{
  "study": "Credit Markets, Property Rights, and the Commons",
  "study_id": 20,
  "specification_id": "S20-P001",
  "source_sd": 1.329171187176219,
  "sample": {
    "outcome": "y",
    "treatment": "d",
    "source_rows": 39432,
    "source_sd": 1.329171187176219,
    "rows": 38319,
    "units": 723,
    "clusters": 47,
    "treated_units": 529,
    "never_treated_units": 194,
    "treated_cohorts": 15,
    "latest_cohort_control_index": null,
    "unique_unit_period_cells": 38319,
    "unsupported_prediction_rows_removed": 0,
    "initially_treated_units_removed": 21,
    "post_adoption_untreated_rows_removed": 0,
    "units_without_minus_one_removed": 0,
    "additional_rows_removed": 0
  },
  "target": {
    "event_times": [
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      1.0,
      2.0,
      3.0,
      4.0,
      5.0,
      6.0,
      7.0,
      8.0,
      9.0,
      10.0,
      11.0,
      12.0,
      13.0,
      14.0,
      15.0,
      16.0,
      17.0,
      18.0,
      19.0,
      20.0,
      21.0,
      22.0,
      23.0,
      24.0,
      25.0,
      26.0,
      27.0,
      28.0,
      29.0,
      30.0,
      31.0,
      32.0,
      33.0,
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      35.0,
      36.0,
      37.0,
      38.0,
      39.0,
      40.0,
      41.0,
      42.0,
      43.0,
      44.0,
      45.0
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    "weights": [
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  "target_note": "CS-DID is reported twice: dynamic equal-post-event weights and simple equal-treated-cell weights. Simple, not group, matches the counterfactual methods and Sun\u2013Abraham aggregation here. Dynamic TWFE uses treated-cell event-time weights but is not generally a clean ATT under heterogeneous effects; static TWFE is a regression coefficient.",
  "estimator_targets": {
    "Static TWFE": "Static treatment coefficient",
    "Dynamic TWFE": "All 17811 treated unit-years, equal cell weights",
    "BJS / did2s": "All 17811 treated unit-years, equal cell weights",
    "Sun\u2013Abraham": "All 17811 treated unit-years, equal cell weights",
    "CS-DID": "Equal post-event-time average, years 0\u201345",
    "CS-DID (treated cells)": "All 17811 treated unit-years, equal cell weights",
    "SDID": "All 17811 treated unit-years, equal cell weights",
    "Matrix completion": "All 17811 treated unit-years, equal cell weights",
    "Horizontal ridge": "All 17811 treated unit-years, equal cell weights",
    "Multisynth (cohort-averaged)": "All 17811 treated unit-years, equal cell weights",
    "Multisynth (individual)": "All 17811 treated unit-years, equal cell weights"
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  "estimates": [
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      "method": "Sun\u2013Abraham",
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      "method": "CS-DID",
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      "method": "CS-DID (treated cells)"
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    {
      "method": "SDID",
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      "method": "Matrix completion",
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    {
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        "control_group": "notyettreated",
        "same_group_time_effects": true,
        "additional_covariates": [],
        "compute_aggte_sha256": "7da8b79e62519b99774248d2fda55ed5054083e446885c624f998b77d8874834",
        "inference": "Clustered analytical influence functions including estimated cohort-share uncertainty; 95% pointwise normal intervals"
      },
      "class": "csdid.att_gt.ATTgt",
      "package": {
        "csdid": "0.4.2",
        "drdid": "1.1.6"
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      "parameters": {
        "est_method": "dr",
        "control_group": "notyettreated",
        "xformla": "y ~ 1",
        "base_period": "universal",
        "anticipation": 0,
        "panel": true,
        "allow_unbalanced_panel": false,
        "clustervar": "cluster",
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        "bstrap": false,
        "cband": false,
        "aggregate": "dynamic",
        "event_aggregate": "dynamic",
        "balance_e": null,
        "post_event_min": 0,
        "post_event_max": 45
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      "partial_pooling": {
        "parameter": null,
        "value": null,
        "status": "not_applicable",
        "fit_scope": "Group-time DIDs; no synthetic-control pooling parameter"
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      "warnings": [
        "Be aware that there are some small groups in your dataset.\n  Check groups: 10,12,23,25,41,51.",
        "Not returning pre-test Wald statistic due to singular covariance matrix"
      ],
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