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in both N and P) with a plausible positive N–P correlation per land-use group
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- 'Clean, idiomatic Makie code: KISS structure, Random.seed!(42) for reproducibility,
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correct save() with px_per_unit=2 for the canonical 3200x1800 canvas'
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weaknesses:
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- 'Design Excellence is generic beyond the marker-shape/stroke touches: no additional
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visual hierarchy or focal point beyond raw color-coded clusters — consider a subtle
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touch such as group-centroid markers, a light trend indicator, or refined legend
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background to lift DE-01/DE-03 toward ''clearly above defaults''.'
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- In the dense Forest cluster (bottom-left, nitrogen 6-18 mg/kg) many opaque markersize=16
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points overlap and fully obscure each other — add slight alpha (e.g. alpha=0.85)
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to the scatter! calls so overlapping points in that cluster stay distinguishable
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(VQ-03).
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- 'Library Mastery is fairly generic (LM-02): the plot could leverage a Makie-distinctive
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feature more strongly, e.g. per-group density contours, direct group labels via
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text! near cluster centroids, or Makie''s layout/legend composition, rather than
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only palette + marker-shape cycling that any library could replicate.'
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image_description: |-
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Light render (plot-light.png):
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Background: Warm off-white, matches #FAF8F1 — not pure white.
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Chrome: Title "scatter-categorical · julia · makie · anyplot.ai" in bold dark ink at top-center, fully visible with no clipping. Axis labels "Soil Nitrogen (mg/kg)" (x) and "Soil Phosphorus (mg/kg)" (y) in dark ink, tick labels in a softer dark gray. Subtle light-gray gridlines on both axes. Legend (Cropland / Grassland / Forest) sits unframed in the bottom-right, in an empty region of the plot with no overlap.
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Data: Three groups clearly separated by both color and marker shape — green circles (Cropland, high N/P, upper right), lavender up-triangles (Grassland, mid-range, diagonal band), blue diamonds (Forest, low N/P, lower left, densest cluster). First series (Cropland) is the correct brand green #009E73. A clear positive N-P correlation is visible within and across groups.
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Legibility verdict: PASS — all text is clearly readable against the light background, no light-on-light issues.
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Dark render (plot-dark.png):
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Background: Warm near-black, matches #1A1A17 — not pure black.
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Chrome: Title, axis labels rendered in light off-white ink; tick labels in a softer light gray; gridlines subtle and light-toned. Legend text is light-colored and unframed, same bottom-right position, no overlap with data.
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Data: Data colors are identical to the light render — same brand green Cropland, lavender Grassland, blue Forest, same marker shapes and positions. Only the chrome (background, text, grid) flipped.
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Legibility verdict: PASS — all text is clearly readable against the dark background, no dark-on-dark failures found; brand green remains vivid and legible on the dark surface.
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criteria_checklist:
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visual_quality:
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score: 29
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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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max: 8
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passed: true
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comment: All font sizes explicitly set (titlesize=20, xlabelsize/ylabelsize=14,
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ticklabelsize=12), matches the Makie per-library skeleton defaults, fully
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readable in both themes with no overflow or clipping
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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 text overlap; legend sits in an empty data region
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- id: VQ-03
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name: Element Visibility
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score: 5
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max: 6
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passed: true
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comment: Markersize=16 visible for 180 points, but the dense Forest cluster
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has fully opaque overlapping markers that obscure each other — add alpha
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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: Three CVD-distinct hues plus redundant marker-shape encoding (circle/triangle/diamond)
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- id: VQ-05
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name: Layout & Canvas
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score: 4
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max: 4
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passed: true
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comment: Plot fills the canvas well with balanced margins; legend near the
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plot; nothing cut off; canvas gate passed at 3200x1800
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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: Descriptive axis labels with units (mg/kg)
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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 (Cropland) is #009E73, canonical Imprint order for
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the rest, identical across themes, correct theme-adaptive backgrounds'
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design_excellence:
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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: false
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comment: Marker-shape variation and background-matched strokes are a nice
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touch above a bare default, but overall still fairly standard — no custom
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