chore(letsplot): update quality score 85 and review feedback for stereonet-equal-area

Author: github-actions[bot]

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

@@ -1,7 +1,7 @@
-"""pyplots.ai
+""" pyplots.ai
 stereonet-equal-area: Structural Geology Stereonet (Equal-Area Projection)
 Library: letsplot 4.9.0 | Python 3.14.3
-Quality: 84/100 | Created: 2026-03-15
+Quality: 85/100 | Created: 2026-03-15
 """
 
 import numpy as np

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

@@ -1,7 +1,7 @@
 library: letsplot
 specification_id: stereonet-equal-area
 created: '2026-03-15T23:03:21Z'
-updated: '2026-03-15T23:19:07Z'
+updated: '2026-03-15T23:31:45Z'
 generated_by: claude-opus-4-5-20251101
 workflow_run: 23121189167
 issue: 4576
@@ -10,81 +10,80 @@ library_version: 4.9.0
 preview_url: https://storage.googleapis.com/pyplots-images/plots/stereonet-equal-area/letsplot/plot.png
 preview_thumb: https://storage.googleapis.com/pyplots-images/plots/stereonet-equal-area/letsplot/plot_thumb.png
 preview_html: https://storage.googleapis.com/pyplots-images/plots/stereonet-equal-area/letsplot/plot.html
-quality_score: 84
+quality_score: 85
 review:
   strengths:
-  - Mathematically correct Lambert azimuthal equal-area projection implemented from
-    scratch
-  - Excellent data quality with four realistic geological feature types at distinct
-    orientations
-  - 'Good visual hierarchy: great circles (faint) to poles (visible) to mean poles
-    (emphasized diamonds)'
-  - Density contours via geom_density2d effectively highlight clustering
-  - Mean pole annotations with circular-mean strike/dip values add geological context
-  - Interactive tooltips via layer_tooltips showing strike/dip per pole
+  - 'Excellent projection math: correct Lambert azimuthal equal-area implementation
+    for both poles and great circles'
+  - 'Strong spec compliance: all required features including density contours, great
+    circles, poles, tick marks, and cardinal labels'
+  - Sophisticated data storytelling with mean pole annotations, confidence ellipses,
+    and clear visual hierarchy
+  - Colorblind-safe palette and good alpha blending for layered elements
+  - Clean, well-structured code despite mathematical complexity
   weaknesses:
-  - Great circle arcs extend beyond the primitive circle boundary (need clipping to
-    unit circle)
-  - Mean pole annotation labels (size 11) are small and overlap with nearby data points
-  - Legend placement offsets the stereonet from visual center
+  - Minor label overlap near E cardinal direction with Joint mean annotation
+  - Legend positioned outside circle creates slight layout asymmetry
+  - Great circles extend slightly beyond primitive circle in some areas
   image_description: 'The plot displays a Schmidt equal-area (lower-hemisphere) stereonet
-    projection on a white/light gray circular canvas. The primitive circle is drawn
-    as a thick black outline with tick marks every 10 degrees (longer every 30 degrees)
-    around the perimeter. Cardinal directions N, E, S, W are labeled in bold black
-    text outside the circle. Dashed light gray reference cross-lines mark the N-S
-    and E-W axes. Four feature types are plotted: Bedding (blue), Joint (pink), Fault
-    (amber), and Foliation (green). Great circles are drawn as thin colored arcs at
-    low opacity. Poles to planes appear as colored dots clustered in distinct groups.
-    Gray density contours overlay the pole data highlighting preferred orientations.
-    Dark diamond markers with italic labels show mean pole positions with circular-mean
-    strike/dip values (Bedding 43/33, Joint 356/78, Fault 151/55, Foliation 268/28).
-    A legend titled Feature Type appears on the right side. The title stereonet-equal-area
-    letsplot pyplots.ai is centered at the top.'
+    projection on a square canvas. A dark primitive circle forms the boundary with
+    tick marks every 10 degrees around the perimeter. Cardinal directions (N, E, S,
+    W) are labeled in bold. Dashed light-gray reference lines cross at the center
+    (N-S and E-W). Four geological feature types are plotted: Bedding (blue, clustered
+    in the S-SE area), Joint (pink, clustered near E), Fault (orange/yellow, clustered
+    in the SW area), and Foliation (green/teal, clustered in the NW area). Poles to
+    planes appear as colored dots, great circles as thin transparent curved lines,
+    and gray density contours overlay the pole data. Semi-transparent confidence ellipses
+    surround each cluster. Dark diamond markers indicate mean pole positions, with
+    italic labels showing mean strike/dip values (e.g., "Bedding 43/33", "Joint 356/78",
+    "Fault 151/55", "Foliation 268/28"). A legend on the right identifies the four
+    feature types. The background is a subtle off-white (#FAFAFA).'
   criteria_checklist:
     visual_quality:
       score: 25
       max: 30
       items:
       - id: VQ-01
         name: Text Legibility
-        score: 6
+        score: 7
         max: 8
         passed: true
-        comment: Font sizes explicitly set (title 24, legend 18/16, cardinal 18).
-          Mean pole labels at size 11 are small.
+        comment: Font sizes explicitly set (title=24, legend=18/16, cardinal=18, mean
+          labels=14). All readable.
       - id: VQ-02
         name: No Overlap
-        score: 5
+        score: 4
         max: 6
-        passed: true
-        comment: Minor overlap between mean pole labels and nearby data points.
+        passed: false
+        comment: Minor overlap between Joint 356/78 label and E cardinal direction
+          label.
       - id: VQ-03
         name: Element Visibility
         score: 5
         max: 6
         passed: true
-        comment: Poles well-sized. Great circles subtle at alpha 0.3. Some arcs extend
-          beyond primitive circle.
+        comment: Poles well-sized (size=5, alpha=0.85), great circles appropriately
+          subtle.
       - id: VQ-04
         name: Color Accessibility
         score: 4
         max: 4
         passed: true
-        comment: Excellent colorblind-safe palette with good contrast.
+        comment: Excellent colorblind-safe Okabe-Ito palette.
       - id: VQ-05
         name: Layout & Canvas
         score: 3
         max: 4
         passed: true
-        comment: Square aspect ratio appropriate. Legend offsets stereonet slightly
-          from center.
+        comment: Good square canvas with coord_fixed. Slight asymmetry from right-side
+          legend.
       - id: VQ-06
         name: Axis Labels & Title
         score: 2
         max: 2
         passed: true
-        comment: Title correctly formatted. Cardinal directions serve as orientation
-          labels.
+        comment: Axes appropriately hidden for stereonet; cardinal directions serve
+          as labels.
     design_excellence:
       score: 13
       max: 20
@@ -94,22 +93,22 @@ review:
         score: 5
         max: 8
         passed: true
-        comment: Custom palette, intentional hierarchy, subtle background. Above defaults
-          but not publication-quality.
+        comment: Above defaults with Okabe-Ito palette, confidence ellipses, diamond
+          mean markers, italic labels.
       - id: DE-02
         name: Visual Refinement
         score: 4
         max: 6
         passed: true
-        comment: All axes/grid removed, manual stereonet elements, subtle reference
-          lines. Good refinement.
+        comment: Axes/grid removed, subtle background, well-designed tick marks with
+          30-degree emphasis.
       - id: DE-03
         name: Data Storytelling
         score: 4
         max: 6
         passed: true
-        comment: Mean pole annotations and density contours guide the viewer. Visual
-          hierarchy creates reading order.
+        comment: Mean annotations with strike/dip create focal points. Clear visual
+          hierarchy across layers.
     spec_compliance:
       score: 15
       max: 15
@@ -119,26 +118,26 @@ review:
         score: 5
         max: 5
         passed: true
-        comment: Correct Schmidt equal-area lower-hemisphere stereonet.
+        comment: Correct equal-area Schmidt net lower-hemisphere projection.
       - id: SC-02
         name: Required Features
         score: 4
         max: 4
         passed: true
-        comment: 'All spec features present: great circles, poles, density contours,
-          ticks, color-coding, legend.'
+        comment: 'All features: great circles, poles, density contours, color coding,
+          legend, tick marks, cardinal labels.'
       - id: SC-03
         name: Data Mapping
         score: 3
         max: 3
         passed: true
-        comment: Strike/dip correctly mapped through equal-area projection.
+        comment: Strike/dip correctly converted to equal-area projection coordinates.
       - id: SC-04
         name: Title & Legend
         score: 3
         max: 3
         passed: true
-        comment: Title format correct. Legend Feature Type with matching labels.
+        comment: Correct title format and legend labels.
     data_quality:
       score: 15
       max: 15
@@ -148,19 +147,19 @@ review:
         score: 6
         max: 6
         passed: true
-        comment: Four distinct structural feature types with different orientations.
+        comment: Four distinct feature types with varied orientations and dip angles.
       - id: DQ-02
         name: Realistic Context
         score: 5
         max: 5
         passed: true
-        comment: Realistic structural geology field campaign data.
+        comment: Authentic structural geology mapping scenario.
       - id: DQ-03
         name: Appropriate Scale
         score: 4
         max: 4
         passed: true
-        comment: 70 measurements within 30-200 range, proper strike/dip values.
+        comment: Realistic strike azimuths and dip angles per feature type.
     code_quality:
       score: 10
       max: 10
@@ -170,7 +169,7 @@ review:
         score: 3
         max: 3
         passed: true
-        comment: Flat script structure.
+        comment: 'Clean linear structure: imports, data, projection, plot, save.'
       - id: CQ-02
         name: Reproducibility
         score: 2
@@ -182,36 +181,38 @@ review:
         score: 2
         max: 2
         passed: true
-        comment: All imports used, specific imports.
+        comment: All imports used.
       - id: CQ-04
         name: Code Elegance
         score: 2
         max: 2
         passed: true
-        comment: Well-structured, clear naming, no fake UI.
+        comment: Well-organized projection math with eigenvalue decomposition for
+          ellipses.
       - id: CQ-05
         name: Output & API
         score: 1
         max: 1
         passed: true
-        comment: ggsave to plot.png with scale=3.
+        comment: Saves as plot.png via ggsave with scale=3.
     library_mastery:
-      score: 6
+      score: 7
       max: 10
       items:
       - id: LM-01
         name: Idiomatic Usage
         score: 4
         max: 5
         passed: true
-        comment: Good ggplot grammar, layer_tooltips, coord_fixed, theme customization.
+        comment: Good ggplot grammar with layered geoms, aesthetics, scales, themes.
+          Proper geom_density2d usage.
       - id: LM-02
         name: Distinctive Features
-        score: 2
+        score: 3
         max: 5
-        passed: false
-        comment: Uses layer_tooltips and geom_density2d but mostly manual geometry
-          construction.
+        passed: true
+        comment: Uses layer_tooltips() for interactive hover, geom_density2d with
+          kernel/adjust, HTML export.
   verdict: REJECTED
 impl_tags:
   dependencies: []
@@ -224,8 +225,7 @@ impl_tags:
   patterns:
   - data-generation
   - iteration-over-groups
-  dataprep:
-  - kde
+  dataprep: []
   styling:
   - minimal-chrome
   - alpha-blending