chore(plotly): update quality score 83 and review feedback for stereonet-equal-area

Author: github-actions[bot]

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

@@ -1,7 +1,7 @@
-"""pyplots.ai
+""" pyplots.ai
 stereonet-equal-area: Structural Geology Stereonet (Equal-Area Projection)
-Library: plotly | Python 3.13
-Quality: pending | Created: 2026-03-15
+Library: plotly 6.6.0 | Python 3.14.3
+Quality: 83/100 | Created: 2026-03-15
 """
 
 import numpy as np

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

@@ -1,10 +1,7 @@
-# Per-library metadata for plotly implementation of stereonet-equal-area
-# Auto-generated by impl-generate.yml
-
 library: plotly
 specification_id: stereonet-equal-area
 created: '2026-03-15T22:59:29Z'
-updated: '2026-03-15T22:59:29Z'
+updated: '2026-03-15T23:03:26Z'
 generated_by: claude-opus-4-5-20251101
 workflow_run: 23121188861
 issue: 4576
@@ -13,7 +10,232 @@ library_version: 6.6.0
 preview_url: https://storage.googleapis.com/pyplots-images/plots/stereonet-equal-area/plotly/plot.png
 preview_thumb: https://storage.googleapis.com/pyplots-images/plots/stereonet-equal-area/plotly/plot_thumb.png
 preview_html: https://storage.googleapis.com/pyplots-images/plots/stereonet-equal-area/plotly/plot.html
-quality_score: null
+quality_score: 83
 review:
-  strengths: []
-  weaknesses: []
+  strengths:
+  - Mathematically correct equal-area (Schmidt) projection with proper pole and great
+    circle computation
+  - 'All specification features fully implemented: great circles, poles, density contours,
+    tick marks, cardinal labels, legend'
+  - Excellent data quality with realistic geological context and appropriate structural
+    feature variety
+  - Clean, well-structured code with good comments explaining the projection geometry
+  - Thoughtful density contour styling with warm color gradient and appropriate transparency
+  weaknesses:
+  - Hover information disabled on all traces — Plotly key strength of interactivity
+    is completely unused for pole data
+  - Red-green color combination (Fault vs Joint Set 2) may be problematic for colorblind
+    viewers
+  - No subtitle or descriptive annotation indicating this is a Lower Hemisphere Equal-Area
+    Projection
+  - Library mastery is limited — implementation treats Plotly as a static renderer
+    rather than leveraging interactive capabilities
+  image_description: 'The plot displays a structural geology stereonet using Schmidt
+    equal-area (lower-hemisphere) projection. A black primitive circle defines the
+    boundary, with tick marks every 10 degrees around the perimeter and bold cardinal
+    direction labels (N, S, E, W) plus degree labels every 30 degrees. Four feature
+    types are plotted as colored pole points: Bedding (steel blue, ~20 points clustered
+    in the SE quadrant), Joint Set 1 (orange, ~15 points near the E edge), Joint Set
+    2 (green, ~12 points near the S edge), and Fault (red, ~8 points scattered in
+    the SW quadrant). Semi-transparent great circle arcs are drawn in matching colors
+    for a subset of planes. Warm-toned KDE density contours (yellow-orange-red gradient)
+    highlight pole concentration areas, particularly around the Bedding cluster. Subtle
+    dotted grid lines show 30 and 60 degree small circles plus N-S and E-W diameters.
+    A bordered legend titled "Feature Type" sits outside the plot to the upper right.
+    The title reads "stereonet-equal-area · plotly · pyplots.ai" centered at the top.
+    White background with plotly_white template.'
+  criteria_checklist:
+    visual_quality:
+      score: 26
+      max: 30
+      items:
+      - id: VQ-01
+        name: Text Legibility
+        score: 7
+        max: 8
+        passed: true
+        comment: All font sizes explicitly set (title 28, cardinal 22, degrees 15,
+          legend title 20, legend items 18). Degree labels slightly small at 15pt.
+      - id: VQ-02
+        name: No Overlap
+        score: 6
+        max: 6
+        passed: true
+        comment: No overlapping text or elements. All labels well-separated.
+      - id: VQ-03
+        name: Element Visibility
+        score: 5
+        max: 6
+        passed: true
+        comment: Markers size 13 with white edges clearly visible. Some Bedding poles
+          overlap slightly in cluster.
+      - id: VQ-04
+        name: Color Accessibility
+        score: 3
+        max: 4
+        passed: true
+        comment: Red and green used together for Fault and Joint Set 2 may be problematic
+          for colorblind viewers.
+      - id: VQ-05
+        name: Layout & Canvas
+        score: 4
+        max: 4
+        passed: true
+        comment: Stereonet well-centered with good proportions. Legend positioned
+          outside with adequate margin.
+      - id: VQ-06
+        name: Axis Labels & Title
+        score: 1
+        max: 2
+        passed: true
+        comment: Cardinal directions and degree labels present but no descriptive
+          subtitle for projection type.
+    design_excellence:
+      score: 12
+      max: 20
+      items:
+      - id: DE-01
+        name: Aesthetic Sophistication
+        score: 5
+        max: 8
+        passed: true
+        comment: Custom palette, white marker edges, semi-transparent great circles.
+          Above defaults but not publication-quality.
+      - id: DE-02
+        name: Visual Refinement
+        score: 4
+        max: 6
+        passed: true
+        comment: Axes hidden, subtle dotted grid, tick mark variation. Good attention
+          to detail.
+      - id: DE-03
+        name: Data Storytelling
+        score: 3
+        max: 6
+        passed: true
+        comment: Density contours highlight orientations but no annotation guiding
+          viewer to key insights.
+    spec_compliance:
+      score: 15
+      max: 15
+      items:
+      - id: SC-01
+        name: Plot Type
+        score: 5
+        max: 5
+        passed: true
+        comment: Correct Schmidt equal-area lower-hemisphere projection.
+      - id: SC-02
+        name: Required Features
+        score: 4
+        max: 4
+        passed: true
+        comment: 'All features present: great circles, poles, density contours, tick
+          marks, cardinal labels, legend, subtle grid.'
+      - id: SC-03
+        name: Data Mapping
+        score: 3
+        max: 3
+        passed: true
+        comment: Strike/dip correctly converted to poles and projected via equal-area
+          formula.
+      - id: SC-04
+        name: Title & Legend
+        score: 3
+        max: 3
+        passed: true
+        comment: Title matches required format. Legend labels match feature types.
+    data_quality:
+      score: 15
+      max: 15
+      items:
+      - id: DQ-01
+        name: Feature Coverage
+        score: 6
+        max: 6
+        passed: true
+        comment: Four distinct feature types with different orientation patterns showing
+          clustering, spread, and variety.
+      - id: DQ-02
+        name: Realistic Context
+        score: 5
+        max: 5
+        passed: true
+        comment: Realistic geological field mapping scenario with plausible structural
+          features.
+      - id: DQ-03
+        name: Appropriate Scale
+        score: 4
+        max: 4
+        passed: true
+        comment: All values within valid ranges with realistic scatter.
+    code_quality:
+      score: 10
+      max: 10
+      items:
+      - id: CQ-01
+        name: KISS Structure
+        score: 3
+        max: 3
+        passed: true
+        comment: Linear flow with no functions or classes.
+      - id: CQ-02
+        name: Reproducibility
+        score: 2
+        max: 2
+        passed: true
+        comment: np.random.seed(42) set at start.
+      - id: CQ-03
+        name: Clean Imports
+        score: 2
+        max: 2
+        passed: true
+        comment: All three imports used.
+      - id: CQ-04
+        name: Code Elegance
+        score: 2
+        max: 2
+        passed: true
+        comment: Clean implementation with well-structured projection math.
+      - id: CQ-05
+        name: Output & API
+        score: 1
+        max: 1
+        passed: true
+        comment: Saves as plot.png with correct dimensions.
+    library_mastery:
+      score: 5
+      max: 10
+      items:
+      - id: LM-01
+        name: Idiomatic Usage
+        score: 3
+        max: 5
+        passed: true
+        comment: Correct go.Figure/go.Scatter/go.Contour usage but stereonet built
+          entirely in Cartesian with manual math.
+      - id: LM-02
+        name: Distinctive Features
+        score: 2
+        max: 5
+        passed: false
+        comment: HTML export used but hover interactivity completely disabled on all
+          traces.
+  verdict: REJECTED
+impl_tags:
+  dependencies:
+  - scipy
+  techniques:
+  - annotations
+  - html-export
+  - polar-projection
+  patterns:
+  - data-generation
+  - iteration-over-groups
+  dataprep:
+  - kde
+  styling:
+  - alpha-blending
+  - edge-highlighting
+  - grid-styling
+  - custom-colormap