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chore(pygal): update quality score 68 and review feedback for stereonet-equal-area
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plots/stereonet-equal-area/implementations/pygal.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: pygal 3.1.0 | Python 3.14.3
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Quality: 65/100 | Created: 2026-03-15
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Quality: 68/100 | Created: 2026-03-15
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"""
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import numpy as np

plots/stereonet-equal-area/metadata/pygal.yaml

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library: pygal
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specification_id: stereonet-equal-area
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created: '2026-03-15T22:58:45Z'
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updated: '2026-03-15T23:03:14Z'
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updated: '2026-03-15T23:17:58Z'
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generated_by: claude-opus-4-5-20251101
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workflow_run: 23121188964
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issue: 4576
@@ -10,82 +10,80 @@ library_version: 3.1.0
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preview_url: https://storage.googleapis.com/pyplots-images/plots/stereonet-equal-area/pygal/plot.png
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preview_thumb: https://storage.googleapis.com/pyplots-images/plots/stereonet-equal-area/pygal/plot_thumb.png
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preview_html: https://storage.googleapis.com/pyplots-images/plots/stereonet-equal-area/pygal/plot.html
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quality_score: 65
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quality_score: 68
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review:
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strengths:
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- Correct equal-area projection math (pole and great circle formulas are accurate)
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- Clean code structure with good iteration pattern over feature sets
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- Realistic geological data with appropriate strike/dip values for each feature
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type
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- Proper use of pygal allow_interruptions for drawing disconnected great circles
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- Title and legend formatting correct
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- Correct equal-area projection math with proper Schmidt net formulas
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- Clean code structure with well-documented projection computations
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- Good geological data with three distinct feature types showing realistic orientations
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- Proper use of pygal allow_interruptions for disconnected great circle segments
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- Dual output (PNG + interactive HTML)
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weaknesses:
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- Great circles extend beyond the primitive circle boundary - must be clipped to
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the circle
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- Missing Kamb density contours on pole data (explicitly required by spec)
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- No N text label at top of stereonet (spec requires North arrow or N label)
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- No equal-area net grid lines inside the stereonet (spec requires subtle grid)
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- No degree labels around the perimeter
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- Red-green color combination is not colorblind-safe
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image_description: 'The plot shows a stereonet (equal-area/Schmidt net projection)
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on a white square canvas. A gray primitive circle forms the outer boundary. Small
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gray cross marks indicate compass directions (N, E, S, W) just outside the circle,
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with gray tick marks every 10 degrees around the perimeter. Three sets of great
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circles are drawn: blue arcs for bedding planes (concentrated in the right/NE
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quadrant), pink/red arcs for fault planes (lower-left area), and green arcs for
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joint planes (crossing from upper-center to right). Corresponding pole points
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are plotted as colored dots — blue bedding poles clustered center-right, red fault
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poles in the lower-left, and green joint poles in the upper-right. The title "stereonet-equal-area
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· pygal · pyplots.ai" appears at top. A bottom legend shows 6 entries in 3 columns.
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Notably, many great circles extend well beyond the primitive circle boundary,
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and there are no compass text labels (N/E/S/W), no Kamb density contours, and
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no internal equal-area net grid.'
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- Missing Kamb density contours (key spec requirement)
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- Compass direction labels (N/E/S/W) not rendered as readable text
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- Legend naming inconsistency (Faults vs Fault)
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- No equal-area net grid lines as spec requires
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- Canvas underutilized with too much empty space
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image_description: 'The plot shows an equal-area (Schmidt net) stereonet rendered
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as a pygal XY chart on a white 3600x3600 canvas. A gray primitive circle forms
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the outer boundary with tick marks every 10 degrees around the perimeter. Very
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faint compass labels (N, E, S, W) appear at the cardinal positions but are barely
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readable due to the light gray color. Three geological feature types are plotted:
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Bedding planes (blue great circles and poles), Faults (orange/red great circles
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and poles), and Joints (purple great circles and poles). Great circles arc across
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the stereonet showing plane orientations, while poles appear as colored dots.
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Bedding poles cluster in the SW quadrant (low dip, NE strike), Fault poles cluster
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in the center-south area, and Joint poles cluster in the NE-E area (sub-vertical,
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N-S strike). A legend at the bottom lists all six series in three columns. The
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title reads "stereonet-equal-area · pygal · pyplots.ai" at the top. No density
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contours are present.'
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criteria_checklist:
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visual_quality:
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score: 18
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score: 20
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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: 5
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max: 8
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passed: true
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comment: Font sizes explicitly set (title=56, legend=36), readable but no
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compass direction text labels
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comment: Title and legend explicitly sized and readable, but compass direction
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labels are tiny cross marks rather than readable text
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- id: VQ-02
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name: No Overlap
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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: No text overlap; visual clutter from great circles extending beyond
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primitive circle
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comment: No text overlap; great circle convergence in center is inherent to
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stereonets
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- id: VQ-03
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name: Element Visibility
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score: 4
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max: 6
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passed: true
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comment: Poles visible at dots_size=12, great circles visible with opacity=0.5
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but overflow reduces clarity
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comment: Pole dots clearly visible; great circle lines somewhat thin at 1.5px
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stroke width
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- id: VQ-04
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name: Color Accessibility
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score: 2
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score: 3
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max: 4
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passed: false
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comment: Blue/red/green palette has red-green colorblind issues
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passed: true
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comment: Blue-orange-green palette acceptable but blue-green could be problematic
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for some colorblind viewers
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- id: VQ-05
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name: Layout & Canvas
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score: 2
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max: 4
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passed: false
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comment: Square canvas appropriate but great circles extend beyond primitive
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circle boundary
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passed: true
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comment: Stereonet reasonably centered but canvas underutilized with large
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empty areas
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- id: VQ-06
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name: Axis Labels & Title
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score: 1
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max: 2
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passed: true
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comment: Title correct format; compass directions shown only as tiny crosses,
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no N/E/S/W text
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comment: Title in correct format; compass directions not rendered as readable
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text
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design_excellence:
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score: 9
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max: 20
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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: Custom palette and clean background; looks like well-configured default
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passed: true
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comment: Custom palette and clean background; looks like a well-configured
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default
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- id: DE-02
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name: Visual Refinement
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score: 2
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score: 3
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max: 6
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passed: false
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comment: Axes hidden intentionally, but great circle overflow is unpolished
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passed: true
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comment: Axes hidden, tick marks present, but compass labels and visual weight
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could be better balanced
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- id: DE-03
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name: Data Storytelling
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score: 3
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score: 2
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max: 6
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passed: true
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comment: Three feature types differentiated by color; planes vs poles distinction
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provides some hierarchy
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passed: false
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comment: Three feature types create natural clustering but no density contours
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to guide interpretation
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spec_compliance:
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score: 11
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score: 10
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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: 4
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max: 5
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passed: true
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comment: Correct stereonet with equal-area projection; missing internal net
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grid
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comment: Correct equal-area stereonet with great circles and poles; missing
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net grid lines
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- id: SC-02
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name: Required Features
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score: 1
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score: 2
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max: 4
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passed: false
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comment: Missing Kamb density contours, N label, net grid, degree labels
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comment: Missing Kamb density contours, degree tick labels, and readable N
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label
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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 converted using equal-area projection formula
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comment: Strike/dip correctly mapped using Schmidt net equal-area projection
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- id: SC-04
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name: Title & Legend
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score: 3
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score: 1
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max: 3
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passed: true
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comment: Title matches format; legend labels descriptive
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passed: false
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comment: Title correct; legend inconsistent (Faults vs Fault) and six entries
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create clutter
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data_quality:
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score: 12
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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: 4
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score: 5
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max: 6
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passed: true
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comment: Shows great circles and poles for 3 feature types; missing density
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contours
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comment: Three feature types with distinct orientations; missing density contour
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demonstration
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- id: DQ-02
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name: Realistic Context
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score: 4
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score: 5
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max: 5
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passed: true
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comment: Realistic geological data with appropriate strike/dip ranges
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comment: Geological field measurements - realistic, neutral scientific 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: 60 measurements total, within spec range; realistic values
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comment: Strike and dip values are geologically realistic with appropriate
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sample sizes
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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: Flat script structure
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comment: Linear flow with appropriate loop over feature sets
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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: Clean iteration pattern, proper math
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comment: Well-structured with clear comments explaining projection math
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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 and plot.html
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comment: Saves as plot.png using current pygal API
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library_mastery:
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score: 5
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max: 10
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score: 3
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max: 5
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passed: true
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comment: Uses XY chart, allow_interruptions, stroke_style, custom Style
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comment: Proper use of pygal.XY with allow_interruptions and Style configuration
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- id: LM-02
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name: Distinctive Features
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score: 2
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max: 5
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passed: false
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comment: allow_interruptions and HTML export are somewhat pygal-specific
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comment: Uses allow_interruptions and dual output but core visualization is
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manual XY math
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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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- polar-projection
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- layer-composition
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- custom-legend
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- html-export
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patterns:
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- data-generation

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