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        {
          "id": 41,
          "slug": "41-so-what-cascade",
          "end_page": 30,
          "evidence": "p.29 is the trend matrix (data → outlook arrows); p.30 translates outlook into growth-area recommendations.",
          "position": 5,
          "objective": "Move from observed subsector trends to where future NYC growth will come from",
          "confidence": 80,
          "start_page": 29
        },
        {
          "id": 40,
          "slug": "40-mece-breakdown",
          "end_page": 36,
          "evidence": "p.32 declares four areas (sector promotion, community, talent, infrastructure); pp.33-36 populate them with initiatives.",
          "position": 6,
          "objective": "Structure recommendations into four MECE development areas with initiatives",
          "confidence": 85,
          "start_page": 32
        },
        {
          "id": 34,
          "slug": "34-segmentation-split",
          "end_page": 42,
          "evidence": "Each appendix slide takes one subsector (filmed, broadcasting, publishing, advertising, digital) and pairs trends with city actions.",
          "position": 7,
          "objective": "Tailor recommendations to each subsector",
          "confidence": 80,
          "start_page": 38
        }
      ],
      "slide_tools": [
        {
          "tools": [
            {
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            },
            {
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              "slug": "pyramid-principle",
              "layer": "Block",
              "evidence": "Three numbered pillars (Filmed Ent / Overall Media / Positioning) followed by supporting bullets",
              "confidence": 80
            },
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              "id": 16,
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              "id": 2,
              "slug": "mece-principle",
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              "evidence": "Four labeled buckets (Film/TV, Other traditional, New media, Out-of-scope) with explicit out-of-scope column",
              "confidence": 88
            },
            {
              "id": 18,
              "slug": "issue-tree",
              "layer": "Block",
              "evidence": "2x4 hierarchical decomposition of media sector subsectors",
              "confidence": 72
            },
            {
              "id": 131,
              "slug": "gestalt-principles",
              "layer": "Slide",
              "evidence": "Color-coded headers (green/blue/yellow) group related sub-buckets via similarity",
              "confidence": 78
            }
          ],
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        },
        {
          "tools": [
            {
              "id": 118,
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              "evidence": "Title quotes the insight: '70% spend growth, 30k jobs since 2002'",
              "confidence": 90
            },
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              "id": 138,
              "slug": "annotation",
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              "evidence": "Chart annotated with totals labels",
              "confidence": 75
            },
            {
              "id": 73,
              "slug": "deductive-reasoning",
              "layer": "Loop",
              "evidence": "First slide of segmentation loop establishing the headline number to be decomposed",
              "confidence": 60
            }
          ],
          "page_number": 6
        },
        {
          "tools": [
            {
              "id": 118,
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              "evidence": "Title: 'NYC growth impressive in face of nationwide decline'",
              "confidence": 90
            },
            {
              "id": 78,
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              "layer": "Loop",
              "evidence": "Subhead explicitly contrasts NYC +20% vs nationwide -5%",
              "confidence": 88
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "Negative percentages (-2%, -21%) shown in red against black totals",
              "confidence": 85
            },
            {
              "id": 159,
              "slug": "contrast-principle",
              "layer": "Slide",
              "evidence": "Red vs black coloring on change column makes losses pop",
              "confidence": 75
            }
          ],
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        },
        {
          "tools": [
            {
              "id": 118,
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              "evidence": "Title: 'TV production has doubled since 2002, now $3b and 30k people'",
              "confidence": 92
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Two parallel stacked-bar charts (spend, FTEs) with same time axis and Scripted/Unscripted split",
              "confidence": 85
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            {
              "id": 138,
              "slug": "annotation",
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              "evidence": "Bar values annotated with totals; segment legends and footnote",
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          ],
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        {
          "tools": [
            {
              "id": 118,
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              "evidence": "Title states $1.4b spend, 12k jobs at all-time high",
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        {
          "tools": [
            {
              "id": 118,
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              "layer": "Slide",
              "evidence": "Title quotes $420M and 5k jobs for TV commercials",
              "confidence": 85
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        {
          "tools": [
            {
              "id": 118,
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              "layer": "Slide",
              "evidence": "Title: 'Production related activities... over 45k additional people'",
              "confidence": 85
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        {
          "tools": [
            {
              "id": 118,
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              "evidence": "Title: 'Strong cable growth has offset broadcasting slowdown'",
              "confidence": 85
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              "id": 78,
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              "evidence": "Subhead: 'US shed ~40k jobs while NYC created ~40k jobs'",
              "confidence": 90
            },
            {
              "id": 158,
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              "layer": "Slide",
              "evidence": "Publishing -11% in red breaks the all-positive growth column",
              "confidence": 80
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            {
              "id": 138,
              "slug": "annotation",
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              "evidence": "Salary deltas (55k→75k US, 85k→111k NYC) highlighted below table",
              "confidence": 70
            }
          ],
          "page_number": 17
        },
        {
          "tools": [
            {
              "id": 118,
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              "confidence": 88
            }
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          "page_number": 19
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
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              "evidence": "Title: 'Advertising agencies posted growth in all years except 2009'",
              "confidence": 88
            }
          ],
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        },
        {
          "tools": [
            {
              "id": 118,
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              "evidence": "Title: 'NYC digital sector has exhibited strong growth'",
              "confidence": 85
            }
          ],
          "page_number": 23
        },
        {
          "tools": [
            {
              "id": 118,
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              "layer": "Slide",
              "evidence": "Title: 'Media VC has exploded in NYC over the past 10 years'",
              "confidence": 90
            }
          ],
          "page_number": 24
        },
        {
          "tools": [
            {
              "id": 118,
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              "evidence": "Title: 'past four years have shaped NYC's digital and technology landscape'",
              "confidence": 85
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Four parallel timeline rows (companies founded, acquisitions, big-tech, NYC support) on shared 2007-2012 axis",
              "confidence": 80
            },
            {
              "id": 165,
              "slug": "picture-superiority-effect",
              "layer": "Slide",
              "evidence": "Logos (Google, Twitter, Facebook, Etsy) carry the narrative more than text",
              "confidence": 78
            }
          ],
          "page_number": 25
        },
        {
          "tools": [
            {
              "id": 118,
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              "evidence": "Title: 'Interviewees highlighted several NYC advantages'",
              "confidence": 88
            },
            {
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              "evidence": "Verbatim torn-paper quotes from media leaders flank the bullets",
              "confidence": 88
            },
            {
              "id": 226,
              "slug": "social-validation",
              "layer": "Slide",
              "evidence": "Quotes mention Google, Facebook, Twitter offices opening as proof",
              "confidence": 75
            },
            {
              "id": 34,
              "slug": "the-rule-of-three",
              "layer": "Block",
              "evidence": "Four numbered themes (close cousin of rule of three) green-circled",
              "confidence": 55
            }
          ],
          "page_number": 27
        },
        {
          "tools": [
            {
              "id": 118,
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              "confidence": 88
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            {
              "id": 155,
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              "evidence": "Same torn-paper quote treatment carrying authority weight",
              "confidence": 85
            },
            {
              "id": 66,
              "slug": "negativity-bias",
              "layer": "Block",
              "evidence": "Slide deliberately frames the 'concerns' counterpart to the prior advantages slide",
              "confidence": 65
            }
          ],
          "page_number": 28
        },
        {
          "tools": [
            {
              "id": 118,
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              "evidence": "Title: 'Subsector-specific trends hold varying implications on NYC'",
              "confidence": 90
            },
            {
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              "layer": "Block",
              "evidence": "Five subsectors as MECE rows with NYC vs sector trends as parallel columns",
              "confidence": 82
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              "evidence": "Checkmark / X / question-mark icons group trends by sentiment",
              "confidence": 78
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              "confidence": 90
            },
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              "id": 2,
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              "evidence": "Five labeled growth-area rows × current-state / city-support columns",
              "confidence": 80
            }
          ],
          "page_number": 30
        },
        {
          "tools": [
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              "id": 118,
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              "evidence": "Title: 'Media leader interviews identify four main areas for development'",
              "confidence": 92
            },
            {
              "id": 2,
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              "layer": "Block",
              "evidence": "Four explicit dev areas: Sector promotion, Community engagement, Talent development, Infrastructure",
              "confidence": 90
            },
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              "evidence": "Each area paired with a selected verbatim interview quote",
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          ],
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          "tools": [
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              "id": 118,
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              "evidence": "Title: 'these areas are already being addressed by NYC initiatives'",
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        },
        {
          "tools": [
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          ],
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        },
        {
          "tools": [
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              "evidence": "Title: 'media leaders have own programs underway that NYC could help support'",
              "confidence": 85
            }
          ],
          "page_number": 35
        },
        {
          "tools": [
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              "id": 118,
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              "confidence": 88
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        },
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              "confidence": 88
            },
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              "confidence": 75
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        },
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            }
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        },
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            }
          ],
          "page_number": 40
        },
        {
          "tools": [
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              "evidence": "Title: 'NYC is still the center for advertising and will most likely grow'",
              "confidence": 85
            }
          ],
          "page_number": 41
        },
        {
          "tools": [
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            },
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              "confidence": 65
            }
          ],
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        }
      ],
      "slides_seen": 42,
      "deck_summary": "BCG sector report follows the Consultant's Gambit shape but inverts evidence-before-problem and is heavy on data exposition: scope (p.4), 20 pages of subsector data, interview-based problem framing (pp.27-29), MECE recommendations (pp.32-36), then per-subsector implications (pp.38-42). Strong on action titles and MECE; weaker on narrative tension, hooks, or a single big-idea climax — typical of a diagnostic study rather than a persuasive pitch.",
      "secondary_arcs": [
        {
          "id": 11,
          "slug": "triple-take",
          "beats": [
            {
              "name": "The Facts (What)",
              "end_page": 25,
              "evidence": "Pure data slides on each subsector",
              "position": 1,
              "start_page": 6
            },
            {
              "name": "The Implications (So What)",
              "end_page": 29,
              "evidence": "Interview synthesis + subsector trend matrix",
              "position": 2,
              "start_page": 27
            },
            {
              "name": "The Action (Now What)",
              "end_page": 42,
              "evidence": "Growth areas, dev dimensions, subsector recommendations",
              "position": 3,
              "start_page": 30
            }
          ],
          "evidence": "Deck cleanly separates facts (pp.6-25), implications (pp.27-29), and actions (pp.30-42).",
          "confidence": 70
        }
      ],
      "images_inspected": 10,
      "slide_frameworks": [
        {
          "frameworks": [
            {
              "name": "Sector Segmentation Matrix",
              "slug": "sector-segmentation-matrix",
              "evidence": "Custom 2x4 grid labeling Film/TV, Other traditional, New media, Out-of-scope",
              "confidence": 65
            }
          ],
          "page_number": 4
        },
        {
          "frameworks": [
            {
              "name": "Subsector Trends Matrix",
              "slug": "subsector-trends-matrix",
              "evidence": "Subsectors x NYC trends x Sector trends x Overall outlook arrows",
              "confidence": 70
            }
          ],
          "page_number": 29
        }
      ]
    },
    "matchedAt": "2026-04-26 14:16:39+00",
    "slidesSeen": 42,
    "deckSummary": "BCG sector report follows the Consultant's Gambit shape but inverts evidence-before-problem and is heavy on data exposition: scope (p.4), 20 pages of subsector data, interview-based problem framing (pp.27-29), MECE recommendations (pp.32-36), then per-subsector implications (pp.38-42). Strong on action titles and MECE; weaker on narrative tension, hooks, or a single big-idea climax — typical of a diagnostic study rather than a persuasive pitch.",
    "imagesInspected": 10,
    "extractionSeconds": 353.15173
  },
  "score": {
    "backend": "codex",
    "scoredAt": "2026-05-02 15:24:30.875+00",
    "subScores": {
      "scqa_arc": 63,
      "action_titles": 82,
      "mece_structure": 72,
      "closing_strength": 48,
      "evidence_quality": 82,
      "clarity_of_thesis": 68,
      "production_quality": 74,
      "visual_storytelling": 76
    },
    "totalScore": 71,
    "coveragePct": 100,
    "explanations": {
      "scqa_arc": "The flow has Situation in slides 2-17, Complication in slides 19 and 28-29, and Answer in slides 30-36, but the core Question is implicit and the repeated agenda pattern makes parts feel like an analytical dump.",
      "action_titles": "Most analytic slides use insight-bearing titles, for example slide 9, \"NYC television production has doubled since 2002, now accounting for $3b in spend and employing ~30k people,\" though slides 2, 3, 5 and repeated agenda slides are topic labels.",
      "mece_structure": "The deck is mostly MECE through scoped boundaries on slide 4 and subsector sections, but future-positioning, development-area, and subsector-recommendation sections overlap in slides 27-42.",
      "closing_strength": "The deck closes on slide 42 with a digital talent finding and callout rather than a final integrated recommendation, prioritized action plan or explicit next steps.",
      "evidence_quality": "Claims are well supported by spend, employment, revenue, VC, tables, footnotes and interview quotes across slides 6-24 and 27-36, although some policy recommendations rely mainly on qualitative interview synthesis.",
      "clarity_of_thesis": "The central argument is inferable by slide 3 from the Executive Summary, but slides 1-5 frame the work as evaluation and agenda rather than stating a crisp declarative thesis.",
      "production_quality": "BCG-style layouts, footnotes and action-title density are strong, but repeated agenda slides, long headlines, dense pages and the slide 32 typo \"indentify\" keep production quality below top-tier.",
      "visual_storytelling": "The deck generally matches message to medium with charts on slides 6, 9, 16, 21 and 24, a timeline on slide 25 and recommendation matrices later, but dense tables and overcrowding on slide 9 reduce narrative immediacy."
    },
    "slidesAnalyzed": 42
  },
  "review": {
    "backend": null,
    "verdict": "A competent sector-scan deliverable with strong slide-level action titles but weak narrative architecture — use the analytical slides (p.6-25) as a teaching example for quantified action titles, not the overall structure.",
    "reviewedAt": "2026-04-24 13:46:02+00",
    "slidesSeen": 42,
    "suggestions": [
      "Collapse the 10 agenda slides into 4-5 real section dividers that each state the pillar's takeaway (e.g. 'Film: growing on incentives' rather than 'Agenda')",
      "Rewrite p.3 as a SCQA thesis slide — lead with the recommendation ('NYC must double down on digital + post-production talent to defend its $80bn sector') before the analytical build-up",
      "Replace the subsector-by-subsector ending (p.38-42) with a single consolidated recommendation matrix: four pillars × owner × timeline × expected impact"
    ],
    "closingScore": 50,
    "openingScore": 55,
    "topStrengths": [
      "Action titles on analytical slides are consistently insight-bearing with quantified deltas (p.6, p.9, p.10, p.17, p.21)",
      "Clean MECE subsector decomposition — film, TV, publishing, advertising, digital — each gets its own analysis block",
      "Callouts reinforce the action title rather than repeating it (e.g. p.7 '20% job growth v. 5% decline elsewhere' supports the 'growth in face of decline' title)"
    ],
    "topWeaknesses": [
      "10 redundant 'Agenda' slides (p.5, 8, 13, 15, 18, 20, 22, 26, 31, 37) — roughly 24% of the deck is navigation chrome",
      "Recommendations are fragmented across p.30, 34, 35, 36, 40 with no consolidated 'so-what' slide tying them together",
      "Opening never frames a decision or tension — p.3 'Executive Summary' is a label, not a thesis; reader reaches p.27 before seeing any 'advantages/concerns' framing"
    ],
    "narrativeScore": 58,
    "pillarCritique": "There are no explicit divider slides — instead the deck uses repeated 'Agenda' slides (p.5, 8, 13, 15, 18, 20, 22, 26, 31, 37) as section breaks, which signals MECE intent by subsector (film, TV, publishing, advertising, digital) but wastes 10 pages on navigation chrome without ever naming the pillars on the divider itself.",
    "closingCritique": "The deck ends with five subsector summary slides (p.38-42) rather than a consolidated call-to-action; p.36 ('MOME should coordinate all talent efforts...') is the closest to an ask, but it's buried mid-deck and the final slide is a diagnostic observation about talent, not next steps or an owner/timeline.",
    "openingCritique": "Slide 3 is a one-page Executive Summary which is good, but slides 1-2 and 4-5 are pure scaffolding (cover, 'Introduction', 'Defining boundaries', 'Agenda') with no hook, stakes, or tension — the reader knows the size but not why it matters or what decision is at stake.",
    "extractionSeconds": 62.544277,
    "narrativeCritique": "The deck has a rough setup (context p.1-5) → analysis-heavy middle (p.6-25) → soft recommendation tail (p.30-42), but the analytical section dominates for 20+ pages before any insight is synthesized, and the 'resolution' act is diffused across four subsector takeaway slides rather than landing a single punchline. There's no clear tension or 'Complication' — the deck reads as a sector scan, not a story.",
    "titleQualityScore": 72,
    "titleQualityCritique": "Most data slides use strong declarative action titles with embedded metrics (e.g. p.6 'Filmed production industry direct spend has increased 70% since 2002', p.9 'NYC television production has doubled since 2002, now accounting for $3b in spend'), but front-matter and synthesis slides fall back to topic labels ('Introduction', 'Executive Summary', 'Agenda', 'Defining boundaries...')."
  },
  "activistThesis": null,
  "pitchdeck": {
    "metadata": null,
    "profile": null
  },
  "slides": [
    {
      "page": 1,
      "type": "setup",
      "function": "front_matter",
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      "rawType": "cover",
      "block": null,
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