{
  "schema_version": 1,
  "scope": "Fixed-data numerical checks; not interval coverage or original-study reproduction.",
  "fitted_r": {
    "reference": "installed bkmr 0.2.2",
    "R_version": "R version 4.5.1 (2025-06-13)",
    "checker_sha256": "429a20f515133768300cf25064b019377d66ffaa2ae90b78218150ed45f2b2e4",
    "exporter_sha256": "f4d5fb1eed2bfd27e1f2aa86254696c1673b7424f5f53a9b67c443cf8033a426",
    "runtime_sha256": {
      "effects.py": "8f9c17b227d8a1bff7f7bfc3b2d49d1ecb76f1cc58b7ac6f81b9c726ab460662",
      "_survival.py": "7e93cbb410d4e0c07ef88200356264c19c5b3d1e2dcdf221bc7771c36360cf5e",
      "diagnostics.py": "57bfb00c0dd4bc579b6e10728fdbb4bcab6523dda4b302304aa7e9ba83ca092e",
      "__init__.py": "29f835b489b11b6e5e8d61164565173ff704ae882d34e21b6a84c90090f178ac",
      "_basis.py": "d5b19a591756fbe44233f404e80ee6aebb929bf7dbf4cc57a347f52cf3bbf2c8",
      "_clusters.py": "0cb12fa228b82b6958dec2b54eb346b82e22918106c659d9b56edcd43aebbf8e",
      "structured_result.py": "03560db4a28bab49e7583eac9616760bf358eeb36456be6292aa54ea2c72db23",
      "model.py": "c4452b6da54eb5b3522750e4e665fe079cbdc7bb988fe4b819976ba537073465",
      "result.py": "1218a3a0dfe470098336bb9696afcecee34f55b2e72c3d1a5e4f2e2bf2a0c8c6",
      "plots.py": "34ad15ee231e53edf5e369304a88848602651b828dc7e85e783703c969b9b9a8",
      "_generalized.py": "35bad5602aebba343d3b1bd9ea6ba28e29082873ee90e0d57206433927e68cdd",
      "_input.py": "f23e658d5951927ced9c4ee0b6d6bf212da656b9e09ea0d8afbd311982f3af94",
      "priors.py": "dbb4dcc98e3566de5bc21deb5cf8f2007e9de34b3c351f44ab61b20e84eca851",
      "_structured.py": "ab5d32a5e65777ffdc2d56b5067f4737234d43e392457627d45f82e0154fa219",
      "_kernel.py": "c30122d0cc836403e58b43f5f28572c6d3d9113167623f5f28c7c77959dd67df",
      "_prediction.py": "ca87e762a63d1437784d3ca4b00b64cdd4afed06a00dc8cab4388ab6c804f9b1",
      "_structure.py": "4e4f90b70ae3fc8c2f94bb8679de60c5a8cba3e759892f73543d0321b6d7ce0a",
      "_likelihoods.py": "50894827efa52947d94d96b689ea9f13ebecf58774dd0a20ac2ce780c4c40b88"
    },
    "cases": [
      {
        "case": "gaussian",
        "passed": true,
        "config_sha256": "db4ce45f937ba167445578c7df389e433a08a9f669186ce09184ea2a07e75c54",
        "quantities": {
          "beta_0": {
            "r_diagnostics": {
              "rhat": 1.0000231233366887,
              "ess_bulk": 467716.9673475215,
              "ess_tail": 272553.0447527563
            },
            "python_diagnostics": {
              "rhat": 1.0000343223992305,
              "ess_bulk": 232680.4102591935,
              "ess_tail": 165380.76021441814
            },
            "diagnostics_ok": true,
            "comparisons": [
              {
                "summary": "mean",
                "r": 0.05617028838286487,
                "python": 0.055027084603067974,
                "r_mcse": 0.0005306864411755613,
                "python_mcse": 0.0006029545401106396,
                "difference": -0.001143203779796896,
                "tolerance": 0.004819394354724891,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.04376636702311941
              },
              {
                "summary": "q10",
                "r": -0.29360062671369763,
                "python": -0.29410071857973413,
                "r_mcse": 0.0013579750801141698,
                "python_mcse": 0.0014047959963466488,
                "difference": -0.0005000918660365006,
                "tolerance": 0.011723128078471878,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.04376636702311941
              },
              {
                "summary": "q50",
                "r": 0.053618770552025755,
                "python": 0.05308426527679476,
                "r_mcse": 0.0005303809455789325,
                "python_mcse": 0.0006541312676087295,
                "difference": -0.0005345052752309953,
                "tolerance": 0.005052811084641678,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.04376636702311941
              },
              {
                "summary": "q90",
                "r": 0.41067851917091663,
                "python": 0.40775677996826837,
                "r_mcse": 0.0011666363403781458,
                "python_mcse": 0.0013467583293581536,
                "difference": -0.002921739202648266,
                "tolerance": 0.010690778294488817,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.04376636702311941
              }
            ],
            "passed": true
          },
          "beta_1": {
            "r_diagnostics": {
              "rhat": 1.0000158942830824,
              "ess_bulk": 466140.8165538604,
              "ess_tail": 376159.4730377382
            },
            "python_diagnostics": {
              "rhat": 1.0000221049271143,
              "ess_bulk": 222816.69013669738,
              "ess_tail": 202795.67669603424
            },
            "diagnostics_ok": true,
            "comparisons": [
              {
                "summary": "mean",
                "r": 0.25654417994325923,
                "python": 0.2564053551737149,
                "r_mcse": 0.0004648198835682976,
                "python_mcse": 0.0005889398837430644,
                "difference": -0.00013882476954435452,
                "tolerance": 0.00450163054788536,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.04138129870128295
              },
              {
                "summary": "q10",
                "r": -0.08460894151247118,
                "python": -0.08447451763191334,
                "r_mcse": 0.0007770364901976613,
                "python_mcse": 0.0010579768041409307,
                "difference": 0.0001344238805578435,
                "tolerance": 0.007876015649245656,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.04138129870128295
              },
              {
                "summary": "q50",
                "r": 0.2542874779785905,
                "python": 0.25569061612582256,
                "r_mcse": 0.00047518505090468724,
                "python_mcse": 0.0007056271669145762,
                "difference": 0.0014031381472320303,
                "tolerance": 0.005104270675276002,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.04138129870128295
              },
              {
                "summary": "q90",
                "r": 0.59978386487763,
                "python": 0.5988701473246792,
                "r_mcse": 0.0010129973982974526,
                "python_mcse": 0.0011255900956652755,
                "difference": -0.0009137175529507768,
                "tolerance": 0.009085824372450646,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.04138129870128295
              }
            ],
            "passed": true
          },
          "r_0": {
            "r_diagnostics": {
              "rhat": 1.0024364523559854,
              "ess_bulk": 2254.124585243644,
              "ess_tail": 842.4309230590046
            },
            "python_diagnostics": {
              "rhat": 1.0001329989728391,
              "ess_bulk": 20091.995886083456,
              "ess_tail": 22324.464993612164
            },
            "diagnostics_ok": true,
            "comparisons": [
              {
                "summary": "mean",
                "r": 0.9942284350498303,
                "python": 0.9983013653285062,
                "r_mcse": 0.007904127304049087,
                "python_mcse": 0.004169268974798527,
                "difference": 0.004072930278675946,
                "tolerance": 0.05361799287573106,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.10196348338488283
              },
              {
                "summary": "q10",
                "r": 0.282051226980214,
                "python": 0.29225475483798785,
                "r_mcse": 0.006102223949128652,
                "python_mcse": 0.0031089284510033227,
                "difference": 0.010203527857773842,
                "tolerance": 0.04109127202455504,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.10196348338488283
              },
              {
                "summary": "q50",
                "r": 0.842921212061008,
                "python": 0.8475874452975481,
                "r_mcse": 0.007618433193090426,
                "python_mcse": 0.00410789864851927,
                "difference": 0.0046662332365401404,
                "tolerance": 0.05193219427741508,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.10196348338488283
              },
              {
                "summary": "q90",
                "r": 1.909294324462554,
                "python": 1.8989905784385959,
                "r_mcse": 0.013297097037284215,
                "python_mcse": 0.00805231837763792,
                "difference": -0.010303746023958116,
                "tolerance": 0.09327107993079489,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.10196348338488283
              }
            ],
            "passed": true
          },
          "r_1": {
            "r_diagnostics": {
              "rhat": 1.0005750406128675,
              "ess_bulk": 9094.798164990301,
              "ess_tail": 4043.1886033524906
            },
            "python_diagnostics": {
              "rhat": 1.0003194943467353,
              "ess_bulk": 15543.857440429601,
              "ess_tail": 18053.186156685555
            },
            "diagnostics_ok": true,
            "comparisons": [
              {
                "summary": "mean",
                "r": 0.8400216122321154,
                "python": 0.8349882787039482,
                "r_mcse": 0.00492941161175223,
                "python_mcse": 0.005222156863246025,
                "difference": -0.00503333352816715,
                "tolerance": 0.043087361965282935,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.10127101936257576
              },
              {
                "summary": "q10",
                "r": 0.171464421236843,
                "python": 0.17508567119124852,
                "r_mcse": 0.004304031548171217,
                "python_mcse": 0.0028209140279011912,
                "difference": 0.00362124995440552,
                "tolerance": 0.030876540718426708,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.10127101936257576
              },
              {
                "summary": "q50",
                "r": 0.6630992613688,
                "python": 0.6585773971340185,
                "r_mcse": 0.004285742050521002,
                "python_mcse": 0.005301436297919249,
                "difference": -0.004521864234781514,
                "tolerance": 0.04090258210433652,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.10127101936257576
              },
              {
                "summary": "q90",
                "r": 1.7414267417066531,
                "python": 1.7296858175182295,
                "r_mcse": 0.00989778791192477,
                "python_mcse": 0.01016264028362486,
                "difference": -0.011740924188423651,
                "tolerance": 0.0851166063175498,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.10127101936257576
              }
            ],
            "passed": true
          },
          "lambda": {
            "r_diagnostics": {
              "rhat": 1.000367265989995,
              "ess_bulk": 17271.263984432244,
              "ess_tail": 10517.802808020724
            },
            "python_diagnostics": {
              "rhat": 1.0003899486980858,
              "ess_bulk": 18642.26135251778,
              "ess_tail": 21098.64103552154
            },
            "diagnostics_ok": true,
            "comparisons": [
              {
                "summary": "mean",
                "r": 0.828818773753274,
                "python": 0.8229746639449169,
                "r_mcse": 0.003698263971401429,
                "python_mcse": 0.0036388824190239375,
                "difference": -0.005844109808357034,
                "tolerance": 0.0311298952747886,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.08414524900816012
              },
              {
                "summary": "q10",
                "r": 0.243266577821747,
                "python": 0.24262784122741018,
                "r_mcse": 0.0035168958149032837,
                "python_mcse": 0.002885072758510793,
                "difference": -0.0006387365943368029,
                "tolerance": 0.027293208602366108,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.08414524900816012
              },
              {
                "summary": "q50",
                "r": 0.7024406023077225,
                "python": 0.7002116689969724,
                "r_mcse": 0.0031380091097169315,
                "python_mcse": 0.003732030844794443,
                "difference": -0.0022289333107501363,
                "tolerance": 0.029255864273165625,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.08414524900816012
              },
              {
                "summary": "q90",
                "r": 1.574707078211431,
                "python": 1.559843390425477,
                "r_mcse": 0.007276090215629321,
                "python_mcse": 0.006637331697132143,
                "difference": -0.014863687785954038,
                "tolerance": 0.059091825084476315,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.08414524900816012
              }
            ],
            "passed": true
          },
          "sigma2": {
            "r_diagnostics": {
              "rhat": 1.000072282500639,
              "ess_bulk": 145107.25208139178,
              "ess_tail": 344457.4684775407
            },
            "python_diagnostics": {
              "rhat": 1.0000267801044749,
              "ess_bulk": 127523.44974665424,
              "ess_tail": 200276.77551251109
            },
            "diagnostics_ok": true,
            "comparisons": [
              {
                "summary": "mean",
                "r": 0.2538929789083352,
                "python": 0.25372984793913994,
                "r_mcse": 0.00042164374049793985,
                "python_mcse": 0.00028182219964945174,
                "difference": -0.0001631309691952354,
                "tolerance": 0.003042935927716616,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.015960080794097532
              },
              {
                "summary": "q10",
                "r": 0.148354451299891,
                "python": 0.14829396295077546,
                "r_mcse": 0.00024066137752228395,
                "python_mcse": 0.00019191428195948628,
                "difference": -6.0488349115539464e-05,
                "tolerance": 0.00184687943543539,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.015960080794097532
              },
              {
                "summary": "q50",
                "r": 0.231137759006321,
                "python": 0.23083324490928503,
                "r_mcse": 0.00038201004881231005,
                "python_mcse": 0.0002588987578089981,
                "difference": -0.0003045140970359683,
                "tolerance": 0.0027688569466100136,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.015960080794097532
              },
              {
                "summary": "q90",
                "r": 0.38519105951458615,
                "python": 0.38509625051898977,
                "r_mcse": 0.0008213250377735162,
                "python_mcse": 0.0006109623374936108,
                "difference": -9.480899559638489e-05,
                "tolerance": 0.006141872079287852,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.015960080794097532
              }
            ],
            "passed": true
          },
          "h_0": {
            "r_diagnostics": {
              "rhat": 1.0000976135733792,
              "ess_bulk": 218213.60399907522,
              "ess_tail": 302077.05260746996
            },
            "python_diagnostics": {
              "rhat": 1.0000049820216492,
              "ess_bulk": 175869.6695897884,
              "ess_tail": 177488.2587547073
            },
            "diagnostics_ok": true,
            "comparisons": [
              {
                "summary": "mean",
                "r": -0.20939115026859503,
                "python": -0.211012885479741,
                "r_mcse": 0.0013033514707618652,
                "python_mcse": 0.0007611074369401357,
                "difference": -0.0016217352111459749,
                "tolerance": 0.009055845909052184,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.05181322627468395
              },
              {
                "summary": "q10",
                "r": -0.6424209575246712,
                "python": -0.643454618506809,
                "r_mcse": 0.0015606465409311145,
                "python_mcse": 0.001568517394436161,
                "difference": -0.0010336609821377518,
                "tolerance": 0.013275960226111178,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.05181322627468395
              },
              {
                "summary": "q50",
                "r": -0.1957818030067875,
                "python": -0.19640263253092227,
                "r_mcse": 0.0013774115122875195,
                "python_mcse": 0.0009477572752850733,
                "difference": -0.0006208295241347805,
                "tolerance": 0.01003186063366947,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.05181322627468395
              },
              {
                "summary": "q90",
                "r": 0.20156971704027804,
                "python": 0.19745027856626163,
                "r_mcse": 0.0017040169051454385,
                "python_mcse": 0.0011803525012351638,
                "difference": -0.0041194384740164125,
                "tolerance": 0.012437387307910277,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.05181322627468395
              }
            ],
            "passed": true
          },
          "h_5": {
            "r_diagnostics": {
              "rhat": 1.000039229040355,
              "ess_bulk": 375867.20033252303,
              "ess_tail": 290515.92384522274
            },
            "python_diagnostics": {
              "rhat": 1.000042731919181,
              "ess_bulk": 212727.484718472,
              "ess_tail": 169615.11743728613
            },
            "diagnostics_ok": true,
            "comparisons": [
              {
                "summary": "mean",
                "r": -0.11272996745501143,
                "python": -0.1123990430894874,
                "r_mcse": 0.0009792416476563153,
                "python_mcse": 0.0009094785145402258,
                "difference": 0.0003309243655240379,
                "tolerance": 0.008018625407445981,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.058263138402803644
              },
              {
                "summary": "q10",
                "r": -0.5898908538496945,
                "python": -0.5898677589366067,
                "r_mcse": 0.0017673071975008103,
                "python_mcse": 0.002124207907748381,
                "difference": 2.309491308782885e-05,
                "tolerance": 0.016579590548757264,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.058263138402803644
              },
              {
                "summary": "q50",
                "r": -0.1017682536182425,
                "python": -0.10094453140148946,
                "r_mcse": 0.0009308974482560083,
                "python_mcse": 0.0009578552098435498,
                "difference": 0.000823722216753045,
                "tolerance": 0.008014115037793208,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.058263138402803644
              },
              {
                "summary": "q90",
                "r": 0.3485682393064014,
                "python": 0.3472778613109348,
                "r_mcse": 0.001483231217782516,
                "python_mcse": 0.00170528138941327,
                "difference": -0.0012903779954666073,
                "tolerance": 0.013560477154194055,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.058263138402803644
              }
            ],
            "passed": true
          },
          "h_11": {
            "r_diagnostics": {
              "rhat": 1.0001122799297795,
              "ess_bulk": 164885.9695414279,
              "ess_tail": 288474.8418167157
            },
            "python_diagnostics": {
              "rhat": 1.0000435980711533,
              "ess_bulk": 165253.33716982097,
              "ess_tail": 173479.95633892893
            },
            "diagnostics_ok": true,
            "comparisons": [
              {
                "summary": "mean",
                "r": 0.20482166516152428,
                "python": 0.20658768162608035,
                "r_mcse": 0.001377946345184101,
                "python_mcse": 0.0009263963926385819,
                "difference": 0.0017660164645560694,
                "tolerance": 0.009962432967603846,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.052028968805436115
              },
              {
                "summary": "q10",
                "r": -0.208134101313803,
                "python": -0.20258681474775678,
                "r_mcse": 0.0019626130401113077,
                "python_mcse": 0.0012102992442358381,
                "difference": 0.005547286566046222,
                "tolerance": 0.01383474869339015,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.052028968805436115
              },
              {
                "summary": "q50",
                "r": 0.191218287585125,
                "python": 0.19167773476644137,
                "r_mcse": 0.0014034535005796904,
                "python_mcse": 0.0010883525265201332,
                "difference": 0.0004594471813163803,
                "tolerance": 0.010656028632177994,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.052028968805436115
              },
              {
                "summary": "q90",
                "r": 0.6405894333241166,
                "python": 0.6412645299897471,
                "r_mcse": 0.0016303803379755938,
                "python_mcse": 0.0017546339289949428,
                "difference": 0.0006750966656305923,
                "tolerance": 0.014371071281033822,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.052028968805436115
              }
            ],
            "passed": true
          },
          "h_contrast": {
            "r_diagnostics": {
              "rhat": 1.0003071776318362,
              "ess_bulk": 28890.700929133553,
              "ess_tail": 155427.7504881389
            },
            "python_diagnostics": {
              "rhat": 1.0000517011985912,
              "ess_bulk": 111027.54526054059,
              "ess_tail": 188230.62162450445
            },
            "diagnostics_ok": true,
            "comparisons": [
              {
                "summary": "mean",
                "r": 0.4142128154301193,
                "python": 0.4176005671058214,
                "r_mcse": 0.002566118046512786,
                "python_mcse": 0.0012389273447549658,
                "difference": 0.0033877516757021,
                "tolerance": 0.017097265880599934,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.061016062637577445
              },
              {
                "summary": "q10",
                "r": -0.08227413832648331,
                "python": -0.07743688256015871,
                "r_mcse": 0.002562731710977494,
                "python_mcse": 0.0015063586005930377,
                "difference": 0.0048372557663246,
                "tolerance": 0.01783596260416266,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.061016062637577445
              },
              {
                "summary": "q50",
                "r": 0.4001488072860905,
                "python": 0.40305944548265576,
                "r_mcse": 0.0027362308435218553,
                "python_mcse": 0.0015292573056921103,
                "difference": 0.002910638196565285,
                "tolerance": 0.018807475558881064,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.061016062637577445
              },
              {
                "summary": "q90",
                "r": 0.9343827812752475,
                "python": 0.9357101388274022,
                "r_mcse": 0.003055229797492731,
                "python_mcse": 0.0018015352355092514,
                "difference": 0.0013273575521546288,
                "tolerance": 0.02128094216734021,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.061016062637577445
              }
            ],
            "passed": true
          }
        },
        "r_control": {
          "r.prior": "gamma",
          "mu.r": 1,
          "sigma.r": 0.7071067811865476,
          "mu.lambda": 1,
          "sigma.lambda": 0.7071067811865476,
          "lambda.jump": 0.6,
          "a.sigsq": 3,
          "b.sigsq": 1,
          "r.jump": 0.6
        },
        "settings": {
          "case": "gaussian",
          "family": "gaussian",
          "clustered": false,
          "cluster": [
            0,
            0,
            0,
            1,
            1,
            1,
            2,
            2,
            2,
            3,
            3,
            3
          ],
          "Z": [
            [
              -1.52542553961938,
              1.235032567178164
            ],
            [
              -1.2480754415067654,
              1.0471143146206154
            ],
            [
              -0.9707253433941508,
              0.05179391326615413
            ],
            [
              -0.6933752452815364,
              -0.9834634045087889
            ],
            [
              -0.4160251471689218,
              -1.2603981065230836
            ],
            [
              -0.13867504905630718,
              -0.5654731697786365
            ],
            [
              0.13867504905630712,
              0.5654731697786367
            ],
            [
              0.4160251471689218,
              1.2603981065230838
            ],
            [
              0.6933752452815364,
              0.9834634045087891
            ],
            [
              0.9707253433941511,
              -0.051793913266154935
            ],
            [
              1.2480754415067656,
              -1.0471143146206159
            ],
            [
              1.52542553961938,
              -1.2350325671781637
            ]
          ],
          "X": [
            [
              1.0,
              -0.6536436208636119
            ],
            [
              1.0,
              -0.9914141701184773
            ],
            [
              1.0,
              -0.827510043057703
            ],
            [
              1.0,
              -0.24486988668507914
            ],
            [
              1.0,
              0.4616791514089997
            ],
            [
              1.0,
              0.9346096415483819
            ],
            [
              1.0,
              0.9346096415483819
            ],
            [
              1.0,
              0.4616791514089997
            ],
            [
              1.0,
              -0.24486988668507914
            ],
            [
              1.0,
              -0.8275100430577034
            ],
            [
              1.0,
              -0.9914141701184772
            ],
            [
              1.0,
              -0.6536436208636119
            ]
          ],
          "y": [
            -0.2853774375855633,
            -0.8972084509896012,
            -0.24345467926232056,
            -0.8434467087591445,
            -0.06706753529751372,
            0.2965128866907528,
            -0.02266903007140003,
            0.7517391958611136,
            0.24549875408511287,
            0.5124506620392393,
            -0.09935721705778977,
            0.4239199892401184
          ],
          "chains": 4,
          "warmup": 3000,
          "draws": 12000,
          "r_draws": 120000,
          "python_draws": 60000,
          "r_segment_size": 14999,
          "r_seeds": [
            7301,
            7302,
            7303,
            7304
          ],
          "python_seeds": [
            8401,
            8402,
            8403,
            8404
          ],
          "smoke_only": false
        }
      },
      {
        "case": "gaussian-cluster",
        "passed": true,
        "config_sha256": "83774b82ec0e8b5440fca6584a3dfae92f237cc97a816659abdf22f058ee5430",
        "quantities": {
          "beta_0": {
            "r_diagnostics": {
              "rhat": 1.000012362164388,
              "ess_bulk": 473535.858054358,
              "ess_tail": 337248.873872607
            },
            "python_diagnostics": {
              "rhat": 1.0000086190405273,
              "ess_bulk": 233225.2034654737,
              "ess_tail": 188963.27446125407
            },
            "diagnostics_ok": true,
            "comparisons": [
              {
                "summary": "mean",
                "r": 0.07313461016784185,
                "python": 0.07281717339168367,
                "r_mcse": 0.0005446828580659677,
                "python_mcse": 0.0007557515990851622,
                "difference": -0.00031743677615818366,
                "tolerance": 0.005589475488278383,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.053278783540814584
              },
              {
                "summary": "q10",
                "r": -0.35789001042374396,
                "python": -0.3614152741099263,
                "r_mcse": 0.0010253077196968438,
                "python_mcse": 0.0014662875400441408,
                "difference": -0.003525263686182334,
                "tolerance": 0.01073523090230066,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.053278783540814584
              },
              {
                "summary": "q50",
                "r": 0.07057449726872005,
                "python": 0.07070202765427142,
                "r_mcse": 0.0005618699816649534,
                "python_mcse": 0.0008113677191213788,
                "difference": 0.0001275303855513693,
                "tolerance": 0.0059215332701440205,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.053278783540814584
              },
              {
                "summary": "q90",
                "r": 0.5077007416929806,
                "python": 0.5084516468480105,
                "r_mcse": 0.0012180215473686458,
                "python_mcse": 0.0014967382846194138,
                "difference": 0.0007509051550298462,
                "tolerance": 0.01157829311124882,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.053278783540814584
              }
            ],
            "passed": true
          },
          "beta_1": {
            "r_diagnostics": {
              "rhat": 1.0000085617446564,
              "ess_bulk": 368680.4961275302,
              "ess_tail": 366580.3935930131
            },
            "python_diagnostics": {
              "rhat": 1.0000038225648216,
              "ess_bulk": 201198.06135151122,
              "ess_tail": 202527.9600798043
            },
            "diagnostics_ok": true,
            "comparisons": [
              {
                "summary": "mean",
                "r": 0.34332289108046493,
                "python": 0.34262491660423045,
                "r_mcse": 0.0005897877028767217,
                "python_mcse": 0.0007621362893975485,
                "difference": -0.0006979744762344864,
                "tolerance": 0.0057821488471783145,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.04850009799069712
              },
              {
                "summary": "q10",
                "r": -0.05580465314261303,
                "python": -0.057387639432509435,
                "r_mcse": 0.0008027083706144438,
                "python_mcse": 0.0012454888911332253,
                "difference": -0.001582986289896407,
                "tolerance": 0.008890500493384362,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.04850009799069712
              },
              {
                "summary": "q50",
                "r": 0.33925702262691804,
                "python": 0.33937041953394764,
                "r_mcse": 0.0006023298479827519,
                "python_mcse": 0.0008663650968138079,
                "difference": 0.00011339690702960592,
                "tolerance": 0.006331037052721493,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.04850009799069712
              },
              {
                "summary": "q90",
                "r": 0.7490391133989753,
                "python": 0.7472410740657676,
                "r_mcse": 0.001142531793810818,
                "python_mcse": 0.0013917143502195238,
                "difference": -0.0017980393332077682,
                "tolerance": 0.010803745571287701,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.04850009799069712
              }
            ],
            "passed": true
          },
          "r_0": {
            "r_diagnostics": {
              "rhat": 1.0003851658156326,
              "ess_bulk": 12297.648954538332,
              "ess_tail": 7171.632089865145
            },
            "python_diagnostics": {
              "rhat": 1.0001971962311191,
              "ess_bulk": 19041.23937437229,
              "ess_tail": 19103.356193629246
            },
            "diagnostics_ok": true,
            "comparisons": [
              {
                "summary": "mean",
                "r": 0.9851919932631992,
                "python": 0.9891073731608223,
                "r_mcse": 0.005472932346200064,
                "python_mcse": 0.004684412929057527,
                "difference": 0.003915379897623139,
                "tolerance": 0.04322362393895442,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.10415969127901685
              },
              {
                "summary": "q10",
                "r": 0.2676034809902339,
                "python": 0.26667997462305376,
                "r_mcse": 0.004780313130023248,
                "python_mcse": 0.0034060329613308507,
                "difference": -0.000923506367180138,
                "tolerance": 0.03521772777410285,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.10415969127901685
              },
              {
                "summary": "q50",
                "r": 0.829483800176023,
                "python": 0.831093135779235,
                "r_mcse": 0.004750216872943225,
                "python_mcse": 0.004510345029794507,
                "difference": 0.001609335603212081,
                "tolerance": 0.03930241486983103,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.10415969127901685
              },
              {
                "summary": "q90",
                "r": 1.9062248380803806,
                "python": 1.918273614100616,
                "r_mcse": 0.010681783901108258,
                "python_mcse": 0.009001742115428344,
                "difference": 0.012048776020235463,
                "tolerance": 0.08381376535638682,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.10415969127901685
              }
            ],
            "passed": true
          },
          "r_1": {
            "r_diagnostics": {
              "rhat": 1.000917107783979,
              "ess_bulk": 12454.530000461433,
              "ess_tail": 6562.497624544527
            },
            "python_diagnostics": {
              "rhat": 1.0002800501144662,
              "ess_bulk": 15451.934997454544,
              "ess_tail": 17330.959276388934
            },
            "diagnostics_ok": true,
            "comparisons": [
              {
                "summary": "mean",
                "r": 0.9049446434920474,
                "python": 0.8984861243279814,
                "r_mcse": 0.005315652865833047,
                "python_mcse": 0.005006968239910709,
                "difference": -0.0064585191640660344,
                "tolerance": 0.043814749439412416,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.10410278810654229
              },
              {
                "summary": "q10",
                "r": 0.199895229314613,
                "python": 0.20098768081320728,
                "r_mcse": 0.004463133938806909,
                "python_mcse": 0.002983165794617716,
                "difference": 0.0010924514985942713,
                "tolerance": 0.03220991055095714,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.10410278810654229
              },
              {
                "summary": "q50",
                "r": 0.731436328011546,
                "python": 0.7261354142267986,
                "r_mcse": 0.004562629859062916,
                "python_mcse": 0.0054080469107127506,
                "difference": -0.005300913784747396,
                "tolerance": 0.04245378963407342,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.10410278810654229
              },
              {
                "summary": "q90",
                "r": 1.8388746067891086,
                "python": 1.826621289644917,
                "r_mcse": 0.010896598223935619,
                "python_mcse": 0.009146405760396258,
                "difference": -0.012253317144191644,
                "tolerance": 0.08535885005526211,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.10410278810654229
              }
            ],
            "passed": true
          },
          "lambda": {
            "r_diagnostics": {
              "rhat": 1.0003070080857248,
              "ess_bulk": 12634.552272568648,
              "ess_tail": 6167.68324434298
            },
            "python_diagnostics": {
              "rhat": 1.000134778271799,
              "ess_bulk": 17963.296887493278,
              "ess_tail": 19299.103738925773
            },
            "diagnostics_ok": true,
            "comparisons": [
              {
                "summary": "mean",
                "r": 0.7760434039819392,
                "python": 0.7800120327150857,
                "r_mcse": 0.0041962025356469795,
                "python_mcse": 0.003776891086541846,
                "difference": 0.0039686287331465175,
                "tolerance": 0.033873718307733766,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.08389081696863553
              },
              {
                "summary": "q10",
                "r": 0.206168108116469,
                "python": 0.20568371591903134,
                "r_mcse": 0.004031884467616994,
                "python_mcse": 0.0023790653162742387,
                "difference": -0.0004843921974376497,
                "tolerance": 0.028088744881449718,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.08389081696863553
              },
              {
                "summary": "q50",
                "r": 0.644566505287191,
                "python": 0.6484076920449708,
                "r_mcse": 0.003424580185120571,
                "python_mcse": 0.003696368968439621,
                "difference": 0.003841186757779891,
                "tolerance": 0.030233626111101825,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.08389081696863553
              },
              {
                "summary": "q90",
                "r": 1.5163012807338496,
                "python": 1.5261526490317736,
                "r_mcse": 0.007233772225844456,
                "python_mcse": 0.007670480671719574,
                "difference": 0.00985136829792399,
                "tolerance": 0.06326052826701971,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.08389081696863553
              }
            ],
            "passed": true
          },
          "lambda_cluster": {
            "r_diagnostics": {
              "rhat": 1.000371169968231,
              "ess_bulk": 15876.217221685218,
              "ess_tail": 8907.83801450391
            },
            "python_diagnostics": {
              "rhat": 1.0001180875520652,
              "ess_bulk": 18116.592700051144,
              "ess_tail": 19644.72245538197
            },
            "diagnostics_ok": true,
            "comparisons": [
              {
                "summary": "mean",
                "r": 0.8589079208368725,
                "python": 0.860560945742855,
                "r_mcse": 0.003633642345214314,
                "python_mcse": 0.004267164342883304,
                "difference": 0.0016530249059825142,
                "tolerance": 0.03362787141637029,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.09074726824880676
              },
              {
                "summary": "q10",
                "r": 0.235600957124904,
                "python": 0.23004745323623635,
                "r_mcse": 0.003897925377360037,
                "python_mcse": 0.002958094283062815,
                "difference": -0.005553503888667655,
                "tolerance": 0.02935965233544884,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.09074726824880676
              },
              {
                "summary": "q50",
                "r": 0.721411971307886,
                "python": 0.7219076279918123,
                "r_mcse": 0.0035780750274373796,
                "python_mcse": 0.004029777870322957,
                "difference": 0.0004956566839262599,
                "tolerance": 0.0323342280115076,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.09074726824880676
              },
              {
                "summary": "q90",
                "r": 1.6584607328385672,
                "python": 1.6783379320057124,
                "r_mcse": 0.006786110583672156,
                "python_mcse": 0.009120630604791386,
                "difference": 0.019877199167145143,
                "tolerance": 0.06820952412518243,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.09074726824880676
              }
            ],
            "passed": true
          },
          "sigma2": {
            "r_diagnostics": {
              "rhat": 1.000013300967954,
              "ess_bulk": 270573.82252675266,
              "ess_tail": 396159.14981618256
            },
            "python_diagnostics": {
              "rhat": 1.0000101730602953,
              "ess_bulk": 155199.28651701516,
              "ess_tail": 205697.72931133982
            },
            "diagnostics_ok": true,
            "comparisons": [
              {
                "summary": "mean",
                "r": 0.2341985928536386,
                "python": 0.2345533161299981,
                "r_mcse": 0.00018271327322740623,
                "python_mcse": 0.0002290677929690407,
                "difference": 0.00035472327635951983,
                "tolerance": 0.0017580736570492383,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.014538237979329098
              },
              {
                "summary": "q10",
                "r": 0.13825645334354592,
                "python": 0.1381235691407841,
                "r_mcse": 0.00012280328574940067,
                "python_mcse": 0.00015804396385669776,
                "difference": -0.00013288420276180712,
                "tolerance": 0.00120087780147936,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.014538237979329098
              },
              {
                "summary": "q50",
                "r": 0.213234177745031,
                "python": 0.21377370127631407,
                "r_mcse": 0.0001860848051913208,
                "python_mcse": 0.0002458487298319392,
                "difference": 0.0005395235312830593,
                "tolerance": 0.0018499971612384995,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.014538237979329098
              },
              {
                "summary": "q90",
                "r": 0.35397976850419044,
                "python": 0.35408709593810983,
                "r_mcse": 0.0004295662323384378,
                "python_mcse": 0.0005412118744768796,
                "difference": 0.00010732743391939081,
                "tolerance": 0.004145810882981502,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.014538237979329098
              }
            ],
            "passed": true
          },
          "h_0": {
            "r_diagnostics": {
              "rhat": 1.0000206163254701,
              "ess_bulk": 269076.98095204344,
              "ess_tail": 265743.9138425105
            },
            "python_diagnostics": {
              "rhat": 1.0000174912247042,
              "ess_bulk": 173663.26141871753,
              "ess_tail": 163334.04207610228
            },
            "diagnostics_ok": true,
            "comparisons": [
              {
                "summary": "mean",
                "r": -0.13738557231269072,
                "python": -0.13685044680650346,
                "r_mcse": 0.000822938205636977,
                "python_mcse": 0.0008670355649708815,
                "difference": 0.0005351255061872562,
                "tolerance": 0.007172391972276041,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.052748808287378705
              },
              {
                "summary": "q10",
                "r": -0.5744073027833863,
                "python": -0.5775013525856251,
                "r_mcse": 0.001667385156350296,
                "python_mcse": 0.0020093597573254485,
                "difference": -0.0030940498022388185,
                "tolerance": 0.015666435337470558,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.052748808287378705
              },
              {
                "summary": "q50",
                "r": -0.119840831215482,
                "python": -0.11912958627067669,
                "r_mcse": 0.0010728994904480094,
                "python_mcse": 0.0009712372261147262,
                "difference": 0.0007112449448053171,
                "tolerance": 0.008683256438445575,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.052748808287378705
              },
              {
                "summary": "q90",
                "r": 0.27289418809892035,
                "python": 0.2743507610303097,
                "r_mcse": 0.0012341178952853184,
                "python_mcse": 0.0013865319387509469,
                "difference": 0.0014565729313893439,
                "tolerance": 0.0111372636082225,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.052748808287378705
              }
            ],
            "passed": true
          },
          "h_5": {
            "r_diagnostics": {
              "rhat": 1.000041530414983,
              "ess_bulk": 377338.6494366412,
              "ess_tail": 276347.9915793085
            },
            "python_diagnostics": {
              "rhat": 1.0000187728861833,
              "ess_bulk": 215712.01391969214,
              "ess_tail": 168934.51196564396
            },
            "diagnostics_ok": true,
            "comparisons": [
              {
                "summary": "mean",
                "r": -0.06743630110559151,
                "python": -0.06791090579109724,
                "r_mcse": 0.0006653786849913896,
                "python_mcse": 0.0007927326398016425,
                "difference": -0.0004746046855057251,
                "tolerance": 0.006209793714393341,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.05685809612556229
              },
              {
                "summary": "q10",
                "r": -0.5271043986263463,
                "python": -0.5314460592887829,
                "r_mcse": 0.0017913284297936588,
                "python_mcse": 0.0018352080259919532,
                "difference": -0.004341660662436575,
                "tolerance": 0.015387217341478045,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.05685809612556229
              },
              {
                "summary": "q50",
                "r": -0.054524422608682704,
                "python": -0.05569153972084791,
                "r_mcse": 0.0007259137346696019,
                "python_mcse": 0.0009113332265780705,
                "difference": -0.001167117112165203,
                "tolerance": 0.0069906540467754505,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.05685809612556229
              },
              {
                "summary": "q90",
                "r": 0.3752626488180142,
                "python": 0.37635026405698524,
                "r_mcse": 0.0014480978446322027,
                "python_mcse": 0.0015086747398110915,
                "difference": 0.0010876152389710514,
                "tolerance": 0.012547156099061246,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.05685809612556229
              }
            ],
            "passed": true
          },
          "h_11": {
            "r_diagnostics": {
              "rhat": 1.0000518383168941,
              "ess_bulk": 248210.2863916972,
              "ess_tail": 256494.41285427508
            },
            "python_diagnostics": {
              "rhat": 1.0000067131366026,
              "ess_bulk": 159105.03138757174,
              "ess_tail": 160965.01882947507
            },
            "diagnostics_ok": true,
            "comparisons": [
              {
                "summary": "mean",
                "r": 0.09813147917656631,
                "python": 0.09714531331731044,
                "r_mcse": 0.0008480326085041478,
                "python_mcse": 0.0009152652194430389,
                "difference": -0.000986165859255872,
                "tolerance": 0.007486475150049232,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.05290488992213677
              },
              {
                "summary": "q10",
                "r": -0.3155252706419591,
                "python": -0.3167649588806762,
                "r_mcse": 0.0012662091587318455,
                "python_mcse": 0.0014205925730561815,
                "difference": -0.0012396882387170627,
                "tolerance": 0.011417936771677992,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.05290488992213677
              },
              {
                "summary": "q50",
                "r": 0.0839043440697348,
                "python": 0.08333126617317962,
                "r_mcse": 0.0009080929121020516,
                "python_mcse": 0.0009668757568197616,
                "difference": -0.0005730778965551686,
                "tolerance": 0.007958726831653903,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.05290488992213677
              },
              {
                "summary": "q90",
                "r": 0.5343840658592077,
                "python": 0.5355271986880472,
                "r_mcse": 0.0017969618640217473,
                "python_mcse": 0.0020241962936552002,
                "difference": 0.0011431328288394882,
                "tolerance": 0.01624044127281813,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.05290488992213677
              }
            ],
            "passed": true
          },
          "h_contrast": {
            "r_diagnostics": {
              "rhat": 1.0000247228749795,
              "ess_bulk": 144354.63499242486,
              "ess_tail": 261833.69153786893
            },
            "python_diagnostics": {
              "rhat": 1.0000298686779838,
              "ess_bulk": 117867.8422214833,
              "ess_tail": 164636.57831788086
            },
            "diagnostics_ok": true,
            "comparisons": [
              {
                "summary": "mean",
                "r": 0.23551705148925703,
                "python": 0.2339957601238139,
                "r_mcse": 0.0015554805889985742,
                "python_mcse": 0.0013686363467819243,
                "difference": -0.0015212913654431282,
                "tolerance": 0.01243127794112179,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.06912494720944934
              },
              {
                "summary": "q10",
                "r": -0.30832997363160997,
                "python": -0.30920357161695994,
                "r_mcse": 0.0019117415979807407,
                "python_mcse": 0.0016553770324649927,
                "difference": -0.000873597985349972,
                "tolerance": 0.015173036810548251,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.06912494720944934
              },
              {
                "summary": "q50",
                "r": 0.210275302952417,
                "python": 0.2083871373908671,
                "r_mcse": 0.0018779705649658099,
                "python_mcse": 0.0015125519378155303,
                "difference": -0.0018881655615499149,
                "tolerance": 0.014468072610711862,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.06912494720944934
              },
              {
                "summary": "q90",
                "r": 0.820335814746307,
                "python": 0.8195962318693227,
                "r_mcse": 0.002432999823076291,
                "python_mcse": 0.0024443334798994673,
                "difference": -0.0007395828769842794,
                "tolerance": 0.02069282858387614,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.06912494720944934
              }
            ],
            "passed": true
          }
        },
        "r_control": {
          "r.prior": "gamma",
          "mu.r": 1,
          "sigma.r": 0.7071067811865476,
          "mu.lambda": [
            1,
            1
          ],
          "sigma.lambda": [
            0.7071067811865476,
            0.7071067811865476
          ],
          "lambda.jump": [
            0.6,
            0.6
          ],
          "a.sigsq": 3,
          "b.sigsq": 1,
          "r.jump": 0.6
        },
        "settings": {
          "case": "gaussian-cluster",
          "family": "gaussian",
          "clustered": true,
          "cluster": [
            0,
            0,
            0,
            1,
            1,
            1,
            2,
            2,
            2,
            3,
            3,
            3
          ],
          "Z": [
            [
              -1.52542553961938,
              1.235032567178164
            ],
            [
              -1.2480754415067654,
              1.0471143146206154
            ],
            [
              -0.9707253433941508,
              0.05179391326615413
            ],
            [
              -0.6933752452815364,
              -0.9834634045087889
            ],
            [
              -0.4160251471689218,
              -1.2603981065230836
            ],
            [
              -0.13867504905630718,
              -0.5654731697786365
            ],
            [
              0.13867504905630712,
              0.5654731697786367
            ],
            [
              0.4160251471689218,
              1.2603981065230838
            ],
            [
              0.6933752452815364,
              0.9834634045087891
            ],
            [
              0.9707253433941511,
              -0.051793913266154935
            ],
            [
              1.2480754415067656,
              -1.0471143146206159
            ],
            [
              1.52542553961938,
              -1.2350325671781637
            ]
          ],
          "X": [
            [
              1.0,
              -0.6536436208636119
            ],
            [
              1.0,
              -0.9914141701184773
            ],
            [
              1.0,
              -0.827510043057703
            ],
            [
              1.0,
              -0.24486988668507914
            ],
            [
              1.0,
              0.4616791514089997
            ],
            [
              1.0,
              0.9346096415483819
            ],
            [
              1.0,
              0.9346096415483819
            ],
            [
              1.0,
              0.4616791514089997
            ],
            [
              1.0,
              -0.24486988668507914
            ],
            [
              1.0,
              -0.8275100430577034
            ],
            [
              1.0,
              -0.9914141701184772
            ],
            [
              1.0,
              -0.6536436208636119
            ]
          ],
          "y": [
            -0.2853774375855633,
            -0.8972084509896012,
            -0.24345467926232056,
            -0.8434467087591445,
            -0.06706753529751372,
            0.2965128866907528,
            -0.02266903007140003,
            0.7517391958611136,
            0.24549875408511287,
            0.5124506620392393,
            -0.09935721705778977,
            0.4239199892401184
          ],
          "chains": 4,
          "warmup": 3000,
          "draws": 12000,
          "r_draws": 120000,
          "python_draws": 60000,
          "r_segment_size": 14999,
          "r_seeds": [
            7301,
            7302,
            7303,
            7304
          ],
          "python_seeds": [
            8401,
            8402,
            8403,
            8404
          ],
          "smoke_only": false
        }
      },
      {
        "case": "binomial",
        "passed": true,
        "config_sha256": "a4c0181f83e9f361e957e9764837734b8e6b34e1c44f61e735d182944479dae7",
        "quantities": {
          "beta_0": {
            "r_diagnostics": {
              "rhat": 1.0000539389738043,
              "ess_bulk": 281884.7671341433,
              "ess_tail": 234710.17272245514
            },
            "python_diagnostics": {
              "rhat": 1.0000385227246877,
              "ess_bulk": 141013.02020945528,
              "ess_tail": 143991.1204054572
            },
            "diagnostics_ok": true,
            "comparisons": [
              {
                "summary": "mean",
                "r": 0.1664566282641461,
                "python": 0.16279337186941228,
                "r_mcse": 0.0013405621602573668,
                "python_mcse": 0.001772617253494056,
                "difference": -0.003663256394733805,
                "tolerance": 0.0133346930217517,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.09630184354629005
              },
              {
                "summary": "q10",
                "r": -0.6213961511961856,
                "python": -0.6216881721063003,
                "r_mcse": 0.002207820619242976,
                "python_mcse": 0.0026621453737777313,
                "difference": -0.00029202091011470976,
                "tolerance": 0.02075123214663896,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.09630184354629005
              },
              {
                "summary": "q50",
                "r": 0.1542063615682115,
                "python": 0.15083366095268996,
                "r_mcse": 0.0014300512660145091,
                "python_mcse": 0.001984514911847198,
                "difference": -0.003372700615521529,
                "tolerance": 0.014676527454266876,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.09630184354629005
              },
              {
                "summary": "q90",
                "r": 0.9709549958138867,
                "python": 0.9642465504941194,
                "r_mcse": 0.0029951655498873853,
                "python_mcse": 0.0031178840796126372,
                "difference": -0.00670844531976722,
                "tolerance": 0.025940698544658143,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.09630184354629005
              }
            ],
            "passed": true
          },
          "beta_1": {
            "r_diagnostics": {
              "rhat": 1.0000114446488098,
              "ess_bulk": 160101.43581725864,
              "ess_tail": 195289.34984329596
            },
            "python_diagnostics": {
              "rhat": 1.000021288262659,
              "ess_bulk": 87270.60054684924,
              "ess_tail": 111966.19379952076
            },
            "diagnostics_ok": true,
            "comparisons": [
              {
                "summary": "mean",
                "r": 0.5158585401613698,
                "python": 0.5131380322645595,
                "r_mcse": 0.0016753118872042418,
                "python_mcse": 0.002271026675196645,
                "difference": -0.0027205078968103313,
                "tolerance": 0.01693258263936876,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.10467769376026644
              },
              {
                "summary": "q10",
                "r": -0.3486879894878076,
                "python": -0.3519283117967364,
                "r_mcse": 0.002081035857082969,
                "python_mcse": 0.002800096167004894,
                "difference": -0.003240322308928789,
                "tolerance": 0.020932390121193988,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.10467769376026644
              },
              {
                "summary": "q50",
                "r": 0.4963212638422365,
                "python": 0.4909570611819768,
                "r_mcse": 0.0017490681749758165,
                "python_mcse": 0.002775650184748645,
                "difference": -0.00536420266025972,
                "tolerance": 0.019684639784286202,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.10467769376026644
              },
              {
                "summary": "q90",
                "r": 1.4057207235299582,
                "python": 1.40594809473497,
                "r_mcse": 0.0029395718364440522,
                "python_mcse": 0.0039151766925598136,
                "difference": 0.00022737120501181707,
                "tolerance": 0.029375310724498414,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.10467769376026644
              }
            ],
            "passed": true
          },
          "r_0": {
            "r_diagnostics": {
              "rhat": 1.0001988092392107,
              "ess_bulk": 16657.532001406027,
              "ess_tail": 10609.01526799909
            },
            "python_diagnostics": {
              "rhat": 1.0000976671690174,
              "ess_bulk": 18766.94152297067,
              "ess_tail": 20407.131333858637
            },
            "diagnostics_ok": true,
            "comparisons": [
              {
                "summary": "mean",
                "r": 1.0062080055470033,
                "python": 1.0118610801519718,
                "r_mcse": 0.004445641836112774,
                "python_mcse": 0.004904809325459349,
                "difference": 0.005653074604968555,
                "tolerance": 0.03971840745483043,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.1059825253060664
              },
              {
                "summary": "q10",
                "r": 0.272250705041186,
                "python": 0.27862800568422463,
                "r_mcse": 0.0038079537318631007,
                "python_mcse": 0.003531467013123073,
                "difference": 0.0063773006430386525,
                "tolerance": 0.031160612189049086,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.1059825253060664
              },
              {
                "summary": "q50",
                "r": 0.846063752116009,
                "python": 0.8527536058201881,
                "r_mcse": 0.0036789238639592615,
                "python_mcse": 0.004597604494528606,
                "difference": 0.006689853704179072,
                "tolerance": 0.03532998901580736,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.1059825253060664
              },
              {
                "summary": "q90",
                "r": 1.9487094253970132,
                "python": 1.9476101581190393,
                "r_mcse": 0.010111705416107068,
                "python_mcse": 0.010107033827708773,
                "difference": -0.0010992672779739365,
                "tolerance": 0.08578084804778294,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.1059825253060664
              }
            ],
            "passed": true
          },
          "r_1": {
            "r_diagnostics": {
              "rhat": 1.000177849700943,
              "ess_bulk": 15157.30594739986,
              "ess_tail": 10286.155243206138
            },
            "python_diagnostics": {
              "rhat": 1.0002052326419908,
              "ess_bulk": 18689.046211826597,
              "ess_tail": 19053.19261264412
            },
            "diagnostics_ok": true,
            "comparisons": [
              {
                "summary": "mean",
                "r": 1.0740908204492146,
                "python": 1.074030828556274,
                "r_mcse": 0.005519054448904558,
                "python_mcse": 0.005481791417998864,
                "difference": -5.9991892940480795e-05,
                "tolerance": 0.04667290402123153,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.11210580593273325
              },
              {
                "summary": "q10",
                "r": 0.288135160219745,
                "python": 0.282107916635475,
                "r_mcse": 0.004950591141105122,
                "python_mcse": 0.004056938956742215,
                "difference": -0.006027243584269981,
                "tolerance": 0.038403330954806005,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.11210580593273325
              },
              {
                "summary": "q50",
                "r": 0.91419014957413,
                "python": 0.9092589378740935,
                "r_mcse": 0.004892402358954009,
                "python_mcse": 0.0053212876470755755,
                "difference": -0.00493121170003652,
                "tolerance": 0.0433712036993838,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.11210580593273325
              },
              {
                "summary": "q90",
                "r": 2.0697693765018523,
                "python": 2.081565259733587,
                "r_mcse": 0.010952345162526059,
                "python_mcse": 0.010303609484035097,
                "difference": 0.011795883231734638,
                "tolerance": 0.09022336940344122,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.11210580593273325
              }
            ],
            "passed": true
          },
          "lambda": {
            "r_diagnostics": {
              "rhat": 1.0004089110957899,
              "ess_bulk": 12970.706915794975,
              "ess_tail": 7228.614729456041
            },
            "python_diagnostics": {
              "rhat": 1.0003636746765028,
              "ess_bulk": 15839.225009505082,
              "ess_tail": 19301.85952954305
            },
            "diagnostics_ok": true,
            "comparisons": [
              {
                "summary": "mean",
                "r": 0.8531214683691694,
                "python": 0.8480525574431352,
                "r_mcse": 0.004662093273489916,
                "python_mcse": 0.00464705364954772,
                "difference": -0.00506891092603412,
                "tolerance": 0.03949541704109237,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.0950572435375293
              },
              {
                "summary": "q10",
                "r": 0.215720295995195,
                "python": 0.2136778094804843,
                "r_mcse": 0.0037494986866245805,
                "python_mcse": 0.003383521801640489,
                "difference": -0.0020424865147107008,
                "tolerance": 0.030302649497928963,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.0950572435375293
              },
              {
                "summary": "q50",
                "r": 0.697705628558511,
                "python": 0.6936137923471578,
                "r_mcse": 0.004009350249675569,
                "python_mcse": 0.00450189724310744,
                "difference": -0.004091836211353228,
                "tolerance": 0.03617057997371052,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.0950572435375293
              },
              {
                "summary": "q90",
                "r": 1.6942106696504833,
                "python": 1.6747103753847967,
                "r_mcse": 0.009987808510617644,
                "python_mcse": 0.009555145147520188,
                "difference": -0.019500294265686557,
                "tolerance": 0.08293404750075818,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.0950572435375293
              }
            ],
            "passed": true
          },
          "h_0": {
            "r_diagnostics": {
              "rhat": 1.0000446005647012,
              "ess_bulk": 418455.1042453912,
              "ess_tail": 266290.5576282871
            },
            "python_diagnostics": {
              "rhat": 1.0000626641334904,
              "ess_bulk": 213701.75974869577,
              "ess_tail": 163524.72817180064
            },
            "diagnostics_ok": true,
            "comparisons": [
              {
                "summary": "mean",
                "r": 0.01865849724976575,
                "python": 0.016433204059233396,
                "r_mcse": 0.0014248945498711244,
                "python_mcse": 0.001582895126078872,
                "difference": -0.0022252931905323535,
                "tolerance": 0.012778565353865063,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.1110453487894529
              },
              {
                "summary": "q10",
                "r": -0.884984194976986,
                "python": -0.8862987281365102,
                "r_mcse": 0.003183477757658017,
                "python_mcse": 0.0031342215634376546,
                "difference": -0.0013145331595242338,
                "tolerance": 0.02680454282243874,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.1110453487894529
              },
              {
                "summary": "q50",
                "r": 0.01697668614075555,
                "python": 0.017532760945820826,
                "r_mcse": 0.00144313528129057,
                "python_mcse": 0.0016075745647313058,
                "difference": 0.000556074805065275,
                "tolerance": 0.012961854619072063,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.1110453487894529
              },
              {
                "summary": "q90",
                "r": 0.927703403619008,
                "python": 0.9205519318284081,
                "r_mcse": 0.0029731186852379227,
                "python_mcse": 0.0034923599452792264,
                "difference": -0.007151471790599939,
                "tolerance": 0.02751901991969295,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.1110453487894529
              }
            ],
            "passed": true
          },
          "h_5": {
            "r_diagnostics": {
              "rhat": 1.0000460428371254,
              "ess_bulk": 98410.6431076657,
              "ess_tail": 130813.0556502728
            },
            "python_diagnostics": {
              "rhat": 1.0000801443766698,
              "ess_bulk": 79747.84755887461,
              "ess_tail": 98310.11802610714
            },
            "diagnostics_ok": true,
            "comparisons": [
              {
                "summary": "mean",
                "r": -0.5562287383597188,
                "python": -0.5508808786016248,
                "r_mcse": 0.0029502374561475204,
                "python_mcse": 0.003250128817834813,
                "difference": 0.005347859758093931,
                "tolerance": 0.026336677499000136,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.13495954859186565
              },
              {
                "summary": "q10",
                "r": -1.714806737018805,
                "python": -1.7077614094586637,
                "r_mcse": 0.0058990927903509495,
                "python_mcse": 0.00720734821377525,
                "difference": 0.007045327560141201,
                "tolerance": 0.05588225035604842,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.13495954859186565
              },
              {
                "summary": "q50",
                "r": -0.452631657408083,
                "python": -0.4498727859603576,
                "r_mcse": 0.003225462931231516,
                "python_mcse": 0.0036059852379180667,
                "difference": 0.002758871447725353,
                "tolerance": 0.02902830797077119,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.13495954859186565
              },
              {
                "summary": "q90",
                "r": 0.4485565327208943,
                "python": 0.453698385780833,
                "r_mcse": 0.002359159836768002,
                "python_mcse": 0.0027263826814531112,
                "difference": 0.005141853059938695,
                "tolerance": 0.021632307223254772,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.13495954859186565
              }
            ],
            "passed": true
          },
          "h_11": {
            "r_diagnostics": {
              "rhat": 1.0000551230581243,
              "ess_bulk": 296722.77668054163,
              "ess_tail": 219312.9411419505
            },
            "python_diagnostics": {
              "rhat": 1.000030082017229,
              "ess_bulk": 179084.19483071045,
              "ess_tail": 137469.9429162643
            },
            "diagnostics_ok": true,
            "comparisons": [
              {
                "summary": "mean",
                "r": 0.22354993107959842,
                "python": 0.2245169165024164,
                "r_mcse": 0.0013795925112171678,
                "python_mcse": 0.00196197426383982,
                "difference": 0.0009669854228179786,
                "tolerance": 0.014390770178247813,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.11287795658817995
              },
              {
                "summary": "q10",
                "r": -0.6675094275647813,
                "python": -0.6668783538196368,
                "r_mcse": 0.0024661543430805556,
                "python_mcse": 0.0027373074404531262,
                "difference": 0.0006310737451444837,
                "tolerance": 0.02210637224033796,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.11287795658817995
              },
              {
                "summary": "q50",
                "r": 0.18339571576088348,
                "python": 0.18325823427152155,
                "r_mcse": 0.0017577242245475553,
                "python_mcse": 0.002206844019873986,
                "difference": -0.00013748148936193472,
                "tolerance": 0.016927822635948657,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.11287795658817995
              },
              {
                "summary": "q90",
                "r": 1.1711577031374332,
                "python": 1.1725725121717891,
                "r_mcse": 0.0034614364808110776,
                "python_mcse": 0.004341962903718865,
                "difference": 0.0014148090343559794,
                "tolerance": 0.03331712228339326,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.11287795658817995
              }
            ],
            "passed": true
          },
          "h_contrast": {
            "r_diagnostics": {
              "rhat": 1.0000355175128335,
              "ess_bulk": 321093.7259457252,
              "ess_tail": 250432.80435336058
            },
            "python_diagnostics": {
              "rhat": 1.0000521599556755,
              "ess_bulk": 179961.86582307157,
              "ess_tail": 160136.4121638434
            },
            "diagnostics_ok": true,
            "comparisons": [
              {
                "summary": "mean",
                "r": 0.2048914338298327,
                "python": 0.20808371244318302,
                "r_mcse": 0.0016081312415687006,
                "python_mcse": 0.002203723852535881,
                "difference": 0.0031922786133503356,
                "tolerance": 0.016368550843016482,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.1363653026522255
              },
              {
                "summary": "q10",
                "r": -0.9021156709144104,
                "python": -0.8983357862891077,
                "r_mcse": 0.002749408487914191,
                "python_mcse": 0.003828181579503836,
                "difference": 0.003779884625302654,
                "tolerance": 0.028279178994560908,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.1363653026522255
              },
              {
                "summary": "q50",
                "r": 0.1729832025614445,
                "python": 0.17350537493613583,
                "r_mcse": 0.001949268247554562,
                "python_mcse": 0.002562686866383672,
                "difference": 0.0005221723746913209,
                "tolerance": 0.019318705555449428,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.1363653026522255
              },
              {
                "summary": "q90",
                "r": 1.3568038646955551,
                "python": 1.3615461616352014,
                "r_mcse": 0.0038591768021334406,
                "python_mcse": 0.004414129541750589,
                "difference": 0.004742296939646229,
                "tolerance": 0.03517954330649114,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.1363653026522255
              }
            ],
            "passed": true
          }
        },
        "r_control": {
          "r.prior": "gamma",
          "mu.r": 1,
          "sigma.r": 0.7071067811865476,
          "mu.lambda": 1,
          "sigma.lambda": 0.7071067811865476,
          "lambda.jump": 0.6,
          "a.sigsq": 3,
          "b.sigsq": 1,
          "r.jump": 0.6
        },
        "settings": {
          "case": "binomial",
          "family": "binomial",
          "clustered": false,
          "cluster": [
            0,
            0,
            0,
            1,
            1,
            1,
            2,
            2,
            2,
            3,
            3,
            3
          ],
          "Z": [
            [
              -1.52542553961938,
              1.235032567178164
            ],
            [
              -1.2480754415067654,
              1.0471143146206154
            ],
            [
              -0.9707253433941508,
              0.05179391326615413
            ],
            [
              -0.6933752452815364,
              -0.9834634045087889
            ],
            [
              -0.4160251471689218,
              -1.2603981065230836
            ],
            [
              -0.13867504905630718,
              -0.5654731697786365
            ],
            [
              0.13867504905630712,
              0.5654731697786367
            ],
            [
              0.4160251471689218,
              1.2603981065230838
            ],
            [
              0.6933752452815364,
              0.9834634045087891
            ],
            [
              0.9707253433941511,
              -0.051793913266154935
            ],
            [
              1.2480754415067656,
              -1.0471143146206159
            ],
            [
              1.52542553961938,
              -1.2350325671781637
            ]
          ],
          "X": [
            [
              1.0,
              -0.6536436208636119
            ],
            [
              1.0,
              -0.9914141701184773
            ],
            [
              1.0,
              -0.827510043057703
            ],
            [
              1.0,
              -0.24486988668507914
            ],
            [
              1.0,
              0.4616791514089997
            ],
            [
              1.0,
              0.9346096415483819
            ],
            [
              1.0,
              0.9346096415483819
            ],
            [
              1.0,
              0.4616791514089997
            ],
            [
              1.0,
              -0.24486988668507914
            ],
            [
              1.0,
              -0.8275100430577034
            ],
            [
              1.0,
              -0.9914141701184772
            ],
            [
              1.0,
              -0.6536436208636119
            ]
          ],
          "y": [
            0,
            1,
            0,
            0,
            1,
            0,
            1,
            1,
            0,
            1,
            0,
            1
          ],
          "chains": 4,
          "warmup": 3000,
          "draws": 12000,
          "r_draws": 120000,
          "python_draws": 60000,
          "r_segment_size": 14999,
          "r_seeds": [
            7301,
            7302,
            7303,
            7304
          ],
          "python_seeds": [
            8401,
            8402,
            8403,
            8404
          ],
          "smoke_only": false
        }
      },
      {
        "case": "binomial-cluster",
        "passed": true,
        "config_sha256": "142214a5686341371f90601ace6accca55ac347224420e0dde06a37fac3d6d65",
        "quantities": {
          "beta_0": {
            "r_diagnostics": {
              "rhat": 1.0000121051462108,
              "ess_bulk": 315561.07215164846,
              "ess_tail": 258751.56274319463
            },
            "python_diagnostics": {
              "rhat": 1.0000028388012205,
              "ess_bulk": 155634.30394192835,
              "ess_tail": 161439.1967110716
            },
            "diagnostics_ok": true,
            "comparisons": [
              {
                "summary": "mean",
                "r": 0.23099095739668055,
                "python": 0.23548029458011055,
                "r_mcse": 0.0017475772633823946,
                "python_mcse": 0.0022433317894788485,
                "difference": 0.004489337183430003,
                "tolerance": 0.017062130497988492,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.12259092996586579
              },
              {
                "summary": "q10",
                "r": -0.7791892465293988,
                "python": -0.7744096801984516,
                "r_mcse": 0.0023573265743290694,
                "python_mcse": 0.003210125166937095,
                "difference": 0.004779566330947227,
                "tolerance": 0.023896194633369425,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.12259092996586579
              },
              {
                "summary": "q50",
                "r": 0.21811635704958,
                "python": 0.22029792923949748,
                "r_mcse": 0.0017334154695137496,
                "python_mcse": 0.002676556375708924,
                "difference": 0.002181572189917491,
                "tolerance": 0.019133023702559822,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.12259092996586579
              },
              {
                "summary": "q90",
                "r": 1.258384795839281,
                "python": 1.2704942265096062,
                "r_mcse": 0.0031364869801218747,
                "python_mcse": 0.003914539617094908,
                "difference": 0.012109430670325105,
                "tolerance": 0.03009654723801495,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.12259092996586579
              }
            ],
            "passed": true
          },
          "beta_1": {
            "r_diagnostics": {
              "rhat": 1.0000014814164357,
              "ess_bulk": 139476.19306000383,
              "ess_tail": 186241.20086812272
            },
            "python_diagnostics": {
              "rhat": 1.000014769286921,
              "ess_bulk": 80490.81780033624,
              "ess_tail": 112492.71387704059
            },
            "diagnostics_ok": true,
            "comparisons": [
              {
                "summary": "mean",
                "r": 0.8008768282147958,
                "python": 0.800262529924384,
                "r_mcse": 0.002641575248087791,
                "python_mcse": 0.002705715362733205,
                "difference": -0.0006142982904118188,
                "tolerance": 0.022688264696883717,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.12999560748814126
              },
              {
                "summary": "q10",
                "r": -0.2729884599989032,
                "python": -0.27458423759482176,
                "r_mcse": 0.002163744645062476,
                "python_mcse": 0.003496248422301634,
                "difference": -0.0015957775959185572,
                "tolerance": 0.024669811128206785,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.12999560748814126
              },
              {
                "summary": "q50",
                "r": 0.7694806105521474,
                "python": 0.7674754763517704,
                "r_mcse": 0.0026016240899108286,
                "python_mcse": 0.0027709414005859002,
                "difference": -0.002005134200377068,
                "tolerance": 0.022805181635423794,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.12999560748814126
              },
              {
                "summary": "q90",
                "r": 1.9155801521379594,
                "python": 1.9172407492833274,
                "r_mcse": 0.004834744243218334,
                "python_mcse": 0.004996828714171729,
                "difference": 0.0016605971453680368,
                "tolerance": 0.041717499535084086,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.12999560748814126
              }
            ],
            "passed": true
          },
          "r_0": {
            "r_diagnostics": {
              "rhat": 1.0005376229171032,
              "ess_bulk": 13108.58866110502,
              "ess_tail": 6920.8291550166205
            },
            "python_diagnostics": {
              "rhat": 1.0000482352864952,
              "ess_bulk": 17463.46960657321,
              "ess_tail": 19268.62014696697
            },
            "diagnostics_ok": true,
            "comparisons": [
              {
                "summary": "mean",
                "r": 1.008943633420962,
                "python": 1.009555154068022,
                "r_mcse": 0.005573032361582009,
                "python_mcse": 0.00439464761529092,
                "difference": 0.0006115206470600487,
                "tolerance": 0.0425837788972469,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.1074335149059067
              },
              {
                "summary": "q10",
                "r": 0.266147179479373,
                "python": 0.26820177272383844,
                "r_mcse": 0.005719092446171182,
                "python_mcse": 0.003392729002851722,
                "difference": 0.0020545932444654413,
                "tolerance": 0.03989825341800273,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.1074335149059067
              },
              {
                "summary": "q50",
                "r": 0.845271187530122,
                "python": 0.8451586299730219,
                "r_mcse": 0.004804897655161688,
                "python_mcse": 0.004370944483822728,
                "difference": -0.00011255755710004589,
                "tolerance": 0.0389733126339113,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.1074335149059067
              },
              {
                "summary": "q90",
                "r": 1.964616429309209,
                "python": 1.96795354079502,
                "r_mcse": 0.010761354024028605,
                "python_mcse": 0.008744737064067943,
                "difference": 0.0033371114858109507,
                "tolerance": 0.0831984254839343,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.1074335149059067
              }
            ],
            "passed": true
          },
          "r_1": {
            "r_diagnostics": {
              "rhat": 1.0003843830169061,
              "ess_bulk": 14775.959887681092,
              "ess_tail": 10154.642643948444
            },
            "python_diagnostics": {
              "rhat": 1.0001987407870516,
              "ess_bulk": 19247.085124596768,
              "ess_tail": 20998.95599496372
            },
            "diagnostics_ok": true,
            "comparisons": [
              {
                "summary": "mean",
                "r": 1.0928759076573675,
                "python": 1.094012992613263,
                "r_mcse": 0.005519419400787535,
                "python_mcse": 0.005008229069537162,
                "difference": 0.0011370849558953733,
                "tolerance": 0.04471765380306629,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.11258100063158585
              },
              {
                "summary": "q10",
                "r": 0.286490058215954,
                "python": 0.29681614902613823,
                "r_mcse": 0.004397585589605256,
                "python_mcse": 0.0034082124376936963,
                "difference": 0.010326090810184207,
                "tolerance": 0.03338215327657485,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.11258100063158585
              },
              {
                "summary": "q50",
                "r": 0.931367515005316,
                "python": 0.9334344305063991,
                "r_mcse": 0.004794013220704761,
                "python_mcse": 0.004625617678731717,
                "difference": 0.0020669155010830664,
                "tolerance": 0.03997049486963036,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.11258100063158585
              },
              {
                "summary": "q90",
                "r": 2.1069215640207406,
                "python": 2.10503323522638,
                "r_mcse": 0.011617627011763599,
                "python_mcse": 0.009740825298844728,
                "difference": -0.0018883287943607385,
                "tolerance": 0.09096540911761249,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.11258100063158585
              }
            ],
            "passed": true
          },
          "lambda": {
            "r_diagnostics": {
              "rhat": 1.0005417965241683,
              "ess_bulk": 9814.563438466499,
              "ess_tail": 4834.335120229986
            },
            "python_diagnostics": {
              "rhat": 1.0001589949969265,
              "ess_bulk": 18035.083535369886,
              "ess_tail": 20901.70658345351
            },
            "diagnostics_ok": true,
            "comparisons": [
              {
                "summary": "mean",
                "r": 0.8940077292023264,
                "python": 0.8953097216486752,
                "r_mcse": 0.005691859394747677,
                "python_mcse": 0.004064933388387767,
                "difference": 0.0013019924463487653,
                "tolerance": 0.041966106390489144,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.09932398107375236
              },
              {
                "summary": "q10",
                "r": 0.220082960172186,
                "python": 0.23259765097697266,
                "r_mcse": 0.005351620846449191,
                "python_mcse": 0.002747710779851851,
                "difference": 0.012514690804786649,
                "tolerance": 0.03609475540433943,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.09932398107375236
              },
              {
                "summary": "q50",
                "r": 0.73121603961725,
                "python": 0.7396920989224463,
                "r_mcse": 0.004601428381155881,
                "python_mcse": 0.003873497804289882,
                "difference": 0.008476059305196237,
                "tolerance": 0.03608845552143834,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.09932398107375236
              },
              {
                "summary": "q90",
                "r": 1.7712321900134766,
                "python": 1.7614378419791406,
                "r_mcse": 0.01090542380433834,
                "python_mcse": 0.008478237099306282,
                "difference": -0.009794348034336098,
                "tolerance": 0.08288012919822324,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.09932398107375236
              }
            ],
            "passed": true
          },
          "lambda_cluster": {
            "r_diagnostics": {
              "rhat": 1.0000617955029998,
              "ess_bulk": 14633.463275455544,
              "ess_tail": 8405.517512600329
            },
            "python_diagnostics": {
              "rhat": 1.0001258338420094,
              "ess_bulk": 17021.970086284124,
              "ess_tail": 18745.11128867948
            },
            "diagnostics_ok": true,
            "comparisons": [
              {
                "summary": "mean",
                "r": 0.888535245199815,
                "python": 0.8803324390784287,
                "r_mcse": 0.004043836988357634,
                "python_mcse": 0.004656014393308686,
                "difference": -0.008202806121386241,
                "tolerance": 0.03700161015804382,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.0954489655667172
              },
              {
                "summary": "q10",
                "r": 0.233600317426871,
                "python": 0.229738724747207,
                "r_mcse": 0.003988265982192048,
                "python_mcse": 0.0033095663484626827,
                "difference": -0.0038615926796640165,
                "tolerance": 0.031095688102132885,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.0954489655667172
              },
              {
                "summary": "q50",
                "r": 0.73838458089983,
                "python": 0.7357119081203245,
                "r_mcse": 0.0036169833241708684,
                "python_mcse": 0.004465298249786642,
                "difference": -0.0026726727795054472,
                "tolerance": 0.034478579520734326,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.0954489655667172
              },
              {
                "summary": "q90",
                "r": 1.7371721856899183,
                "python": 1.7181235280160911,
                "r_mcse": 0.00847117386359394,
                "python_mcse": 0.008991557963286524,
                "difference": -0.01904865767382713,
                "tolerance": 0.07412098518258929,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.0954489655667172
              }
            ],
            "passed": true
          },
          "h_0": {
            "r_diagnostics": {
              "rhat": 1.0001081500742484,
              "ess_bulk": 380163.1088797803,
              "ess_tail": 245186.2806945846
            },
            "python_diagnostics": {
              "rhat": 1.0000288353853912,
              "ess_bulk": 207118.31687105054,
              "ess_tail": 163984.3310009257
            },
            "diagnostics_ok": true,
            "comparisons": [
              {
                "summary": "mean",
                "r": 0.11364602628339657,
                "python": 0.11234597858212404,
                "r_mcse": 0.001346738532683778,
                "python_mcse": 0.0018114953776529252,
                "difference": -0.0013000477012725248,
                "tolerance": 0.013543556638942154,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.12037001733434503
              },
              {
                "summary": "q10",
                "r": -0.8533647581096974,
                "python": -0.8514815878103803,
                "r_mcse": 0.003405263044265367,
                "python_mcse": 0.003574504917686874,
                "difference": 0.0018831702993170607,
                "tolerance": 0.02962135150629449,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.12037001733434503
              },
              {
                "summary": "q50",
                "r": 0.09537348692916865,
                "python": 0.09619542519941596,
                "r_mcse": 0.0015867608584763805,
                "python_mcse": 0.0019208177058830957,
                "difference": 0.0008219382702473049,
                "tolerance": 0.014948733208006663,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.12037001733434503
              },
              {
                "summary": "q90",
                "r": 1.1035975412681662,
                "python": 1.1044456740726354,
                "r_mcse": 0.003719241556717677,
                "python_mcse": 0.003946460674097041,
                "difference": 0.0008481328044691594,
                "tolerance": 0.03253710414186805,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.12037001733434503
              }
            ],
            "passed": true
          },
          "h_5": {
            "r_diagnostics": {
              "rhat": 1.0000556918771093,
              "ess_bulk": 105667.00594519448,
              "ess_tail": 125629.18553642777
            },
            "python_diagnostics": {
              "rhat": 1.000027861779075,
              "ess_bulk": 94831.3752474989,
              "ess_tail": 113591.41703036337
            },
            "diagnostics_ok": true,
            "comparisons": [
              {
                "summary": "mean",
                "r": -0.5232802920376005,
                "python": -0.5270890733616657,
                "r_mcse": 0.003398325289323375,
                "python_mcse": 0.0028074276429611777,
                "difference": -0.003808781324065147,
                "tolerance": 0.026447864388842907,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.14063006397085245
              },
              {
                "summary": "q10",
                "r": -1.730483709861173,
                "python": -1.7329026435207737,
                "r_mcse": 0.006965060921511803,
                "python_mcse": 0.0063727375044636955,
                "difference": -0.002418933659600775,
                "tolerance": 0.05664325952734433,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.14063006397085245
              },
              {
                "summary": "q50",
                "r": -0.4184858002299545,
                "python": -0.42467376614200003,
                "r_mcse": 0.003804507184269863,
                "python_mcse": 0.0031019662959738768,
                "difference": -0.006187965912045512,
                "tolerance": 0.029452893124355038,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.14063006397085245
              },
              {
                "summary": "q90",
                "r": 0.5241043748408898,
                "python": 0.521874564228067,
                "r_mcse": 0.0029780821934489088,
                "python_mcse": 0.0030137473271653254,
                "difference": -0.0022298106128227912,
                "tolerance": 0.025421630044228274,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.14063006397085245
              }
            ],
            "passed": true
          },
          "h_11": {
            "r_diagnostics": {
              "rhat": 1.0000739532862633,
              "ess_bulk": 358980.0992751338,
              "ess_tail": 234666.54930515264
            },
            "python_diagnostics": {
              "rhat": 1.00003474865128,
              "ess_bulk": 201902.16774104798,
              "ess_tail": 156765.4796417045
            },
            "diagnostics_ok": true,
            "comparisons": [
              {
                "summary": "mean",
                "r": 0.09318409937155993,
                "python": 0.0928627431346763,
                "r_mcse": 0.0015253235763802323,
                "python_mcse": 0.0019383679038718301,
                "difference": -0.0003213562368836326,
                "tolerance": 0.01479931610457682,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.12070138363630886
              },
              {
                "summary": "q10",
                "r": -0.8706855600251311,
                "python": -0.8743528741850143,
                "r_mcse": 0.002804576141408029,
                "python_mcse": 0.0036916965482895053,
                "difference": -0.003667314159883195,
                "tolerance": 0.0278171484259958,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.12070138363630886
              },
              {
                "summary": "q50",
                "r": 0.07154426315515144,
                "python": 0.07362434922900281,
                "r_mcse": 0.0017819565686957365,
                "python_mcse": 0.0020161835119358383,
                "difference": 0.0020800860738513643,
                "tolerance": 0.016144755990559697,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.12070138363630886
              },
              {
                "summary": "q90",
                "r": 1.0856165361554815,
                "python": 1.0897059436327077,
                "r_mcse": 0.00421612384424702,
                "python_mcse": 0.004036331115248699,
                "difference": 0.004089407477226192,
                "tolerance": 0.035020509549552686,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.12070138363630886
              }
            ],
            "passed": true
          },
          "h_contrast": {
            "r_diagnostics": {
              "rhat": 1.0000954243947844,
              "ess_bulk": 348736.4107060767,
              "ess_tail": 266997.44493103604
            },
            "python_diagnostics": {
              "rhat": 1.000037010916019,
              "ess_bulk": 200655.82115713376,
              "ess_tail": 176639.91094617342
            },
            "diagnostics_ok": true,
            "comparisons": [
              {
                "summary": "mean",
                "r": -0.02046192691183663,
                "python": -0.019483235447447737,
                "r_mcse": 0.001835479794068815,
                "python_mcse": 0.0024063816275389973,
                "difference": 0.0009786914643888922,
                "tolerance": 0.01815895674383627,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.15674112092338763
              },
              {
                "summary": "q10",
                "r": -1.3043804924332099,
                "python": -1.3045203223462916,
                "r_mcse": 0.004528960248252751,
                "python_mcse": 0.004956401304688002,
                "difference": -0.00013982991308170156,
                "tolerance": 0.04028382074283913,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.15674112092338763
              },
              {
                "summary": "q50",
                "r": -0.02192163616590985,
                "python": -0.02147321482934389,
                "r_mcse": 0.0018846362642235808,
                "python_mcse": 0.002581924345852705,
                "difference": 0.00044842133656596006,
                "tolerance": 0.019179539575829428,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.15674112092338763
              },
              {
                "summary": "q90",
                "r": 1.2654314233916755,
                "python": 1.2706616009696712,
                "r_mcse": 0.00509453298890516,
                "python_mcse": 0.004591318649224575,
                "difference": 0.005230177577995709,
                "tolerance": 0.041149010186095264,
                "within_tolerance": true,
                "precision_ok": true,
                "margin_ok": true,
                "margin": 0.15674112092338763
              }
            ],
            "passed": true
          }
        },
        "r_control": {
          "r.prior": "gamma",
          "mu.r": 1,
          "sigma.r": 0.7071067811865476,
          "mu.lambda": [
            1,
            1
          ],
          "sigma.lambda": [
            0.7071067811865476,
            0.7071067811865476
          ],
          "lambda.jump": [
            0.6,
            0.6
          ],
          "a.sigsq": 3,
          "b.sigsq": 1,
          "r.jump": 0.6
        },
        "settings": {
          "case": "binomial-cluster",
          "family": "binomial",
          "clustered": true,
          "cluster": [
            0,
            0,
            0,
            1,
            1,
            1,
            2,
            2,
            2,
            3,
            3,
            3
          ],
          "Z": [
            [
              -1.52542553961938,
              1.235032567178164
            ],
            [
              -1.2480754415067654,
              1.0471143146206154
            ],
            [
              -0.9707253433941508,
              0.05179391326615413
            ],
            [
              -0.6933752452815364,
              -0.9834634045087889
            ],
            [
              -0.4160251471689218,
              -1.2603981065230836
            ],
            [
              -0.13867504905630718,
              -0.5654731697786365
            ],
            [
              0.13867504905630712,
              0.5654731697786367
            ],
            [
              0.4160251471689218,
              1.2603981065230838
            ],
            [
              0.6933752452815364,
              0.9834634045087891
            ],
            [
              0.9707253433941511,
              -0.051793913266154935
            ],
            [
              1.2480754415067656,
              -1.0471143146206159
            ],
            [
              1.52542553961938,
              -1.2350325671781637
            ]
          ],
          "X": [
            [
              1.0,
              -0.6536436208636119
            ],
            [
              1.0,
              -0.9914141701184773
            ],
            [
              1.0,
              -0.827510043057703
            ],
            [
              1.0,
              -0.24486988668507914
            ],
            [
              1.0,
              0.4616791514089997
            ],
            [
              1.0,
              0.9346096415483819
            ],
            [
              1.0,
              0.9346096415483819
            ],
            [
              1.0,
              0.4616791514089997
            ],
            [
              1.0,
              -0.24486988668507914
            ],
            [
              1.0,
              -0.8275100430577034
            ],
            [
              1.0,
              -0.9914141701184772
            ],
            [
              1.0,
              -0.6536436208636119
            ]
          ],
          "y": [
            0,
            1,
            0,
            0,
            1,
            0,
            1,
            1,
            0,
            1,
            0,
            1
          ],
          "chains": 4,
          "warmup": 3000,
          "draws": 12000,
          "r_draws": 120000,
          "python_draws": 60000,
          "r_segment_size": 14999,
          "r_seeds": [
            7301,
            7302,
            7303,
            7304
          ],
          "python_seeds": [
            8401,
            8402,
            8403,
            8404
          ],
          "smoke_only": false
        }
      }
    ]
  },
  "independent_targets": {
    "settings": {
      "draws": 100000,
      "warmup": 1000,
      "chains": 2,
      "seeds": {
        "negative_binomial": 818,
        "survival": 819,
        "structured": 820
      },
      "prior": {
        "r_distribution": "invunif",
        "r_mean": 5.0,
        "r_sd": 5.0,
        "r_lower": 0.0,
        "r_upper": 100.0,
        "lambda_mean": 1.0,
        "lambda_sd": 0.5,
        "sigma2_shape": 2.0,
        "sigma2_rate": 1.0,
        "inclusion_alpha": 1.0,
        "inclusion_beta": 1.0,
        "cluster_lambda_mean": 10.0,
        "cluster_lambda_sd": 10.0,
        "beta_sd": 5.0,
        "dispersion_shape": 2.0,
        "dispersion_rate": 0.1,
        "baseline_shape": 2.0,
        "baseline_rate": 1.0
      },
      "covariance_rule": {
        "mcse_fraction": 0.16666666666666666,
        "error_fraction": 0.5
      }
    },
    "checker_sha256": "ff598e752e9e88fe68d3b5ed0087590865a5b8a1df5dc1485dcecaa4ad5a9f73",
    "acceptance": {
      "moment_error_mcse": 6,
      "moment_error_sd": 0.1,
      "moment_mcse_sd": 0.02,
      "raw_split_rhat_max": 1.05,
      "quadrature_error_max": 1e-05,
      "covariance_mcse_fraction": 0.16666666666666666,
      "covariance_error_fraction": 0.5
    },
    "passed": true,
    "cases": {
      "negative_binomial": {
        "covariances": {
          "h_dispersion": {
            "mean": -0.08711933504212745,
            "target": -0.09034221578533064,
            "error": 0.003222880743203191,
            "mcse": 0.014653216562814462,
            "sd": 6.370182657046746,
            "split_rhat": 0.9999938033927087,
            "passed": true,
            "covariance_precision_passed": true,
            "covariance_magnitude_passed": true
          }
        },
        "quadrature_error": 2.369660023759934e-12,
        "summaries": {
          "h": {
            "mean": -0.060738205755065916,
            "target": -0.06100848625402089,
            "error": 0.0002702804989549723,
            "mcse": 0.0011270251401779294,
            "sd": 0.45683321020718404,
            "split_rhat": 0.9999954956452919,
            "passed": true
          },
          "dispersion": {
            "mean": 19.095509703777605,
            "target": 19.16736379023191,
            "error": 0.07185408645430513,
            "mcse": 0.07948768651596304,
            "sd": 14.021773746614873,
            "split_rhat": 0.9999927045626059,
            "passed": true
          },
          "h_dispersion": {
            "mean": -1.2469269116696908,
            "target": -1.259714066107512,
            "error": 0.01278715443782108,
            "mcse": 0.023889174590836185,
            "sd": 10.594673089706319,
            "split_rhat": 0.999993399373233,
            "passed": true
          }
        },
        "passed": true
      },
      "survival": {
        "covariances": {
          "h_baseline": {
            "mean": -0.44083640482649994,
            "target": -0.4433096291903246,
            "error": 0.002473224363824633,
            "mcse": 0.003572309900316517,
            "sd": 0.9156193909984844,
            "split_rhat": 1.0000065770908995,
            "passed": true,
            "covariance_precision_passed": true,
            "covariance_magnitude_passed": true
          }
        },
        "quadrature_error": 1.0051103022326477e-09,
        "summaries": {
          "h": {
            "mean": -0.879996563296422,
            "target": -0.8803386089212315,
            "error": 0.0003420456248095505,
            "mcse": 0.0052829789197321834,
            "sd": 0.7887330765768303,
            "split_rhat": 1.0000188354333994,
            "passed": true
          },
          "baseline": {
            "mean": 1.0698668155794064,
            "target": 1.0712513511946438,
            "error": 0.0013845356152373256,
            "mcse": 0.004605896792197516,
            "sd": 0.834256987722909,
            "split_rhat": 1.0000169995522397,
            "passed": true
          },
          "h_baseline": {
            "mean": -1.3823150521469152,
            "target": -1.3863735535060069,
            "error": 0.004058501359091693,
            "mcse": 0.011898923718687735,
            "sd": 2.000190884828109,
            "split_rhat": 1.000023335336141,
            "passed": true
          }
        },
        "passed": true
      },
      "structured": {
        "covariances": {
          "h_intercept": {
            "mean": -0.23095220485043225,
            "target": -0.2328499105988486,
            "error": 0.0018977057484163562,
            "mcse": 0.002130196045881682,
            "sd": 0.37543223766097317,
            "split_rhat": 1.0000907376476038,
            "passed": true,
            "covariance_precision_passed": true,
            "covariance_magnitude_passed": true
          },
          "intercept_slope": {
            "mean": 0.025692063094658452,
            "target": 0.026850798916771834,
            "error": 0.0011587358221133819,
            "mcse": 0.0008095083627098776,
            "sd": 0.17643063454003302,
            "split_rhat": 1.0000568038050257,
            "passed": true,
            "covariance_precision_passed": true,
            "covariance_magnitude_passed": true
          }
        },
        "quadrature_error": 1.0503644642945176e-07,
        "summaries": {
          "h": {
            "mean": 0.1059545034268634,
            "target": 0.1040145179193051,
            "error": 0.0019399855075582922,
            "mcse": 0.003109477538327519,
            "sd": 0.5502815819390731,
            "split_rhat": 1.0001614265935501,
            "passed": true
          },
          "random_intercept": {
            "mean": 0.18303445356984158,
            "target": 0.18601787673517564,
            "error": 0.002983423165334065,
            "mcse": 0.0030500582626360076,
            "sd": 0.5144848423087311,
            "split_rhat": 1.0001286273152648,
            "passed": true
          },
          "random_slope": {
            "mean": 0.41336619689465803,
            "target": 0.41265282393441816,
            "error": 0.0007133729602398775,
            "mcse": 0.0015711372365147845,
            "sd": 0.3350511029437779,
            "split_rhat": 1.0000749898870749,
            "passed": true
          },
          "h_intercept": {
            "mean": -0.21155309241472875,
            "target": -0.21350135082586658,
            "error": 0.0019482584111378265,
            "mcse": 0.002169532006402471,
            "sd": 0.37984066646706977,
            "split_rhat": 1.0001294200511732,
            "passed": true
          },
          "intercept_slope": {
            "mean": 0.10135444736093083,
            "target": 0.10361160105382657,
            "error": 0.0022571536928957386,
            "mcse": 0.0017776135957162412,
            "sd": 0.287197690453539,
            "split_rhat": 1.000065234990998,
            "passed": true
          },
          "sigma2": {
            "mean": 0.40896361245671914,
            "target": 0.40972131081198904,
            "error": 0.0007576983552698979,
            "mcse": 0.0007516115969048928,
            "sd": 0.263552540834941,
            "split_rhat": 0.999996704727659,
            "passed": true
          }
        },
        "passed": true
      }
    }
  },
  "platforms": [
    {
      "python": "3.14.3",
      "numpy": "2.5.4",
      "scipy": "1.18.1",
      "source": {
        "effects.py": "8f9c17b227d8a1bff7f7bfc3b2d49d1ecb76f1cc58b7ac6f81b9c726ab460662",
        "_survival.py": "7e93cbb410d4e0c07ef88200356264c19c5b3d1e2dcdf221bc7771c36360cf5e",
        "diagnostics.py": "57bfb00c0dd4bc579b6e10728fdbb4bcab6523dda4b302304aa7e9ba83ca092e",
        "__init__.py": "29f835b489b11b6e5e8d61164565173ff704ae882d34e21b6a84c90090f178ac",
        "_basis.py": "d5b19a591756fbe44233f404e80ee6aebb929bf7dbf4cc57a347f52cf3bbf2c8",
        "_clusters.py": "0cb12fa228b82b6958dec2b54eb346b82e22918106c659d9b56edcd43aebbf8e",
        "structured_result.py": "03560db4a28bab49e7583eac9616760bf358eeb36456be6292aa54ea2c72db23",
        "model.py": "c4452b6da54eb5b3522750e4e665fe079cbdc7bb988fe4b819976ba537073465",
        "result.py": "1218a3a0dfe470098336bb9696afcecee34f55b2e72c3d1a5e4f2e2bf2a0c8c6",
        "plots.py": "34ad15ee231e53edf5e369304a88848602651b828dc7e85e783703c969b9b9a8",
        "_generalized.py": "35bad5602aebba343d3b1bd9ea6ba28e29082873ee90e0d57206433927e68cdd",
        "_input.py": "f23e658d5951927ced9c4ee0b6d6bf212da656b9e09ea0d8afbd311982f3af94",
        "priors.py": "dbb4dcc98e3566de5bc21deb5cf8f2007e9de34b3c351f44ab61b20e84eca851",
        "_structured.py": "ab5d32a5e65777ffdc2d56b5067f4737234d43e392457627d45f82e0154fa219",
        "_kernel.py": "c30122d0cc836403e58b43f5f28572c6d3d9113167623f5f28c7c77959dd67df",
        "_prediction.py": "ca87e762a63d1437784d3ca4b00b64cdd4afed06a00dc8cab4388ab6c804f9b1",
        "_structure.py": "4e4f90b70ae3fc8c2f94bb8679de60c5a8cba3e759892f73543d0321b6d7ce0a",
        "_likelihoods.py": "50894827efa52947d94d96b689ea9f13ebecf58774dd0a20ac2ce780c4c40b88"
      },
      "platform": "macOS arm64",
      "tests_passed": 512
    },
    {
      "python": "3.10.0",
      "numpy": "1.24.0",
      "scipy": "1.10.0",
      "source": {
        "effects.py": "8f9c17b227d8a1bff7f7bfc3b2d49d1ecb76f1cc58b7ac6f81b9c726ab460662",
        "_survival.py": "7e93cbb410d4e0c07ef88200356264c19c5b3d1e2dcdf221bc7771c36360cf5e",
        "diagnostics.py": "57bfb00c0dd4bc579b6e10728fdbb4bcab6523dda4b302304aa7e9ba83ca092e",
        "__init__.py": "29f835b489b11b6e5e8d61164565173ff704ae882d34e21b6a84c90090f178ac",
        "_basis.py": "d5b19a591756fbe44233f404e80ee6aebb929bf7dbf4cc57a347f52cf3bbf2c8",
        "_clusters.py": "0cb12fa228b82b6958dec2b54eb346b82e22918106c659d9b56edcd43aebbf8e",
        "structured_result.py": "03560db4a28bab49e7583eac9616760bf358eeb36456be6292aa54ea2c72db23",
        "model.py": "c4452b6da54eb5b3522750e4e665fe079cbdc7bb988fe4b819976ba537073465",
        "result.py": "1218a3a0dfe470098336bb9696afcecee34f55b2e72c3d1a5e4f2e2bf2a0c8c6",
        "plots.py": "34ad15ee231e53edf5e369304a88848602651b828dc7e85e783703c969b9b9a8",
        "_generalized.py": "35bad5602aebba343d3b1bd9ea6ba28e29082873ee90e0d57206433927e68cdd",
        "_input.py": "f23e658d5951927ced9c4ee0b6d6bf212da656b9e09ea0d8afbd311982f3af94",
        "priors.py": "dbb4dcc98e3566de5bc21deb5cf8f2007e9de34b3c351f44ab61b20e84eca851",
        "_structured.py": "ab5d32a5e65777ffdc2d56b5067f4737234d43e392457627d45f82e0154fa219",
        "_kernel.py": "c30122d0cc836403e58b43f5f28572c6d3d9113167623f5f28c7c77959dd67df",
        "_prediction.py": "ca87e762a63d1437784d3ca4b00b64cdd4afed06a00dc8cab4388ab6c804f9b1",
        "_structure.py": "4e4f90b70ae3fc8c2f94bb8679de60c5a8cba3e759892f73543d0321b6d7ce0a",
        "_likelihoods.py": "50894827efa52947d94d96b689ea9f13ebecf58774dd0a20ac2ce780c4c40b88"
      },
      "platform": "macOS arm64",
      "tests_passed": 512
    }
  ],
  "hosted_platforms": "Linux 3.10/3.14 and Windows 3.13 jobs did not execute."
}