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chore(letsplot): update quality score 87 and review feedback for lollipop-basic
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plots/lollipop-basic/implementations/python/letsplot.py

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"""anyplot.ai
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""" anyplot.ai
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lollipop-basic: Basic Lollipop Chart
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Library: letsplot 4.9.0 | Python 3.14.4
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Library: letsplot 4.11.0 | Python 3.13.14
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Quality: 87/100 | Updated: 2026-07-01
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"""
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# Per-library metadata for letsplot implementation of lollipop-basic
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# Auto-generated by impl-generate.yml
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library: letsplot
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language: python
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specification_id: lollipop-basic
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created: '2025-12-23T15:13:47Z'
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updated: '2026-07-01T06:05:13Z'
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updated: '2026-07-01T06:12:18Z'
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generated_by: claude-sonnet
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workflow_run: 28496941908
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issue: 934
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preview_url_dark: https://storage.googleapis.com/anyplot-images/plots/lollipop-basic/python/letsplot/plot-dark.png
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preview_html_light: https://storage.googleapis.com/anyplot-images/plots/lollipop-basic/python/letsplot/plot-light.html
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preview_html_dark: https://storage.googleapis.com/anyplot-images/plots/lollipop-basic/python/letsplot/plot-dark.html
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quality_score: null
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quality_score: 87
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review:
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strengths: []
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weaknesses: []
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strengths:
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- 'Correct lollipop implementation: geom_segment (stems) + geom_point (markers)
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with proper baseline-to-value segment mapping'
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- 'Perfect theme adaptation: both renders use correct backgrounds (#FAF8F1 light
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/ #1A1A17 dark) with all chrome tokens flipping correctly'
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- 'Brand green #009E73 used correctly as the single-series color, identical across
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both themes'
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- Realistic, neutral retail product dataset sorted ascending — creates a natural
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left-to-right ranking story
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- Idiomatic lets-plot grammar-of-graphics pattern with layer_tooltips() leveraging
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the library's interactive HTML export
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- Clean KISS code structure with no functions/classes, all imports used, deterministic
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data
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- Y-only horizontal grid, no x-grid — appropriate restraint for a categorical lollipop
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chart
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weaknesses:
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- 'DE-01 (4/8): Visual result reads as a well-configured library default — no elements
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distinguish this as publication-quality. The stems and markers use a single flat
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green with no tonal variation, size graduation, or emphasis hierarchy that would
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lift it above a basic chart.'
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- 'DE-02 (4/6): Visual refinement is partial. theme_minimal() removes top/right
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spines but axis_line re-adds both axis borders. Consider removing the axis lines
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on the x-axis (bottom border) or at minimum softening them further. No additional
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polish (e.g., no subtle marker stroke, no spacing tweak between stem and dot).'
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- 'DE-03 (3/6): The ascending sort communicates ranking but no visual emphasis highlights
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the story — e.g., the top performer (Electronics) or bottom performer (Beauty)
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could be accented with a slightly larger dot, a data label, or a different shade
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to guide the viewer''s attention to the insight.'
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- 'VQ-01 (7/8): The rotated 45° x-axis tick labels are slightly crowded in the bottom
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margin — particularly ''Home & Garden'' which is longer than the others. A slightly
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shorter label (''Home/Garden'') or a touch more bottom margin 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 #FAF8F1 — correct anyplot light surface.
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Chrome: Centered title "lollipop-basic · python · letsplot · anyplot.ai" in dark ink (#1A1A17), clearly readable. Y-axis label "Sales ($)" in dark ink, rotated vertically. X-axis label "Product Category" in dark ink. Tick labels (y: "0", "10,000" … "50,000"; x: 8 category names rotated 45°) in muted dark ink (#4A4A44). All text readable.
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Data: Eight lollipops in brand green (#009E73). Thin vertical stems (geom_segment) rise from baseline 0 to each value; large circular markers (geom_point) sit at the tip. Sorted ascending left-to-right: Beauty (~$9,800) through Electronics (~$45,200). Subtle horizontal-only grid lines at each y-tick interval.
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Legibility verdict: PASS — all text clearly readable against the warm off-white background.
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Dark render (plot-dark.png):
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Background: Warm near-black #1A1A17 — correct anyplot dark surface.
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Chrome: Title, axis labels, and tick labels all render in light near-white (#F0EFE8 primary, #B8B7B0 secondary). Grid lines appear as subtle dark-gray lines (#3A3A34) against the near-black surface. All text clearly readable; no dark-on-dark failures observed.
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Data: Brand green (#009E73) lollipops are identical in hue to the light render — same stems, same markers, same sorted arrangement. Green reads well on the near-black surface.
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Legibility verdict: PASS — all text clearly readable against the warm near-black background; no dark-on-dark or near-invisible elements.
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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: 7
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max: 8
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passed: true
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comment: 'All font sizes explicitly set; both themes render legibly. Minor
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deduction: rotated 45° x-axis labels slightly crowded at bottom, particularly
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''Home & Garden''.'
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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 or data elements. Rotated labels prevent collision.
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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: 8 sparse data points; geom_point(size=10) produces large, prominent
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markers. Stems at size=1.5 are appropriately thin. All elements clearly
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visible in both themes.
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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: 'Single series in #009E73 with high contrast against both #FAF8F1
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and #1A1A17. CVD-safe single hue.'
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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: Canvas gate passed (3200x1800 via ggsize(800,450)+scale=4). Data
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fills ~75% of canvas; good balanced margins. No elements cut off.
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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: 'X: ''Product Category'', Y: ''Sales ($)'' with unit. Title matches
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required format exactly.'
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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: 'Single series #009E73 (Imprint position 1) used correctly. Light
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bg #FAF8F1, dark bg #1A1A17 — both correct. Chrome adapts fully between
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themes. Data colors identical across both renders.'
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design_excellence:
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score: 11
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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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max: 8
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passed: false
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comment: Clean and correct but reads as a well-configured library default.
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Single flat-green color across all 8 lollipops; no tonal variation, no graduated
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sizing, no emphasis hierarchy. Needs more design intentionality to clear
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this bar.
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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: false
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comment: 'Good refinement: y-only grid, no x-grid, theme_minimal removes top/right
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spines. Partially offset: axis_line re-adds visible bottom and left axis
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borders. No marker stroke or additional polish details.'
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- id: DE-03
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name: Data Storytelling
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score: 3
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max: 6
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passed: false
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comment: Ascending sort creates an implicit ranking narrative (slightly above
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default). No visual emphasis highlights the standout performers — no accented
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dot, no value label on the top bar, no color differentiation to guide the
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viewer's eye.
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spec_compliance:
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score: 15
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max: 15
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items:
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- id: SC-01
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name: Plot Type
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score: 5
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max: 5
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passed: true
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comment: 'Correct lollipop chart: geom_segment for stems, geom_point for markers.
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Vertical orientation with baseline at 0.'
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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: Thin stems from baseline to marker value, circular dots at data values,
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vertical orientation, data sorted ascending. 45° rotation handles long category
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labels.
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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: Categories on x-axis, sales values on y-axis. All 8 categories visible.
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Baseline at 0.
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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: ''lollipop-basic · python · letsplot · anyplot.ai'' — exact
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required format. No legend (single series — correct omission).'
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data_quality:
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score: 15
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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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max: 6
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passed: true
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comment: 8 categories spanning a wide value range ($9,800–$45,200) demonstrate
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ascending sort, varying stem heights, and both short and tall lollipops.
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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: Real retail product categories (Electronics, Clothing, Home & Garden,
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Sports, Books, Toys, Grocery, Beauty) — neutral business scenario with comprehensible
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context.
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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: Sales values ($9,800–$45,200) are plausible retail category figures.
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Electronics being highest is realistic. Relative proportions make sense.
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code_quality:
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score: 10
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max: 10
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items:
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- id: CQ-01
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name: KISS Structure
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score: 3
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max: 3
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passed: true
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comment: Linear Imports → Tokens → Data → Plot → Save structure. No functions
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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: All data is hardcoded; no randomness — fully deterministic without
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needing a seed.
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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: All 17 imported symbols are used in the code. No unused imports.
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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. layer_tooltips() is legitimate interactive functionality
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for letsplot (not fake interactivity — AR-08 only applies to static libraries).
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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: Saves plot-{THEME}.png and plot-{THEME}.html. Uses current lets-plot
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API.
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library_mastery:
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score: 7
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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: 4
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max: 5
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passed: true
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comment: 'Uses grammar-of-graphics correctly: ggplot + geom layers + scales
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+ labs + theme composition. scale_x_continuous(breaks, labels) for custom
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categorical axis is idiomatic. ggsize()+ggsave(scale=4) follows the library
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canon.'
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- id: LM-02
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name: Distinctive Features
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score: 3
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max: 5
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passed: true
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comment: layer_tooltips().line('@category').line('Sales|@value_label') is
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a letsplot-specific interactive feature. HTML export alongside PNG leverages
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the library's dual static+interactive output capability — distinctive vs
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static-only libraries.
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verdict: REJECTED
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impl_tags:
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dependencies: []
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techniques:
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- layer-composition
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- hover-tooltips
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- html-export
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- manual-ticks
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patterns: []
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dataprep: []
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styling:
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- grid-styling

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