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chore(makie): update quality score 92 and review feedback for scatter-color-mapped
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plots/scatter-color-mapped/implementations/julia/makie.jl

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# anyplot.ai
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# scatter-color-mapped: Color-Mapped Scatter Plot
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# Library: makie 0.21.9 | Julia 1.11.9
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# Quality: 85/100 | Created: 2026-09-05
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# Quality: 92/100 | Created: 2026-09-05
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using CairoMakie
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using Colors

plots/scatter-color-mapped/metadata/julia/makie.yaml

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language: julia
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specification_id: scatter-color-mapped
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created: '2026-09-05T14:07:02Z'
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updated: '2026-09-05T14:11:48Z'
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updated: '2026-09-05T14:40:09Z'
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generated_by: claude-sonnet
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workflow_run: 33970269271
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issue: 2004
@@ -12,124 +12,125 @@ preview_url_light: https://storage.googleapis.com/anyplot-images/plots/scatter-c
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preview_url_dark: https://storage.googleapis.com/anyplot-images/plots/scatter-color-mapped/julia/makie/plot-dark.png
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preview_html_light: null
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preview_html_dark: null
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quality_score: 85
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quality_score: 92
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review:
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strengths:
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- Correct Imprint sequential colormap (brand green → blue) built with cgrad and
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bound directly to the Colorbar via the scatter plot object, the idiomatic Makie
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pattern
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- Theme-adaptive chrome is threaded through every element (title, axis labels, ticks,
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spines, grid, colorbar) and is correct in both the light and dark renders
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- Marker halo (strokecolor = PAGE_BG, strokewidth = 0.75) is a thoughtful theme-adaptive
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touch that separates overlapping points without adding a fixed color
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- Clean KISS script structure, reproducible via Random.seed!(42), correct canonical
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title format, and exact 3200×1800 canvas size
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- Marker alpha (0.85) added exactly as the spec's own note suggests ("consider transparency
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if points overlap significantly"), softening the previously flagged overlapping
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clusters
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- New translucent heatmap backdrop of the noise-free spatial trend gives the plot
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an immediate, at-a-glance sense of the eastward concentration gradient, directly
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resolving the prior review's DE-03 (no visual hierarchy) weakness
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- Colorbar bound directly to the scatter plot object (`Colorbar(fig[1,2], sc; ...)`),
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the idiomatic Makie pattern
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- Theme-adaptive chrome (title, axis labels, ticks, spines, grid, colorbar, marker
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halo) correctly threaded through every element in both renders, confirmed by an
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independent re-render of the exact commit
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- Clean KISS structure, reproducible via `Random.seed!(42)`, correct canonical title,
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exact 3200x1800 canvas
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- Realistic, neutral geoscience scenario (mineral concentration over a survey grid)
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with sensible units and value ranges
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with sensible units and ranges
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weaknesses:
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- 'Data storytelling is minimal (DE-03): the engineered easting-based concentration
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gradient is present in the data but not visually emphasized — consider a subtle
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annotation, callout, or slightly stronger visual hierarchy so the viewer immediately
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sees the spatial trend'
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- A handful of marker pairs overlap in dense clusters (e.g. near easting~15/northing~75
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and easting~90/northing~62); consider a touch of alpha (<1) alongside the existing
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stroke halo to better handle overlap, per the spec's own note to 'consider transparency
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if points overlap significantly'
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- Library Mastery is only generically Makie-idiomatic — the scatter+Colorbar pairing
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could use in the same way in most libraries; leverage a more Makie-distinctive
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feature (e.g. layout/grid customization, `axislegend`, or a Makie-specific recipe)
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to better showcase the library
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- Aesthetic sophistication (DE-01) reads as a well-configured, compliant default
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rather than a design with clear intentional hierarchy — consider a stronger focal
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point or refined typography pass
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- The new heatmap backdrop uses colorrange = extrema(trend_zs) while the scatter/colorbar
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use a fixed colorrange = (5.0, 100.0) -- both layers share the same IMPRINT_SEQ
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colormap and the figure exposes only one Colorbar (bound to the scatter), so identical-looking
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backdrop and marker hues do not necessarily represent the same Mineral Concentration
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(ppm) value. A careful viewer could misread the backdrop as being calibrated to
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the visible colorbar.
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- A handful of marker pairs still visually touch in the densest clusters even with
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alpha=0.85; a slightly smaller markersize (~14) in those regions would fully resolve
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it
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image_description: |-
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Light render (plot-light.png):
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Background: Warm off-white (~#FAF8F1), not pure white and not dark.
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Chrome: Title "scatter-color-mapped · julia · makie · anyplot.ai" in bold dark ink at top; "Easting (m)" and "Northing (m)" axis labels in dark ink; tick labels and colorbar ticks in a softer dark-gray ink; subtle light-gray gridlines on both axes; top/right spines removed, left/bottom kept.
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Data: 250 scatter points colored on the Imprint sequential scale from brand green (#009E73, low concentration) to blue (#4467A3, high concentration), each with a thin off-white halo stroke that separates touching points from the background and from each other. Colorbar on the right labeled "Mineral Concentration (ppm)" with ticks 20-100.
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Legibility verdict: PASS - all title, axis, tick, and colorbar text is clearly readable against the light background.
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NOTE ON ARTIFACTS: The plot_images/plot-light.png and plot_images/plot-dark.png supplied for this review attempt were verified (via pixel diffing) to be stale -- they match the attempt-1 code (commit 118de8ec1, pre-fix: no heatmap backdrop, no marker alpha) rather than the current attempt-2 code (commit 4d119e156). To review the actual PR content, the implementation was independently re-executed with Julia 1.11.9 against the repo's own Project.toml/Manifest.toml (which pins julia_version = "1.11.9" and Makie 0.21.9, matching the file header), producing byte-for-byte-consistent renders for both themes. The description and scoring below are based on that verified, correct rendering of the current code -- NOT the stale plot_images/ files. This is a workflow/CI artifact-refresh issue (impl-review.yml did not regenerate plot_images after the impl-repair commit), not an implementation defect -- no code change is warranted for this in the .jl file.
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Dark render (plot-dark.png):
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Background: Warm near-black (~#1A1A17), not pure black and not light.
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Chrome: Same title, axis labels, and colorbar label now in light ink (~#F0EFE8); tick labels in a softer light-gray ink; gridlines are the same subtle style but light-colored to match the dark surface; spines follow the same L-shaped pattern.
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Data: Identical green-to-blue data colors as the light render, with the marker halo stroke now drawn in the dark page color, confirming only the chrome (not the data colors) flips between themes.
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Legibility verdict: PASS - no dark-on-dark or light-on-light failures observed; all text remains clearly legible against the dark background.
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Light render (verified plot-light.png, current code):
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Background: Warm off-white (#FAF8F1) page background, now overlaid by a subtle (alpha=0.18) translucent heatmap of the noise-free spatial trend, tinting the surface from pale green (low easting, low concentration) toward a pale blue-lavender (high easting, high concentration).
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Chrome: Bold dark-ink title "scatter-color-mapped · julia · makie · anyplot.ai" at top; "Easting (m)" / "Northing (m)" axis labels in dark ink; tick labels and colorbar ticks in softer dark-gray ink; subtle gridlines; top/right spines removed. All chrome remains clearly legible over the tinted backdrop.
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Data: 250 scatter points colored on the Imprint sequential scale (brand green #009E73 -> blue #4467A3), semi-transparent (alpha=0.85) with a thin off-white halo stroke separating touching points. Colorbar on the right labeled "Mineral Concentration (ppm)" with ticks 20-100.
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Legibility verdict: PASS -- all text readable against the light, now gently gradient-tinted background; no light-on-light issues.
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Dark render (verified plot-dark.png, current code):
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Background: Warm near-black (#1A1A17) page background, tinted by the same heatmap layer at reduced opacity into dark teal (west) to dark blue-gray (east).
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Chrome: Same title, axis labels, and colorbar label now in light ink (~#F0EFE8); tick labels in a softer light-gray; gridlines flip to a light, subtle style; spine pattern unchanged.
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Data: Marker colors identical to the light render (green->blue), halo stroke now drawn in the dark page color -- confirming only chrome (and the backdrop's base tone) flips between themes, not the data colors.
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Legibility verdict: PASS -- no dark-on-dark failures; all text remains clearly visible against the tinted dark backdrop.
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criteria_checklist:
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visual_quality:
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score: 28
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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: 7
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max: 8
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passed: true
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comment: All font sizes explicitly set; readable in both themes; title fits
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without clipping
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comment: All text readable in both themes, including over the new tinted heatmap
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backdrop
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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 in either render
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comment: No collisions between text elements
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- id: VQ-03
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name: Element Visibility
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score: 5
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score: 6
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passed: true
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comment: Markersize 16 with halo stroke works well for n=250, but a few dense
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clusters overlap
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comment: Marker alpha=0.85 added this attempt resolves the prior overlap-visibility
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weakness
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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: Green-to-blue sequential scale is CVD-safe and has good contrast
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comment: Green-blue sequential scale, adequate contrast, no red-green as sole
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signal
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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: Balanced margins, correct 3200x1800 canvas, nothing cut off
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comment: Exact 3200x1800 canvas, balanced proportions, no overflow or cutoff
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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: Easting (m) / Northing (m) are descriptive with units
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comment: Descriptive labels with units (Easting/Northing in m, ppm colorbar)
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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: imprint_seq colormap used correctly for single-polarity data; theme-correct
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chrome in both renders
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comment: Only the Imprint-derived sequential cgrad used for both heatmap and
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scatter; correct theme backgrounds
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design_excellence:
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score: 10
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score: 16
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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: 4
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score: 6
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max: 8
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passed: false
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comment: Well-configured, style-guide-compliant look; halo stroke is a nice
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touch but overall reads as a competent default rather than a distinctive
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design
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passed: true
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comment: Layered heatmap-trend + scatter with a shared color language reads
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as an intentional, more distinctive design than a bare scatter+colorbar
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- id: DE-02
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name: Visual Refinement
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score: 4
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score: 5
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max: 6
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passed: true
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comment: Spines removed, subtle grid, theme-adaptive marker halo show attention
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to detail
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comment: Spines removed, subtle theme-adaptive grid, refined marker halo,
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smooth backdrop blending
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- id: DE-03
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name: Data Storytelling
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score: 2
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score: 5
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max: 6
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passed: false
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comment: The engineered spatial gradient in the data is not visually emphasized;
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viewer must find the trend themselves
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passed: true
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comment: The spatial concentration gradient now reads at a glance via the
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backdrop, not just via the colorbar; docked slightly because the backdrop's
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colorrange isn't calibrated to the shared colorbar
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spec_compliance:
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score: 15
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max: 15
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score: 5
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passed: true
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comment: Correct color-mapped scatter plot
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comment: Correct color-mapped scatter
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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: Colorbar with clear label, perceptually-appropriate colormap, moderate
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marker size
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comment: Perceptually-uniform colormap, labeled colorbar, moderate point size,
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transparency for overlap -- all spec notes satisfied
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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: x=Easting, y=Northing, color=concentration, all data visible
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comment: X/Y/color mapped correctly, full data range shown
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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 matches the canonical format exactly; no separate legend needed
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(colorbar substitutes)
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comment: Canonical title format; colorbar label matches the mapped variable
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data_quality:
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score: 15
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score: 14
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max: 15
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items:
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- id: DQ-01
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name: Feature Coverage
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score: 6
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score: 5
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max: 6
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passed: true
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comment: Full concentration range 5-100ppm with realistic spatial variation
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is shown
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comment: Covers the plot type well; docked slightly because the auxiliary
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heatmap layer isn't on the same colorrange as the shared colorbar it visually
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implies
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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: Neutral, plausible mineral-survey geoscience scenario
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comment: Neutral, plausible geoscience survey scenario
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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: Easting/northing extents and ppm values are sensible for the domain
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comment: 5-100 ppm concentration range is sensible for the domain
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code_quality:
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score: 10
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max: 10
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score: 3
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max: 3
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passed: true
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comment: Imports -> data -> plot -> save, no functions/classes
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comment: No functions/classes beyond the one-line trend() helper
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- id: CQ-02
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name: Reproducibility
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score: 2
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score: 2
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max: 2
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passed: true
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comment: CairoMakie, Colors, Random all used
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comment: CairoMakie, Colors, Random -- all 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: Appropriate complexity, no fake functionality
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comment: No fake UI, appropriate complexity
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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: save("plot-$(THEME).png", fig; px_per_unit = 2), current API
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comment: Saves plot-$(THEME).png with px_per_unit=2
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library_mastery:
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score: 7
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score: 8
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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: 5
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max: 5
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passed: true
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comment: Figure/Axis/scatter!/Colorbar with the plot object bound directly
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to Colorbar is the idiomatic Makie pattern
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comment: Colorbar bound directly to the plot object, the idiomatic Makie pattern
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- id: LM-02
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name: Distinctive Features
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score: 2
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score: 3
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max: 5
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passed: false
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comment: Generic scatter+colorbar usage; no feature unique to Makie beyond
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the standard pattern
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verdict: REJECTED
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passed: true
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comment: Layering heatmap! under scatter! with a shared colormap is a nice
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compositional touch, though not something unique to Makie specifically
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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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- colorbar
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- layer-composition
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patterns:
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- data-generation
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- matrix-construction
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dataprep: []
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styling:
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- custom-colormap
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- alpha-blending
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- edge-highlighting

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