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chore(highcharts): update quality score 85 and review feedback for stereonet-equal-area
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plots/stereonet-equal-area/implementations/highcharts.py

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""" pyplots.ai
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stereonet-equal-area: Structural Geology Stereonet (Equal-Area Projection)
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Library: highcharts unknown | Python 3.14.3
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Quality: 84/100 | Created: 2026-03-15
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Quality: 85/100 | Created: 2026-03-15
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"""
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import tempfile
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library: highcharts
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specification_id: stereonet-equal-area
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created: '2026-03-15T23:05:23Z'
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updated: '2026-03-15T23:41:51Z'
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updated: '2026-03-15T23:53:34Z'
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generated_by: claude-opus-4-5-20251101
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workflow_run: 23121188982
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issue: 4576
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preview_url: https://storage.googleapis.com/pyplots-images/plots/stereonet-equal-area/highcharts/plot.png
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preview_thumb: https://storage.googleapis.com/pyplots-images/plots/stereonet-equal-area/highcharts/plot_thumb.png
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preview_html: https://storage.googleapis.com/pyplots-images/plots/stereonet-equal-area/highcharts/plot.html
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quality_score: 84
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quality_score: 85
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review:
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strengths:
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- Mathematically correct equal-area (Schmidt) projection with proper pole and great
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circle calculations
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- 'Excellent spec compliance with all required features: density contours, great
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circles, poles, tick marks, compass labels'
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- Strong colorblind-safe palette (blue, orange, purple) with good visual hierarchy
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between data layers
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- Professional design with subtle dotted grid, clean background, and thoughtful
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typography
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- Realistic geological data with three distinct feature types showing different
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clustering patterns
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- Interactive HTML output alongside static PNG leverages Highcharts web capabilities
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- Excellent spec compliance with all required stereonet features correctly computed
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- Strong geological data quality with three distinct realistic feature types
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- Professional visual design with custom colorblind-safe palette and subtle dotted
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grid
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- Dual output (PNG + interactive HTML) leverages Highcharts strengths well
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weaknesses:
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- LineSeries imported from wrong submodule (area instead of line)
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- Python 2 exception syntax on lines 305 and 324 should use parenthesized tuple
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form
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- Great circle lines are somewhat thin and hard to trace across the full stereonet
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- Legend is slightly disconnected from the main plot area
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image_description: 'The plot displays a Schmidt equal-area (lower-hemisphere) stereonet
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projection on a square canvas with a light gray (#FAFAFA) background. A solid
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dark circle forms the primitive boundary, with dotted concentric circles at 15-degree
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dip intervals and dotted radial lines every 30 degrees forming a subtle grid.
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Cardinal directions (N, S, E, W) are labeled in bold around the perimeter, with
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intermediate degree markings (30, 60, 120, 150, 210, 240, 300, 330 degrees) and
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tick marks every 10 degrees. Three feature types are plotted: Bedding (blue #306998)
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with poles clustered in the central-south area and great circles arcing across
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the SW quadrant; Joints (orange #E5863D) with poles tightly clustered in the NE
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quadrant and great circles crossing the S-SW area; and Faults (purple #8B5CF6)
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with poles more scattered in the E and SE areas. Green semi-transparent density
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contours (Kamb-style) overlay the pole data highlighting the two main concentration
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zones. A horizontal legend at the bottom lists all seven series: Bedding/Joints/Faults
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planes and poles, plus density contours. The title reads "stereonet-equal-area
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· highcharts · pyplots.ai" with subtitle "Lower Hemisphere Equal-Area (Schmidt)
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Projection".'
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- Python 2 except syntax on lines 305 and 324 should use tuple form
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- LineSeries imported from area submodule instead of line submodule
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- Legend slightly cramped with 7 items in a single horizontal row
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image_description: 'The plot displays a lower-hemisphere equal-area (Schmidt) stereographic
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projection on a square canvas with a light gray (#FAFAFA) background. A bold dark
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primitive circle encloses the projection area, with tick marks every 10 degrees
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around the perimeter (longer ticks at 30-degree intervals). Cardinal directions
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(N, E, S, W) are labeled in bold around the outside, with intermediate degree
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labels (30, 60, 120, 150, 210, 240, 300, 330) in regular weight. Subtle dotted
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concentric circles and radial lines form the stereonet grid. Three geological
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feature types are plotted: Bedding (blue #306998) with great circle arcs and scatter
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poles clustered in the south-central area, Joints (orange #E5863D) with great
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circles and poles concentrated in the NE quadrant, and Faults (purple #8B5CF6)
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with great circles and poles scattered in the eastern portion. Green semi-transparent
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density contours overlay the pole data, highlighting preferred orientations especially
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in the NE and south-central clusters. The title reads "stereonet-equal-area ·
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highcharts · pyplots.ai" with a subtitle "Lower Hemisphere Equal-Area (Schmidt)
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Projection". A horizontal legend at the bottom lists all seven series: Bedding/Joints/Faults
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(planes), Bedding/Joints/Faults (poles), and Density contours.'
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criteria_checklist:
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visual_quality:
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score: 26
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max: 8
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passed: true
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comment: Font sizes explicitly set (56px title, 38px subtitle, 30-38px labels).
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All readable. Legend text slightly small.
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All readable; degree labels slightly small but legible.
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- id: VQ-02
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name: No Overlap
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score: 5
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max: 6
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passed: true
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comment: Generally clean layout. Minor crowding near degree labels in NE quadrant
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where data is dense.
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comment: Legend has 7 items slightly cramped. Minor crowding in NE quadrant
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where joint poles cluster.
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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: Poles well-sized with white border. Great circles somewhat thin at
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2.5px with 0.7 opacity.
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comment: Poles and great circles visible. Some pole markers overlap in dense
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clusters.
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- id: VQ-04
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name: Color Accessibility
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score: 4
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max: 4
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passed: true
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comment: 'Excellent colorblind-safe palette: blue, orange, purple easily distinguishable.'
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comment: Blue/orange/purple palette is colorblind-safe with strong contrast.
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- id: VQ-05
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name: Layout & Canvas
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score: 3
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max: 4
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passed: true
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comment: Square format ideal for stereonet. Legend floats somewhat isolated
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at bottom.
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comment: Square canvas appropriate for circular projection. Legend positioned
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far from plot.
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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 title, informative subtitle, compass directions and degree
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markings.
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comment: Cardinal directions serve as labels; subtitle describes projection
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type.
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design_excellence:
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score: 14
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max: 20
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score: 6
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max: 8
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passed: true
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comment: Strong design with custom palette, professional typography, intentional
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color hierarchy.
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comment: Custom palette, custom typography, intentional hierarchy. Clearly
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above defaults.
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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 dotted grid at low opacity, axes hidden, clean background,
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tick mark differentiation.
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comment: Subtle dotted grid, axes hidden, clean background. Good refinement.
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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: true
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comment: Density contours highlight preferred orientations, color coding distinguishes
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feature types.
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comment: Three distinct feature types with different orientations create structural
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narrative. Density contours highlight preferred orientations.
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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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max: 5
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passed: true
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comment: Correct Schmidt equal-area lower-hemisphere projection.
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comment: Correct equal-area Schmidt lower-hemisphere projection.
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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: 'All features present: great circles, poles, density contours, color-coding,
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ticks, N label, legend.'
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comment: 'All spec features present: great circles, poles, density contours,
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color-coding, tick marks, grid.'
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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: Strike/dip correctly mapped using proper equal-area projection formulas.
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comment: Strike/dip correctly mapped to great circles and poles with equal-area
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formula.
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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 required format. Legend distinguishes planes vs poles
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comment: Title format correct. Legend labels distinguish planes and poles
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per feature type.
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data_quality:
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score: 14
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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: 5
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score: 6
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max: 6
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passed: true
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comment: Three feature types with different orientations and clustering. Could
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show wider dip range.
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comment: Three distinct feature types with varying orientations, cluster tightness,
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and populations.
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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: 'Realistic structural geology field measurements: bedding, joints,
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faults.'
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comment: Realistic geological field measurements with sensible strike/dip
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distributions.
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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: 90 measurements in 30-200 range. Strike 0-360, dip 5-89 degrees.
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comment: Geologically sensible values for all feature types.
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code_quality:
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score: 8
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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: 'Linear flow: imports, data, config, grid, contours, great circles,
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poles, render.'
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comment: 'Linear flow: imports, data, chart, series, render, screenshot.'
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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: np.random.seed(42) set at start.
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comment: np.random.seed(42) ensures deterministic data.
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- id: CQ-03
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name: Clean Imports
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score: 1
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score: 1
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max: 2
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passed: false
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comment: Python 2 exception syntax on lines 305/324. Contour fallback logic
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verbose.
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comment: Python 2 except syntax on lines 305 and 324.
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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.png via Selenium and plot.html for interactive use.
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comment: Saves as plot.png via Selenium. Also generates plot.html.
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library_mastery:
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score: 7
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max: 10
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score: 4
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max: 5
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passed: true
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comment: 'Good use of highcharts_core API: Chart, HighchartsOptions, typed
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series, annotations, to_js_literal().'
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comment: 'Good use of highcharts_core API: Chart, series types, annotations,
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to_js_literal().'
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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: Annotations API for compass labels, interactive tooltips, HTML export
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alongside PNG.
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verdict: APPROVED
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comment: Annotations for labels, interactive tooltips, HTML export.
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verdict: REJECTED
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impl_tags:
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dependencies:
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- scipy
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- selenium
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techniques:
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- polar-projection
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- annotations
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- polar-projection
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- html-export
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- custom-legend
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patterns:
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dataprep:
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- kde
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styling:
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- minimal-chrome
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- alpha-blending
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- grid-styling

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