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          "objective": "Stack remittance, capital, ASI evidence to diagnose investment attraction",
          "confidence": 70,
          "start_page": 31
        },
        {
          "id": 27,
          "slug": "27-cost-of-inaction",
          "end_page": 46,
          "evidence": "Wheel on consumers then 13M extra poor, 33.1M food insecure, GDP per capita drop, weak safety nets.",
          "position": 5,
          "objective": "Quantify rising cost of consumer pressure if status quo persists",
          "confidence": 76,
          "start_page": 39
        },
        {
          "id": 30,
          "slug": "30-2x2-matrix",
          "end_page": 57,
          "evidence": "Wheel then 2x2 sector matrix p.51 then sector growth chart and three driver comparison tables.",
          "position": 6,
          "objective": "Map and diagnose real sector via 2x2 sector matrix and driver tables",
          "confidence": 80,
          "start_page": 47
        },
        {
          "id": 39,
          "slug": "39-benchmark-gap",
          "end_page": 63,
          "evidence": "Education at 0.6% GDP vs 15-20%, healthcare below WHO levels, defence vs global average - gap = opportunity.",
          "position": 7,
          "objective": "Benchmark Nigeria's social spending vs global thresholds",
          "confidence": 78,
          "start_page": 58
        },
        {
          "id": 2,
          "slug": "02-pattern-hunter",
          "end_page": 69,
          "evidence": "Wheel on global pillar then geopolitics chart, AI $15.7T, Nigeria AI ranking, ESG sustainability barriers.",
          "position": 8,
          "objective": "Aggregate global trend evidence shaping Nigeria's 2025",
          "confidence": 68,
          "start_page": 64
        },
        {
          "id": 21,
          "slug": "21-before-after",
          "end_page": 76,
          "evidence": "2024 forecast vs actual table then 2025 outlook icons then ten opportunity grid as the 'after' state.",
          "position": 9,
          "objective": "Contrast 2024 forecast retrospective with 2025 outlook and ten opportunities",
          "confidence": 72,
          "start_page": 71
        },
        {
          "id": 42,
          "slug": "42-hypothesis-test",
          "end_page": 87,
          "evidence": "2024 budget performance, assumption-vs-actual heatmap, MTEF, then feasibility table grading 2025 assumptions.",
          "position": 10,
          "objective": "Test whether 2025 budget assumptions are feasible given 2024 performance",
          "confidence": 74,
          "start_page": 79
        },
        {
          "id": 40,
          "slug": "40-mece-breakdown",
          "end_page": 93,
          "evidence": "Seven imperatives wheel, six business model options grid, four-tier value chain - exhaustive prescriptive menu.",
          "position": 11,
          "objective": "Lay out MECE strategic imperatives, business models and value chain",
          "confidence": 70,
          "start_page": 91
        }
      ],
      "slide_tools": [
        {
          "tools": [
            {
              "id": 123,
              "slug": "opening-hooks",
              "layer": "Slide",
              "evidence": "Cover tagline 'Accelerating momentum at an inflection point'",
              "confidence": 75
            },
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "Large title over dark imagery with subordinate subtitle",
              "confidence": 70
            }
          ],
          "page_number": 1
        },
        {
          "tools": [
            {
              "id": 1,
              "slug": "scqa-framework",
              "layer": "Block",
              "evidence": "Section opener frames Situation 'year of reforms' before Complication block",
              "confidence": 60
            },
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Headline asserts 'a year of reforms and resilience' verdict",
              "confidence": 80
            }
          ],
          "page_number": 4
        },
        {
          "tools": [
            {
              "id": 74,
              "slug": "inductive-reasoning",
              "layer": "Loop",
              "evidence": "First slide of loop assembling 8 KPIs as evidence chunks",
              "confidence": 78
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "8 identical KPI cards in 4x2 grid",
              "confidence": 88
            },
            {
              "id": 165,
              "slug": "picture-superiority-effect",
              "layer": "Slide",
              "evidence": "Each KPI carries an icon",
              "confidence": 70
            },
            {
              "id": 130,
              "slug": "color-strategy",
              "layer": "Slide",
              "evidence": "Red header bands signal positive vs neutral indicators",
              "confidence": 72
            }
          ],
          "page_number": 5
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states GDP resilience despite triple shocks",
              "confidence": 78
            },
            {
              "id": 160,
              "slug": "law-of-proximity",
              "layer": "Slide",
              "evidence": "Two thematic blocks (output, fiscal) clustered visually",
              "confidence": 70
            }
          ],
          "page_number": 6
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Action title quotes 51.3% capitalisation growth insight",
              "confidence": 75
            }
          ],
          "page_number": 7
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Action title summarises price/real-sector dynamics",
              "confidence": 75
            }
          ],
          "page_number": 8
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title quotes the 3.46% Q3 finding directly",
              "confidence": 90
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Shaded background marks contraction period on chart",
              "confidence": 80
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "Red callout against muted chart",
              "confidence": 70
            }
          ],
          "page_number": 9
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states inflation rose to 34.8% with drivers",
              "confidence": 88
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Shaded region marks subsidy-removal regime change",
              "confidence": 78
            }
          ],
          "page_number": 10
        },
        {
          "tools": [
            {
              "id": 2,
              "slug": "mece-principle",
              "layer": "Block",
              "evidence": "Seven mutually exclusive thematic pillars structure the rest of the deck",
              "confidence": 80
            },
            {
              "id": 165,
              "slug": "picture-superiority-effect",
              "layer": "Slide",
              "evidence": "Each segment carries a glyph icon",
              "confidence": 78
            }
          ],
          "page_number": 12
        },
        {
          "tools": [
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "Single red segment isolates fiscal policy focus",
              "confidence": 85
            },
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Callout 'beyond revenue generation' frames slide intent",
              "confidence": 70
            }
          ],
          "page_number": 13
        },
        {
          "tools": [
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "Numbered red header boxes establish reading order",
              "confidence": 70
            }
          ],
          "page_number": 14
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Callout cites 13.8T deficit exceeding 3% Fiscal Responsibility limit",
              "confidence": 80
            }
          ],
          "page_number": 15
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states drivers of 2025 FAAC allocation explicitly",
              "confidence": 85
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Red oval flags 2024 spike caused by reforms",
              "confidence": 80
            }
          ],
          "page_number": 17
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Headline asserts persistent fiscal pressure thesis",
              "confidence": 85
            },
            {
              "id": 129,
              "slug": "chart-selection-guide",
              "layer": "Slide",
              "evidence": "Dual-axis bars+line for revenue/expenditure vs deficit",
              "confidence": 65
            }
          ],
          "page_number": 18
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title links debt to FX dynamics",
              "confidence": 80
            }
          ],
          "page_number": 19
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title interprets yield trend rather than naming chart",
              "confidence": 78
            }
          ],
          "page_number": 20
        },
        {
          "tools": [
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "Red highlight isolates monetary segment",
              "confidence": 85
            },
            {
              "id": 113,
              "slug": "mere-exposure-effect",
              "layer": "Loop",
              "evidence": "Wheel reused as recurring navigation device",
              "confidence": 60
            }
          ],
          "page_number": 21
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title declares FX, price stability and rates as priorities",
              "confidence": 80
            }
          ],
          "page_number": 22
        },
        {
          "tools": [
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "Five numbered nodes ordered visually",
              "confidence": 70
            }
          ],
          "page_number": 23
        },
        {
          "tools": [
            {
              "id": 130,
              "slug": "color-strategy",
              "layer": "Slide",
              "evidence": "Traffic-light green/yellow rates 2025 outlook columns",
              "confidence": 85
            },
            {
              "id": 78,
              "slug": "contrast-pairs",
              "layer": "Loop",
              "evidence": "Pre-May 2023 vs current status comparison",
              "confidence": 65
            }
          ],
          "page_number": 24
        },
        {
          "tools": [
            {
              "id": 130,
              "slug": "color-strategy",
              "layer": "Slide",
              "evidence": "Same green/yellow legend for 2025 outlook",
              "confidence": 85
            }
          ],
          "page_number": 25
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title quotes the $6.2bn September figure",
              "confidence": 82
            }
          ],
          "page_number": 26
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title asserts inflation will ease with rationale",
              "confidence": 78
            },
            {
              "id": 130,
              "slug": "color-strategy",
              "layer": "Slide",
              "evidence": "Color-coded grid of inflation drivers",
              "confidence": 70
            }
          ],
          "page_number": 27
        },
        {
          "tools": [
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Callout boxes flag CBN policy events on FX timeline",
              "confidence": 80
            },
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title forecasts stabilisation in 2025",
              "confidence": 80
            }
          ],
          "page_number": 28
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title argues money supply imbalance undermines policy",
              "confidence": 80
            }
          ],
          "page_number": 29
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title forecasts continued tightening cycle",
              "confidence": 78
            }
          ],
          "page_number": 30
        },
        {
          "tools": [
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "Red segment highlights investments pillar",
              "confidence": 85
            }
          ],
          "page_number": 31
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title names three investment-attraction issues",
              "confidence": 78
            }
          ],
          "page_number": 32
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title forecasts moderate remittance increase",
              "confidence": 78
            }
          ],
          "page_number": 33
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title interprets capital flows trend",
              "confidence": 78
            }
          ],
          "page_number": 34
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title names winning sectors and shrinking ones",
              "confidence": 78
            }
          ],
          "page_number": 35
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title concludes negative real returns deter capital",
              "confidence": 80
            }
          ],
          "page_number": 36
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title forecasts upward ASI trajectory",
              "confidence": 76
            }
          ],
          "page_number": 38
        },
        {
          "tools": [
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "Red segment highlights consumer pillar",
              "confidence": 85
            }
          ],
          "page_number": 39
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states real income erosion, poverty, weak nets",
              "confidence": 80
            }
          ],
          "page_number": 40
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title argues consumers prioritise food essentials",
              "confidence": 76
            }
          ],
          "page_number": 41
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title connects pressure points to purchasing power",
              "confidence": 78
            }
          ],
          "page_number": 42
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title quantifies '13 million more people below poverty line'",
              "confidence": 88
            },
            {
              "id": 224,
              "slug": "singularity-effect",
              "layer": "Slide",
              "evidence": "Headline humanises stat with absolute population count",
              "confidence": 60
            },
            {
              "id": 68,
              "slug": "loss-aversion",
              "layer": "Block",
              "evidence": "Frames stakes as further loss to drive urgency",
              "confidence": 60
            }
          ],
          "page_number": 43
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states '33.1M Nigerians may become food insecure'",
              "confidence": 88
            }
          ],
          "page_number": 44
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title concedes positive impact then qualifies it",
              "confidence": 75
            }
          ],
          "page_number": 45
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title quotes household inflation expectation finding",
              "confidence": 75
            }
          ],
          "page_number": 46
        },
        {
          "tools": [
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "Red highlight on real sector segment",
              "confidence": 85
            }
          ],
          "page_number": 47
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title labels 5 real-sector challenges",
              "confidence": 75
            },
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "Numbered list with color-coded vertical bars",
              "confidence": 65
            }
          ],
          "page_number": 48
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title forecasts PMI improvement",
              "confidence": 78
            }
          ],
          "page_number": 49
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title interprets business inflation expectation",
              "confidence": 78
            }
          ],
          "page_number": 50
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title names dominant sector contributors",
              "confidence": 88
            },
            {
              "id": 159,
              "slug": "contrast-principle",
              "layer": "Slide",
              "evidence": "Red vs black quadrants juxtapose growth profiles",
              "confidence": 80
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "Red Key Insights panel against black/red matrix",
              "confidence": 75
            }
          ],
          "page_number": 51
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title names fastest growing sectors",
              "confidence": 80
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Dashed red box highlights top three sectors",
              "confidence": 78
            }
          ],
          "page_number": 52
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title forecasts trade surplus continuation",
              "confidence": 78
            }
          ],
          "page_number": 53
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title quantifies oil vs non-oil 14x gap",
              "confidence": 82
            }
          ],
          "page_number": 54
        },
        {
          "tools": [
            {
              "id": 130,
              "slug": "color-strategy",
              "layer": "Slide",
              "evidence": "Color-coded matrix headers separate driver pillars",
              "confidence": 70
            }
          ],
          "page_number": 55
        },
        {
          "tools": [
            {
              "id": 130,
              "slug": "color-strategy",
              "layer": "Slide",
              "evidence": "Same color-coded driver pillar header system",
              "confidence": 70
            }
          ],
          "page_number": 56
        },
        {
          "tools": [
            {
              "id": 130,
              "slug": "color-strategy",
              "layer": "Slide",
              "evidence": "Continued color-coded sector driver matrix",
              "confidence": 70
            }
          ],
          "page_number": 57
        },
        {
          "tools": [
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "Red highlight on social pillar segment",
              "confidence": 80
            }
          ],
          "page_number": 58
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title names education, healthcare, insecurity priorities",
              "confidence": 80
            }
          ],
          "page_number": 59
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states education spend inadequate vs OOSC",
              "confidence": 82
            }
          ],
          "page_number": 60
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title benchmarks healthcare below global average",
              "confidence": 80
            }
          ],
          "page_number": 61
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title argues security undermines socio-economic dev",
              "confidence": 78
            }
          ],
          "page_number": 62
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states defense spending is very low",
              "confidence": 76
            }
          ],
          "page_number": 63
        },
        {
          "tools": [
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "Red highlight on global political economy segment",
              "confidence": 80
            }
          ],
          "page_number": 64
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title names three external influences on Nigeria",
              "confidence": 80
            },
            {
              "id": 16,
              "slug": "three-pillars",
              "layer": "Block",
              "evidence": "Three-column pillar structure for global, growth, megatrends",
              "confidence": 78
            }
          ],
          "page_number": 65
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title links easing geopolitics to Nigeria inflation",
              "confidence": 76
            }
          ],
          "page_number": 66
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title names AI as biggest commercial opportunity",
              "confidence": 80
            },
            {
              "id": 165,
              "slug": "picture-superiority-effect",
              "layer": "Slide",
              "evidence": "Regional infographic visualises AI GDP impact",
              "confidence": 70
            }
          ],
          "page_number": 67
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
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      "mece_structure": "Could not evaluate: section structure requires the slide inventory, which was not accessible.",
      "closing_strength": "Could not evaluate: closing slides were not accessible.",
      "evidence_quality": "Could not evaluate: evidence and citations live inside slide bodies, which were not accessible.",
      "clarity_of_thesis": "Could not evaluate: slide-level briefText could not be loaded — file's main content line is ~27,024 tokens, above the Read tool's 25,000-token cap, and the temp-directory path is outside this session's sandbox so it cannot be copied/split for chunked reading.",
      "production_quality": "Could not evaluate: title density, framework consistency, and footnote discipline require slide-level data, which was not accessible.",
      "visual_storytelling": "Could not evaluate: per-slide visual treatment was not accessible."
    },
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      "Add an executive answer-first page at p.2 or p.3 stating the thesis ('Seven issues will define 2025; here are the seven imperatives') so the reader sees the destination before the journey",
      "Rename the seven pillar dividers from the generic 'Key issues for consideration in 2025' to the specific issue ('Pillar 3 of 7 — Attracting investment') so MECE structure is visible at a glance",
      "Collapse the (1/3)(2/3)(3/3) sequences into single synthesis slides with one declarative title each, moving the supporting tables to appendix"
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      "Strong explicit framing slide at p.12-14 announcing 'Six (6) critical fiscal issues' and Section 3 at p.90 numbered '7 Strategic Imperatives' give the deck spine",
      "Closing trio (p.91 imperatives, p.92 business-model options, p.93 value-chain) delivers a real recommend-act sequence rather than ending on appendix"
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      "Heavy use of (1/3)(2/3)(3/3) continuation slides (p.6-8, p.14-16, p.23-25, p.55-57, p.75-76) suggests content was not edited down to one assertion per page",
      "Opening (p.1-10) is context-first; the deck's actual thesis ('seven critical issues') is not surfaced until p.12 — no SCQA hook on the cover or executive page",
      "Two near-duplicate slides on remittances at p.33 and p.37 with identical action titles indicates a missing edit pass"
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    "titleQualityCritique": "Most titles are commendably declarative and insight-bearing — e.g., p.10 'Inflation rose to 34.8% in December 2024 driven by food, hospitalities and transport inflation' and p.43 'Macroeconomic pressure points... may drive additional 13 million people below the national poverty line in 2025' — but recurring topic-label titles like 'Key issues for consideration in 2025' (p.12, 21, 31, 39, 47, 58, 64) and the (1/3)(2/3)(3/3) repeats drag the average down."
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