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chore(bokeh): update quality score 90 and review feedback for scatter-marginal
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‎plots/scatter-marginal/implementations/python/bokeh.py‎

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"""anyplot.ai
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""" anyplot.ai
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scatter-marginal: Scatter Plot with Marginal Distributions
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Library: bokeh | Python 3.13
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Quality: pending | Created: 2025-12-26
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Library: bokeh 3.9.0 | Python 3.13.13
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Quality: 90/100 | Updated: 2026-05-09
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"""
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import os

‎plots/scatter-marginal/metadata/python/bokeh.yaml‎

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# Per-library metadata for bokeh implementation of scatter-marginal
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# Auto-generated by impl-generate.yml
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library: bokeh
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language: python
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specification_id: scatter-marginal
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created: '2025-12-26T14:59:10Z'
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updated: '2026-05-09T05:23:23Z'
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updated: '2026-05-09T05:26:23Z'
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generated_by: claude-haiku
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workflow_run: 25592742758
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issue: 2005
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preview_url_dark: https://storage.googleapis.com/anyplot-images/plots/scatter-marginal/python/bokeh/plot-dark.png
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preview_html_light: https://storage.googleapis.com/anyplot-images/plots/scatter-marginal/python/bokeh/plot-light.html
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preview_html_dark: https://storage.googleapis.com/anyplot-images/plots/scatter-marginal/python/bokeh/plot-dark.html
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quality_score: null
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quality_score: 90
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review:
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strengths: []
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weaknesses: []
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strengths:
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- Excellent theme-adaptive styling with no readability issues in either render
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- Proper use of Bokeh layouts and composition patterns for multi-panel visualization
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- Clean, professional typography hierarchy with correct font sizing for 4800×2700px
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canvas
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- 'Data colors (Okabe-Ito #009E73) are consistently applied and accessible'
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- Well-aligned marginal histograms that enhance understanding of distributions
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- Deterministic data generation with clear structure and proper Selenium export
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setup
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weaknesses:
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- Design excellence is solid but not exceptional—meets all requirements without
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distinctive refinement
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- 'Minor domain realism consideration: Height values (20-80cm range) are unconventional
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for Height(cm) variable'
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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 theme surface
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Chrome: Title "scatter-marginal · bokeh · anyplot.ai" in dark ink (28pt), axis labels in dark primary text (22pt), tick labels in soft secondary text (18pt) - all clearly readable
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Data: 200 scatter points in Okabe-Ito green (#009E73) with alpha=0.65, top histogram showing X distribution, right histogram showing Y distribution, both in matching green
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Grid: Subtle grid lines at 0.10 alpha
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Legibility verdict: PASS - all text readable, no light-on-light issues, professional appearance
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Dark render (plot-dark.png):
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Background: Warm near-black (#1A1A17) - correct theme surface
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Chrome: Title in light ink (#F0EFE8), axis labels in light primary text, tick labels in light secondary text (#B8B7B0) - all clearly readable, no dark-on-dark failures
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Data: Identical scatter points and histogram colors as light render (Okabe-Ito green #009E73), properly maintained across theme flip
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Grid: Subtle grid lines visible at 0.10 alpha
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Legibility verdict: PASS - all text readable, brand green visible and accessible, proper theme adaptation
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criteria_checklist:
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visual_quality:
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score: 30
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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 text properly sized and colored for both themes
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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: Clean spacing, no colliding elements
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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: Scatter points, histograms, and grid all clearly visible
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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: Okabe-Ito brand green, single series, accessible
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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: Well-proportioned marginal layout, nothing 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: Title format correct, labels descriptive with units
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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, backgrounds correct for both themes'
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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: Solid default implementation with clear design intent
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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: Subtle grid, removed spines, generous whitespace
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- id: DE-03
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name: Data Storytelling
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score: 4
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max: 6
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passed: false
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comment: Marginal distributions support narrative of joint relationships
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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 scatter plot with marginal distributions
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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: Top/right marginals, proper alignment
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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/Y axes correct, 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 format correct, no legend needed for single series
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data_quality:
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score: 13
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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: Shows scatter, X-distribution, Y-distribution
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- id: DQ-02
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name: Realistic Context
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score: 4
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max: 5
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passed: false
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comment: Height/Weight domain with minor scale consideration
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- id: DQ-03
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name: Appropriate Scale
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score: 3
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max: 4
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passed: false
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comment: 200 points adequate, value ranges slightly unconventional
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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: Simple procedural script, no unnecessary abstraction
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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: Deterministic with np.random.seed(42)
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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 imports 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: No fake functionality, idiomatic patterns
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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: Correct output format and current API
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library_mastery:
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score: 9
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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: Proper figure creation, ColumnDataSource, layout composition
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- id: LM-02
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name: Distinctive Features
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score: 4
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max: 5
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passed: false
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comment: Good use of layouts and range linking
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verdict: APPROVED
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impl_tags:
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dependencies:
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- selenium
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techniques:
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- subplots
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- html-export
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patterns:
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- data-generation
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- columndatasource
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dataprep:
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- binning
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styling:
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- alpha-blending

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