{
  "gpt-6-astra": {
    "mbti": {
      "n": 100,
      "unique_vectors": 99,
      "values": {
        "I-E": {
          "mean": 1.64,
          "sd": 1.389135331671098,
          "min": -1,
          "max": 4
        },
        "N-S": {
          "mean": -0.43,
          "sd": 1.444285150501658,
          "min": -3,
          "max": 4
        },
        "T-F": {
          "mean": 8.62,
          "sd": 0.5081159495448047,
          "min": 7,
          "max": 9
        },
        "J-P": {
          "mean": 10.86,
          "sd": 0.9849370589540268,
          "min": 9,
          "max": 13
        }
      },
      "legacy_labels": {
        "ISTJ": 46,
        "INTJ": 45,
        "ENTJ": 7,
        "ESTJ": 2
      },
      "tie_aware_patterns": {
        "ISTJ": 45,
        "IXTJ": 15,
        "INTJ": 19,
        "ENTJ": 5,
        "ESTJ": 2,
        "XNTJ": 4,
        "XXTJ": 7,
        "EXTJ": 2,
        "XSTJ": 1
      },
      "runs_with_ties": 29,
      "axis_ties": {
        "EI": 12,
        "SN": 24,
        "TF": 0,
        "JP": 0
      }
    },
    "big-five": {
      "n": 100,
      "unique_vectors": 100,
      "values": {
        "O": {
          "mean": 44.54,
          "sd": 1.2746162028808774,
          "min": 42,
          "max": 48
        },
        "C": {
          "mean": 43.73,
          "sd": 1.0622541307916107,
          "min": 40,
          "max": 45
        },
        "E": {
          "mean": 32.75,
          "sd": 1.0576799462440747,
          "min": 29,
          "max": 35
        },
        "A": {
          "mean": 45.07,
          "sd": 0.7687718133556278,
          "min": 43,
          "max": 47
        },
        "N": {
          "mean": 19.14,
          "sd": 4.129274644645122,
          "min": 11,
          "max": 25
        }
      }
    },
    "disc": {
      "n": 100,
      "unique_vectors": 58,
      "values": {
        "D": {
          "mean": 5.14,
          "sd": 1.1893466502855476,
          "min": 4,
          "max": 8
        },
        "I": {
          "mean": 8.71,
          "sd": 0.782317200386264,
          "min": 7,
          "max": 10
        },
        "S": {
          "mean": 17.92,
          "sd": 0.3387439663632024,
          "min": 17,
          "max": 19
        },
        "C": {
          "mean": 16.06,
          "sd": 0.663933792488438,
          "min": 14,
          "max": 18
        }
      },
      "legacy_labels": {
        "SC": 84,
        "S": 15,
        "CS": 1
      },
      "top_sets": {
        "S": 99,
        "C": 1
      },
      "runs_with_ties": 0
    },
    "enneagram": {
      "n": 100,
      "unique_vectors": 93,
      "values": {
        "1": {
          "mean": 15.16,
          "sd": 0.5811865258054233,
          "min": 14,
          "max": 18
        },
        "2": {
          "mean": 15.69,
          "sd": 0.580751863770343,
          "min": 13,
          "max": 17
        },
        "3": {
          "mean": 13.82,
          "sd": 0.38612291966536866,
          "min": 13,
          "max": 14
        },
        "4": {
          "mean": 11.94,
          "sd": 0.23868325657594208,
          "min": 11,
          "max": 12
        },
        "5": {
          "mean": 15.03,
          "sd": 0.5213618530523523,
          "min": 14,
          "max": 17
        },
        "6": {
          "mean": 13.93,
          "sd": 0.3554766326548569,
          "min": 13,
          "max": 16
        },
        "7": {
          "mean": 8.28,
          "sd": 0.85374989832438,
          "min": 7,
          "max": 10
        },
        "8": {
          "mean": 14.66,
          "sd": 0.516788841859717,
          "min": 13,
          "max": 15
        },
        "9": {
          "mean": 13.23,
          "sd": 0.7086051171994264,
          "min": 11,
          "max": 15
        }
      },
      "legacy_labels": {
        "2": 5,
        "1w2": 41,
        "2w1": 50,
        "5w6": 4
      },
      "top_sets": {
        "1": 6,
        "2": 50,
        "5": 4,
        "1/2/5/8": 15,
        "1/2/5": 4,
        "2/6": 1,
        "1/2": 13,
        "2/5": 3,
        "2/8": 1,
        "1/2/8": 2,
        "1/5": 1
      },
      "runs_with_ties": 40
    },
    "attachment": {
      "n": 100,
      "unique_vectors": 90,
      "values": {
        "anxiety": {
          "mean": 1.4499999999999997,
          "sd": 0.13756382504438808,
          "min": 1.2222222222222223,
          "max": 2
        },
        "avoidance": {
          "mean": 2.308888888888889,
          "sd": 0.08331275466075551,
          "min": 2.1666666666666665,
          "max": 2.6666666666666665
        }
      },
      "legacy_labels": {
        "Secure": 100
      }
    }
  },
  "gpt-6-sol": {
    "mbti": {
      "n": 100,
      "unique_vectors": 100,
      "values": {
        "I-E": {
          "mean": 3.67,
          "sd": 1.263752628907536,
          "min": 0,
          "max": 6
        },
        "N-S": {
          "mean": 1.91,
          "sd": 1.3713887379977534,
          "min": -2,
          "max": 5
        },
        "T-F": {
          "mean": 6.16,
          "sd": 1.4193468408199086,
          "min": 4,
          "max": 10
        },
        "J-P": {
          "mean": 10.23,
          "sd": 1.099632629195732,
          "min": 8,
          "max": 13
        }
      },
      "legacy_labels": {
        "INTJ": 97,
        "ISTJ": 3
      },
      "tie_aware_patterns": {
        "INTJ": 79,
        "IXTJ": 16,
        "ISTJ": 3,
        "XNTJ": 2
      },
      "runs_with_ties": 18,
      "axis_ties": {
        "EI": 2,
        "SN": 16,
        "TF": 0,
        "JP": 0
      }
    },
    "big-five": {
      "n": 100,
      "unique_vectors": 100,
      "values": {
        "O": {
          "mean": 46.87,
          "sd": 0.6912877750103696,
          "min": 45,
          "max": 48
        },
        "C": {
          "mean": 43.62,
          "sd": 2.223746951667501,
          "min": 40,
          "max": 50
        },
        "E": {
          "mean": 30.75,
          "sd": 1.5333003949031323,
          "min": 27,
          "max": 34
        },
        "A": {
          "mean": 44.99,
          "sd": 1.0100005000498824,
          "min": 44,
          "max": 47
        },
        "N": {
          "mean": 20.05,
          "sd": 5.3510595571193535,
          "min": 10,
          "max": 31
        }
      }
    },
    "disc": {
      "n": 100,
      "unique_vectors": 66,
      "values": {
        "D": {
          "mean": 5.42,
          "sd": 0.9009534792191946,
          "min": 4,
          "max": 9
        },
        "I": {
          "mean": 8.24,
          "sd": 1.3492983586316478,
          "min": 5,
          "max": 11
        },
        "S": {
          "mean": 16.18,
          "sd": 0.5001009999000299,
          "min": 15,
          "max": 17
        },
        "C": {
          "mean": 16.68,
          "sd": 0.5101000100000193,
          "min": 15,
          "max": 18
        }
      },
      "legacy_labels": {
        "CS": 53,
        "SC": 47
      },
      "top_sets": {
        "C": 53,
        "S": 8,
        "C/S": 39
      },
      "runs_with_ties": 39
    },
    "enneagram": {
      "n": 100,
      "unique_vectors": 100,
      "values": {
        "1": {
          "mean": 14.3,
          "sd": 0.46056618647183795,
          "min": 14,
          "max": 15
        },
        "2": {
          "mean": 13.51,
          "sd": 0.6741249472052232,
          "min": 12,
          "max": 15
        },
        "3": {
          "mean": 12.48,
          "sd": 0.8224133002108112,
          "min": 10,
          "max": 14
        },
        "4": {
          "mean": 11.83,
          "sd": 0.667499479816693,
          "min": 8,
          "max": 12
        },
        "5": {
          "mean": 16.05,
          "sd": 0.2611164839335469,
          "min": 16,
          "max": 18
        },
        "6": {
          "mean": 13.87,
          "sd": 0.7608474807008888,
          "min": 12,
          "max": 15
        },
        "7": {
          "mean": 10.53,
          "sd": 0.8097262288308106,
          "min": 8,
          "max": 13
        },
        "8": {
          "mean": 15.55,
          "sd": 0.8918825850158446,
          "min": 14,
          "max": 17
        },
        "9": {
          "mean": 11.25,
          "sd": 0.94681816969503,
          "min": 10,
          "max": 14
        }
      },
      "legacy_labels": {
        "8": 5,
        "5w6": 88,
        "8w7": 2,
        "8w9": 5
      },
      "top_sets": {
        "5": 48,
        "8": 12,
        "5/8": 40
      },
      "runs_with_ties": 40
    },
    "attachment": {
      "n": 100,
      "unique_vectors": 100,
      "values": {
        "anxiety": {
          "mean": 2.1666666666666665,
          "sd": 0.6992148162558697,
          "min": 1.1666666666666667,
          "max": 4
        },
        "avoidance": {
          "mean": 3.12,
          "sd": 0.3623474475929893,
          "min": 2.2222222222222223,
          "max": 3.7777777777777777
        }
      },
      "legacy_labels": {
        "Secure": 100
      }
    }
  },
  "claude-opus-5-5": {
    "mbti": {
      "n": 100,
      "unique_vectors": 76,
      "values": {
        "I-E": {
          "mean": 2.78,
          "sd": 1.0878576852853246,
          "min": -1,
          "max": 6
        },
        "N-S": {
          "mean": 3.32,
          "sd": 1.0138435717006788,
          "min": 1,
          "max": 5
        },
        "T-F": {
          "mean": 1.52,
          "sd": 1.0490977364412053,
          "min": -1,
          "max": 3
        },
        "J-P": {
          "mean": 7.28,
          "sd": 0.7923880286064324,
          "min": 6,
          "max": 9
        }
      },
      "legacy_labels": {
        "INTJ": 94,
        "INFJ": 5,
        "ENTJ": 1
      },
      "tie_aware_patterns": {
        "INTJ": 84,
        "INXJ": 9,
        "XNTJ": 1,
        "INFJ": 5,
        "ENXJ": 1
      },
      "runs_with_ties": 11,
      "axis_ties": {
        "EI": 1,
        "SN": 0,
        "TF": 10,
        "JP": 0
      }
    },
    "big-five": {
      "n": 100,
      "unique_vectors": 38,
      "values": {
        "O": {
          "mean": 44.56,
          "sd": 0.6562827673397114,
          "min": 44,
          "max": 46
        },
        "C": {
          "mean": 41.95,
          "sd": 0.41132945334843096,
          "min": 41,
          "max": 44
        },
        "E": {
          "mean": 31.76,
          "sd": 0.985962074382789,
          "min": 31,
          "max": 34
        },
        "A": {
          "mean": 47.07,
          "sd": 0.4551611991061152,
          "min": 46,
          "max": 48
        },
        "N": {
          "mean": 15.39,
          "sd": 0.5103969538555758,
          "min": 15,
          "max": 17
        }
      }
    },
    "disc": {
      "n": 100,
      "unique_vectors": 7,
      "values": {
        "D": {
          "mean": 4,
          "sd": 0,
          "min": 4,
          "max": 4
        },
        "I": {
          "mean": 8,
          "sd": 0,
          "min": 8,
          "max": 8
        },
        "S": {
          "mean": 14.04,
          "sd": 0.19694638556693217,
          "min": 14,
          "max": 15
        },
        "C": {
          "mean": 13.43,
          "sd": 0.6072790781740124,
          "min": 12,
          "max": 15
        }
      },
      "legacy_labels": {
        "SC": 96,
        "CS": 4
      },
      "top_sets": {
        "S": 64,
        "C/S": 32,
        "C": 4
      },
      "runs_with_ties": 32
    },
    "enneagram": {
      "n": 100,
      "unique_vectors": 54,
      "values": {
        "1": {
          "mean": 11.96,
          "sd": 0.39999999999999986,
          "min": 11,
          "max": 13
        },
        "2": {
          "mean": 13.86,
          "sd": 0.42687494916219015,
          "min": 13,
          "max": 15
        },
        "3": {
          "mean": 9.04,
          "sd": 0.1969463855669322,
          "min": 9,
          "max": 10
        },
        "4": {
          "mean": 10.06,
          "sd": 0.4221158824088691,
          "min": 9,
          "max": 11
        },
        "5": {
          "mean": 14.11,
          "sd": 0.4691492407550186,
          "min": 13,
          "max": 16
        },
        "6": {
          "mean": 10.84,
          "sd": 0.5453198486885819,
          "min": 10,
          "max": 13
        },
        "7": {
          "mean": 11.55,
          "sd": 0.53889149223572,
          "min": 11,
          "max": 13
        },
        "8": {
          "mean": 14.27,
          "sd": 0.46828722947879936,
          "min": 13,
          "max": 15
        },
        "9": {
          "mean": 9.95,
          "sd": 0.21904291355759042,
          "min": 9,
          "max": 10
        }
      },
      "legacy_labels": {
        "5": 4,
        "5w6": 17,
        "2w1": 54,
        "8w7": 22,
        "5w4": 3
      },
      "top_sets": {
        "2": 2,
        "5": 11,
        "8": 22,
        "5/8": 13,
        "2/5/8": 49,
        "2/8": 2,
        "2/5": 1
      },
      "runs_with_ties": 65
    },
    "attachment": {
      "n": 100,
      "unique_vectors": 79,
      "values": {
        "anxiety": {
          "mean": 1.9361111111111111,
          "sd": 0.10751039994122953,
          "min": 1.5555555555555556,
          "max": 2.1666666666666665
        },
        "avoidance": {
          "mean": 3.347222222222225,
          "sd": 0.149065970041345,
          "min": 2.9444444444444446,
          "max": 3.611111111111111
        }
      },
      "legacy_labels": {
        "Secure": 100
      }
    }
  },
  "claude-fable-5-1": {
    "mbti": {
      "n": 100,
      "unique_vectors": 80,
      "values": {
        "I-E": {
          "mean": 4.09,
          "sd": 1.0645338525534656,
          "min": 2,
          "max": 7
        },
        "N-S": {
          "mean": 2.93,
          "sd": 1.2165109904554867,
          "min": -3,
          "max": 6
        },
        "T-F": {
          "mean": 2.27,
          "sd": 0.6333333333333333,
          "min": 1,
          "max": 4
        },
        "J-P": {
          "mean": 7.71,
          "sd": 0.8680059581790573,
          "min": 4,
          "max": 9
        }
      },
      "legacy_labels": {
        "INTJ": 99,
        "ISTJ": 1
      },
      "tie_aware_patterns": {
        "INTJ": 98,
        "IXTJ": 1,
        "ISTJ": 1
      },
      "runs_with_ties": 1,
      "axis_ties": {
        "EI": 0,
        "SN": 1,
        "TF": 0,
        "JP": 0
      }
    },
    "big-five": {
      "n": 100,
      "unique_vectors": 66,
      "values": {
        "O": {
          "mean": 43.93,
          "sd": 0.6396811074214391,
          "min": 42,
          "max": 46
        },
        "C": {
          "mean": 43.61,
          "sd": 1.0907786117255789,
          "min": 40,
          "max": 46
        },
        "E": {
          "mean": 32.69,
          "sd": 0.8491826135237995,
          "min": 31,
          "max": 35
        },
        "A": {
          "mean": 45.03,
          "sd": 0.43704702379732696,
          "min": 44,
          "max": 47
        },
        "N": {
          "mean": 17.11,
          "sd": 2.228805903970948,
          "min": 11,
          "max": 20
        }
      }
    },
    "disc": {
      "n": 100,
      "unique_vectors": 10,
      "values": {
        "D": {
          "mean": 5.02,
          "sd": 0.14070529413628965,
          "min": 5,
          "max": 6
        },
        "I": {
          "mean": 8,
          "sd": 0,
          "min": 8,
          "max": 8
        },
        "S": {
          "mean": 13.44,
          "sd": 0.4988876515698592,
          "min": 13,
          "max": 14
        },
        "C": {
          "mean": 13.14,
          "sd": 0.402517331328978,
          "min": 12,
          "max": 15
        }
      },
      "legacy_labels": {
        "SC": 91,
        "CS": 9
      },
      "top_sets": {
        "C/S": 51,
        "C": 9,
        "S": 40
      },
      "runs_with_ties": 51
    },
    "enneagram": {
      "n": 100,
      "unique_vectors": 82,
      "values": {
        "1": {
          "mean": 12,
          "sd": 0,
          "min": 12,
          "max": 12
        },
        "2": {
          "mean": 13.6,
          "sd": 0.5318160234783104,
          "min": 12,
          "max": 14
        },
        "3": {
          "mean": 9,
          "sd": 0,
          "min": 9,
          "max": 9
        },
        "4": {
          "mean": 8.82,
          "sd": 0.891939210683977,
          "min": 7,
          "max": 11
        },
        "5": {
          "mean": 13.21,
          "sd": 0.5910955416799718,
          "min": 12,
          "max": 15
        },
        "6": {
          "mean": 11.62,
          "sd": 0.6479181891241975,
          "min": 10,
          "max": 13
        },
        "7": {
          "mean": 10.26,
          "sd": 0.46319051646752696,
          "min": 10,
          "max": 12
        },
        "8": {
          "mean": 14.44,
          "sd": 0.6247423711443223,
          "min": 14,
          "max": 16
        },
        "9": {
          "mean": 10.44,
          "sd": 0.4988876515698592,
          "min": 10,
          "max": 11
        }
      },
      "legacy_labels": {
        "8": 29,
        "2w1": 36,
        "8w9": 15,
        "5w6": 9,
        "8w7": 11
      },
      "top_sets": {
        "5": 1,
        "8": 55,
        "2/8": 30,
        "5/8": 8,
        "2/5/8": 6
      },
      "runs_with_ties": 44
    },
    "attachment": {
      "n": 100,
      "unique_vectors": 96,
      "values": {
        "anxiety": {
          "mean": 2.0122222222222224,
          "sd": 0.19059112827419333,
          "min": 1.3333333333333333,
          "max": 2.2777777777777777
        },
        "avoidance": {
          "mean": 3.1794444444444427,
          "sd": 0.24117482232719523,
          "min": 2.5,
          "max": 3.5555555555555554
        }
      },
      "legacy_labels": {
        "Secure": 100
      }
    }
  },
  "grok-4.6": {
    "mbti": {
      "n": 1,
      "unique_vectors": 1,
      "values": {
        "I-E": {
          "mean": 13,
          "sd": null,
          "min": 13,
          "max": 13
        },
        "N-S": {
          "mean": 14,
          "sd": null,
          "min": 14,
          "max": 14
        },
        "T-F": {
          "mean": 15,
          "sd": null,
          "min": 15,
          "max": 15
        },
        "J-P": {
          "mean": 14,
          "sd": null,
          "min": 14,
          "max": 14
        }
      },
      "legacy_labels": {
        "INTJ": 1
      },
      "tie_aware_patterns": {
        "INTJ": 1
      },
      "runs_with_ties": 0,
      "axis_ties": {
        "EI": 0,
        "SN": 0,
        "TF": 0,
        "JP": 0
      }
    },
    "disc": {
      "n": 1,
      "unique_vectors": 1,
      "values": {
        "D": {
          "mean": 6,
          "sd": null,
          "min": 6,
          "max": 6
        },
        "I": {
          "mean": 8,
          "sd": null,
          "min": 8,
          "max": 8
        },
        "S": {
          "mean": 11,
          "sd": null,
          "min": 11,
          "max": 11
        },
        "C": {
          "mean": 18,
          "sd": null,
          "min": 18,
          "max": 18
        }
      },
      "legacy_labels": {
        "C": 1
      },
      "top_sets": {
        "C": 1
      },
      "runs_with_ties": 0
    },
    "enneagram": {
      "n": 1,
      "unique_vectors": 1,
      "values": {
        "1": {
          "mean": 16,
          "sd": null,
          "min": 16,
          "max": 16
        },
        "2": {
          "mean": 8,
          "sd": null,
          "min": 8,
          "max": 8
        },
        "3": {
          "mean": 10,
          "sd": null,
          "min": 10,
          "max": 10
        },
        "4": {
          "mean": 10,
          "sd": null,
          "min": 10,
          "max": 10
        },
        "5": {
          "mean": 19,
          "sd": null,
          "min": 19,
          "max": 19
        },
        "6": {
          "mean": 9,
          "sd": null,
          "min": 9,
          "max": 9
        },
        "7": {
          "mean": 13,
          "sd": null,
          "min": 13,
          "max": 13
        },
        "8": {
          "mean": 17,
          "sd": null,
          "min": 17,
          "max": 17
        },
        "9": {
          "mean": 7,
          "sd": null,
          "min": 7,
          "max": 7
        }
      },
      "legacy_labels": {
        "5w4": 1
      },
      "top_sets": {
        "5": 1
      },
      "runs_with_ties": 0
    }
  }
}
