Cube Structure Dataset v2 Validation Report =========================================== Images: 3000 Questions: 15000 Mismatches: 0 Ambiguity flags shipped: 0 Independent Level 5 mismatches: 0 PNG face recovery: 3000/3000 Vertical axis: z (cube_structure and combination3d agree) Answer distributions and baselines: {'1': {'counts': {'16': 82, '13': 212, '10': 483, '11': 462, '9': 470, '12': 343, '14': 147, '15': 100, '8': 506, '19': 26, '20': 37, '18': 30, '21': 25, '17': 46, '22': 31}, 'constant_answer_baseline': 0.16866666666666666}, '2': {'counts': {'4': 367, '10': 459, '7': 463, '5': 352, '9': 441, '8': 559, '6': 359}, 'constant_answer_baseline': 0.18633333333333332}, '3': {'counts': {'5': 128, '1': 1526, '3': 387, '2': 536, '6': 121, '4': 221, '8': 19, '7': 20, '13': 3, '9': 13, '12': 5, '11': 8, '14': 3, '10': 9, '16': 1}, 'constant_answer_baseline': 0.5086666666666667}, '4': {'counts': {'0': 1000, '1': 1000, '2': 1000}, 'constant_answer_baseline': 0.3333333333333333}, '5': {'counts': {'0': 1000, '1': 1000, '2': 1000}, 'constant_answer_baseline': 0.3333333333333333}} Hidden members per cluster: {'A:0': 1180, 'A:1': 992, 'B:1': 228, 'B:0': 460, 'A:2': 828, 'B:2': 62} Guard injections: {'gravity': {'violating': True, 'boundary': True}, 'ambiguity': {'violating_rejected': True, 'boundary_accepted': True}, 'vertical_axis': {'wrong_rejected': True, 'z_accepted': True}} Leak audit: {"base_layer_count": {"classification": "definitional", "levels": {"1": {"cramers_v": 0.22938428988686718, "kind": "numeric_deciles"}, "2": {"cramers_v": 1.0, "kind": "numeric_deciles"}, "3": {"cramers_v": 0.1854734942295014, "kind": "numeric_deciles"}, "4": {"cramers_v": 0.2468908257349484, "kind": "numeric_deciles"}, "5": {"cramers_v": 0.2468908257349484, "kind": "numeric_deciles"}}, "whitelist_justification": "definitionally equals L2"}, "canvas_size": {"classification": "scene_feature", "levels": {"1": {"cramers_v": 0.5610994331364112, "kind": "categorical"}, "2": {"cramers_v": 0.551026912044252, "kind": "categorical"}, "3": {"cramers_v": 0.5714879679188579, "kind": "categorical"}, "4": {"cramers_v": 0.5599344491113101, "kind": "categorical"}, "5": {"cramers_v": 0.5599344491113101, "kind": "categorical"}}, "whitelist_justification": null}, "cluster_counts": {"classification": "scene_feature", "levels": {"1": {"cramers_v": 0.9999999999999996, "kind": "categorical"}, "2": {"cramers_v": 0.30552532473121863, "kind": "categorical"}, "3": {"cramers_v": 0.6523714514432093, "kind": "categorical"}, "4": {"cramers_v": 0.3657896980210809, "kind": "categorical"}, "5": {"cramers_v": 0.3657896980210809, "kind": "categorical"}}, "whitelist_justification": null}, "color_cluster_count": {"classification": "scene_feature", "levels": {"1": {"cramers_v": 0.0656621597749327, "kind": "numeric_deciles"}, "2": {"cramers_v": 0.043409229340734636, "kind": "numeric_deciles"}, "3": {"cramers_v": 0.3247502763162299, "kind": "numeric_deciles"}, "4": {"cramers_v": 0.009797958971132713, "kind": "numeric_deciles"}, "5": {"cramers_v": 0.009797958971132713, "kind": "numeric_deciles"}}, "whitelist_justification": null}, "coordinate_frame": {"classification": "scene_feature", "levels": {"1": {"cramers_v": 0.0, "kind": "categorical"}, "2": {"cramers_v": 0.0, "kind": "categorical"}, "3": {"cramers_v": 0.0, "kind": "categorical"}, "4": {"cramers_v": 0.0, "kind": "categorical"}, "5": {"cramers_v": 0.0, "kind": "categorical"}}, "whitelist_justification": null}, "cubes_per_layer": {"classification": "scene_feature", "levels": {"1": {"cramers_v": 0.9999999999999973, "kind": "categorical"}, "2": {"cramers_v": 1.000000000000001, "kind": "categorical"}, "3": {"cramers_v": 0.6251463869753833, "kind": "categorical"}, "4": {"cramers_v": 0.6555975303619549, "kind": "categorical"}, "5": {"cramers_v": 0.6555975303619549, "kind": "categorical"}}, "whitelist_justification": null}, "dataset_version": {"classification": "scene_feature", "levels": {"1": {"cramers_v": 0.0, "kind": "categorical"}, "2": {"cramers_v": 0.0, "kind": "categorical"}, "3": {"cramers_v": 0.0, "kind": "categorical"}, "4": {"cramers_v": 0.0, "kind": "categorical"}, "5": {"cramers_v": 0.0, "kind": "categorical"}}, "whitelist_justification": null}, "difficulty_score": {"classification": "scene_feature", "levels": {"1": {"cramers_v": 0.3975313943640799, "kind": "numeric_deciles"}, "2": {"cramers_v": 0.20528069038990474, "kind": "numeric_deciles"}, "3": {"cramers_v": 0.24054985364704579, "kind": "numeric_deciles"}, "4": {"cramers_v": 0.4668882937949076, "kind": "numeric_deciles"}, "5": {"cramers_v": 0.4668882937949076, "kind": "numeric_deciles"}}, "whitelist_justification": null}, "generation_attempt": {"classification": "scene_feature", "levels": {"1": {"cramers_v": 0.10639533171269536, "kind": "numeric_deciles"}, "2": {"cramers_v": 0.09355675618276763, "kind": "numeric_deciles"}, "3": {"cramers_v": 0.07389816182899708, "kind": "numeric_deciles"}, "4": {"cramers_v": 0.5123931052107278, "kind": "numeric_deciles"}, "5": {"cramers_v": 0.5123931052107278, "kind": "numeric_deciles"}}, "whitelist_justification": null}, "has_ambiguous_visual_floater": {"classification": "scene_feature", "levels": {"1": {"cramers_v": 0.0, "kind": "categorical"}, "2": {"cramers_v": 0.0, "kind": "categorical"}, "3": {"cramers_v": 0.0, "kind": "categorical"}, "4": {"cramers_v": 0.0, "kind": "categorical"}, "5": {"cramers_v": 0.0, "kind": "categorical"}}, "whitelist_justification": null}, "hidden_cube_count": {"classification": "definitional", "levels": {"1": {"cramers_v": 0.2981993908858295, "kind": "numeric_deciles"}, "2": {"cramers_v": 0.2468908257349484, "kind": "numeric_deciles"}, "3": {"cramers_v": 0.1734535788356852, "kind": "numeric_deciles"}, "4": {"cramers_v": 1.0, "kind": "numeric_deciles"}, "5": {"cramers_v": 1.0, "kind": "numeric_deciles"}}, "whitelist_justification": "definitionally equals L4"}, "hidden_members_per_cluster": {"classification": "scene_feature", "levels": {"1": {"cramers_v": 0.16080856096193585, "kind": "categorical"}, "2": {"cramers_v": 0.1533048056048451, "kind": "categorical"}, "3": {"cramers_v": 0.17142501353673792, "kind": "categorical"}, "4": {"cramers_v": 1.0, "kind": "categorical"}, "5": {"cramers_v": 1.0, "kind": "categorical"}}, "whitelist_justification": null}, "hidden_to_visible_180": {"classification": "definitional", "levels": {"1": {"cramers_v": 0.2981993908858295, "kind": "numeric_deciles"}, "2": {"cramers_v": 0.2468908257349484, "kind": "numeric_deciles"}, "3": {"cramers_v": 0.1734535788356852, "kind": "numeric_deciles"}, "4": {"cramers_v": 1.0, "kind": "numeric_deciles"}, "5": {"cramers_v": 1.0, "kind": "numeric_deciles"}}, "whitelist_justification": "definitionally equals L5"}, "line_width_px": {"classification": "scene_feature", "levels": {"1": {"cramers_v": 0.07442659996690563, "kind": "numeric_deciles"}, "2": {"cramers_v": 0.056552850951430464, "kind": "numeric_deciles"}, "3": {"cramers_v": 0.06551116791378779, "kind": "numeric_deciles"}, "4": {"cramers_v": 0.04100603799538305, "kind": "numeric_deciles"}, "5": {"cramers_v": 0.04100603799538305, "kind": "numeric_deciles"}}, "whitelist_justification": null}, "max_height": {"classification": "scene_feature", "levels": {"1": {"cramers_v": 0.43531596558667435, "kind": "numeric_deciles"}, "2": {"cramers_v": 0.3519744288968742, "kind": "numeric_deciles"}, "3": {"cramers_v": 0.6181452819918458, "kind": "numeric_deciles"}, "4": {"cramers_v": 0.22157404511589535, "kind": "numeric_deciles"}, "5": {"cramers_v": 0.22157404511589535, "kind": "numeric_deciles"}}, "whitelist_justification": null}, "render_frame": {"classification": "scene_feature", "levels": {"1": {"cramers_v": 0.0, "kind": "categorical"}, "2": {"cramers_v": 0.0, "kind": "categorical"}, "3": {"cramers_v": 0.0, "kind": "categorical"}, "4": {"cramers_v": 0.0, "kind": "categorical"}, "5": {"cramers_v": 0.0, "kind": "categorical"}}, "whitelist_justification": null}, "rotation_axis_level5": {"classification": "scene_feature", "levels": {"1": {"cramers_v": 0.0, "kind": "categorical"}, "2": {"cramers_v": 0.0, "kind": "categorical"}, "3": {"cramers_v": 0.0, "kind": "categorical"}, "4": {"cramers_v": 0.0, "kind": "categorical"}, "5": {"cramers_v": 0.0, "kind": "categorical"}}, "whitelist_justification": null}, "seed": {"classification": "scene_feature", "levels": {"1": {"cramers_v": 0.06775923907620017, "kind": "numeric_deciles"}, "2": {"cramers_v": 0.05407303892257961, "kind": "numeric_deciles"}, "3": {"cramers_v": 0.06815730683833005, "kind": "numeric_deciles"}, "4": {"cramers_v": 0.001490720266802125, "kind": "numeric_deciles"}, "5": {"cramers_v": 0.001490720266802125, "kind": "numeric_deciles"}}, "whitelist_justification": null}, "total_cube_count": {"classification": "definitional", "levels": {"1": {"cramers_v": 1.0, "kind": "numeric_deciles"}, "2": {"cramers_v": 0.21715350262032732, "kind": "numeric_deciles"}, "3": {"cramers_v": 0.19766948122518252, "kind": "numeric_deciles"}, "4": {"cramers_v": 0.2814482086808209, "kind": "numeric_deciles"}, "5": {"cramers_v": 0.2814482086808209, "kind": "numeric_deciles"}}, "whitelist_justification": "definitionally equals L1"}, "vertical_axis": {"classification": "scene_feature", "levels": {"1": {"cramers_v": 0.0, "kind": "categorical"}, "2": {"cramers_v": 0.0, "kind": "categorical"}, "3": {"cramers_v": 0.0, "kind": "categorical"}, "4": {"cramers_v": 0.0, "kind": "categorical"}, "5": {"cramers_v": 0.0, "kind": "categorical"}}, "whitelist_justification": null}, "visible_cube_count": {"classification": "scene_feature", "levels": {"1": {"cramers_v": 0.6274330705341827, "kind": "numeric_deciles"}, "2": {"cramers_v": 0.3265993385734512, "kind": "numeric_deciles"}, "3": {"cramers_v": 0.20496938044154764, "kind": "numeric_deciles"}, "4": {"cramers_v": 0.25608600040729707, "kind": "numeric_deciles"}, "5": {"cramers_v": 0.25608600040729707, "kind": "numeric_deciles"}}, "whitelist_justification": null}} Full distributions: {"categorical": {"color_cluster_count": {"1": 2250, "2": 750}, "has_ambiguous_visual_floater": {"False": 3000}, "vertical_axis": {"z": 3000}}, "continuous": {"base_layer_count": {"count": 3000, "max": 10.0, "min": 4.0, "p25": 6.0, "p50": 7.0, "p75": 9.0, "p95": 10.0}, "difficulty_score": {"count": 3000, "max": 0.6136, "min": 0.0, "p25": 0.115, "p50": 0.18, "p75": 0.2557, "p95": 0.431}, "generation_attempt": {"count": 3000, "max": 606.0, "min": 0.0, "p25": 5.0, "p50": 14.0, "p75": 39.0, "p95": 173.04999999999973}, "hidden_cube_count": {"count": 3000, "max": 2.0, "min": 0.0, "p25": 0.0, "p50": 1.0, "p75": 2.0, "p95": 2.0}, "hidden_to_visible_180": {"count": 3000, "max": 2.0, "min": 0.0, "p25": 0.0, "p50": 1.0, "p75": 2.0, "p95": 2.0}, "line_width_px": {"count": 3000, "max": 1.0, "min": 0.5, "p25": 0.62, "p50": 0.75, "p75": 0.87, "p95": 0.97}, "max_height": {"count": 3000, "max": 6.0, "min": 1.0, "p25": 2.0, "p50": 3.0, "p75": 4.0, "p95": 6.0}, "total_cube_count": {"count": 3000, "max": 22.0, "min": 8.0, "p25": 9.0, "p50": 11.0, "p75": 12.0, "p95": 17.0}, "visible_cube_count": {"count": 3000, "max": 22.0, "min": 6.0, "p25": 8.0, "p50": 10.0, "p75": 11.0, "p95": 17.0}}} Issues: None Summary: PASS