "SE": 0.03631677329867986,
        "Aggregation": "Equal post-event times",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (treated cells)",
        "Estimate (SDs)": 0.049413270239049525,
        "SE": 0.03212799598751142,
        "Aggregation": "Treated cells",
        "Event study": "Same CS-DID path",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "SDID",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "sdid: this adapter does not implement covariate adjustment; controls retained."
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Matrix completion",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "matrix-completion: this adapter does not implement covariate adjustment; controls retained."
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Horizontal ridge",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "horizontal-ridge: this adapter does not implement covariate adjustment; controls retained."
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Multisynth (cohort-averaged)",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "multisynth-cohort: this adapter does not implement covariate adjustment; controls retained."
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Multisynth (individual)",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "multisynth-individual: this adapter does not implement covariate adjustment; controls retained."
      }
    ],
    "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": "dc7188bf9bf709f0803169dfc3b1198e8b9d2b79d5904ebc5f010a48edde2ee2",
      "csdid_aggregations.py": "cbed0fb13450d9398f9a59d53dbfdf8e275a74daa01158c38c0f3396a3e8c6ee",
      "bootstrap_matrix.py": "a55b171313d43a703063c87e668021b75eb3153fa30795b9ae3d9e2721d9b9d0",
      "eligibility.py": "f0eb686ff3f13e89c8f3d85f49890601c4a7f9a611a2938753be599b8ceac9a6"
    }
  }
}
