chore(letsplot): update quality score 88 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: 85/100 | Created: 2026-03-15
+Quality: 88/100 | 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: '2026-03-15T23:31:45Z'
+updated: '2026-03-15T23:40:09Z'
 generated_by: claude-opus-4-5-20251101
 workflow_run: 23121189167
 issue: 4576
@@ -10,105 +10,108 @@ 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: 85
+quality_score: 88
 review:
   strengths:
-  - '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
+  - Mathematically correct equal-area projection with proper Lambert azimuthal formulas
+  - 'Comprehensive feature set: great circles, poles, density contours, confidence
+    ellipses, mean annotations'
+  - Excellent colorblind-safe palette following Okabe-Ito conventions
+  - Smart label nudge logic to avoid overlap with cardinal direction labels
+  - Interactive tooltips on poles showing strike/dip values (lets-plot distinctive
+    feature)
+  - Clean, professional visual design with appropriate use of alpha blending and layering
   weaknesses:
-  - 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
+  - Density contours (geom_density2d) extend beyond the primitive circle boundary,
+    creating visual noise outside the stereonet
+  - Mean annotation label font size (14) is slightly small relative to other text
+    elements
+  - Joint cluster labels crowd near the E cardinal label despite nudge logic
   image_description: 'The plot displays a Schmidt equal-area (lower-hemisphere) stereonet
-    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).'
+    projection on a white/light gray circular canvas. Four geological feature types
+    are plotted as colored poles (dots): Bedding (blue, clustered in the lower-center),
+    Joint (pink, clustered on the right near E), Fault (amber/orange, in the lower-left),
+    and Foliation (teal/green, near the top-center). Great circles are drawn as thin,
+    semi-transparent colored arcs for each measurement. Gray density contours (geom_density2d)
+    overlay the pole data showing clustering patterns. Each cluster has a semi-transparent
+    confidence ellipse fill and a dark diamond-shaped mean pole marker with italic
+    annotation showing mean strike/dip (Bedding 43/33, Joint 356/78, Fault 151/55,
+    Foliation 268/28). The primitive circle boundary is drawn in dark gray with tick
+    marks every 10 degrees (longer every 30 degrees). Cardinal directions N, E, S,
+    W are labeled in bold. Dashed reference cross lines mark N-S and E-W axes. A legend
+    in the lower-right corner shows Feature Type with all four categories. Title reads
+    stereonet-equal-area letsplot pyplots.ai in bold at the top.'
   criteria_checklist:
     visual_quality:
-      score: 25
+      score: 26
       max: 30
       items:
       - id: VQ-01
         name: Text Legibility
         score: 7
         max: 8
         passed: true
-        comment: Font sizes explicitly set (title=24, legend=18/16, cardinal=18, mean
-          labels=14). All readable.
+        comment: All font sizes explicitly set (title=26, cardinal=20, legend title=18,
+          legend text=16). Mean annotation labels at size=14 slightly small.
       - id: VQ-02
         name: No Overlap
-        score: 4
+        score: 5
         max: 6
-        passed: false
-        comment: Minor overlap between Joint 356/78 label and E cardinal direction
-          label.
+        passed: true
+        comment: Joint label close to E cardinal label. Density contours extend beyond
+          primitive circle.
       - id: VQ-03
         name: Element Visibility
         score: 5
         max: 6
         passed: true
-        comment: Poles well-sized (size=5, alpha=0.85), great circles appropriately
-          subtle.
+        comment: Poles visible (size=5, alpha=0.85). Great circles appropriately subtle.
+          Mean diamonds prominent.
       - id: VQ-04
         name: Color Accessibility
         score: 4
         max: 4
         passed: true
-        comment: Excellent colorblind-safe Okabe-Ito palette.
+        comment: Excellent colorblind-safe palette following Okabe-Ito conventions.
       - id: VQ-05
         name: Layout & Canvas
         score: 3
         max: 4
         passed: true
-        comment: Good square canvas with coord_fixed. Slight asymmetry from right-side
-          legend.
+        comment: Square canvas appropriate for stereonet. Density contours bleed beyond
+          primitive circle boundary.
       - id: VQ-06
         name: Axis Labels & Title
         score: 2
         max: 2
         passed: true
-        comment: Axes appropriately hidden for stereonet; cardinal directions serve
-          as labels.
+        comment: Axes correctly blank for stereonet. Cardinal directions serve as
+          orientation markers.
     design_excellence:
-      score: 13
+      score: 15
       max: 20
       items:
       - id: DE-01
         name: Aesthetic Sophistication
-        score: 5
+        score: 6
         max: 8
         passed: true
-        comment: Above defaults with Okabe-Ito palette, confidence ellipses, diamond
-          mean markers, italic labels.
+        comment: Custom colorblind-safe palette, confidence ellipses, italic mean
+          annotations, diamond markers, clean legend.
       - id: DE-02
         name: Visual Refinement
-        score: 4
+        score: 5
         max: 6
         passed: true
-        comment: Axes/grid removed, subtle background, well-designed tick marks with
-          30-degree emphasis.
+        comment: All axes/ticks/grid removed. Subtle dashed reference lines. Custom
+          perimeter ticks. Clean background.
       - id: DE-03
         name: Data Storytelling
         score: 4
         max: 6
         passed: true
-        comment: Mean annotations with strike/dip create focal points. Clear visual
-          hierarchy across layers.
+        comment: Mean annotations with strike/dip guide interpretation. Confidence
+          ellipses show spread. Clear visual groupings.
     spec_compliance:
       score: 15
       max: 15
@@ -118,14 +121,15 @@ review:
         score: 5
         max: 5
         passed: true
-        comment: Correct equal-area Schmidt net lower-hemisphere projection.
+        comment: Correct Schmidt equal-area lower-hemisphere stereonet with Lambert
+          azimuthal math.
       - id: SC-02
         name: Required Features
         score: 4
         max: 4
         passed: true
-        comment: 'All features: great circles, poles, density contours, color coding,
-          legend, tick marks, cardinal labels.'
+        comment: 'All required features present: great circles, poles, density contours,
+          color-coding, legend, tick marks, N label.'
       - id: SC-03
         name: Data Mapping
         score: 3
@@ -137,7 +141,7 @@ review:
         score: 3
         max: 3
         passed: true
-        comment: Correct title format and legend labels.
+        comment: Title in correct format. Legend shows all four feature types.
     data_quality:
       score: 15
       max: 15
@@ -147,19 +151,20 @@ review:
         score: 6
         max: 6
         passed: true
-        comment: Four distinct feature types with varied orientations and dip angles.
+        comment: Four distinct structural features with different orientations and
+          dip angles.
       - id: DQ-02
         name: Realistic Context
         score: 5
         max: 5
         passed: true
-        comment: Authentic structural geology mapping scenario.
+        comment: Realistic geological structural data from a field mapping campaign.
       - id: DQ-03
         name: Appropriate Scale
         score: 4
         max: 4
         passed: true
-        comment: Realistic strike azimuths and dip angles per feature type.
+        comment: Strike 0-360 degrees, dip values appropriate per feature type.
     code_quality:
       score: 10
       max: 10
@@ -169,32 +174,31 @@ review:
         score: 3
         max: 3
         passed: true
-        comment: 'Clean linear structure: imports, data, projection, plot, save.'
+        comment: 'Linear flow: imports, data, projection, plot, save. No functions/classes.'
       - id: CQ-02
         name: Reproducibility
         score: 2
         max: 2
         passed: true
-        comment: np.random.seed(42) set.
+        comment: np.random.seed(42) set at beginning.
       - id: CQ-03
         name: Clean Imports
         score: 2
         max: 2
         passed: true
-        comment: All imports used.
+        comment: All imports used. Clean explicit imports.
       - id: CQ-04
         name: Code Elegance
         score: 2
         max: 2
         passed: true
-        comment: Well-organized projection math with eigenvalue decomposition for
-          ellipses.
+        comment: Well-organized with clear comments. Smart label nudge logic.
       - id: CQ-05
         name: Output & API
         score: 1
         max: 1
         passed: true
-        comment: Saves as plot.png via ggsave with scale=3.
+        comment: Saves as plot.png via ggsave with scale=3. Current API.
     library_mastery:
       score: 7
       max: 10
@@ -204,24 +208,24 @@ review:
         score: 4
         max: 5
         passed: true
-        comment: Good ggplot grammar with layered geoms, aesthetics, scales, themes.
-          Proper geom_density2d usage.
+        comment: Good ggplot2 grammar with layered geom_* calls, aes(), scale_*_manual(),
+          coord_fixed().
       - id: LM-02
         name: Distinctive Features
         score: 3
         max: 5
         passed: true
-        comment: Uses layer_tooltips() for interactive hover, geom_density2d with
-          kernel/adjust, HTML export.
+        comment: Uses layer_tooltips() for interactive hover, HTML export, geom_density2d
+          with kernel/adjust.
   verdict: REJECTED
 impl_tags:
   dependencies: []
   techniques:
-  - layer-composition
+  - polar-projection
   - annotations
+  - layer-composition
   - hover-tooltips
   - html-export
-  - polar-projection
   patterns:
   - data-generation
   - iteration-over-groups