chore(highcharts): update quality score 81 and review feedback for stereonet-equal-area

Author: github-actions[bot]

plots/stereonet-equal-area/implementations/highcharts.py

@@ -1,7 +1,7 @@
-"""pyplots.ai
+""" pyplots.ai
 stereonet-equal-area: Structural Geology Stereonet (Equal-Area Projection)
-Library: highcharts | Python 3.13
-Quality: pending | Created: 2026-03-15
+Library: highcharts unknown | Python 3.14.3
+Quality: 81/100 | Created: 2026-03-15
 """
 
 import json

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

@@ -1,10 +1,7 @@
-# Per-library metadata for highcharts implementation of stereonet-equal-area
-# Auto-generated by impl-generate.yml
-
 library: highcharts
 specification_id: stereonet-equal-area
 created: '2026-03-15T23:05:23Z'
-updated: '2026-03-15T23:05:23Z'
+updated: '2026-03-15T23:10:15Z'
 generated_by: claude-opus-4-5-20251101
 workflow_run: 23121188982
 issue: 4576
@@ -13,7 +10,226 @@ library_version: unknown
 preview_url: https://storage.googleapis.com/pyplots-images/plots/stereonet-equal-area/highcharts/plot.png
 preview_thumb: https://storage.googleapis.com/pyplots-images/plots/stereonet-equal-area/highcharts/plot_thumb.png
 preview_html: https://storage.googleapis.com/pyplots-images/plots/stereonet-equal-area/highcharts/plot.html
-quality_score: null
+quality_score: 81
 review:
-  strengths: []
-  weaknesses: []
+  strengths:
+  - Complete stereonet implementation with all spec features (great circles, poles,
+    density contours, grid, tick marks, cardinal labels)
+  - Realistic geological data with three distinct structural domains showing clear
+    clustering patterns
+  - Good visual hierarchy with subtle dotted grid, visible poles with white borders,
+    and green density contours
+  - Interactive HTML export alongside static PNG is a nice Highcharts-specific addition
+  weaknesses:
+  - Does not use highcharts_core Python API; builds raw JSON config instead of using
+    the library Python classes
+  - Legend with 7 items in a single horizontal row is cramped and hard to read
+  - Python 2-style except syntax (except AttributeError, TypeError:) on lines 239
+    and 260 is a code bug
+  - Color palette is decent but could be more colorblind-optimized
+  image_description: 'The plot shows a lower-hemisphere equal-area (Schmidt net) stereonet
+    projection on a white background. A bold dark circle forms the primitive circle
+    with tick marks every 10 degrees around the perimeter. Cardinal directions (N,
+    E, S, W) and degree labels (30, 60, 120, 150, 210, 240, 300, 330) are placed outside
+    the circle. Inside, subtle dotted concentric circles and radial lines form the
+    stereonet grid. Three types of structural data are plotted: blue great circle
+    arcs and poles (Bedding), orange great circle arcs and poles (Joints), and red/pink
+    great circle arcs and poles (Faults). Bedding poles cluster in the SE quadrant,
+    Joints poles cluster in the NE quadrant, and Fault poles are scattered on the
+    E side. Green density contours overlay the pole data highlighting preferred orientations.
+    A horizontal legend at the bottom lists all 7 series. Title reads "stereonet-equal-area
+    · highcharts · pyplots.ai" with subtitle "Lower Hemisphere Equal-Area (Schmidt)
+    Projection".'
+  criteria_checklist:
+    visual_quality:
+      score: 25
+      max: 30
+      items:
+      - id: VQ-01
+        name: Text Legibility
+        score: 7
+        max: 8
+        passed: true
+        comment: Font sizes explicitly set (title 60px, subtitle 40px, labels 36px,
+          legend 32px). Legend text slightly small.
+      - id: VQ-02
+        name: No Overlap
+        score: 5
+        max: 6
+        passed: true
+        comment: Legend has 7 items crammed into a single horizontal row, slightly
+          cramped.
+      - id: VQ-03
+        name: Element Visibility
+        score: 5
+        max: 6
+        passed: true
+        comment: Poles visible with radius 10 and white borders. Some overlap in dense
+          clusters.
+      - id: VQ-04
+        name: Color Accessibility
+        score: 3
+        max: 4
+        passed: true
+        comment: Blue/orange/red distinguishable, not red-green. Not fully colorblind-optimized.
+      - id: VQ-05
+        name: Layout & Canvas
+        score: 3
+        max: 4
+        passed: true
+        comment: Square 3600x3600 appropriate for circular stereonet. Minor wasted
+          space in corners.
+      - id: VQ-06
+        name: Axis Labels & Title
+        score: 2
+        max: 2
+        passed: true
+        comment: N/E/S/W cardinal labels and degree marks appropriate for stereonet.
+    design_excellence:
+      score: 13
+      max: 20
+      items:
+      - id: DE-01
+        name: Aesthetic Sophistication
+        score: 5
+        max: 8
+        passed: true
+        comment: Custom color palette, clear typography hierarchy. Above defaults
+          but not publication-level.
+      - id: DE-02
+        name: Visual Refinement
+        score: 4
+        max: 6
+        passed: true
+        comment: Dotted grid with low opacity, variable tick marks, hidden axes, white
+          marker borders.
+      - id: DE-03
+        name: Data Storytelling
+        score: 4
+        max: 6
+        passed: true
+        comment: Three distinct structural domains with density contours guiding viewer
+          to preferred orientations.
+    spec_compliance:
+      score: 15
+      max: 15
+      items:
+      - id: SC-01
+        name: Plot Type
+        score: 5
+        max: 5
+        passed: true
+        comment: Correct lower-hemisphere equal-area Schmidt projection.
+      - id: SC-02
+        name: Required Features
+        score: 4
+        max: 4
+        passed: true
+        comment: 'All spec features present: great circles, poles, density contours,
+          grid, ticks, N label, legend.'
+      - id: SC-03
+        name: Data Mapping
+        score: 3
+        max: 3
+        passed: true
+        comment: Strike/dip correctly converted to equal-area projection. Poles at
+          90 degrees to planes.
+      - id: SC-04
+        name: Title & Legend
+        score: 3
+        max: 3
+        passed: true
+        comment: Correct title format. Legend labels match all data series.
+    data_quality:
+      score: 15
+      max: 15
+      items:
+      - id: DQ-01
+        name: Feature Coverage
+        score: 6
+        max: 6
+        passed: true
+        comment: Three feature types with varied orientations and dip angles. Both
+          planes and poles shown.
+      - id: DQ-02
+        name: Realistic Context
+        score: 5
+        max: 5
+        passed: true
+        comment: Realistic geological field campaign data with bedding, joints, and
+          faults.
+      - id: DQ-03
+        name: Appropriate Scale
+        score: 4
+        max: 4
+        passed: true
+        comment: Strike 0-360, dip 5-89 with realistic distributions and sample sizes.
+    code_quality:
+      score: 9
+      max: 10
+      items:
+      - id: CQ-01
+        name: KISS Structure
+        score: 3
+        max: 3
+        passed: true
+        comment: 'Linear script: imports, data, projection, series, config, render.'
+      - id: CQ-02
+        name: Reproducibility
+        score: 2
+        max: 2
+        passed: true
+        comment: np.random.seed(42) set.
+      - id: CQ-03
+        name: Clean Imports
+        score: 2
+        max: 2
+        passed: true
+        comment: All imports used.
+      - id: CQ-04
+        name: Code Elegance
+        score: 1
+        max: 2
+        passed: false
+        comment: Python 2-style except syntax on lines 239 and 260.
+      - id: CQ-05
+        name: Output & API
+        score: 1
+        max: 1
+        passed: true
+        comment: Saves as plot.png via Selenium screenshot.
+    library_mastery:
+      score: 4
+      max: 10
+      items:
+      - id: LM-01
+        name: Idiomatic Usage
+        score: 2
+        max: 5
+        passed: false
+        comment: Does not use highcharts_core Python API. Builds raw JSON config and
+          generates JavaScript directly.
+      - id: LM-02
+        name: Distinctive Features
+        score: 2
+        max: 5
+        passed: false
+        comment: Highcharts used as a rendering backend. Heavy lifting done with numpy/scipy/matplotlib.
+  verdict: REJECTED
+impl_tags:
+  dependencies:
+  - scipy
+  - selenium
+  techniques:
+  - polar-projection
+  - custom-legend
+  - html-export
+  patterns:
+  - data-generation
+  - iteration-over-groups
+  dataprep:
+  - kde
+  styling:
+  - grid-styling
+  - alpha-blending
+  - edge-highlighting