{
  "date": "2026-09-29",
  "scope": "Association game on held-out frames of two experienced clips; sensor identity is supplied.",
  "clips": {
    "Dune": {
      "1": {
        "sensors": 224,
        "watched_frames": 1409,
        "elements": 2861,
        "elements_per_sensor": 12.772321428571429,
        "game_mse": {
          "graph": 0.028119245544075966,
          "shuffled_graph": 0.10270251333713531,
          "no_graph": 0.10990387201309204,
          "geometry_only": 0.040035657584667206,
          "mean_cue_pixels": 0.034283969551324844,
          "best_in_vocabulary": 0.005506378132849932
        },
        "game_frames": 242,
        "capacity": {
          "real_forms": {
            "4": 1.0,
            "16": 1.0,
            "32": 1.0,
            "64": 0.9994877049180327,
            "128": 0.9907786885245902,
            "all": 0.9526492974238876
          },
          "random_forms": {
            "4": 1.0,
            "16": 1.0,
            "32": 1.0,
            "64": 1.0,
            "128": 0.9997438524590164,
            "all": 0.9898272833723654
          }
        },
        "geometry": {
          "elements": 1739,
          "mean_abs_similarity_other_sensors": 0.23338313400745392,
          "random_phasor_expectation": 0.012466946262544772,
          "effective_dimensions": 9.56277084350586,
          "dimensions_available": 4096,
          "spearman_similarity_vs_pmi": 0.35320568640288713,
          "spearman_similarity_vs_copresence": 0.3169234243576576,
          "knn_overlap_vector_vs_graph": 0.05020126327872276,
          "knn_overlap_chance": 0.005779128780816171
        }
      },
      "2": {
        "sensors": 224,
        "watched_frames": 1409,
        "elements": 2793,
        "elements_per_sensor": 12.46875,
        "game_mse": {
          "graph": 0.027524521574378014,
          "shuffled_graph": 0.10365528613328934,
          "no_graph": 0.1100863516330719,
          "geometry_only": 0.040945738554000854,
          "mean_cue_pixels": 0.03437575697898865,
          "best_in_vocabulary": 0.005505465902388096
        },
        "game_frames": 242,
        "capacity": {
          "real_forms": {
            "4": 1.0,
            "16": 1.0,
            "32": 1.0,
            "64": 0.9994877049180327,
            "128": 0.9905225409836066,
            "all": 0.9414519906323185
          },
          "random_forms": {
            "4": 1.0,
            "16": 1.0,
            "32": 1.0,
            "64": 1.0,
            "128": 0.9996157786885246,
            "all": 0.9868998829039812
          }
        },
        "geometry": {
          "elements": 1713,
          "mean_abs_similarity_other_sensors": 0.2362644225358963,
          "random_phasor_expectation": 0.012466946262544772,
          "effective_dimensions": 9.498788833618164,
          "dimensions_available": 4096,
          "spearman_similarity_vs_pmi": 0.32192245728391555,
          "spearman_similarity_vs_copresence": 0.31834433448218663,
          "knn_overlap_vector_vs_graph": 0.04932866618037224,
          "knn_overlap_chance": 0.005866896644431616
        }
      },
      "3": {
        "sensors": 224,
        "watched_frames": 1409,
        "elements": 2913,
        "elements_per_sensor": 13.004464285714286,
        "game_mse": {
          "graph": 0.027764853090047836,
          "shuffled_graph": 0.10275784879922867,
          "no_graph": 0.11042629927396774,
          "geometry_only": 0.04045991972088814,
          "mean_cue_pixels": 0.03436027094721794,
          "best_in_vocabulary": 0.005434624385088682
        },
        "game_frames": 242,
        "capacity": {
          "real_forms": {
            "4": 1.0,
            "16": 1.0,
            "32": 1.0,
            "64": 0.9992315573770492,
            "128": 0.9911629098360656,
            "all": 0.9445257611241218
          },
          "random_forms": {
            "4": 1.0,
            "16": 1.0,
            "32": 1.0,
            "64": 1.0,
            "128": 0.9997438524590164,
            "all": 0.9858752927400468
          }
        },
        "geometry": {
          "elements": 1778,
          "mean_abs_similarity_other_sensors": 0.23176319897174835,
          "random_phasor_expectation": 0.012466946262544772,
          "effective_dimensions": 9.999503135681152,
          "dimensions_available": 4096,
          "spearman_similarity_vs_pmi": 0.31622668252082164,
          "spearman_similarity_vs_copresence": 0.3106636421640836,
          "knn_overlap_vector_vs_graph": 0.04679415002465248,
          "knn_overlap_chance": 0.005652493893829991
        }
      }
    },
    "Andor": {
      "1": {
        "sensors": 192,
        "watched_frames": 1214,
        "elements": 2004,
        "elements_per_sensor": 10.4375,
        "game_mse": {
          "graph": 0.03622729331254959,
          "shuffled_graph": 0.13589203357696533,
          "no_graph": 0.15093092620372772,
          "geometry_only": 0.041464805603027344,
          "mean_cue_pixels": 0.03280409798026085,
          "best_in_vocabulary": 0.009612791240215302
        },
        "game_frames": 209,
        "capacity": {
          "real_forms": {
            "4": 1.0,
            "16": 1.0,
            "32": 1.0,
            "64": 0.9997051886792453,
            "128": 0.9876179245283019,
            "all": 0.9620676100628931
          },
          "random_forms": {
            "4": 1.0,
            "16": 1.0,
            "32": 1.0,
            "64": 1.0,
            "128": 0.9997051886792453,
            "all": 0.9969536163522013
          }
        },
        "geometry": {
          "elements": 1470,
          "mean_abs_similarity_other_sensors": 0.28858307003974915,
          "random_phasor_expectation": 0.012466946262544772,
          "effective_dimensions": 7.32456111907959,
          "dimensions_available": 4096,
          "spearman_similarity_vs_pmi": 0.3378486188897742,
          "spearman_similarity_vs_copresence": 0.37296260132823306,
          "knn_overlap_vector_vs_graph": 0.029115647077560425,
          "knn_overlap_chance": 0.006841587599087978
        }
      },
      "2": {
        "sensors": 192,
        "watched_frames": 1214,
        "elements": 1968,
        "elements_per_sensor": 10.25,
        "game_mse": {
          "graph": 0.03631763905286789,
          "shuffled_graph": 0.1363484114408493,
          "no_graph": 0.15142452716827393,
          "geometry_only": 0.0419374480843544,
          "mean_cue_pixels": 0.03309039771556854,
          "best_in_vocabulary": 0.00945286825299263
        },
        "game_frames": 209,
        "capacity": {
          "real_forms": {
            "4": 1.0,
            "16": 1.0,
            "32": 1.0,
            "64": 0.9988207547169812,
            "128": 0.9868808962264151,
            "all": 0.9570558176100629
          },
          "random_forms": {
            "4": 1.0,
            "16": 1.0,
            "32": 1.0,
            "64": 1.0,
            "128": 0.9998525943396226,
            "all": 0.9968553459119497
          }
        },
        "geometry": {
          "elements": 1453,
          "mean_abs_similarity_other_sensors": 0.29161152243614197,
          "random_phasor_expectation": 0.012466946262544772,
          "effective_dimensions": 7.214494228363037,
          "dimensions_available": 4096,
          "spearman_similarity_vs_pmi": 0.34603011756208824,
          "spearman_similarity_vs_copresence": 0.36855832600073646,
          "knn_overlap_vector_vs_graph": 0.028079833835363388,
          "knn_overlap_chance": 0.006921611566121077
        }
      },
      "3": {
        "sensors": 192,
        "watched_frames": 1214,
        "elements": 2068,
        "elements_per_sensor": 10.770833333333334,
        "game_mse": {
          "graph": 0.03575650230050087,
          "shuffled_graph": 0.13677936792373657,
          "no_graph": 0.14977842569351196,
          "geometry_only": 0.04086359590291977,
          "mean_cue_pixels": 0.032865557819604874,
          "best_in_vocabulary": 0.009487579576671124
        },
        "game_frames": 209,
        "capacity": {
          "real_forms": {
            "4": 1.0,
            "16": 1.0,
            "32": 1.0,
            "64": 0.9988207547169812,
            "128": 0.9855542452830188,
            "all": 0.9570558176100629
          },
          "random_forms": {
            "4": 1.0,
            "16": 1.0,
            "32": 1.0,
            "64": 1.0,
            "128": 0.9998525943396226,
            "all": 0.9964622641509434
          }
        },
        "geometry": {
          "elements": 1510,
          "mean_abs_similarity_other_sensors": 0.2873348593711853,
          "random_phasor_expectation": 0.012466946262544772,
          "effective_dimensions": 7.57402229309082,
          "dimensions_available": 4096,
          "spearman_similarity_vs_pmi": 0.3255738080660823,
          "spearman_similarity_vs_copresence": 0.3625893135130652,
          "knn_overlap_vector_vs_graph": 0.02781456895172596,
          "knn_overlap_chance": 0.00666023299433246
        }
      }
    }
  },
  "sources": [
    {
      "artifact": "spikes/axis_discovery/results/association-08330b9b.json",
      "sha256": "4c6ea4b380f0f5fcfe7ed6dccdbc52589bd4c3d7eb7d2e54147b30b2dcdbf8c4"
    },
    {
      "artifact": "spikes/axis_discovery/results/association-08330b9b-seed1.png",
      "sha256": "191c6d2191e72f36f5f4cbe5f3f079b1282273645b265cd66958321a5403909e"
    },
    {
      "artifact": "spikes/axis_discovery/results/association-079a7e61.json",
      "sha256": "43375d03bd6a919df49b2b251fbdbd2536b813ae12fdbbab129139e96cb06ba8"
    },
    {
      "artifact": "spikes/axis_discovery/results/association-079a7e61-seed1.png",
      "sha256": "f43f7305c781d2dbced9d139a66bf55228e7810b963d63db4bc1bde7719768fa"
    },
    {
      "artifact": "spikes/axis_discovery/association_spike.py",
      "sha256": "8fc5eb21914018c2ed10184dc2fadc7d5e3fc7ba5d588608ceffe8e56963b15c"
    }
  ]
}
