| { |
| "part_a_large_provenance_verification": { |
| "confirmed_by_code": { |
| "brightness_threshold_default": 0.4, |
| "class_ratio_default": 0.2, |
| "duration_stratification": "np.quantile(durations, [0.33, 0.66]) after class-balanced stage", |
| "event_enrichment_default": "int(len(selected_cls) * event_ratio), event_ratio default 0.1", |
| "event_friendly_definition": "any keyword in lower-cased captions OR first_frame_mean(video_path) < brightness_threshold", |
| "event_friendly_keywords_default": [ |
| "run", |
| "fast", |
| "sprint", |
| "night", |
| "dark", |
| "slow-motion" |
| ], |
| "minimum_per_class_rule": "max(5, int(class_ratio * class_count)) at class-balanced initial stage", |
| "seed_default": 2025, |
| "train_validation_merge_before_sampling": true |
| }, |
| "confirmed_by_data": { |
| "candidate_pool_classes": 200, |
| "candidate_pool_videos": 14926, |
| "class_balanced_stage_reproduced_classes": 200, |
| "class_balanced_stage_reproduced_videos": 2908, |
| "final_large_classes_below_initial_min_rule_count": 54, |
| "final_large_classes_below_initial_min_rule_examples": [ |
| { |
| "candidate_count": 76, |
| "class": "Swimming", |
| "delta_vs_initial_k": -9, |
| "initial_rule_k": 15, |
| "large_count": 6 |
| }, |
| { |
| "candidate_count": 72, |
| "class": "Shaving", |
| "delta_vs_initial_k": -8, |
| "initial_rule_k": 14, |
| "large_count": 6 |
| }, |
| { |
| "candidate_count": 103, |
| "class": "Baton twirling", |
| "delta_vs_initial_k": -7, |
| "initial_rule_k": 20, |
| "large_count": 13 |
| }, |
| { |
| "candidate_count": 70, |
| "class": "Cleaning windows", |
| "delta_vs_initial_k": -6, |
| "initial_rule_k": 14, |
| "large_count": 8 |
| }, |
| { |
| "candidate_count": 78, |
| "class": "Shoveling snow", |
| "delta_vs_initial_k": -6, |
| "initial_rule_k": 15, |
| "large_count": 9 |
| }, |
| { |
| "candidate_count": 70, |
| "class": "Table soccer", |
| "delta_vs_initial_k": -6, |
| "initial_rule_k": 14, |
| "large_count": 8 |
| }, |
| { |
| "candidate_count": 73, |
| "class": "Archery", |
| "delta_vs_initial_k": -5, |
| "initial_rule_k": 14, |
| "large_count": 9 |
| }, |
| { |
| "candidate_count": 68, |
| "class": "Clipping cat claws", |
| "delta_vs_initial_k": -5, |
| "initial_rule_k": 13, |
| "large_count": 8 |
| }, |
| { |
| "candidate_count": 63, |
| "class": "Volleyball", |
| "delta_vs_initial_k": -5, |
| "initial_rule_k": 12, |
| "large_count": 7 |
| }, |
| { |
| "candidate_count": 90, |
| "class": "Clean and jerk", |
| "delta_vs_initial_k": -4, |
| "initial_rule_k": 18, |
| "large_count": 14 |
| } |
| ], |
| "large_bucket_counts_using_original_sample_subset_caption_quantiles": { |
| "long": 1126, |
| "medium": 1059, |
| "short": 1078 |
| }, |
| "large_bucket_counts_using_release_src_fmt_dur_quantiles": { |
| "long": 1110, |
| "medium": 1076, |
| "short": 1077 |
| }, |
| "large_classes": 200, |
| "large_event_flags_consistent_with_keyword_or_dark_fields": true, |
| "large_event_friendly_ratio": 0.653079987741, |
| "large_matches_original_subset_list": true, |
| "large_split_counts": { |
| "train": 2316, |
| "validation": 947 |
| }, |
| "length_stage_reproduced_classes": 200, |
| "length_stage_reproduced_videos": 2888, |
| "sample_subset_duration_quantiles_seconds_caption_metadata": { |
| "q33": 76.3062, |
| "q66": 151.3234 |
| } |
| }, |
| "deviations_or_historical_inconsistencies": [ |
| { |
| "affected_class_count": 54, |
| "all_affected_classes": [ |
| { |
| "candidate_count": 73, |
| "class": "Archery", |
| "delta_vs_initial_k": -5, |
| "initial_rule_k": 14, |
| "large_count": 9 |
| }, |
| { |
| "candidate_count": 99, |
| "class": "Arm wrestling", |
| "delta_vs_initial_k": -1, |
| "initial_rule_k": 19, |
| "large_count": 18 |
| }, |
| { |
| "candidate_count": 103, |
| "class": "Baton twirling", |
| "delta_vs_initial_k": -7, |
| "initial_rule_k": 20, |
| "large_count": 13 |
| }, |
| { |
| "candidate_count": 78, |
| "class": "Beer pong", |
| "delta_vs_initial_k": -3, |
| "initial_rule_k": 15, |
| "large_count": 12 |
| }, |
| { |
| "candidate_count": 63, |
| "class": "Belly dance", |
| "delta_vs_initial_k": -1, |
| "initial_rule_k": 12, |
| "large_count": 11 |
| }, |
| { |
| "candidate_count": 73, |
| "class": "Braiding hair", |
| "delta_vs_initial_k": -1, |
| "initial_rule_k": 14, |
| "large_count": 13 |
| }, |
| { |
| "candidate_count": 62, |
| "class": "Bungee jumping", |
| "delta_vs_initial_k": -2, |
| "initial_rule_k": 12, |
| "large_count": 10 |
| }, |
| { |
| "candidate_count": 90, |
| "class": "Clean and jerk", |
| "delta_vs_initial_k": -4, |
| "initial_rule_k": 18, |
| "large_count": 14 |
| }, |
| { |
| "candidate_count": 53, |
| "class": "Cleaning sink", |
| "delta_vs_initial_k": -2, |
| "initial_rule_k": 10, |
| "large_count": 8 |
| }, |
| { |
| "candidate_count": 70, |
| "class": "Cleaning windows", |
| "delta_vs_initial_k": -6, |
| "initial_rule_k": 14, |
| "large_count": 8 |
| }, |
| { |
| "candidate_count": 68, |
| "class": "Clipping cat claws", |
| "delta_vs_initial_k": -5, |
| "initial_rule_k": 13, |
| "large_count": 8 |
| }, |
| { |
| "candidate_count": 76, |
| "class": "Cumbia", |
| "delta_vs_initial_k": -3, |
| "initial_rule_k": 15, |
| "large_count": 12 |
| }, |
| { |
| "candidate_count": 61, |
| "class": "Decorating the Christmas tree", |
| "delta_vs_initial_k": -3, |
| "initial_rule_k": 12, |
| "large_count": 9 |
| }, |
| { |
| "candidate_count": 70, |
| "class": "Drinking coffee", |
| "delta_vs_initial_k": -1, |
| "initial_rule_k": 14, |
| "large_count": 13 |
| }, |
| { |
| "candidate_count": 78, |
| "class": "Drum corps", |
| "delta_vs_initial_k": -3, |
| "initial_rule_k": 15, |
| "large_count": 12 |
| }, |
| { |
| "candidate_count": 72, |
| "class": "Fixing bicycle", |
| "delta_vs_initial_k": -2, |
| "initial_rule_k": 14, |
| "large_count": 12 |
| }, |
| { |
| "candidate_count": 77, |
| "class": "Fun sliding down", |
| "delta_vs_initial_k": -3, |
| "initial_rule_k": 15, |
| "large_count": 12 |
| }, |
| { |
| "candidate_count": 67, |
| "class": "Getting a piercing", |
| "delta_vs_initial_k": -1, |
| "initial_rule_k": 13, |
| "large_count": 12 |
| }, |
| { |
| "candidate_count": 76, |
| "class": "Grooming dog", |
| "delta_vs_initial_k": -4, |
| "initial_rule_k": 15, |
| "large_count": 11 |
| }, |
| { |
| "candidate_count": 63, |
| "class": "Grooming horse", |
| "delta_vs_initial_k": -3, |
| "initial_rule_k": 12, |
| "large_count": 9 |
| }, |
| { |
| "candidate_count": 70, |
| "class": "Having an ice cream", |
| "delta_vs_initial_k": -4, |
| "initial_rule_k": 14, |
| "large_count": 10 |
| }, |
| { |
| "candidate_count": 95, |
| "class": "Hitting a pinata", |
| "delta_vs_initial_k": -2, |
| "initial_rule_k": 19, |
| "large_count": 17 |
| }, |
| { |
| "candidate_count": 74, |
| "class": "Hula hoop", |
| "delta_vs_initial_k": -4, |
| "initial_rule_k": 14, |
| "large_count": 10 |
| }, |
| { |
| "candidate_count": 69, |
| "class": "Ironing clothes", |
| "delta_vs_initial_k": -1, |
| "initial_rule_k": 13, |
| "large_count": 12 |
| }, |
| { |
| "candidate_count": 51, |
| "class": "Laying tile", |
| "delta_vs_initial_k": -1, |
| "initial_rule_k": 10, |
| "large_count": 9 |
| }, |
| { |
| "candidate_count": 91, |
| "class": "Making a cake", |
| "delta_vs_initial_k": -1, |
| "initial_rule_k": 18, |
| "large_count": 17 |
| }, |
| { |
| "candidate_count": 44, |
| "class": "Making an omelette", |
| "delta_vs_initial_k": -4, |
| "initial_rule_k": 8, |
| "large_count": 4 |
| }, |
| { |
| "candidate_count": 60, |
| "class": "Painting", |
| "delta_vs_initial_k": -1, |
| "initial_rule_k": 12, |
| "large_count": 11 |
| }, |
| { |
| "candidate_count": 73, |
| "class": "Painting fence", |
| "delta_vs_initial_k": -2, |
| "initial_rule_k": 14, |
| "large_count": 12 |
| }, |
| { |
| "candidate_count": 60, |
| "class": "Plastering", |
| "delta_vs_initial_k": -1, |
| "initial_rule_k": 12, |
| "large_count": 11 |
| }, |
| { |
| "candidate_count": 110, |
| "class": "Playing drums", |
| "delta_vs_initial_k": -2, |
| "initial_rule_k": 22, |
| "large_count": 20 |
| }, |
| { |
| "candidate_count": 66, |
| "class": "Playing racquetball", |
| "delta_vs_initial_k": -3, |
| "initial_rule_k": 13, |
| "large_count": 10 |
| }, |
| { |
| "candidate_count": 75, |
| "class": "Playing saxophone", |
| "delta_vs_initial_k": -4, |
| "initial_rule_k": 15, |
| "large_count": 11 |
| }, |
| { |
| "candidate_count": 61, |
| "class": "Polishing shoes", |
| "delta_vs_initial_k": -2, |
| "initial_rule_k": 12, |
| "large_count": 10 |
| }, |
| { |
| "candidate_count": 81, |
| "class": "Preparing pasta", |
| "delta_vs_initial_k": -2, |
| "initial_rule_k": 16, |
| "large_count": 14 |
| }, |
| { |
| "candidate_count": 51, |
| "class": "Raking leaves", |
| "delta_vs_initial_k": -1, |
| "initial_rule_k": 10, |
| "large_count": 9 |
| }, |
| { |
| "candidate_count": 55, |
| "class": "Removing curlers", |
| "delta_vs_initial_k": -1, |
| "initial_rule_k": 11, |
| "large_count": 10 |
| }, |
| { |
| "candidate_count": 83, |
| "class": "Riding bumper cars", |
| "delta_vs_initial_k": -4, |
| "initial_rule_k": 16, |
| "large_count": 12 |
| }, |
| { |
| "candidate_count": 75, |
| "class": "Sharpening knives", |
| "delta_vs_initial_k": -3, |
| "initial_rule_k": 15, |
| "large_count": 12 |
| }, |
| { |
| "candidate_count": 72, |
| "class": "Shaving", |
| "delta_vs_initial_k": -8, |
| "initial_rule_k": 14, |
| "large_count": 6 |
| }, |
| { |
| "candidate_count": 78, |
| "class": "Shoveling snow", |
| "delta_vs_initial_k": -6, |
| "initial_rule_k": 15, |
| "large_count": 9 |
| }, |
| { |
| "candidate_count": 72, |
| "class": "Skateboarding", |
| "delta_vs_initial_k": -2, |
| "initial_rule_k": 14, |
| "large_count": 12 |
| }, |
| { |
| "candidate_count": 97, |
| "class": "Slacklining", |
| "delta_vs_initial_k": -1, |
| "initial_rule_k": 19, |
| "large_count": 18 |
| }, |
| { |
| "candidate_count": 99, |
| "class": "Snowboarding", |
| "delta_vs_initial_k": -1, |
| "initial_rule_k": 19, |
| "large_count": 18 |
| }, |
| { |
| "candidate_count": 72, |
| "class": "Springboard diving", |
| "delta_vs_initial_k": -1, |
| "initial_rule_k": 14, |
| "large_count": 13 |
| }, |
| { |
| "candidate_count": 124, |
| "class": "Surfing", |
| "delta_vs_initial_k": -4, |
| "initial_rule_k": 24, |
| "large_count": 20 |
| }, |
| { |
| "candidate_count": 76, |
| "class": "Swimming", |
| "delta_vs_initial_k": -9, |
| "initial_rule_k": 15, |
| "large_count": 6 |
| }, |
| { |
| "candidate_count": 70, |
| "class": "Table soccer", |
| "delta_vs_initial_k": -6, |
| "initial_rule_k": 14, |
| "large_count": 8 |
| }, |
| { |
| "candidate_count": 73, |
| "class": "Tai chi", |
| "delta_vs_initial_k": -2, |
| "initial_rule_k": 14, |
| "large_count": 12 |
| }, |
| { |
| "candidate_count": 100, |
| "class": "Using parallel bars", |
| "delta_vs_initial_k": -2, |
| "initial_rule_k": 20, |
| "large_count": 18 |
| }, |
| { |
| "candidate_count": 63, |
| "class": "Volleyball", |
| "delta_vs_initial_k": -5, |
| "initial_rule_k": 12, |
| "large_count": 7 |
| }, |
| { |
| "candidate_count": 79, |
| "class": "Walking the dog", |
| "delta_vs_initial_k": -1, |
| "initial_rule_k": 15, |
| "large_count": 14 |
| }, |
| { |
| "candidate_count": 75, |
| "class": "Washing face", |
| "delta_vs_initial_k": -3, |
| "initial_rule_k": 15, |
| "large_count": 12 |
| }, |
| { |
| "candidate_count": 63, |
| "class": "Zumba", |
| "delta_vs_initial_k": -2, |
| "initial_rule_k": 12, |
| "large_count": 10 |
| } |
| ], |
| "interpretation": "sample_subset.py enforces max(5, int(class_ratio * class_count)) only during the initial class-balanced sampling stage. The later length-balancing stage samples globally from that pool and can reduce final per-class counts below the initial k.", |
| "issue": "final_large_not_constrained_by_initial_min_per_class_rule", |
| "most_underrepresented_examples": [ |
| { |
| "candidate_count": 76, |
| "class": "Swimming", |
| "delta_vs_initial_k": -9, |
| "initial_rule_k": 15, |
| "large_count": 6 |
| }, |
| { |
| "candidate_count": 72, |
| "class": "Shaving", |
| "delta_vs_initial_k": -8, |
| "initial_rule_k": 14, |
| "large_count": 6 |
| }, |
| { |
| "candidate_count": 103, |
| "class": "Baton twirling", |
| "delta_vs_initial_k": -7, |
| "initial_rule_k": 20, |
| "large_count": 13 |
| }, |
| { |
| "candidate_count": 70, |
| "class": "Cleaning windows", |
| "delta_vs_initial_k": -6, |
| "initial_rule_k": 14, |
| "large_count": 8 |
| }, |
| { |
| "candidate_count": 78, |
| "class": "Shoveling snow", |
| "delta_vs_initial_k": -6, |
| "initial_rule_k": 15, |
| "large_count": 9 |
| }, |
| { |
| "candidate_count": 70, |
| "class": "Table soccer", |
| "delta_vs_initial_k": -6, |
| "initial_rule_k": 14, |
| "large_count": 8 |
| }, |
| { |
| "candidate_count": 73, |
| "class": "Archery", |
| "delta_vs_initial_k": -5, |
| "initial_rule_k": 14, |
| "large_count": 9 |
| }, |
| { |
| "candidate_count": 68, |
| "class": "Clipping cat claws", |
| "delta_vs_initial_k": -5, |
| "initial_rule_k": 13, |
| "large_count": 8 |
| }, |
| { |
| "candidate_count": 63, |
| "class": "Volleyball", |
| "delta_vs_initial_k": -5, |
| "initial_rule_k": 12, |
| "large_count": 7 |
| }, |
| { |
| "candidate_count": 90, |
| "class": "Clean and jerk", |
| "delta_vs_initial_k": -4, |
| "initial_rule_k": 18, |
| "large_count": 14 |
| } |
| ] |
| }, |
| { |
| "interpretation": "The scale manifests use src_fmt_dur from verify_all.csv per the scale-construction requirement. sample_subset.py used metadata[v][\"duration\"] for its original length balancing.", |
| "issue": "release_scale_duration_buckets_use_src_fmt_dur_not_original_caption_metadata_duration" |
| }, |
| { |
| "interpretation": "Local taxonomy/candidate/final files contain and preserve 200 classes; see audit/missing_classes_analysis.md.", |
| "issue": "class_count_claim_203_not_supported_by_local_sources" |
| } |
| ], |
| "inferred": { |
| "medium_small_preserve_large_principles": "They preserve the Large release distribution by deterministic nested stratified selection over split, class, duration bucket, and event-friendly status; they are not original sample_subset.py outputs.", |
| "released_large_satisfies_original_principles": "Yes as the recovered output of those principles: it exactly matches subset_caps_20p.json, preserves all 200 local classes, and carries the expected event-friendly/duration/class-balanced structure. The final per-class counts are not guaranteed to remain >= the initial min rule after length balancing and event enrichment." |
| } |
| }, |
| "part_b_scale_comparison": { |
| "published_paper_comparison": { |
| "caption_minus_published_hours": -0.347716666667, |
| "duration_field_comparison": [ |
| { |
| "abs_diff_from_published_hours": 0.451651586944, |
| "diff_from_published_hours": -0.451651586944, |
| "field": "src_dur", |
| "hours": 106.848348413056, |
| "invalid_count": 0, |
| "missing_count": 0, |
| "valid_count": 3263 |
| }, |
| { |
| "abs_diff_from_published_hours": 0.358399618611, |
| "diff_from_published_hours": -0.358399618611, |
| "field": "src_fmt_dur", |
| "hours": 106.941600381389, |
| "invalid_count": 0, |
| "missing_count": 0, |
| "valid_count": 3263 |
| }, |
| { |
| "abs_diff_from_published_hours": 0.517909962778, |
| "diff_from_published_hours": -0.517909962778, |
| "field": "src_dur_est", |
| "hours": 106.782090037222, |
| "invalid_count": 0, |
| "missing_count": 0, |
| "valid_count": 3263 |
| }, |
| { |
| "abs_diff_from_published_hours": 0.514877834167, |
| "diff_from_published_hours": -0.514877834167, |
| "field": "dst_dur", |
| "hours": 106.785122165833, |
| "invalid_count": 0, |
| "missing_count": 0, |
| "valid_count": 3263 |
| }, |
| { |
| "abs_diff_from_published_hours": 0.360772981944, |
| "diff_from_published_hours": -0.360772981944, |
| "field": "dst_fmt_dur", |
| "hours": 106.939227018056, |
| "invalid_count": 0, |
| "missing_count": 0, |
| "valid_count": 3263 |
| }, |
| { |
| "abs_diff_from_published_hours": 0.518743268055, |
| "diff_from_published_hours": -0.518743268055, |
| "field": "dst_dur_est", |
| "hours": 106.781256731945, |
| "invalid_count": 0, |
| "missing_count": 0, |
| "valid_count": 3263 |
| } |
| ], |
| "interpretation": "The recovered Large IDs exactly match subset_caps_20p.json, so the observed 107.3 h discrepancy does not indicate a different historical subset. It is not explained solely by src_fmt_dur versus other local metadata fields; all local fields are around 106.78-106.95 h. Treat 107.3 h as an approximate/reporting duration unless another historical duration source is recovered.", |
| "published_large_hours": 107.3, |
| "release_large_caption_duration_hours_from_subset_caps_20p": 106.952283333333, |
| "release_large_src_fmt_dur_hours": 106.941600381389, |
| "src_fmt_minus_published_hours": -0.358399618611 |
| }, |
| "scales": { |
| "large": { |
| "average_duration_seconds": 117.986442345388, |
| "class_count": 200, |
| "class_counts": { |
| "Applying sunscreen": 17, |
| "Archery": 9, |
| "Arm wrestling": 18, |
| "Assembling bicycle": 13, |
| "BMX": 22, |
| "Baking cookies": 21, |
| "Ballet": 17, |
| "Bathing dog": 12, |
| "Baton twirling": 13, |
| "Beach soccer": 18, |
| "Beer pong": 12, |
| "Belly dance": 11, |
| "Blow-drying hair": 13, |
| "Blowing leaves": 17, |
| "Braiding hair": 13, |
| "Breakdancing": 19, |
| "Brushing hair": 16, |
| "Brushing teeth": 16, |
| "Building sandcastles": 16, |
| "Bullfighting": 22, |
| "Bungee jumping": 10, |
| "Calf roping": 23, |
| "Camel ride": 16, |
| "Canoeing": 30, |
| "Capoeira": 25, |
| "Carving jack-o-lanterns": 12, |
| "Changing car wheel": 16, |
| "Cheerleading": 22, |
| "Chopping wood": 22, |
| "Clean and jerk": 14, |
| "Cleaning shoes": 13, |
| "Cleaning sink": 8, |
| "Cleaning windows": 8, |
| "Clipping cat claws": 8, |
| "Cricket": 18, |
| "Croquet": 19, |
| "Cumbia": 12, |
| "Curling": 21, |
| "Cutting the grass": 18, |
| "Decorating the Christmas tree": 9, |
| "Disc dog": 27, |
| "Discus throw": 26, |
| "Dodgeball": 13, |
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| } |
| ], |
| "max_per_class_ratio_deviation_from_large": 0.006468877115, |
| "mean_per_class_ratio_deviation_from_large": 0.001455917766, |
| "median_duration_seconds": 102.864399, |
| "missing_large_classes": [], |
| "split_counts": { |
| "train": 473, |
| "validation": 194 |
| }, |
| "split_ratios": { |
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| "validation": 0.290854572714 |
| }, |
| "video_count": 667 |
| } |
| }, |
| "validation": { |
| "all_large_event_flags_consistent_with_keyword_or_dark": true, |
| "all_scale_duration_source_src_fmt_dur": { |
| "large": [ |
| "src_fmt_dur" |
| ], |
| "medium": [ |
| "src_fmt_dur" |
| ], |
| "small": [ |
| "src_fmt_dur" |
| ] |
| }, |
| "all_scale_ids_unique": { |
| "large": true, |
| "medium": true, |
| "small": true |
| }, |
| "large_extra_ids_vs_original": [], |
| "large_matches_subset_caps_20p_ids_exactly": true, |
| "large_missing_original_ids": [], |
| "medium_strict_subset_large": true, |
| "small_strict_subset_medium": true |
| } |
| }, |
| "part_c_release_recommendation": { |
| "caveats": [ |
| "Use 200 classes, not 203, for this recovered release.", |
| "Medium and Small are newly generated deterministic nested candidates; they are distribution-preserving derivatives of Large, not historical sample_subset.py outputs.", |
| "Authoritative scale durations use src_fmt_dur from verify_all.csv. The original subset file caption durations and all local verify_all duration fields are close but do not equal the paper statement of 107.3 h exactly.", |
| "The final Large list can have classes below the initial max(5, int(class_ratio * class_count)) seed-stage minimum because the original script did not enforce that constraint after length balancing." |
| ], |
| "recommendation": "Suitable as candidate public release manifests after documenting caveats.", |
| "suitable_for_public_release": true |
| }, |
| "status": "final_scaling_verification_audit" |
| } |
|
|
