{
  "study_id": 4,
  "specification_id": "S04-P006",
  "source_specification_id": "MI-T4-C6",
  "role": "active_comparison",
  "published_source_location": "Table 4 column 6",
  "outcome_label": "Material Value per Boat-Year",
  "outcome_variable": "f_M_per_boatyear",
  "treatment_label": "Phone",
  "unit_fixed_effects": "Firm",
  "time_fixed_effects": "Round",
  "allowed_adjustments": "",
  "published_weights": "",
  "published_clustering": "Builder",
  "panel_structure": "firm-by-round panel",
  "design": "panel",
  "descriptive_metadata_status": "recorded_source_fields",
  "title": "Market Integration Demand and the Growth of Firms",
  "status": "ready",
  "reason": "",
  "config": "analyses/full-archive/configs/S04-P006.json",
  "input_bytes": 67361,
  "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": "published_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": {
        "y": "Material Value per Boat-Year",
        "d": "Phone"
      },
      "allow_repeated_cells": true,
      "time_fe": null,
      "latest_cohort_control": true,
      "slug": "s04-p006",
      "study_id": 4,
      "study": "Market Integration Demand and the Growth of Firms",
      "citation": "Jensen and Miller (2018), AER. https://doi.org/10.1257/aer.20161965",
      "description": "Material Value per Boat-Year",
      "source_specification_id": "MI-T4-C6",
      "specification_id": "S04-P006",
      "data": "repl-archives/twfe-microdata-replication-private/outputs/estimation_2026_10_06/group_a/MI-T4-C6.csv",
      "output_dir": "analyses/full-archive/results/S04-P006"
    },
    "source": {
      "file": "MI-T4-C6.csv",
      "bytes": 67361,
      "sha256": "184449d7233803509bbbc183f9c868cda163e2770428f773d10d48854db48435"
    },
    "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": 1524,
          "source_sd": 13.40835787248469,
          "rows": 1522,
          "units": 142,
          "clusters": 142,
          "treated_units": 105,
          "never_treated_units": 37,
          "treated_cohorts": 2,
          "latest_cohort_control_index": null,
          "unique_unit_period_cells": 1522,
          "unsupported_prediction_rows_removed": 0,
          "initially_treated_units_removed": 1,
          "post_adoption_untreated_rows_removed": 0,
          "units_without_minus_one_removed": 0,
          "additional_rows_removed": 0
        },
        "estimates": [
          {
            "method": "Static TWFE",
            "estimate": -0.004475706289962468,
            "se": 0.03682200982655465,
            "pvalue": 0.9034286625278272,
            "lower": -0.07727029699087823,
            "upper": 0.0683188844109533
          },
          {
            "method": "Dynamic TWFE",
            "estimate": -0.06661054986062145,
            "se": 0.05765370252264327,
            "pvalue": 0.24989879748988647,
            "lower": -0.180587969813987,
            "upper": 0.04736687009274408
          },
          {
            "method": "BJS / did2s",
            "estimate": -0.05096659772476818,
            "se": 0.05089501758051577,
            "pvalue": 0.3183458208687784,
            "lower": -0.15158256059428368,
            "upper": 0.049649365144747326
          },
          {
            "method": "Sun\u2013Abraham",
            "estimate": -0.06979885590258547,
            "se": 0.06113233739104594,
            "pvalue": 0.25548637902351085,
            "lower": -0.19065329866475733,
            "upper": 0.051055586859586374
          }
        ],
        "event_studies": {
          "Dynamic TWFE": [
            {
              "event_time": -4,
              "estimate": 0.01257653826871629,
              "se": 0.06099145152369501,
              "pvalue": 0.8369308378103311,
              "lower": -0.10799938278598595,
              "upper": 0.13315245932341854
            },
            {
              "event_time": -3,
              "estimate": -0.15543009481517542,
              "se": 0.09930707601903795,
              "pvalue": 0.11979022607423266,
              "lower": -0.351753380441407,
              "upper": 0.04089319081105619
            },
            {
              "event_time": -2,
              "estimate": 0.04491900695592497,
              "se": 0.09375188028048793,
              "pvalue": 0.6325908997807067,
              "lower": -0.1404220372892403,
              "upper": 0.23026005120109022
            },
            {
              "event_time": 0,
              "estimate": -0.11007264899284426,
              "se": 0.07441723786361765,
              "pvalue": 0.14133665914479127,
              "lower": -0.2571904298226152,
              "upper": 0.03704513183692666
            },
            {
              "event_time": 1,
              "estimate": -0.04658320178682005,
              "se": 0.0835384696828792,
              "pvalue": 0.5779841914391137,
              "lower": -0.2117330330152218,
              "upper": 0.11856662944158172
            },
            {
              "event_time": 2,
              "estimate": 0.08746702437110458,
              "se": 0.05470265941450657,
              "pvalue": 0.11206933255722205,
              "lower": -0.02067638553746841,
              "upper": 0.19561043427967756
            },
            {
              "event_time": 3,
              "estimate": -0.020516802704689807,
              "se": 0.07045139845551149,
              "pvalue": 0.7713116095044398,
              "lower": -0.15979439072970902,
              "upper": 0.11876078532032941
            },
            {
              "event_time": 4,
              "estimate": -0.053304079392455544,
              "se": 0.08807602038043338,
              "pvalue": 0.5460153824588814,
              "lower": -0.2274243374761265,
              "upper": 0.12081617869121541
            },
            {
              "event_time": 5,
              "estimate": -0.09905687336676154,
              "se": 0.06328769604129623,
              "pvalue": 0.11978142788608036,
              "lower": -0.2241723125139134,
              "upper": 0.026058565780390328
            },
            {
              "event_time": 6,
              "estimate": -0.13679370360447937,
              "se": 0.08353330025483684,
              "pvalue": 0.10373606479543288,
              "lower": -0.301933315227806,
              "upper": 0.028345908018847232
            },
            {
              "event_time": 7,
              "estimate": -0.12376960666304929,
              "se": 0.08366647425173594,
              "pvalue": 0.14128514298685932,
              "lower": -0.289172494154313,
              "upper": 0.041633280828214436
            },
            {
              "event_time": 8,
              "estimate": -0.10263423110122488,
              "se": 0.0916407932633365,
              "pvalue": 0.26463393515285716,
              "lower": -0.2838018009469365,
              "upper": 0.07853333874448676
            },
            {
              "event_time": 9,
              "estimate": -0.29187724851181085,
              "se": 0.11021156464763533,
              "pvalue": 0.00901077212241781,
              "lower": -0.5097579610753707,
              "upper": -0.07399653594825095
            },
            {
              "event_time": 10,
              "estimate": -0.1933218990195062,
              "se": 0.11693029936628799,
              "pvalue": 0.10049282836288571,
              "lower": -0.4244850898121507,
              "upper": 0.03784129177313836
            },
            {
              "event_time": 11,
              "estimate": -0.024117106265167887,
              "se": 0.1157212720018291,
              "pvalue": 0.8352120548220544,
              "lower": -0.2528901327903932,
              "upper": 0.2046559202600574
            }
          ],
          "BJS / did2s": [
            {
              "event_time": -4,
              "estimate": 0.013416784273485714,
              "se": 0.0284737957373188,
              "pvalue": 0.6382278546016628,
              "lower": -0.04287395912055958,
              "upper": 0.06970752766753101
            },
            {
              "event_time": -3,
              "estimate": -0.07660109734885051,
              "se": 0.03562672111857033,
              "pvalue": 0.03325286256514357,
              "lower": -0.14703268416494314,
              "upper": -0.006169510532757896
            },
            {
              "event_time": -2,
              "estimate": 0.04846346002109389,
              "se": 0.03009346989475184,
              "pvalue": 0.10954022916399551,
              "lower": -0.011029268216107939,
              "upper": 0.10795618825829573
            },
            {
              "event_time": -1,
              "estimate": 0.006729532823707201,
              "se": 0.014107488032563427,
              "pvalue": 0.6340874504844397,
              "lower": -0.02116000449339832,
              "upper": 0.034619070140812724
            },
            {
              "event_time": 0,
              "estimate": -0.025734165384154753,
              "se": 0.05152347525343679,
              "pvalue": 0.6182304027744892,
              "lower": -0.12759254601654163,
              "upper": 0.07612421524823212
            },
            {
              "event_time": 1,
              "estimate": -0.05830577331587875,
              "se": 0.0717840745640872,
              "pvalue": 0.41802411219641905,
              "lower": -0.20021797070409186,
              "upper": 0.08360642407233437
            },
            {
              "event_time": 2,
              "estimate": 0.09189389828902964,
              "se": 0.05969225729217906,
              "pvalue": 0.1259329967868134,
              "lower": -0.02611360477953674,
              "upper": 0.209901401357596
            },
            {
              "event_time": 3,
              "estimate": 0.012975345877796075,
              "se": 0.06656294399642373,
              "pvalue": 0.8457256327650035,
              "lower": -0.1186150340849323,
              "upper": 0.14456572584052446
            },
            {
              "event_time": 4,
              "estimate": -0.06290823864720022,
              "se": 0.09084465485025381,
              "pvalue": 0.48977392117711854,
              "lower": -0.24250189739477737,
              "upper": 0.11668542010037694
            },
            {
              "event_time": 5,
              "estimate": -0.09626529257479909,
              "se": 0.07049225824353911,
              "pvalue": 0.17423434276171276,
              "lower": -0.23562365760138904,
              "upper": 0.04309307245179085
            },
            {
              "event_time": 6,
              "estimate": -0.1456602958161328,
              "se": 0.08350567905704795,
              "pvalue": 0.08328312684419291,
              "lower": -0.31074530222379676,
              "upper": 0.01942471059153117
            },
            {
              "event_time": 7,
              "estimate": -0.1094681110747905,
              "se": 0.07848730750168782,
              "pvalue": 0.16529255529091127,
              "lower": -0.26463214073299657,
              "upper": 0.045695918583415554
            },
            {
              "event_time": 8,
              "estimate": -0.07542757122512536,
              "se": 0.08895837823209449,
              "pvalue": 0.3979321878757144,
              "lower": -0.25129219032998884,
              "upper": 0.10043704787973812
            },
            {
              "event_time": 9,
              "estimate": -0.2599900998445044,
              "se": 0.1231750446685378,
              "pvalue": 0.03656012569681773,
              "lower": -0.5034987242636675,
              "upper": -0.01648147542534134
            },
            {
              "event_time": 10,
              "estimate": -0.2205524461840414,
              "se": 0.12942176990347926,
              "pvalue": 0.09055817976485687,
              "lower": -0.4764104184210064,
              "upper": 0.035305526052923586
            },
            {
              "event_time": 11,
              "estimate": -0.027068976041946802,
              "se": 0.12147067025285388,
              "pvalue": 0.8239796352330394,
              "lower": -0.2672081690103217,
              "upper": 0.21307021692642808
            }
          ],
          "Sun\u2013Abraham": [
            {
              "event_time": -4,
              "estimate": -0.0029958340759183165,
              "se": 0.10265179033674493,
              "pvalue": 0.9767587658343072,
              "lower": -0.2059313907573107,
              "upper": 0.19993972260547405
            },
            {
              "event_time": -3,
              "estimate": -0.2097936700738569,
              "se": 0.13448332754553413,
              "pvalue": 0.12100215540473634,
              "lower": -0.4756579949949375,
              "upper": 0.05607065484722368
            },
            {
              "event_time": -2,
              "estimate": 0.07751679884614353,
              "se": 0.11301946813146227,
              "pvalue": 0.4939205327566375,
              "lower": -0.14591494653163967,
              "upper": 0.30094854422392675
            },
            {
              "event_time": 0,
              "estimate": -0.10458873550907828,
              "se": 0.08330204265005874,
              "pvalue": 0.21136083057071559,
              "lower": -0.2692711666915329,
              "upper": 0.06009369567337634
            },
            {
              "event_time": 1,
              "estimate": -0.04984979406626873,
              "se": 0.09015263249131769,
              "pvalue": 0.5811740464629875,
              "lower": -0.22807537202162614,
              "upper": 0.12837578388908866
            },
            {
              "event_time": 2,
              "estimate": 0.07498904118052745,
              "se": 0.059770950907881565,
              "pvalue": 0.21169721667553595,
              "lower": -0.043174033774875706,
              "upper": 0.19315211613593058
            },
            {
              "event_time": 3,
              "estimate": -0.009381171492864243,
              "se": 0.07029952026696142,
              "pvalue": 0.8940311440757606,
              "lower": -0.1483585067445021,
              "upper": 0.1295961637587736
            },
            {
              "event_time": 4,
              "estimate": -0.07317637749541483,
              "se": 0.09755762747520796,
              "pvalue": 0.4544541338014415,
              "lower": -0.2660411232076036,
              "upper": 0.11968836821677392
            },
            {
              "event_time": 5,
              "estimate": -0.11297491864700634,
              "se": 0.07298317086328926,
              "pvalue": 0.12387388486514402,
              "lower": -0.25725764726701683,
              "upper": 0.031307809973004114
            },
            {
              "event_time": 6,
              "estimate": -0.15917366325859117,
              "se": 0.08556296325501249,
              "pvalue": 0.06492477952290887,
              "lower": -0.3283257795782809,
              "upper": 0.009978453061098541
            },
            {
              "event_time": 7,
              "estimate": -0.11842157192372779,
              "se": 0.08369548788890448,
              "pvalue": 0.1592995982620314,
              "lower": -0.2838818173879098,
              "upper": 0.04703867354045421
            },
            {
              "event_time": 8,
              "estimate": -0.09087561752956161,
              "se": 0.09727320327721564,
              "pvalue": 0.351782025311809,
              "lower": -0.2831780760886098,
              "upper": 0.1014268410294866
            },
            {
              "event_time": 9,
              "estimate": -0.2633459545778213,
              "se": 0.12548354019919955,
              "pvalue": 0.03763088427480862,
              "lower": -0.5114183165029209,
              "upper": -0.015273592652721601
            },
            {
              "event_time": 10,
              "estimate": -0.21342658932739736,
              "se": 0.12472806183155516,
              "pvalue": 0.08925512526097622,
              "lower": -0.4600054222785188,
              "upper": 0.033152243623724126
            },
            {
              "event_time": 11,
              "estimate": -0.01765395877239662,
              "se": 0.12077491411804386,
              "pvalue": 0.8839940677830436,
              "lower": -0.25641768952945515,
              "upper": 0.2211097719846619
            }
          ]
        },
        "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
          ],
          "weights": [
            0.13141426783479349,
            0.13016270337922403,
            0.12891113892365458,
            0.1251564455569462,
            0.11013767209011265,
            0.08385481852315395,
            0.0688360450563204,
            0.06382978723404255,
            0.06132665832290363,
            0.03504380475594493,
            0.03128911138923655,
            0.030037546933667083
          ],
          "weighting": "observations"
        },
        "checks": {
          "did2s_vs_direct_imputation_max_post_difference": 1.1102230246251565e-16,
          "package_aggregate_vs_estimable_cell_weights": 0.0,
          "saturated_vs_deviations_relative_rss_difference": 4.8177103092389006e-15
        },
        "inference": {
          "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
          "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
        },
        "f_test": {
          "F": 0.8656672213968194,
          "df_num": 8,
          "df_den": 1344,
          "pvalue": 0.5449672404714518,
          "log10_pvalue": -0.26362960361343246,
          "inference": "Homoskedastic nested-model F",
          "observations": 1522,
          "design_columns": 24,
          "restricted_design_columns": 16,
          "fixed_effect_rank": 154,
          "covariance_rank": 8,
          "rss_unrestricted": 165.18383484477914,
          "rss_restricted": 166.0349909836467,
          "test_horizon": null,
          "reference_cohort": 2,
          "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.-4.0]",
              "C(rel_time, contr.treatment(base=-1.0))[T.-3.0]",
              "C(rel_time, contr.treatment(base=-1.0))[T.-2.0]",
              "C(rel_time, contr.treatment(base=-1.0))[T.0.0]",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]"
            ],
            "data": [
              [
                -0.31293205577935596,
                0.025096113234728476,
                0.025096113234728476,
                -0.009372512981857794,
                -0.00634158279727411,
                -0.003463733539881984
              ],
              [
                0.025096113234728476,
                -0.31293205577935596,
                0.025096113234728476,
                0.5892190363139169,
                -0.00634158279727411,
                -0.003463733539881984
              ],
              [
                0.025096113234728476,
                0.025096113234728476,
                -0.31293205577935596,
                -0.009372512981857794,
                0.5922499664985007,
                -0.003463733539881984
              ],
              [
                0.025096113234728476,
                0.025096113234728476,
                0.025096113234728476,
                -0.009372512981857794,
                -0.00634158279727411,
                0.5951278157558928
              ],
              [
                0.026303356678752277,
                0.026303356678752277,
                0.02630335667875228,
                -0.3543674828045773,
                -0.008479409761904661,
                -0.005601560514914014
              ]
            ]
          },
          "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_5,ref=-1.0)|unit+time_fe",
          "restriction_names": [
            "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_5",
            "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_5",
            "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_5",
            "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_5",
            "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_5",
            "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_5",
            "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_5",
            "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_5"
          ],
          "deviations": [
            {
              "event_time": 0.0,
              "cohort": 5,
              "estimate": 0.15193362388956622
            },
            {
              "event_time": 1.0,
              "cohort": 5,
              "estimate": -0.18300704912009155
            },
            {
              "event_time": 2.0,
              "cohort": 5,
              "estimate": -0.0735392141723216
            },
            {
              "event_time": 3.0,
              "cohort": 5,
              "estimate": -0.1786363696999647
            },
            {
              "event_time": 4.0,
              "cohort": 5,
              "estimate": 0.07921044514484521
            },
            {
              "event_time": 5.0,
              "cohort": 5,
              "estimate": 0.09912985321665925
            },
            {
              "event_time": 6.0,
              "cohort": 5,
              "estimate": 0.13184752615620457
            },
            {
              "event_time": 7.0,
              "cohort": 5,
              "estimate": -0.13669357825624662
            },
            {
              "event_time": 8.0,
              "cohort": 5,
              "estimate": -0.021948256046204172
            }
          ]
        }
      }
    },
    "code_sha256": {
      "replication_engine.py": "a84197989fc6e453d28f8a12b14fdabaee204780a523db7d585b9004c6231de4",
      "reference_f_test.py": "26f3d65e1ff59d46f05bb28011b2ed34b9ee150f04c47c144dd6836a4d75d6f0",
      "sparse_did2s.py": "a348042269b0077dd2916898779f992f0b5fc2971edfee8b0118d3af715eaafb"
    }
  },
  "comparison": {
    "schema": "expensive-replication-v1",
    "config": {
      "outcomes": [
        "y"
      ],
      "treatments": [
        "d"
      ],
      "unit": "unit",
      "time": "time",
      "cluster": "published_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": {
        "y": "Material Value per Boat-Year",
        "d": "Phone"
      },
      "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": "s04-p006",
      "study_id": 4,
      "study": "Market Integration Demand and the Growth of Firms",
      "citation": "Jensen and Miller (2018), AER. https://doi.org/10.1257/aer.20161965",
      "description": "Material Value per Boat-Year",
      "source_specification_id": "MI-T4-C6",
      "specification_id": "S04-P006",
      "data": "repl-archives/twfe-microdata-replication-private/outputs/estimation_2026_10_06/group_a/MI-T4-C6.csv",
      "output_dir": "analyses/archive-expanded/fits/S04-P006"
    },
    "options": {
      "output_dir": "analyses/archive-expanded/fits/S04-P006",
      "regression_results": "analyses/archive-expanded/baselines/S04-P006.json",
      "display_window": [
        -10,
        10
      ],
      "timeout_seconds": 3600
    },
    "source": {
      "file": "MI-T4-C6.csv",
      "bytes": 67361,
      "sha256": "184449d7233803509bbbc183f9c868cda163e2770428f773d10d48854db48435"
    },
    "regressions": {
      "y__d": {
        "sample": {
          "outcome": "y",
          "treatment": "d",
          "source_rows": 1524,
          "source_sd": 13.40835787248469,
          "rows": 1522,
          "units": 142,
          "clusters": 142,
          "treated_units": 105,
          "never_treated_units": 37,
          "treated_cohorts": 2,
          "latest_cohort_control_index": null,
          "unique_unit_period_cells": 1522,
          "unsupported_prediction_rows_removed": 0,
          "initially_treated_units_removed": 1,
          "post_adoption_untreated_rows_removed": 0,
          "units_without_minus_one_removed": 0,
          "additional_rows_removed": 0,
          "rows_without_never_control_time_fe_removed": 0
        },
        "estimates": [
          {
            "method": "Static TWFE",
            "estimate": -0.004475706289962468,
            "se": 0.03682200982655465,
            "pvalue": 0.9034286625278272,
            "lower": -0.07727029699087823,
            "upper": 0.0683188844109533
          },
          {
            "method": "Dynamic TWFE",
            "estimate": -0.06661054986062145,
            "se": 0.05765370252264327,
            "pvalue": 0.24989879748988647,
            "lower": -0.180587969813987,
            "upper": 0.04736687009274408
          },
          {
            "method": "BJS / did2s",
            "estimate": -0.05096659772476818,
            "se": 0.05089501758051577,
            "pvalue": 0.3183458208687784,
            "lower": -0.15158256059428368,
            "upper": 0.049649365144747326
          },
          {
            "method": "Sun\u2013Abraham",
            "estimate": -0.06979885590258547,
            "se": 0.06113233739104594,
            "pvalue": 0.25548637902351085,
            "lower": -0.19065329866475733,
            "upper": 0.051055586859586374
          }
        ],
        "event_studies": {
          "Dynamic TWFE": [
            {
              "event_time": -4,
              "estimate": 0.01257653826871629,
              "se": 0.06099145152369501,
              "pvalue": 0.8369308378103311,
              "lower": -0.10799938278598595,
              "upper": 0.13315245932341854
            },
            {
              "event_time": -3,
              "estimate": -0.15543009481517542,
              "se": 0.09930707601903795,
              "pvalue": 0.11979022607423266,
              "lower": -0.351753380441407,
              "upper": 0.04089319081105619
            },
            {
              "event_time": -2,
              "estimate": 0.04491900695592497,
              "se": 0.09375188028048793,
              "pvalue": 0.6325908997807067,
              "lower": -0.1404220372892403,
              "upper": 0.23026005120109022
            },
            {
              "event_time": 0,
              "estimate": -0.11007264899284426,
              "se": 0.07441723786361765,
              "pvalue": 0.14133665914479127,
              "lower": -0.2571904298226152,
              "upper": 0.03704513183692666
            },
            {
              "event_time": 1,
              "estimate": -0.04658320178682005,
              "se": 0.0835384696828792,
              "pvalue": 0.5779841914391137,
              "lower": -0.2117330330152218,
              "upper": 0.11856662944158172
            },
            {
              "event_time": 2,
              "estimate": 0.08746702437110458,
              "se": 0.05470265941450657,
              "pvalue": 0.11206933255722205,
              "lower": -0.02067638553746841,
              "upper": 0.19561043427967756
            },
            {
              "event_time": 3,
              "estimate": -0.020516802704689807,
              "se": 0.07045139845551149,
              "pvalue": 0.7713116095044398,
              "lower": -0.15979439072970902,
              "upper": 0.11876078532032941
            },
            {
              "event_time": 4,
              "estimate": -0.053304079392455544,
              "se": 0.08807602038043338,
              "pvalue": 0.5460153824588814,
              "lower": -0.2274243374761265,
              "upper": 0.12081617869121541
            },
            {
              "event_time": 5,
              "estimate": -0.09905687336676154,
              "se": 0.06328769604129623,
              "pvalue": 0.11978142788608036,
              "lower": -0.2241723125139134,
              "upper": 0.026058565780390328
            },
            {
              "event_time": 6,
              "estimate": -0.13679370360447937,
              "se": 0.08353330025483684,
              "pvalue": 0.10373606479543288,
              "lower": -0.301933315227806,
              "upper": 0.028345908018847232
            },
            {
              "event_time": 7,
              "estimate": -0.12376960666304929,
              "se": 0.08366647425173594,
              "pvalue": 0.14128514298685932,
              "lower": -0.289172494154313,
              "upper": 0.041633280828214436
            },
            {
              "event_time": 8,
              "estimate": -0.10263423110122488,
              "se": 0.0916407932633365,
              "pvalue": 0.26463393515285716,
              "lower": -0.2838018009469365,
              "upper": 0.07853333874448676
            },
            {
              "event_time": 9,
              "estimate": -0.29187724851181085,
              "se": 0.11021156464763533,
              "pvalue": 0.00901077212241781,
              "lower": -0.5097579610753707,
              "upper": -0.07399653594825095
            },
            {
              "event_time": 10,
              "estimate": -0.1933218990195062,
              "se": 0.11693029936628799,
              "pvalue": 0.10049282836288571,
              "lower": -0.4244850898121507,
              "upper": 0.03784129177313836
            },
            {
              "event_time": 11,
              "estimate": -0.024117106265167887,
              "se": 0.1157212720018291,
              "pvalue": 0.8352120548220544,
              "lower": -0.2528901327903932,
              "upper": 0.2046559202600574
            }
          ],
          "BJS / did2s": [
            {
              "event_time": -4,
              "estimate": 0.013416784273485714,
              "se": 0.0284737957373188,
              "pvalue": 0.6382278546016628,
              "lower": -0.04287395912055958,
              "upper": 0.06970752766753101
            },
            {
              "event_time": -3,
              "estimate": -0.07660109734885051,
              "se": 0.03562672111857033,
              "pvalue": 0.03325286256514357,
              "lower": -0.14703268416494314,
              "upper": -0.006169510532757896
            },
            {
              "event_time": -2,
              "estimate": 0.04846346002109389,
              "se": 0.03009346989475184,
              "pvalue": 0.10954022916399551,
              "lower": -0.011029268216107939,
              "upper": 0.10795618825829573
            },
            {
              "event_time": -1,
              "estimate": 0.006729532823707201,
              "se": 0.014107488032563427,
              "pvalue": 0.6340874504844397,
              "lower": -0.02116000449339832,
              "upper": 0.034619070140812724
            },
            {
              "event_time": 0,
              "estimate": -0.025734165384154753,
              "se": 0.05152347525343679,
              "pvalue": 0.6182304027744892,
              "lower": -0.12759254601654163,
              "upper": 0.07612421524823212
            },
            {
              "event_time": 1,
              "estimate": -0.05830577331587875,
              "se": 0.0717840745640872,
              "pvalue": 0.41802411219641905,
              "lower": -0.20021797070409186,
              "upper": 0.08360642407233437
            },
            {
              "event_time": 2,
              "estimate": 0.09189389828902964,
              "se": 0.05969225729217906,
              "pvalue": 0.1259329967868134,
              "lower": -0.02611360477953674,
              "upper": 0.209901401357596
            },
            {
              "event_time": 3,
              "estimate": 0.012975345877796075,
              "se": 0.06656294399642373,
              "pvalue": 0.8457256327650035,
              "lower": -0.1186150340849323,
              "upper": 0.14456572584052446
            },
            {
              "event_time": 4,
              "estimate": -0.06290823864720022,
              "se": 0.09084465485025381,
              "pvalue": 0.48977392117711854,
              "lower": -0.24250189739477737,
              "upper": 0.11668542010037694
            },
            {
              "event_time": 5,
              "estimate": -0.09626529257479909,
              "se": 0.07049225824353911,
              "pvalue": 0.17423434276171276,
              "lower": -0.23562365760138904,
              "upper": 0.04309307245179085
            },
            {
              "event_time": 6,
              "estimate": -0.1456602958161328,
              "se": 0.08350567905704795,
              "pvalue": 0.08328312684419291,
              "lower": -0.31074530222379676,
              "upper": 0.01942471059153117
            },
            {
              "event_time": 7,
              "estimate": -0.1094681110747905,
              "se": 0.07848730750168782,
              "pvalue": 0.16529255529091127,
              "lower": -0.26463214073299657,
              "upper": 0.045695918583415554
            },
            {
              "event_time": 8,
              "estimate": -0.07542757122512536,
              "se": 0.08895837823209449,
              "pvalue": 0.3979321878757144,
              "lower": -0.25129219032998884,
              "upper": 0.10043704787973812
            },
            {
              "event_time": 9,
              "estimate": -0.2599900998445044,
              "se": 0.1231750446685378,
              "pvalue": 0.03656012569681773,
              "lower": -0.5034987242636675,
              "upper": -0.01648147542534134
            },
            {
              "event_time": 10,
              "estimate": -0.2205524461840414,
              "se": 0.12942176990347926,
              "pvalue": 0.09055817976485687,
              "lower": -0.4764104184210064,
              "upper": 0.035305526052923586
            },
            {
              "event_time": 11,
              "estimate": -0.027068976041946802,
              "se": 0.12147067025285388,
              "pvalue": 0.8239796352330394,
              "lower": -0.2672081690103217,
              "upper": 0.21307021692642808
            }
          ],
          "Sun\u2013Abraham": [
            {
              "event_time": -4,
              "estimate": -0.0029958340759183165,
              "se": 0.10265179033674493,
              "pvalue": 0.9767587658343072,
              "lower": -0.2059313907573107,
              "upper": 0.19993972260547405
            },
            {
              "event_time": -3,
              "estimate": -0.2097936700738569,
              "se": 0.13448332754553413,
              "pvalue": 0.12100215540473634,
              "lower": -0.4756579949949375,
              "upper": 0.05607065484722368
            },
            {
              "event_time": -2,
              "estimate": 0.07751679884614353,
              "se": 0.11301946813146227,
              "pvalue": 0.4939205327566375,
              "lower": -0.14591494653163967,
              "upper": 0.30094854422392675
            },
            {
              "event_time": 0,
              "estimate": -0.10458873550907828,
              "se": 0.08330204265005874,
              "pvalue": 0.21136083057071559,
              "lower": -0.2692711666915329,
              "upper": 0.06009369567337634
            },
            {
              "event_time": 1,
              "estimate": -0.04984979406626873,
              "se": 0.09015263249131769,
              "pvalue": 0.5811740464629875,
              "lower": -0.22807537202162614,
              "upper": 0.12837578388908866
            },
            {
              "event_time": 2,
              "estimate": 0.07498904118052745,
              "se": 0.059770950907881565,
              "pvalue": 0.21169721667553595,
              "lower": -0.043174033774875706,
              "upper": 0.19315211613593058
            },
            {
              "event_time": 3,
              "estimate": -0.009381171492864243,
              "se": 0.07029952026696142,
              "pvalue": 0.8940311440757606,
              "lower": -0.1483585067445021,
              "upper": 0.1295961637587736
            },
            {
              "event_time": 4,
              "estimate": -0.07317637749541483,
              "se": 0.09755762747520796,
              "pvalue": 0.4544541338014415,
              "lower": -0.2660411232076036,
              "upper": 0.11968836821677392
            },
            {
              "event_time": 5,
              "estimate": -0.11297491864700634,
              "se": 0.07298317086328926,
              "pvalue": 0.12387388486514402,
              "lower": -0.25725764726701683,
              "upper": 0.031307809973004114
            },
            {
              "event_time": 6,
              "estimate": -0.15917366325859117,
              "se": 0.08556296325501249,
              "pvalue": 0.06492477952290887,
              "lower": -0.3283257795782809,
              "upper": 0.009978453061098541
            },
            {
              "event_time": 7,
              "estimate": -0.11842157192372779,
              "se": 0.08369548788890448,
              "pvalue": 0.1592995982620314,
              "lower": -0.2838818173879098,
              "upper": 0.04703867354045421
            },
            {
              "event_time": 8,
              "estimate": -0.09087561752956161,
              "se": 0.09727320327721564,
              "pvalue": 0.351782025311809,
              "lower": -0.2831780760886098,
              "upper": 0.1014268410294866
            },
            {
              "event_time": 9,
              "estimate": -0.2633459545778213,
              "se": 0.12548354019919955,
              "pvalue": 0.03763088427480862,
              "lower": -0.5114183165029209,
              "upper": -0.015273592652721601
            },
            {
              "event_time": 10,
              "estimate": -0.21342658932739736,
              "se": 0.12472806183155516,
              "pvalue": 0.08925512526097622,
              "lower": -0.4600054222785188,
              "upper": 0.033152243623724126
            },
            {
              "event_time": 11,
              "estimate": -0.01765395877239662,
              "se": 0.12077491411804386,
              "pvalue": 0.8839940677830436,
              "lower": -0.25641768952945515,
              "upper": 0.2211097719846619
            }
          ]
        },
        "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
          ],
          "weights": [
            0.13141426783479349,
            0.13016270337922403,
            0.12891113892365458,
            0.1251564455569462,
            0.11013767209011265,
            0.08385481852315395,
            0.0688360450563204,
            0.06382978723404255,
            0.06132665832290363,
            0.03504380475594493,
            0.03128911138923655,
            0.030037546933667083
          ],
          "weighting": "observations"
        },
        "checks": {
          "did2s_vs_direct_imputation_max_post_difference": 1.1102230246251565e-16,
          "package_aggregate_vs_estimable_cell_weights": 0.0,
          "saturated_vs_deviations_relative_rss_difference": 4.8177103092389006e-15
        },
        "inference": {
          "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
          "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
        },
        "f_test": {
          "F": 0.8656672213968194,
          "df_num": 8,
          "df_den": 1344,
          "pvalue": 0.5449672404714518,
          "log10_pvalue": -0.26362960361343246,
          "inference": "Homoskedastic nested-model F",
          "observations": 1522,
          "design_columns": 24,
          "restricted_design_columns": 16,
          "fixed_effect_rank": 154,
          "covariance_rank": 8,
          "rss_unrestricted": 165.18383484477914,
          "rss_restricted": 166.0349909836467,
          "test_horizon": null,
          "reference_cohort": 2,
          "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.-4.0]",
              "C(rel_time, contr.treatment(base=-1.0))[T.-3.0]",
              "C(rel_time, contr.treatment(base=-1.0))[T.-2.0]",
              "C(rel_time, contr.treatment(base=-1.0))[T.0.0]",
              "C(rel_time, contr.treatment(base=-1.0))[T.1.0]",
              "C(rel_time, contr.treatment(base=-1.0))[T.2.0]"
            ],
            "data": [
              [
                -0.31293205577935596,
                0.025096113234728476,
                0.025096113234728476,
                -0.009372512981857794,
                -0.00634158279727411,
                -0.003463733539881984
              ],
              [
                0.025096113234728476,
                -0.31293205577935596,
                0.025096113234728476,
                0.5892190363139169,
                -0.00634158279727411,
                -0.003463733539881984
              ],
              [
                0.025096113234728476,
                0.025096113234728476,
                -0.31293205577935596,
                -0.009372512981857794,
                0.5922499664985007,
                -0.003463733539881984
              ],
              [
                0.025096113234728476,
                0.025096113234728476,
                0.025096113234728476,
                -0.009372512981857794,
                -0.00634158279727411,
                0.5951278157558928
              ],
              [
                0.026303356678752277,
                0.026303356678752277,
                0.02630335667875228,
                -0.3543674828045773,
                -0.008479409761904661,
                -0.005601560514914014
              ]
            ]
          },
          "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_5,ref=-1.0)|unit+time_fe",
          "restriction_names": [
            "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_5",
            "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_5",
            "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_5",
            "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_5",
            "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_5",
            "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_5",
            "C(rel_time, contr.treatment(base=-1.0))[T.7.0]:cohort_dummy_5",
            "C(rel_time, contr.treatment(base=-1.0))[T.8.0]:cohort_dummy_5"
          ],
          "deviations": [
            {
              "event_time": 0.0,
              "cohort": 5,
              "estimate": 0.15193362388956622
            },
            {
              "event_time": 1.0,
              "cohort": 5,
              "estimate": -0.18300704912009155
            },
            {
              "event_time": 2.0,
              "cohort": 5,
              "estimate": -0.0735392141723216
            },
            {
              "event_time": 3.0,
              "cohort": 5,
              "estimate": -0.1786363696999647
            },
            {
              "event_time": 4.0,
              "cohort": 5,
              "estimate": 0.07921044514484521
            },
            {
              "event_time": 5.0,
              "cohort": 5,
              "estimate": 0.09912985321665925
            },
            {
              "event_time": 6.0,
              "cohort": 5,
              "estimate": 0.13184752615620457
            },
            {
              "event_time": 7.0,
              "cohort": 5,
              "estimate": -0.13669357825624662
            },
            {
              "event_time": 8.0,
              "cohort": 5,
              "estimate": -0.021948256046204172
            }
          ]
        }
      }
    },
    "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": -0.3071603337220323,
                "se": 0.08627453654843485,
                "lower": -0.47625531813984917,
                "upper": -0.13806534930421538
              },
              {
                "typec": "simple",
                "aggregation": "Native CS-DID simple",
                "matches_treated_unit_year_target": false,
                "estimate": -0.28575157492878983,
                "se": 0.07953159885500755,
                "lower": -0.44163064431749166,
                "upper": -0.12987250554008803
              },
              {
                "typec": "group",
                "aggregation": "Native CS-DID group",
                "matches_treated_unit_year_target": false,
                "estimate": -0.28883483416753547,
                "se": 0.07877781563341903,
                "lower": -0.4432365155897732,
                "upper": -0.13443315274529774
              },
              {
                "typec": "treated_cells",
                "aggregation": "Observed treated observations, configured weights",
                "matches_treated_unit_year_target": true,
                "weight_sum": 799.0,
                "post_cells": 21,
                "estimate": -0.21471545206824438,
                "se": 0.0698016590688443,
                "lower": -0.3515241899043229,
                "upper": -0.07790671423216591
              }
            ],
            "same_group_time_effects": true,
            "additional_covariates": []
          },
          "estimate": -0.3071603337220323,
          "se": 0.08627453654843485,
          "lower": -0.47625531813984917,
          "upper": -0.13806534930421538,
          "event_study": [
            {
              "event_time": -4,
              "estimate": -0.002995834075965026,
              "se": 0.10107192428454478,
              "lower": -0.20109316552183207,
              "upper": 0.19510149736990204,
              "relative_to_minus_one": -0.002995834075965026,
              "n": 0.0
            },
            {
              "event_time": -3,
              "estimate": -0.20979367007391983,
              "se": 0.1324135560720188,
              "lower": -0.46931947103995164,
              "upper": 0.04973213089211201,
              "relative_to_minus_one": -0.20979367007391983,
              "n": 0.0
            },
            {
              "event_time": -2,
              "estimate": 0.0775167988460806,
              "se": 0.11128003738972732,
              "lower": -0.14058806663605555,
              "upper": 0.29562166432821674,
              "relative_to_minus_one": 0.0775167988460806,
              "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": -0.04119390309563573,
              "se": 0.06311745068080993,
              "lower": -0.1649018332260063,
              "upper": 0.08251402703473484,
              "relative_to_minus_one": -0.04119390309563573,
              "n": 105.0
            },
            {
              "event_time": 1,
              "estimate": -0.09954263958751494,
              "se": 0.07992407160733128,
              "lower": -0.25619094143568455,
              "upper": 0.057105662260654666,
              "relative_to_minus_one": -0.09954263958751494,
              "n": 104.0
            },
            {
              "event_time": 2,
              "estimate": 0.033548998847366056,
              "se": 0.06747027914255017,
              "lower": -0.09869031829889627,
              "upper": 0.1657883159936284,
              "relative_to_minus_one": 0.033548998847366056,
              "n": 103.0
            },
            {
              "event_time": 3,
              "estimate": -0.040046460057753364,
              "se": 0.07373849537223941,
              "lower": -0.18457125526151605,
              "upper": 0.10447833514600932,
              "relative_to_minus_one": -0.040046460057753364,
              "n": 100.0
            },
            {
              "event_time": 4,
              "estimate": -0.17999815087923862,
              "se": 0.11326683675119828,
              "lower": -0.40199707155436504,
              "upper": 0.04200076979588779,
              "relative_to_minus_one": -0.17999815087923862,
              "n": 88.0
            },
            {
              "event_time": 5,
              "estimate": -0.35136940559033236,
              "se": 0.10489347713438857,
              "lower": -0.5569568429869096,
              "upper": -0.14578196819375508,
              "relative_to_minus_one": -0.35136940559033236,
              "n": 67.0
            },
            {
              "event_time": 6,
              "estimate": -0.5323123389373026,
              "se": 0.12084066253981786,
              "lower": -0.769155685383304,
              "upper": -0.2954689924913011,
              "relative_to_minus_one": -0.5323123389373026,
              "n": 55.0
            },
            {
              "event_time": 7,
              "estimate": -0.5302375919315284,
              "se": 0.1295111777621976,
              "lower": -0.7840748359408005,
              "upper": -0.2764003479222564,
              "relative_to_minus_one": -0.5302375919315284,
              "n": 51.0
            },
            {
              "event_time": 8,
              "estimate": -0.525537870323462,
              "se": 0.13609582245988644,
              "lower": -0.7922807807911968,
              "upper": -0.2587949598557272,
              "relative_to_minus_one": -0.525537870323462,
              "n": 49.0
            },
            {
              "event_time": 9,
              "estimate": -0.5562382717359833,
              "se": 0.17216731172295865,
              "lower": -0.8936800020280629,
              "upper": -0.2187965414439037,
              "relative_to_minus_one": -0.5562382717359833,
              "n": 28.0
            },
            {
              "event_time": 10,
              "estimate": -0.5168698589088547,
              "se": 0.17397949150955427,
              "lower": -0.8578633963161733,
              "upper": -0.17587632150153626,
              "relative_to_minus_one": -0.5168698589088547,
              "n": 25.0
            },
            {
              "event_time": 11,
              "estimate": -0.3461265124641465,
              "se": 0.21220658869767114,
              "lower": -0.7620437835936864,
              "upper": 0.06979075866539342,
              "relative_to_minus_one": -0.3461265124641465,
              "n": 24.0
            }
          ],
          "group_time_estimates": [
            {
              "group": 2,
              "year": 1,
              "att": 0.0,
              "se": null,
              "event_time": -1,
              "mass": 0.0
            },
            {
              "group": 2,
              "year": 2,
              "att": -0.0572641519841673,
              "se": 0.08306887346834532,
              "event_time": 0,
              "mass": 57.0
            },
            {
              "group": 2,
              "year": 3,
              "att": -0.012610642744171782,
              "se": 0.08664384188912456,
              "event_time": 1,
              "mass": 57.0
            },
            {
              "group": 2,
              "year": 4,
              "att": 0.1061400318991232,
              "se": 0.08112096478607819,
              "event_time": 2,
              "mass": 57.0
            },
            {
              "group": 2,
              "year": 5,
              "att": 0.034510887063618524,
              "se": 0.10474301552096402,
              "event_time": 3,
              "mass": 55.0
            },
            {
              "group": 2,
              "year": 6,
              "att": -0.22117632447167598,
              "se": 0.14225443824830544,
              "event_time": 4,
              "mass": 48.0
            },
            {
              "group": 2,
              "year": 7,
              "att": -0.3177669728127081,
              "se": 0.13184693783537949,
              "event_time": 5,
              "mass": 40.0
            },
            {
              "group": 2,
              "year": 8,
              "att": -0.5134668909558384,
              "se": 0.15143523925579508,
              "event_time": 6,
              "mass": 32.0
            },
            {
              "group": 2,
              "year": 9,
              "att": -0.4227564870379617,
              "se": 0.17532359172120887,
              "event_time": 7,
              "mass": 30.0
            },
            {
              "group": 2,
              "year": 10,
              "att": -0.40092493442325594,
              "se": 0.177386827365456,
              "event_time": 8,
              "mass": 29.0
            },
            {
              "group": 2,
              "year": 11,
              "att": -0.5562382717359833,
              "se": 0.17216731172295865,
              "event_time": 9,
              "mass": 28.0
            },
            {
              "group": 2,
              "year": 12,
              "att": -0.5168698589088547,
              "se": 0.17397949150955425,
              "event_time": 10,
              "mass": 25.0
            },
            {
              "group": 2,
              "year": 13,
              "att": -0.3461265124641465,
              "se": 0.21220658869767114,
              "event_time": 11,
              "mass": 24.0
            },
            {
              "group": 5,
              "year": 1,
              "att": -0.002995834075965026,
              "se": 0.1010719242845448,
              "event_time": -4,
              "mass": 0.0
            },
            {
              "group": 5,
              "year": 2,
              "att": -0.20979367007391983,
              "se": 0.13241355607201874,
              "event_time": -3,
              "mass": 0.0
            },
            {
              "group": 5,
              "year": 3,
              "att": 0.0775167988460806,
              "se": 0.1112800373897273,
              "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": -0.022110482540504486,
              "se": 0.09229641255301248,
              "event_time": 0,
              "mass": 48.0
            },
            {
              "group": 5,
              "year": 6,
              "att": -0.20277438583898494,
              "se": 0.13339109525130755,
              "event_time": 1,
              "mass": 47.0
            },
            {
              "group": 5,
              "year": 7,
              "att": -0.05265285290159557,
              "se": 0.10625973137893872,
              "event_time": 2,
              "mass": 46.0
            },
            {
              "group": 5,
              "year": 8,
              "att": -0.12858330976438248,
              "se": 0.10456526813746114,
              "event_time": 3,
              "mass": 45.0
            },
            {
              "group": 5,
              "year": 9,
              "att": -0.13109906973821925,
              "se": 0.149037306886654,
              "event_time": 4,
              "mass": 40.0
            },
            {
              "group": 5,
              "year": 10,
              "att": -0.39127229451376117,
              "se": 0.1841567109612678,
              "event_time": 5,
              "mass": 27.0
            },
            {
              "group": 5,
              "year": 11,
              "att": -0.5546913084152911,
              "se": 0.18954515807340513,
              "event_time": 6,
              "mass": 23.0
            },
            {
              "group": 5,
              "year": 12,
              "att": -0.6578714039926388,
              "se": 0.19416251273401416,
              "event_time": 7,
              "mass": 21.0
            },
            {
              "group": 5,
              "year": 13,
              "att": -0.6735157317049567,
              "se": 0.199349862119013,
              "event_time": 8,
              "mass": 20.0
            }
          ],
          "treated_cell_att": -0.21471545206824438,
          "treated_cell_se": 0.0698016590688443,
          "checks": {
            "input_rows": 1522,
            "retained_rows": 1522,
            "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": 0.07628479180857539,
          "status": "estimated"
        },
        {
          "method": "SDID",
          "class": "SyntheticDID",
          "parameters": {},
          "partial_pooling": {
            "parameter": null,
            "value": null,
            "status": "not_applicable",
            "fit_scope": "Separate adoption-cohort fits",
            "within_cohort_target": "Mean treated outcome history",
            "cross_cohort_partial_pooling": false,
            "shared_structure": null,
            "note": "Regularization penalties are not partial-pooling parameters."
          },
          "estimate": -0.22688422176351283,
          "event_study": [
            {
              "event_time": -4,
              "estimate": -0.01891118363924969,
              "raw_gap": 0.023627885267522086,
              "n": 48,
              "n_cells": 48,
              "weight_sum": 48.0,
              "relative_to_minus_one": -0.006811329237600196
            },
            {
              "event_time": -3,
              "estimate": -0.17681580692467383,
              "raw_gap": -0.13427673801790208,
              "n": 48,
              "n_cells": 48,
              "weight_sum": 48.0,
              "relative_to_minus_one": -0.16471595252302434
            },
            {
              "event_time": -2,
              "estimate": 0.05203914644044679,
              "raw_gap": 0.09457821534721857,
              "n": 48,
              "n_cells": 48,
              "weight_sum": 48.0,
              "relative_to_minus_one": 0.06413900084209628
            },
            {
              "event_time": -1,
              "estimate": -0.012099854401649493,
              "raw_gap": 0.007346577098586982,
              "n": 105,
              "n_cells": 105,
              "weight_sum": 105.0,
              "relative_to_minus_one": 0.0
            },
            {
              "event_time": 0,
              "estimate": -0.11587094569974268,
              "raw_gap": -0.09642451419950622,
              "n": 105,
              "n_cells": 105,
              "weight_sum": 105.0,
              "relative_to_minus_one": -0.10377109129809318
            },
            {
              "event_time": 1,
              "estimate": -0.08148280493818097,
              "raw_gap": -0.062258418028391965,
              "n": 104,
              "n_cells": 104,
              "weight_sum": 104.0,
              "relative_to_minus_one": -0.06938295053653147
            },
            {
              "event_time": 2,
              "estimate": 0.027947769092961556,
              "raw_gap": 0.04694579986685753,
              "n": 103,
              "n_cells": 103,
              "weight_sum": 103.0,
              "relative_to_minus_one": 0.04004762349461105
            },
            {
              "event_time": 3,
              "estimate": -0.0506514484544511,
              "raw_gap": -0.031508867446405894,
              "n": 100,
              "n_cells": 100,
              "weight_sum": 100.0,
              "relative_to_minus_one": -0.03855159405280161
            },
            {
              "event_time": 4,
              "estimate": -0.18719522941664876,
              "raw_gap": -0.16785928900448183,
              "n": 88,
              "n_cells": 88,
              "weight_sum": 88.0,
              "relative_to_minus_one": -0.17509537501499928
            },
            {
              "event_time": 5,
              "estimate": -0.3491233643929287,
              "raw_gap": -0.33198075453497816,
              "n": 67,
              "n_cells": 67,
              "weight_sum": 67.0,
              "relative_to_minus_one": -0.33702350999127917
            },
            {
              "event_time": 6,
              "estimate": -0.5395710567929362,
              "raw_gap": -0.5217819916137427,
              "n": 55,
              "n_cells": 55,
              "weight_sum": 55.0,
              "relative_to_minus_one": -0.5274712023912866
            },
            {
              "event_time": 7,
              "estimate": -0.5243054839311266,
              "raw_gap": -0.5067893967342227,
              "n": 51,
              "n_cells": 51,
              "weight_sum": 51.0,
              "relative_to_minus_one": -0.5122056295294771
            },
            {
              "event_time": 8,
              "estimate": -0.5177432604198812,
              "raw_gap": -0.5003803751518133,
              "n": 49,
              "n_cells": 49,
              "weight_sum": 49.0,
              "relative_to_minus_one": -0.5056434060182317
            },
            {
              "event_time": 9,
              "estimate": -0.5562382717359842,
              "raw_gap": -0.5562382717359878,
              "n": 28,
              "n_cells": 28,
              "weight_sum": 28.0,
              "relative_to_minus_one": -0.5441384173343347
            },
            {
              "event_time": 10,
              "estimate": -0.5168698589088548,
              "raw_gap": -0.5168698589088586,
              "n": 25,
              "n_cells": 25,
              "weight_sum": 25.0,
              "relative_to_minus_one": -0.5047700045072053
            },
            {
              "event_time": 11,
              "estimate": -0.34612651246414705,
              "raw_gap": -0.3461265124641508,
              "n": 24,
              "n_cells": 24,
              "weight_sum": 24.0,
              "relative_to_minus_one": -0.33402665806249754
            }
          ],
          "package_event_study": {
            "event_time": [
              -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
            ],
            "estimate": [
              0.023627885267522075,
              -0.13427673801790208,
              0.09457821534721855,
              0.007346577098586997,
              -0.09642451419950626,
              -0.062258418028391965,
              0.04694579986685753,
              -0.0315088674464059,
              -0.16785928900448183,
              -0.3319807545349781,
              -0.5217819916137427,
              -0.5067893967342227,
              -0.5003803751518131,
              -0.5562382717359879,
              -0.5168698589088587,
              -0.3461265124641509
            ],
            "n": [
              48.0,
              48.0,
              48.0,
              105.0,
              105.0,
              104.0,
              103.0,
              100.0,
              88.0,
              67.0,
              55.0,
              51.0,
              49.0,
              28.0,
              25.0,
              24.0
            ]
          },
          "sdid_pre_gap_correction": [
            {
              "cohort": 1,
              "pre_gap": -3.817608996956678e-15
            },
            {
              "cohort": 4,
              "pre_gap": 0.04253906890677179
            }
          ],
          "diagnostics": {
            "converged": true,
            "pre_rmse": 0.07455444123558609,
            "zeta_omega": [
              0.0,
              2.6279280484741707
            ],
            "zeta_lambda": [
              0.0,
              6.228000728585909e-07
            ],
            "n_observed": 1522,
            "n_missing": 324,
            "n_treated_observed": 799,
            "n_untreated_observed": 723,
            "missing_method": "available-case normalized weights",
            "missing_diagnostics": [
              {
                "cohort": 1,
                "unit_iterations": 0,
                "time_iterations": 0,
                "unit_objective": 0.0,
                "time_objective": 0.14319324131960648,
                "unit_projected_gradient": 2.42861286636753e-17,
                "time_projected_gradient": 0.0
              },
              {
                "cohort": 4,
                "unit_iterations": 11,
                "time_iterations": 20,
                "unit_objective": 0.19550656263935912,
                "time_objective": 0.0693782791301025,
                "unit_projected_gradient": 4.0238106562007214e-09,
                "time_projected_gradient": 4.921799245938274e-09
              }
            ]
          },
          "checks": {
            "scalar_vs_treated_cell_average": 0.0,
            "native_scalar_vs_unweighted_matrix_average": 0.0
          },
          "native_matrix_att": -0.22688422176351283,
          "matrix_preparation": {
            "source_rows": 1522,
            "matrix_shape": [
              142,
              13
            ],
            "observed_cells": 1522,
            "missing_cells": 324,
            "repeated_cells": 0,
            "minimum_cell_count": 1,
            "maximum_cell_count": 1,
            "observation_mass": 1522.0,
            "treated_observation_mass": 799.0,
            "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": 0.000756249763071537,
          "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": "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": -0.06684392185759289,
          "event_study": [
            {
              "event_time": -4,
              "estimate": 0.004616119315416917,
              "raw_gap": 0.004616119315416917,
              "n": 48,
              "n_cells": 48,
              "weight_sum": 48.0,
              "relative_to_minus_one": 0.0035601319522122255
            },
            {
              "event_time": -3,
              "estimate": -0.023077964930603222,
              "raw_gap": -0.023077964930603222,
              "n": 48,
              "n_cells": 48,
              "weight_sum": 48.0,
              "relative_to_minus_one": -0.024133952293807912
            },
            {
              "event_time": -2,
              "estimate": 0.016152229445149078,
              "raw_gap": 0.016152229445149078,
              "n": 48,
              "n_cells": 48,
              "weight_sum": 48.0,
              "relative_to_minus_one": 0.015096242081944386
            },
            {
              "event_time": -1,
              "estimate": 0.0010559873632046911,
              "raw_gap": 0.0010559873632046911,
              "n": 105,
              "n_cells": 105,
              "weight_sum": 105.0,
              "relative_to_minus_one": 0.0
            },
            {
              "event_time": 0,
              "estimate": -0.04416767940543082,
              "raw_gap": -0.04416767940543082,
              "n": 105,
              "n_cells": 105,
              "weight_sum": 105.0,
              "relative_to_minus_one": -0.04522366676863551
            },
            {
              "event_time": 1,
              "estimate": -0.069745644930601,
              "raw_gap": -0.069745644930601,
              "n": 104,
              "n_cells": 104,
              "weight_sum": 104.0,
              "relative_to_minus_one": -0.07080163229380569
            },
            {
              "event_time": 2,
              "estimate": 0.07576011652597943,
              "raw_gap": 0.07576011652597943,
              "n": 103,
              "n_cells": 103,
              "weight_sum": 103.0,
              "relative_to_minus_one": 0.07470412916277473
            },
            {
              "event_time": 3,
              "estimate": -0.019396487915270225,
              "raw_gap": -0.019396487915270225,
              "n": 100,
              "n_cells": 100,
              "weight_sum": 100.0,
              "relative_to_minus_one": -0.020452475278474914
            },
            {
              "event_time": 4,
              "estimate": -0.08212055682294579,
              "raw_gap": -0.08212055682294579,
              "n": 88,
              "n_cells": 88,
              "weight_sum": 88.0,
              "relative_to_minus_one": -0.08317654418615049
            },
            {
              "event_time": 5,
              "estimate": -0.10630912956213641,
              "raw_gap": -0.10630912956213641,
              "n": 67,
              "n_cells": 67,
              "weight_sum": 67.0,
              "relative_to_minus_one": -0.1073651169253411
            },
            {
              "event_time": 6,
              "estimate": -0.16510148024280005,
              "raw_gap": -0.16510148024280005,
              "n": 55,
              "n_cells": 55,
              "weight_sum": 55.0,
              "relative_to_minus_one": -0.16615746760600475
            },
            {
              "event_time": 7,
              "estimate": -0.11621720342537187,
              "raw_gap": -0.11621720342537187,
              "n": 51,
              "n_cells": 51,
              "weight_sum": 51.0,
              "relative_to_minus_one": -0.11727319078857656
            },
            {
              "event_time": 8,
              "estimate": -0.07637148264394174,
              "raw_gap": -0.07637148264394174,
              "n": 49,
              "n_cells": 49,
              "weight_sum": 49.0,
              "relative_to_minus_one": -0.07742747000714643
            },
            {
              "event_time": 9,
              "estimate": -0.2755908615084323,
              "raw_gap": -0.2755908615084323,
              "n": 28,
              "n_cells": 28,
              "weight_sum": 28.0,
              "relative_to_minus_one": -0.276646848871637
            },
            {
              "event_time": 10,
              "estimate": -0.22517407546689527,
              "raw_gap": -0.22517407546689527,
              "n": 25,
              "n_cells": 25,
              "weight_sum": 25.0,
              "relative_to_minus_one": -0.22623006283009997
            },
            {
              "event_time": 11,
              "estimate": -0.03898771820503644,
              "raw_gap": -0.03898771820503644,
              "n": 24,
              "n_cells": 24,
              "weight_sum": 24.0,
              "relative_to_minus_one": -0.04004370556824113
            }
          ],
          "package_event_study": {
            "event_time": [
              -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
            ],
            "estimate": [
              0.004616119315416917,
              -0.023077964930603222,
              0.016152229445149078,
              0.0010559873632046911,
              -0.044167679405430836,
              -0.06974564493060097,
              0.07576011652597942,
              -0.019396487915270225,
              -0.08212055682294579,
              -0.10630912956213641,
              -0.1651014802428,
              -0.11621720342537187,
              -0.07637148264394172,
              -0.2755908615084323,
              -0.22517407546689527,
              -0.03898771820503643
            ],
            "n": [
              48.0,
              48.0,
              48.0,
              105.0,
              105.0,
              104.0,
              103.0,
              100.0,
              88.0,
              67.0,
              55.0,
              51.0,
              49.0,
              28.0,
              25.0,
              24.0
            ]
          },
          "sdid_pre_gap_correction": [],
          "diagnostics": {
            "converged": true,
            "iterations": 41,
            "termination_reason": "Relative objective tolerance reached",
            "objective": 0.06322135208192534,
            "lambda_l": 0.0028655355577424297,
            "singular_values": [
              3.244284492072925,
              2.5884884782943454,
              2.3634053503313472,
              1.8805576453980792,
              1.3996055605756659,
              1.2610686371739577,
              1.0687271599279053,
              0.8593948715242328,
              0.5297695939173774,
              0.4101299859959917,
              0.16699158384379187,
              0.07489537420669046,
              0.0
            ],
            "history_objective": [
              0.06357673146758244,
              0.06334849258123768,
              0.0632703322720857,
              0.06324228429163302,
              0.06323118736368041,
              0.063226324894362,
              0.06322400285695653,
              0.06322281862056901,
              0.06322218491579167,
              0.06322183387652747,
              0.06322163452670707,
              0.0632215192677112,
              0.06322145174969045,
              0.06322141181495038,
              0.06322138802488823,
              0.06322137377603734,
              0.06322136520683556,
              0.06322136003715512,
              0.06322135691076058,
              0.06322135501644613,
              0.06322135386692634,
              0.06322135316852329,
              0.06322135274378557,
              0.06322135248527215,
              0.06322135232782597,
              0.06322135223188147,
              0.06322135217338776,
              0.0632213521377123,
              0.06322135211594648,
              0.0632213521026631,
              0.06322135209455455,
              0.06322135208960364,
              0.06322135208658021,
              0.0632213520847335,
              0.06322135208360534,
              0.06322135208291611,
              0.06322135208249499,
              0.0632213520822376,
              0.0632213520820802,
              0.06322135208198412,
              0.06322135208192534
            ],
            "history_rmse": [
              0.13277715748486765,
              0.13322177180013964,
              0.13337640456825936,
              0.13342682044129428,
              0.1334440089082368,
              0.13345038804351048,
              0.13345297767579595,
              0.13345411680978805,
              0.13345465243978158,
              0.13345491813374963,
              0.13345505563674154,
              0.1334551292305723,
              0.13345516968740936,
              0.13345519240839687,
              0.13345520538896496,
              0.13345521290707674,
              0.1334552173094014,
              0.13345521990990974,
              0.13345522145684563,
              0.13345522238221175,
              0.13345522293823933,
              0.13345522327353987,
              0.133455223476318,
              0.13345522359923523,
              0.1334552236738826,
              0.13345522371928495,
              0.13345522374693375,
              0.1334552237637877,
              0.1334552237740703,
              0.13345522378034733,
              0.13345522378418212,
              0.13345522378652538,
              0.13345522378795804,
              0.13345522378883415,
              0.1334552237893699,
              0.1334552237896978,
              0.1334552237898986,
              0.1334552237900214,
              0.13345522379009606,
              0.1334552237901423,
              0.13345522379017039
            ],
            "n_observed": 1522,
            "n_missing": 324,
            "n_treated_observed": 799,
            "n_untreated_observed": 723
          },
          "checks": {
            "scalar_vs_treated_cell_average": 1.3877787807814457e-17,
            "native_scalar_vs_unweighted_matrix_average": 0.0
          },
          "native_matrix_att": -0.06684392185759289,
          "matrix_preparation": {
            "source_rows": 1522,
            "matrix_shape": [
              142,
              13
            ],
            "observed_cells": 1522,
            "missing_cells": 324,
            "repeated_cells": 0,
            "minimum_cell_count": 1,
            "maximum_cell_count": 1,
            "observation_mass": 1522.0,
            "treated_observation_mass": 799.0,
            "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": 0.002301500178873539,
          "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",
          "class": "HorizontalPanelRidge",
          "parameters": {
            "penalty": 1.0
          },
          "partial_pooling": {
            "parameter": null,
            "value": null,
            "status": "not_applicable",
            "fit_scope": "Separate adoption-cohort fits",
            "within_cohort_target": "Mean treated outcome history",
            "cross_cohort_partial_pooling": false,
            "shared_structure": null,
            "note": "Regularization penalties are not partial-pooling parameters."
          },
          "estimate": -0.16329526072171513,
          "event_study": [
            {
              "event_time": -4,
              "estimate": 0.002421222403664223,
              "raw_gap": 0.002421222403664223,
              "n": 48,
              "n_cells": 48,
              "weight_sum": 48.0,
              "relative_to_minus_one": 0.008815941053691769
            },
            {
              "event_time": -3,
              "estimate": -0.006924646677760715,
              "raw_gap": -0.006924646677760715,
              "n": 48,
              "n_cells": 48,
              "weight_sum": 48.0,
              "relative_to_minus_one": -0.0005299280277331689
            },
            {
              "event_time": -2,
              "estimate": 0.01849187132080268,
              "raw_gap": 0.01849187132080268,
              "n": 48,
              "n_cells": 48,
              "weight_sum": 48.0,
              "relative_to_minus_one": 0.024886589970830226
            },
            {
              "event_time": -1,
              "estimate": -0.006394718650027546,
              "raw_gap": -0.006394718650027546,
              "n": 105,
              "n_cells": 105,
              "weight_sum": 105.0,
              "relative_to_minus_one": 0.0
            },
            {
              "event_time": 0,
              "estimate": -0.029322310329707682,
              "raw_gap": -0.029322310329707682,
              "n": 105,
              "n_cells": 105,
              "weight_sum": 105.0,
              "relative_to_minus_one": -0.022927591679680136
            },
            {
              "event_time": 1,
              "estimate": -0.028938955116724084,
              "raw_gap": -0.028938955116724084,
              "n": 104,
              "n_cells": 104,
              "weight_sum": 104.0,
              "relative_to_minus_one": -0.022544236466696538
            },
            {
              "event_time": 2,
              "estimate": 0.026148942350789073,
              "raw_gap": 0.026148942350789073,
              "n": 103,
              "n_cells": 103,
              "weight_sum": 103.0,
              "relative_to_minus_one": 0.03254366100081662
            },
            {
              "event_time": 3,
              "estimate": -0.010785404180031967,
              "raw_gap": -0.010785404180031967,
              "n": 100,
              "n_cells": 100,
              "weight_sum": 100.0,
              "relative_to_minus_one": -0.004390685530004421
            },
            {
              "event_time": 4,
              "estimate": -0.11609676730701336,
              "raw_gap": -0.11609676730701336,
              "n": 88,
              "n_cells": 88,
              "weight_sum": 88.0,
              "relative_to_minus_one": -0.10970204865698582
            },
            {
              "event_time": 5,
              "estimate": -0.26546729563425464,
              "raw_gap": -0.26546729563425464,
              "n": 67,
              "n_cells": 67,
              "weight_sum": 67.0,
              "relative_to_minus_one": -0.2590725769842271
            },
            {
              "event_time": 6,
              "estimate": -0.42884086985878883,
              "raw_gap": -0.42884086985878883,
              "n": 55,
              "n_cells": 55,
              "weight_sum": 55.0,
              "relative_to_minus_one": -0.4224461512087613
            },
            {
              "event_time": 7,
              "estimate": -0.4187265553322376,
              "raw_gap": -0.4187265553322376,
              "n": 51,
              "n_cells": 51,
              "weight_sum": 51.0,
              "relative_to_minus_one": -0.4123318366822101
            },
            {
              "event_time": 8,
              "estimate": -0.46134468627161684,
              "raw_gap": -0.46134468627161684,
              "n": 49,
              "n_cells": 49,
              "weight_sum": 49.0,
              "relative_to_minus_one": -0.4549499676215893
            },
            {
              "event_time": 9,
              "estimate": -0.456226400508616,
              "raw_gap": -0.456226400508616,
              "n": 28,
              "n_cells": 28,
              "weight_sum": 28.0,
              "relative_to_minus_one": -0.44983168185858846
            },
            {
              "event_time": 10,
              "estimate": -0.3906369343359193,
              "raw_gap": -0.3906369343359193,
              "n": 25,
              "n_cells": 25,
              "weight_sum": 25.0,
              "relative_to_minus_one": -0.38424221568589173
            },
            {
              "event_time": 11,
              "estimate": -0.32953922289090154,
              "raw_gap": -0.32953922289090154,
              "n": 24,
              "n_cells": 24,
              "weight_sum": 24.0,
              "relative_to_minus_one": -0.323144504240874
            }
          ],
          "package_event_study": {
            "event_time": [
              -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
            ],
            "estimate": [
              0.002421222403664223,
              -0.006924646677760725,
              0.01849187132080267,
              -0.00639471865002754,
              -0.02932231032970768,
              -0.028938955116724088,
              0.026148942350789066,
              -0.010785404180031972,
              -0.11609676730701336,
              -0.26546729563425453,
              -0.42884086985878905,
              -0.41872655533223774,
              -0.46134468627161684,
              -0.45622640050861596,
              -0.39063693433591923,
              -0.3295392228909015
            ],
            "n": [
              48.0,
              48.0,
              48.0,
              105.0,
              105.0,
              104.0,
              103.0,
              100.0,
              88.0,
              67.0,
              55.0,
              51.0,
              49.0,
              28.0,
              25.0,
              24.0
            ]
          },
          "sdid_pre_gap_correction": [],
          "diagnostics": {
            "pre_rmse": 0.010876019540917228,
            "penalty": 1.0,
            "n_observed": 1522,
            "n_missing": 324,
            "n_treated_observed": 799,
            "n_untreated_observed": 723,
            "missing_method": "available donors with complete-case pre-period training"
          },
          "checks": {
            "scalar_vs_treated_cell_average": 0.0,
            "native_scalar_vs_unweighted_matrix_average": 1.1102230246251565e-16
          },
          "native_matrix_att": -0.16329526072171524,
          "matrix_preparation": {
            "source_rows": 1522,
            "matrix_shape": [
              142,
              13
            ],
            "observed_cells": 1522,
            "missing_cells": 324,
            "repeated_cells": 0,
            "minimum_cell_count": 1,
            "maximum_cell_count": 1,
            "observation_mass": 1522.0,
            "treated_observation_mass": 799.0,
            "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": 0.0011055832728743553,
          "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": "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)": -0.004475706289962468,
        "SE": 0.03682200982655465,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": -0.06661054986062145,
        "SE": 0.05765370252264327,
        "Aggregation": "observations",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": -0.05096659772476818,
        "SE": 0.05089501758051577,
        "Aggregation": "observations",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": -0.06979885590258547,
        "SE": 0.06113233739104594,
        "Aggregation": "observations",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID",
        "Estimate (SDs)": -0.3071603337220323,
        "SE": 0.08627453654843485,
        "Aggregation": "Equal post-event times",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (treated cells)",
        "Estimate (SDs)": -0.21471545206824438,
        "SE": 0.0698016590688443,
        "Aggregation": "Treated cells",
        "Event study": "Same CS-DID path",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "SDID",
        "Estimate (SDs)": -0.22688422176351283,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Matrix completion",
        "Estimate (SDs)": -0.06684392185759289,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Horizontal ridge",
        "Estimate (SDs)": -0.16329526072171513,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Multisynth (cohort-averaged)",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "multisynth-cohort: 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": "d36b4f422cd786230207f4a08bf843040db9a7f5888f15c00147001143c9832f",
      "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": "c6a1f4bb0085e0a21f9a41677fb4def7990be5f6199077a53e951de489ab9550",
      "eligibility.py": "ec30f3992f92d8b6343208e08fb7dfd0702f76702b7e30155029d48f97b7a458"
    },
    "scalar_ranges": [
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Static TWFE",
        "Estimate (SDs)": -0.004475706289962468,
        "SE": 0.03682200982655465,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": "",
        "lower": -0.07727029699087823,
        "upper": 0.0683188844109533,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": -0.06661054986062145,
        "SE": 0.05765370252264327,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.180587969813987,
        "upper": 0.04736687009274408,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": -0.05096659772476818,
        "SE": 0.05089501758051577,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.15158256059428368,
        "upper": 0.049649365144747326,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": -0.06979885590258547,
        "SE": 0.06113233739104594,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.19065329866475733,
        "upper": 0.051055586859586374,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (equal event-time)",
        "Estimate (SDs)": -0.3071603337220323,
        "SE": 0.08627453654843485,
        "Aggregation": "Equal post-event times",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.47625531813984917,
        "upper": -0.13806534930421538,
        "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)": -0.21471545206824438,
        "SE": 0.0698016590688443,
        "Aggregation": "Treated cells",
        "Event study": "Same CS-DID path",
        "Status": "estimated",
        "Note": "",
        "lower": -0.3515241899043229,
        "upper": -0.07790671423216591,
        "ci_level": 0.95,
        "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "SDID",
        "Estimate (SDs)": -0.22688422176351283,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Matrix completion",
        "Estimate (SDs)": -0.06684392185759289,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Horizontal ridge",
        "Estimate (SDs)": -0.16329526072171513,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": null,
        "upper": null,
        "ci_level": null,
        "inference": "Not computed"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Multisynth (cohort-averaged)",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unsupported",
        "Note": "multisynth-cohort: 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": 1791602092.476813,
  "scalar_ranges": [
    {
      "Outcome / treatment": "y__d",
      "Estimator": "Static TWFE",
      "Estimate (SDs)": -0.004475706289962468,
      "SE": 0.03682200982655465,
      "Aggregation": "Coefficient",
      "Event study": "No",
      "Status": "estimated",
      "Note": "",
      "lower": -0.07727029699087823,
      "upper": 0.0683188844109533,
      "ci_level": 0.95,
      "inference": "Configured-cluster regression interval"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "Dynamic TWFE",
      "Estimate (SDs)": -0.06661054986062145,
      "SE": 0.05765370252264327,
      "Aggregation": "Treated cells",
      "Event study": "Yes",
      "Status": "estimated",
      "Note": "",
      "lower": -0.180587969813987,
      "upper": 0.04736687009274408,
      "ci_level": 0.95,
      "inference": "Configured-cluster regression interval"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "BJS / did2s",
      "Estimate (SDs)": -0.05096659772476818,
      "SE": 0.05089501758051577,
      "Aggregation": "Treated cells",
      "Event study": "Yes",
      "Status": "estimated",
      "Note": "",
      "lower": -0.15158256059428368,
      "upper": 0.049649365144747326,
      "ci_level": 0.95,
      "inference": "Configured-cluster regression interval"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "Sun\u2013Abraham",
      "Estimate (SDs)": -0.06979885590258547,
      "SE": 0.06113233739104594,
      "Aggregation": "Treated cells",
      "Event study": "Yes",
      "Status": "estimated",
      "Note": "",
      "lower": -0.19065329866475733,
      "upper": 0.051055586859586374,
      "ci_level": 0.95,
      "inference": "Configured-cluster regression interval"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "CS-DID (equal event-time)",
      "Estimate (SDs)": -0.3071603337220323,
      "SE": 0.08627453654843485,
      "Aggregation": "Equal post-event times",
      "Event study": "Yes",
      "Status": "estimated",
      "Note": "",
      "lower": -0.47625531813984917,
      "upper": -0.13806534930421538,
      "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)": -0.21471545206824438,
      "SE": 0.0698016590688443,
      "Aggregation": "Treated cells",
      "Event study": "Same CS-DID path",
      "Status": "estimated",
      "Note": "",
      "lower": -0.3515241899043229,
      "upper": -0.07790671423216591,
      "ci_level": 0.95,
      "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "SDID",
      "Estimate (SDs)": -0.22688422176351283,
      "SE": null,
      "Aggregation": "Treated cells",
      "Event study": "Yes",
      "Status": "estimated",
      "Note": "",
      "lower": null,
      "upper": null,
      "ci_level": null,
      "inference": "Not computed"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "Matrix completion",
      "Estimate (SDs)": -0.06684392185759289,
      "SE": null,
      "Aggregation": "Treated cells",
      "Event study": "Yes",
      "Status": "estimated",
      "Note": "",
      "lower": null,
      "upper": null,
      "ci_level": null,
      "inference": "Not computed"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "Horizontal ridge",
      "Estimate (SDs)": -0.16329526072171513,
      "SE": null,
      "Aggregation": "Treated cells",
      "Event study": "Yes",
      "Status": "estimated",
      "Note": "",
      "lower": null,
      "upper": null,
      "ci_level": null,
      "inference": "Not computed"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "Multisynth (cohort-averaged)",
      "Estimate (SDs)": null,
      "SE": null,
      "Aggregation": "Treated cells",
      "Event study": "No",
      "Status": "unsupported",
      "Note": "multisynth-cohort: 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"
    }
  ]
}
