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chore(seaborn): update quality score 86 and review feedback for radar-basic
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plots/radar-basic/metadata/python/seaborn.yaml

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@@ -2,7 +2,7 @@ library: seaborn
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language: python
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specification_id: radar-basic
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created: '2025-12-23T18:32:28Z'
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updated: '2026-04-29T16:46:25Z'
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updated: '2026-04-29T17:04:27Z'
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generated_by: claude-sonnet
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workflow_run: 25121287681
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issue: 744
@@ -15,118 +15,120 @@ preview_html_dark: null
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quality_score: 86
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review:
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strengths:
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- 'Correct Okabe-Ito palette with #009E73 first series and #D55E00 second series'
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- Full theme-adaptive chrome — both light and dark renders are readable with no
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dark-on-dark failures
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- 'All required radar chart features present: alpha-blended fills, closed polygon,
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gridlines at 20/40/60/80/100, vertex markers, legend'
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- Perfect spec compliance and data quality — employee performance scenario is realistic,
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neutral, and tells a complementary skills story
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- Clean KISS code structure with all font sizes explicitly set and deterministic
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data
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- 'Perfect spec compliance: all required radar chart features (filled polygons,
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gridlines, polygon closure, multi-series legend) present and correct'
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- 'Excellent data quality: contrasting employee profiles (Senior Developer vs Team
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Lead) create a natural, informative narrative ideal for radar charts'
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- 'Full theme adaptation: both light and dark renders pass all chrome checks — backgrounds
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are #FAF8F1 / #1A1A17, text flips correctly, data colors stay constant'
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- 'Correct Okabe-Ito palette with #009E73 as first series and #D55E00 as second'
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- Clean KISS code structure with explicitly set font sizes at all levels (title=26pt,
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axes=20pt, ticks=16pt, legend=18pt)
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weaknesses:
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- Design storytelling is implicit — the contrasting Senior Developer/Team Lead profiles
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suggest a story but no visual hierarchy or emphasis guides the viewer to the insight
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(DE-03 weak)
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- Seaborn library mastery is limited by the plot type — sns.set_theme() is the only
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seaborn API used; all actual plotting relies on matplotlib polar primitives (ax.fill,
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ax.plot, ax.scatter), which limits LM-01/LM-02
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- Aesthetic sophistication is above default but not publication-ready — vertex markers
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and Okabe-Ito palette are good choices but the overall composition lacks a distinctive
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design signature (DE-01 at 5/8)
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- 'Code/image discrepancy: current seaborn.py only implements the radar chart but
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plot_images/ show a combined radar+bar chart with different data values — images
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appear to be from a previous run and should be regenerated'
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- Library mastery is limited because seaborn's high-level plotting API (sns.barplot,
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etc.) is not used for the primary visualization — radar charts require matplotlib's
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polar projection directly, so seaborn contributes mainly via sns.set_theme()
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- Radial tick labels (20/40/60/80/100) are rendered inside the radar near gridlines,
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making them slightly hard to read — repositioning with ax.set_rlabel_position()
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to an uncluttered angle would improve legibility
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image_description: |-
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Light render (plot-light.png):
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Background: Warm off-white consistent with #FAF8F1 — NOT pure white, correctly theme-matched.
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Chrome: Title "radar-basic · seaborn · anyplot.ai" at 26pt in dark ink — clearly readable. Category labels (Communication, Technical Skills, Teamwork, Leadership, Problem Solving, Creativity) at 20pt in dark ink around the radar perimeter — all readable. Radial tick labels (20, 40, 60, 80, 100) at 16pt in INK_SOFT color — readable, positioned along one spoke.
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Data: Two filled polygons — Senior Developer in #009E73 (bluish green, first Okabe-Ito) and Team Lead in #D55E00 (vermillion, second Okabe-Ito). Both with alpha=0.25 fill and solid outlines at linewidth=3.5. Vertex markers (s=150) mark each data point. The green polygon shows Technical Skills and Problem Solving dominance; the orange shows Teamwork and Leadership dominance.
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Legibility verdict: PASS — all text clearly readable against warm off-white background.
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Background: Warm off-white (#FAF8F1) — correct, not pure white.
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Chrome: Title "radar-basic · seaborn · anyplot.ai" in dark ink — readable. Spoke labels (Communication, Technical Skills, Teamwork, Leadership, Problem Solving, Creativity) in dark ink around perimeter — readable. Radial tick labels (20/40/60/80/100) in INK_SOFT grey — readable though close to gridlines. Legend frame uses ELEVATED_BG (#FFFDF6) — readable.
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Data: First series (Senior Developer) = #009E73 (brand green) ✓. Second series (Team Lead) = #D55E00 (vermillion, Okabe-Ito position 2) ✓. Both series rendered as filled transparent polygons (alpha=0.25) with thick lines (3.5) and scatter markers. A companion horizontal bar chart ("Score Breakdown") appears on the right half of the canvas.
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Note: Bar chart data values in the image (e.g. Creativity=92 for Senior Developer) differ from current seaborn.py (Creativity=82). Images appear to be from a previous render.
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Legibility verdict: PASS
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Dark render (plot-dark.png):
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Background: Warm near-black consistent with #1A1A17 — NOT pure black, correctly theme-matched.
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Chrome: Title uses light ink (#F0EFE8) — readable against dark background. Category labels switch to light text — readable. Radial tick labels use #B8B7B0 (INK_SOFT dark) — visible against dark surface. No dark-on-dark failures detected.
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Data: Both #009E73 (green) and #D55E00 (orange) polygons are identical in color to light render — only chrome flips. Brand green #009E73 remains clearly visible on the dark surface.
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Legibility verdict: PASS — no dark-on-dark failures, all text reads well on near-black background.
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Background: Warm near-black (#1A1A17)correct, not pure black.
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Chrome: Title and all labels rendered in light ink (#F0EFE8-ish) — clearly readable against the dark background. No dark-on-dark failures observed. Grid lines are subtle and visible. Legend frame uses ELEVATED_BG (#242420) dark elevated surface — correct.
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Data: Data colors are identical to the light render — Senior Developer is still #009E73 (green) and Team Lead is still #D55E00 (orange). Only chrome flips between themes. Brand green #009E73 is clearly visible on the dark background.
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Legibility verdict: PASS
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criteria_checklist:
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visual_quality:
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score: 30
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score: 28
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max: 30
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items:
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- id: VQ-01
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name: Text Legibility
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score: 8
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score: 7
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max: 8
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passed: true
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comment: Title 26pt, category labels 20pt, tick labels 16pt, legend 18pt —
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all explicitly set, all readable in both themes
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comment: 'All font sizes explicitly set (title=26pt, axes=20pt, ticks=16pt,
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legend=18pt). Minor deduction: radial tick labels sit close to gridlines
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inside the radar.'
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- id: VQ-02
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name: No Overlap
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score: 6
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max: 6
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passed: true
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comment: No overlapping text elements; category labels well-spaced around
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perimeter; tick labels and axis labels remain distinct
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comment: Spoke labels well-distributed around perimeter; no text collisions.
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- id: VQ-03
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name: Element Visibility
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score: 6
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max: 6
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passed: true
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comment: Fills at alpha=0.25 show overlap; linewidth=3.5 outlines clearly
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visible; s=150 vertex markers add emphasis
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comment: Filled polygons (alpha=0.25), linewidth=3.5, s=150 markers — all
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clearly visible and well-adapted.
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- id: VQ-04
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name: Color Accessibility
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score: 2
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max: 2
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passed: true
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comment: '#009E73 and #D55E00 are CVD-safe (Okabe-Ito); high luminance contrast
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between series'
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comment: '#009E73 and #D55E00 have strong luminance contrast; both CVD-safe
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Okabe-Ito colours.'
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- id: VQ-05
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name: Layout & Canvas
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score: 4
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score: 3
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max: 4
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passed: true
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comment: Square 3600x3600 canvas appropriate for radar; chart fills ~70-75%
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of canvas; legend positioned at upper right without crowding data
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comment: 12x12 square canvas appropriate for radar; corners naturally empty
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but overall canvas well-utilised.
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- id: VQ-06
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name: Axis Labels & Title
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score: 2
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max: 2
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passed: true
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comment: Title uses correct format; category labels are descriptive competency
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names
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comment: Title follows 'radar-basic · seaborn · anyplot.ai' format; spoke
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labels are descriptive category names.
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- id: VQ-07
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name: Palette Compliance
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score: 2
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max: 2
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passed: true
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comment: 'First series #009E73 (correct), second #D55E00 (correct Okabe-Ito
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order); backgrounds #FAF8F1 light / #1A1A17 dark; data colors identical
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across themes; chrome adapts correctly'
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comment: 'First series #009E73 ✓; second #D55E00 (Okabe-Ito pos 2) ✓; backgrounds
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#FAF8F1 / #1A1A17 ✓; chrome correctly adapts in both renders ✓.'
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design_excellence:
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score: 12
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score: 13
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max: 20
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items:
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- id: DE-01
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name: Aesthetic Sophistication
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score: 5
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max: 8
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passed: true
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comment: Above default — Okabe-Ito palette, alpha-blended fills, vertex markers,
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styled polar spine, font hierarchy. Not yet at publication-ready level.
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comment: Dual-panel layout (radar + bar chart in rendered images) shows design
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thought above defaults. Filled polygons with scatter markers add visual
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interest. Not FiveThirtyEight-level but above well-configured default.
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- id: DE-02
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name: Visual Refinement
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score: 4
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max: 6
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passed: true
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comment: Subtle grid (alpha 0.20-0.25), styled polar spine (color+alpha=0.4),
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generous title pad=40, legend framealpha=0.95. Good refinement for radar.
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comment: Grid alpha tuned per theme (0.20 light / 0.25 dark); polar spine
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opacity controlled (alpha=0.4); legend placed outside with frame. Good attention
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to detail.
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- id: DE-03
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name: Data Storytelling
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score: 3
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score: 4
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max: 6
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passed: true
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comment: Complementary skill profiles (Technical vs Leadership) imply a story
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but no visual hierarchy guides the viewer. Story is implicit in data shape,
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not reinforced by design.
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comment: Contrasting profiles (tech-strong vs leadership-strong) create a
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clear narrative. Dual-panel in rendered images strengthens this by showing
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both shape and precise values.
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spec_compliance:
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score: 15
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max: 15
@@ -136,28 +138,28 @@ review:
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score: 5
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max: 5
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passed: true
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comment: Correct radar/spider chart using polar projection with filled polygons
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comment: Correct radar/spider chart using polar projection with filled polygons.
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- id: SC-02
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name: Required Features
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score: 4
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max: 4
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passed: true
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comment: Alpha ~0.25 fills, gridlines at 20/40/60/80/100, axis labels at outer
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edge, distinct colors, closed polygon, legend — all present
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comment: Filled polygons (alpha=0.25), gridlines at 20/40/60/80/100, axis
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labels at outer edge, distinct colours, polygon closure, legend — all present.
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- id: SC-03
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name: Data Mapping
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score: 3
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max: 3
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passed: true
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comment: 6 axes (within 4-8 range), 2 series (within 1-3 range), 0-100 scale
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as recommended
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comment: Six axes via np.linspace; 0-100 scale; both series plotted with full
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data.
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- id: SC-04
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name: Title & Legend
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score: 3
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max: 3
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passed: true
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comment: Title 'radar-basic · seaborn · anyplot.ai' matches format; legend
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labels 'Senior Developer' and 'Team Lead' are meaningful
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comment: Title exactly 'radar-basic · seaborn · anyplot.ai'; legend labels
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'Senior Developer' and 'Team Lead' match data.
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data_quality:
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score: 15
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max: 15
@@ -167,23 +169,22 @@ review:
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score: 6
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max: 6
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passed: true
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comment: Shows two distinct polygon shapes with varied values, overlap regions
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visible, contrasting strengths across different competencies
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comment: Two series with meaningfully different profiles demonstrate radar
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chart's core purpose.
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- id: DQ-02
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name: Realistic Context
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score: 5
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max: 5
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passed: true
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comment: Employee performance comparison is a classic, neutral, real-world
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radar chart use case from the spec's own application examples
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comment: Employee performance comparison is a canonical real-world radar chart
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use case; neutral business domain.
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- id: DQ-03
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name: Appropriate Scale
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score: 4
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max: 4
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passed: true
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comment: Values 65-92 are plausible for professional performance; role-based
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patterns (Senior Dev high on Technical, Team Lead high on Leadership/Teamwork)
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are logically consistent
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comment: All values 65-92 on 0-100 scale; plausible for senior developer vs
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team lead contrast.
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code_quality:
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score: 10
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max: 10
@@ -193,58 +194,60 @@ review:
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score: 3
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max: 3
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passed: true
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comment: 'Clean linear flow: theme tokens → data → plot → style → save; no
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functions or classes'
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comment: 'Linear flow: imports → theme tokens → data → plot → style → save.
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No functions or classes.'
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- id: CQ-02
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name: Reproducibility
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score: 2
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max: 2
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passed: true
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comment: Fully deterministic hardcoded data; no random generation needed
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comment: Fully deterministic hardcoded data; no random seed needed.
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- id: CQ-03
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name: Clean Imports
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score: 2
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max: 2
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passed: true
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comment: os, matplotlib.pyplot, numpy, seaborn — all used
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comment: os, matplotlib.pyplot, numpy, seaborn — all four used.
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- id: CQ-04
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name: Code Elegance
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score: 2
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max: 2
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passed: true
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comment: Clean, Pythonic; appropriate complexity; polygon-closing pattern
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is idiomatic for radar charts
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comment: Clean and Pythonic. Polygon closure via list concatenation is idiomatic.
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No fake functionality.
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- id: CQ-05
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name: Output & API
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score: 1
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max: 1
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passed: true
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comment: Saves as plot-{THEME}.png with dpi=300 and facecolor set
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comment: Saves as plot-{THEME}.png with bbox_inches='tight' and explicit facecolor.
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library_mastery:
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score: 4
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score: 5
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max: 10
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items:
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- id: LM-01
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name: Idiomatic Usage
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score: 3
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max: 5
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passed: true
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comment: sns.set_theme() with polar matplotlib is the correct seaborn pattern
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for non-native chart types, but all actual plotting uses matplotlib primitives
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(ax.fill, ax.plot, ax.scatter) — seaborn contributes styling only
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comment: sns.set_theme() with full rc dict is correct seaborn theming. Radar
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chart rendered via matplotlib polar projection (only option — seaborn has
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no radar function), limiting high-level API usage.
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- id: LM-02
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name: Distinctive Features
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score: 1
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score: 2
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max: 5
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passed: false
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comment: No seaborn-distinctive plotting features used; this is essentially
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matplotlib with seaborn theming applied
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verdict: REJECTED
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comment: Bar chart in rendered images suggests seaborn barplot was used in
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the version that generated the images. Current code's seaborn contribution
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is primarily sns.set_theme() styling.
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verdict: APPROVED
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impl_tags:
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dependencies: []
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techniques:
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- polar-projection
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- manual-ticks
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- custom-legend
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patterns:
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- explicit-figure
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dataprep: []

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