From 3e5a604ba47768024de68dc4b1979f134cb92ad6 Mon Sep 17 00:00:00 2001 From: "github-actions[bot]" Date: Tue, 26 May 2026 23:11:27 +0000 Subject: [PATCH 1/5] feat(letsplot): implement raincloud-basic Regen from quality 94. Addressed: - canvas: switched from ggsize(1600,900)+scale=3 (4800x2700) to the canonical ggsize(800,450)+scale=4 (3200x1800) per Step 0 contract. - palette: replaced custom hexes (#306998/#FFD43B/#5BA85B) with anyplot positions 1/2/3 (#009E73/#C475FD/#4467A3); Control is first series in brand green. - theme-adaptive chrome: reads ANYPLOT_THEME, renders PAGE_BG #FAF8F1 light / #1A1A17 dark, INK + INK_SOFT for text, RULE for grid, plus ELEVATED_BG for boxplot fill so it reads in both themes. - outputs: now saves plot-{theme}.png and plot-{theme}.html instead of bare plot.png/plot.html. - annotations: enlarged from size=10 to size=13 (prior weakness) and right-anchored at x=690 so labels stay inside the 200-700 panel. - jitter density: reduced alpha 0.6 -> 0.5 and bumped size 3.5 -> 4.0 to better resolve the dense Treatment B left cluster (prior weakness). Preserved: horizontal raincloud metaphor (cloud above, box on baseline, rain below), bimodal Treatment B distribution, two-annotation story. --- .../implementations/python/letsplot.py | 128 ++++++++++-------- 1 file changed, 74 insertions(+), 54 deletions(-) diff --git a/plots/raincloud-basic/implementations/python/letsplot.py b/plots/raincloud-basic/implementations/python/letsplot.py index 00c670a405..6c68724eb8 100644 --- a/plots/raincloud-basic/implementations/python/letsplot.py +++ b/plots/raincloud-basic/implementations/python/letsplot.py @@ -1,30 +1,62 @@ -""" pyplots.ai +"""anyplot.ai raincloud-basic: Basic Raincloud Plot -Library: letsplot 4.8.2 | Python 3.14 -Quality: 94/100 | Created: 2025-12-25 +Library: letsplot | Python 3.13 +Quality: pending | Created: 2026-05-26 """ +import os + import numpy as np import pandas as pd -from lets_plot import * -from lets_plot.export import ggsave +from lets_plot import ( + LetsPlot, + aes, + arrow, + element_blank, + element_line, + element_rect, + element_text, + geom_boxplot, + geom_jitter, + geom_segment, + geom_text, + geom_violin, + ggplot, + ggsave, + ggsize, + labs, + position_nudge, + scale_color_manual, + scale_fill_manual, + scale_x_continuous, + scale_y_discrete, + theme, +) LetsPlot.setup_html() -# Data - Reaction times (ms) for three experimental conditions +# Theme tokens +THEME = os.getenv("ANYPLOT_THEME", "light") +PAGE_BG = "#FAF8F1" if THEME == "light" else "#1A1A17" +ELEVATED_BG = "#FFFDF6" if THEME == "light" else "#242420" +INK = "#1A1A17" if THEME == "light" else "#F0EFE8" +INK_SOFT = "#4A4A44" if THEME == "light" else "#B8B7B0" +INK_MUTED = "#6B6A63" if THEME == "light" else "#A8A79F" +RULE = "rgba(26,26,23,0.15)" if THEME == "light" else "rgba(240,239,232,0.15)" + +# anyplot categorical palette (canonical order, first series ALWAYS #009E73) +BRAND = "#009E73" +LAVENDER = "#C475FD" +BLUE = "#4467A3" + +# Data — reaction times (ms) for three experimental conditions np.random.seed(42) -# Control group: normal distribution centered at 450ms control = np.random.normal(450, 60, 80) - -# Treatment A: faster responses, centered at 380ms treatment_a = np.random.normal(380, 50, 80) - -# Treatment B: bimodal distribution — two widely separated response clusters treatment_b = np.concatenate([np.random.normal(300, 30, 50), np.random.normal(540, 35, 30)]) -# Build dataframe df = pd.DataFrame( { "condition": ["Control"] * len(control) @@ -34,84 +66,72 @@ } ) -# Color palette (mapped to display order: Treatment B, Treatment A, Control) -palette = {"Control": "#306998", "Treatment A": "#FFD43B", "Treatment B": "#5BA85B"} +palette = {"Control": BRAND, "Treatment A": LAVENDER, "Treatment B": BLUE} -# Category display order (bottom to top): Treatment B, Treatment A, Control +# Display order (bottom to top of y-axis): Treatment B, Treatment A, Control cat_order = ["Treatment B", "Treatment A", "Control"] -# Create raincloud plot: half-violin (cloud) + box plot + jittered points (rain) -# Y-axis: Treatment B=0, Treatment A=1, Control=2 plot = ( ggplot(df, aes(x="reaction_time", y="condition", fill="condition", color="condition")) - # Half-violin (cloud) - nudged above category baseline + # Half-violin (cloud) — nudged above the category baseline + geom_violin(trim=False, show_half=1, size=0.8, alpha=0.7, position=position_nudge(y=0.12)) - # Box plot - wider for clear quartile readability + # Boxplot on the baseline with elevated-bg fill for contrast in both themes + geom_boxplot( width=0.18, outlier_size=0, outlier_alpha=0, - fill="white", - color="#333333", + fill=ELEVATED_BG, + color=INK, size=0.8, alpha=0.95, show_legend=False, ) - # Jittered points (rain) - positioned below category baseline + # Rain — jittered points below the baseline + geom_jitter( width=0, - height=0.06, - size=3.5, - alpha=0.6, + height=0.05, + size=4.0, + alpha=0.5, shape=21, stroke=0.3, show_legend=False, position=position_nudge(y=-0.16), ) - # Annotation: Treatment A faster responses (Treatment A = index 1) + # Annotation: Treatment A faster mean (index 1) + geom_text( - x=580, y=1.55, label="~70ms faster mean\nthan Control", size=10, color="#8B7500", fontface="italic", hjust=0 + x=690, y=1.55, label="~70ms faster mean\nthan Control", size=13, color=INK_SOFT, fontface="italic", hjust=1 ) - # Arrow from label toward Treatment A - + geom_segment(x=570, y=1.45, xend=420, yend=1.15, color="#8B7500", size=0.5, arrow=arrow(length=8, type="closed")) - # Annotation: Treatment B bimodal (Treatment B = index 0, bottom) + + geom_segment(x=560, y=1.45, xend=420, yend=1.15, color=INK_SOFT, size=0.5, arrow=arrow(length=8, type="closed")) + # Annotation: Treatment B bimodal (index 0, bottom) + geom_text( - x=580, y=0.55, label="Two distinct\nresponse clusters", size=10, color="#3D7A3D", fontface="italic", hjust=0 + x=690, y=0.55, label="Two distinct\nresponse clusters", size=13, color=INK_SOFT, fontface="italic", hjust=1 ) - # Arrow pointing to Treatment B fast cluster (~300ms) - + geom_segment(x=570, y=0.35, xend=310, yend=0.12, color="#3D7A3D", size=0.5, arrow=arrow(length=8, type="closed")) - # Arrow pointing to Treatment B slow cluster (~540ms) - + geom_segment(x=585, y=0.3, xend=545, yend=0.12, color="#3D7A3D", size=0.5, arrow=arrow(length=8, type="closed")) - # Scales + + geom_segment(x=560, y=0.35, xend=310, yend=0.12, color=INK_SOFT, size=0.5, arrow=arrow(length=8, type="closed")) + + geom_segment(x=590, y=0.30, xend=545, yend=0.12, color=INK_SOFT, size=0.5, arrow=arrow(length=8, type="closed")) + scale_fill_manual(values=palette) + scale_color_manual(values=palette) + scale_y_discrete(limits=cat_order) + scale_x_continuous(limits=[200, 700]) - # Labels and title - + labs( - x="Reaction Time (ms)", y="Experimental Condition", title="raincloud-basic \u00b7 letsplot \u00b7 pyplots.ai" - ) - # Refined theme — custom styling without flavor to avoid conflicts + + labs(x="Reaction Time (ms)", y="Experimental Condition", title="raincloud-basic · python · letsplot · anyplot.ai") + theme( - plot_title=element_text(size=24, face="bold"), - plot_background=element_rect(fill="#FAFAFA", color="#FAFAFA"), - panel_background=element_rect(fill="#FAFAFA", color="#FAFAFA"), - axis_title_x=element_text(size=20, margin=[12, 0, 0, 0]), - axis_title_y=element_text(size=20, margin=[0, 12, 0, 0]), - axis_text_x=element_text(size=16), - axis_text_y=element_text(size=16, face="bold"), + plot_background=element_rect(fill=PAGE_BG, color=PAGE_BG), + panel_background=element_rect(fill=PAGE_BG, color=PAGE_BG), + plot_title=element_text(size=16, face="bold", color=INK), + axis_title_x=element_text(size=12, color=INK, margin=[12, 0, 0, 0]), + axis_title_y=element_text(size=12, color=INK, margin=[0, 12, 0, 0]), + axis_text_x=element_text(size=10, color=INK_SOFT), + axis_text_y=element_text(size=12, color=INK, face="bold"), axis_ticks=element_blank(), - axis_line_x=element_line(color="#CCCCCC", size=0.5), + axis_line_x=element_line(color=INK_SOFT, size=0.5), axis_line_y=element_blank(), legend_position="none", panel_grid_major_y=element_blank(), panel_grid_minor=element_blank(), - panel_grid_major_x=element_line(color="rgba(0, 0, 0, 0.08)", size=0.4), + panel_grid_major_x=element_line(color=RULE, size=0.4), plot_margin=[40, 40, 30, 20], ) - + ggsize(1600, 900) + + ggsize(800, 450) ) -# Save outputs -ggsave(plot, "plot.png", path=".", scale=3) -ggsave(plot, "plot.html", path=".") +ggsave(plot, f"plot-{THEME}.png", path=".", scale=4) +ggsave(plot, f"plot-{THEME}.html", path=".") From ba3b2494d805cb25ace1d99a96302075f2cdeded Mon Sep 17 00:00:00 2001 From: "github-actions[bot]" Date: Tue, 26 May 2026 23:11:36 +0000 Subject: [PATCH 2/5] chore(letsplot): add metadata for raincloud-basic --- .../metadata/python/letsplot.yaml | 244 ++---------------- 1 file changed, 17 insertions(+), 227 deletions(-) diff --git a/plots/raincloud-basic/metadata/python/letsplot.yaml b/plots/raincloud-basic/metadata/python/letsplot.yaml index cf8cd5c19c..ab0172c31d 100644 --- a/plots/raincloud-basic/metadata/python/letsplot.yaml +++ b/plots/raincloud-basic/metadata/python/letsplot.yaml @@ -1,231 +1,21 @@ +# Per-library metadata for letsplot implementation of raincloud-basic +# Auto-generated by impl-generate.yml + library: letsplot +language: python specification_id: raincloud-basic created: '2025-12-25T08:23:48Z' -updated: '2026-02-14T20:42:58Z' -generated_by: claude-opus-4-6 -workflow_run: 20501867902 -issue: 0 -python_version: '3.14' -library_version: 4.8.2 -preview_url: https://storage.googleapis.com/anyplot-images/plots/raincloud-basic/letsplot/plot.png -preview_html: https://storage.googleapis.com/anyplot-images/plots/raincloud-basic/letsplot/plot.html -quality_score: 94 -impl_tags: - dependencies: [] - techniques: - - annotations - - layer-composition - patterns: - - data-generation - dataprep: [] - styling: - - alpha-blending - - grid-styling +updated: '2026-05-26T23:11:36Z' +generated_by: claude-opus +workflow_run: 26480316626 +issue: 1876 +language_version: 3.13.13 +library_version: 4.10.1 +preview_url_light: https://storage.googleapis.com/anyplot-images/plots/raincloud-basic/python/letsplot/plot-light.png +preview_url_dark: https://storage.googleapis.com/anyplot-images/plots/raincloud-basic/python/letsplot/plot-dark.png +preview_html_light: https://storage.googleapis.com/anyplot-images/plots/raincloud-basic/python/letsplot/plot-light.html +preview_html_dark: https://storage.googleapis.com/anyplot-images/plots/raincloud-basic/python/letsplot/plot-dark.html +quality_score: null review: - strengths: - - 'Excellent raincloud metaphor execution: clouds rise above, rain falls below each - category baseline with correct orientation' - - Strong data storytelling with two annotations and arrows highlighting Treatment - A speed improvement and Treatment B bimodality - - Bimodal Treatment B distribution effectively demonstrates why raincloud plots - matter (boxplots would hide this) - - 'Publication-quality aesthetic: custom palette, refined background, subtle gridlines, - intentional typography hierarchy' - - Idiomatic lets-plot usage with show_half parameter and position_nudge for component - separation - weaknesses: - - Treatment B jittered points in the left cluster (around 300ms) are somewhat densely - packed despite size 3.5 and alpha 0.6, slightly reducing individual point visibility - - Annotation text at size=10 is on the smaller side relative to axis labels; could - benefit from slightly larger annotation text for better readability at full resolution - image_description: 'The plot displays a horizontal raincloud plot with three experimental - conditions (Control, Treatment A, Treatment B) on the y-axis and Reaction Time - (ms) on the x-axis, ranging from 200 to 700. Each condition shows three layered - elements: a half-violin (cloud) extending above the category baseline, a white - boxplot centered on the baseline, and jittered points (rain) scattered below the - baseline. Control is steel blue (#306998) with a normal distribution centered - around 450ms. Treatment A is golden yellow (#FFD43B) centered around 380ms. Treatment - B is green (#5BA85B) with a clearly bimodal distribution showing two clusters - around 300ms and 540ms. Two italic text annotations with arrows guide the viewer: - one noting "~70ms faster mean than Control" pointing to Treatment A, and another - noting "Two distinct response clusters" with two arrows pointing to the two modes - of Treatment B. The background is light gray (#FAFAFA) with subtle x-axis gridlines. - No legend is shown; categories are identified by bold y-axis labels. The title - reads "raincloud-basic · letsplot · pyplots.ai" in bold at the top.' - criteria_checklist: - visual_quality: - score: 29 - max: 30 - items: - - id: VQ-01 - name: Text Legibility - score: 8 - max: 8 - passed: true - comment: 'All font sizes explicitly set: title 24pt bold, axis titles 20pt, - tick text 16pt, category labels 16pt bold' - - id: VQ-02 - name: No Overlap - score: 6 - max: 6 - passed: true - comment: No overlapping text; annotations positioned to the right, clear of - data elements - - id: VQ-03 - name: Element Visibility - score: 5 - max: 6 - passed: true - comment: Points at size 3.5 with alpha 0.6 and shape 21; slightly dense clustering - in Treatment B left group - - id: VQ-04 - name: Color Accessibility - score: 4 - max: 4 - passed: true - comment: Blue, yellow, green palette distinguishable for most colorblind types - - id: VQ-05 - name: Layout Balance - score: 4 - max: 4 - passed: true - comment: Plot fills canvas well with balanced margins - - id: VQ-06 - name: Axis Labels & Title - score: 2 - max: 2 - passed: true - comment: Reaction Time (ms) with units, Experimental Condition descriptive - design_excellence: - score: 16 - max: 20 - items: - - id: DE-01 - name: Aesthetic Sophistication - score: 6 - max: 8 - passed: true - comment: Custom palette, custom background, removed ticks, refined grid, bold - category labels, intentional hierarchy - - id: DE-02 - name: Visual Refinement - score: 5 - max: 6 - passed: true - comment: Subtle rgba-based grid, axis ticks removed, y-axis line hidden, generous - margins, clean background - - id: DE-03 - name: Data Storytelling - score: 5 - max: 6 - passed: true - comment: Two annotations with arrows guiding viewer to Treatment A speed improvement - and Treatment B bimodality - spec_compliance: - score: 15 - max: 15 - items: - - id: SC-01 - name: Plot Type - score: 5 - max: 5 - passed: true - comment: 'Correct raincloud: half-violin + boxplot + jittered points, horizontal - orientation, cloud above rain below' - - id: SC-02 - name: Required Features - score: 4 - max: 4 - passed: true - comment: Half-violin show_half=1, jitter height=0.06, alpha 0.6 on points, - boxplot with median/quartiles - - id: SC-03 - name: Data Mapping - score: 3 - max: 3 - passed: true - comment: Categories on y-axis, values on x-axis — correct mapping - - id: SC-04 - name: Title & Legend - score: 3 - max: 3 - passed: true - comment: Title format raincloud-basic · letsplot · pyplots.ai correct; legend - hidden with category labels on y-axis - data_quality: - score: 15 - max: 15 - items: - - id: DQ-01 - name: Feature Coverage - score: 6 - max: 6 - passed: true - comment: 'Three groups with distinct distributions: normal, shifted normal, - bimodal' - - id: DQ-02 - name: Realistic Context - score: 5 - max: 5 - passed: true - comment: Reaction times for experimental conditions — real, neutral scientific - scenario - - id: DQ-03 - name: Appropriate Scale - score: 4 - max: 4 - passed: true - comment: Reaction times 250-650ms — realistic for cognitive experiments - code_quality: - score: 10 - max: 10 - items: - - id: CQ-01 - name: KISS Structure - score: 3 - max: 3 - passed: true - comment: Clean Imports → Data → Plot → Save flow, no functions/classes - - id: CQ-02 - name: Reproducibility - score: 2 - max: 2 - passed: true - comment: np.random.seed(42) - - id: CQ-03 - name: Clean Imports - score: 2 - max: 2 - passed: true - comment: 'All imports used: numpy, pandas, lets_plot, ggsave' - - id: CQ-04 - name: Code Elegance - score: 2 - max: 2 - passed: true - comment: Well-organized, appropriate complexity for the visualization - - id: CQ-05 - name: Output & API - score: 1 - max: 1 - passed: true - comment: Saves plot.png and plot.html correctly - library_mastery: - score: 9 - max: 10 - items: - - id: LM-01 - name: Idiomatic Usage - score: 5 - max: 5 - passed: true - comment: 'Grammar of graphics idiom: ggplot + geom layers, position_nudge, - scale_manual, theme' - - id: LM-02 - name: Distinctive Features - score: 4 - max: 5 - passed: true - comment: show_half=1 for half-violin, position_nudge for cloud/rain offset, - arrow() in geom_segment - verdict: APPROVED + strengths: [] + weaknesses: [] From 884d3e715dc703ede2a52bae0624a8c6c8616a9c Mon Sep 17 00:00:00 2001 From: "github-actions[bot]" Date: Tue, 26 May 2026 23:16:22 +0000 Subject: [PATCH 3/5] chore(letsplot): update quality score 89 and review feedback for raincloud-basic --- .../implementations/python/letsplot.py | 6 +- .../metadata/python/letsplot.yaml | 259 +++++++++++++++++- 2 files changed, 255 insertions(+), 10 deletions(-) diff --git a/plots/raincloud-basic/implementations/python/letsplot.py b/plots/raincloud-basic/implementations/python/letsplot.py index 6c68724eb8..aa8becc7b2 100644 --- a/plots/raincloud-basic/implementations/python/letsplot.py +++ b/plots/raincloud-basic/implementations/python/letsplot.py @@ -1,7 +1,7 @@ -"""anyplot.ai +""" anyplot.ai raincloud-basic: Basic Raincloud Plot -Library: letsplot | Python 3.13 -Quality: pending | Created: 2026-05-26 +Library: letsplot 4.10.1 | Python 3.13.13 +Quality: 89/100 | Updated: 2026-05-26 """ import os diff --git a/plots/raincloud-basic/metadata/python/letsplot.yaml b/plots/raincloud-basic/metadata/python/letsplot.yaml index ab0172c31d..cb42a3c1b0 100644 --- a/plots/raincloud-basic/metadata/python/letsplot.yaml +++ b/plots/raincloud-basic/metadata/python/letsplot.yaml @@ -1,11 +1,8 @@ -# Per-library metadata for letsplot implementation of raincloud-basic -# Auto-generated by impl-generate.yml - library: letsplot language: python specification_id: raincloud-basic created: '2025-12-25T08:23:48Z' -updated: '2026-05-26T23:11:36Z' +updated: '2026-05-26T23:16:22Z' generated_by: claude-opus workflow_run: 26480316626 issue: 1876 @@ -15,7 +12,255 @@ preview_url_light: https://storage.googleapis.com/anyplot-images/plots/raincloud preview_url_dark: https://storage.googleapis.com/anyplot-images/plots/raincloud-basic/python/letsplot/plot-dark.png preview_html_light: https://storage.googleapis.com/anyplot-images/plots/raincloud-basic/python/letsplot/plot-light.html preview_html_dark: https://storage.googleapis.com/anyplot-images/plots/raincloud-basic/python/letsplot/plot-dark.html -quality_score: null +quality_score: 89 review: - strengths: [] - weaknesses: [] + strengths: + - 'Correct raincloud anatomy: half-violin clouds nudged above each baseline (show_half=1), + boxplot centered on the baseline, jittered rain below — the spec''s vertical metaphor + (cloud up, rain down) is preserved cleanly for all three conditions.' + - 'Idiomatic lets-plot composition: ggplot grammar with layered geom_violin/geom_boxplot/geom_jitter, + position_nudge to offset each layer, scale_y_discrete with explicit limits to + control category order, and scale_*_manual with the anyplot palette.' + - Theme-adaptive chrome wired through tokens (PAGE_BG, ELEVATED_BG, INK, INK_SOFT, + RULE) so both light (#FAF8F1) and dark (#1A1A17) renders are fully legible — no + dark-on-dark or light-on-light failures. + - 'Canonical anyplot palette in canonical order: Control = #009E73 (brand green, + first series as required), Treatment A = #C475FD, Treatment B = #4467A3.' + - 'Strong data storytelling: italic-gray annotations with arrows highlight the bimodal + Treatment B distribution and Treatment A''s ~70ms speed advantage — turns a basic + raincloud into a real insight.' + - 'Clean code: KISS structure (no functions/classes), np.random.seed(42) for reproducibility, + only used imports, saves both plot-{THEME}.png and plot-{THEME}.html as required.' + - Canvas dimensions exact at 3200x1800 (ggsize(800,450) + scale=4) — canvas gate + not triggered. + weaknesses: + - The two annotation arrows for 'Two distinct response clusters' both terminate + inside the Treatment B violin curve — the arrowheads overlap the cloud fill, creating + minor visual clutter. Consider routing the arrows so the heads land just outside + the violin silhouette (e.g. end at the violin's outline, not inside the fill), + or shorten the segments so they stop at the cluster centers without crossing the + boundary. + - The annotation arrow for '~70ms faster mean than Control' crosses through the + upper portion of the Treatment A violin curve on its way to the cluster — the + line passes through filled cloud area. Adjust the arrow start/end so the segment + skirts around the violin shape rather than piercing it. + - 'DE-02 could push further: the x-axis line (axis_line_x at INK_SOFT) is the only + spine and is fine, but visible vertical grid major lines together with the axis + line slightly compete. Consider removing axis_line_x entirely (theme_minimal-style) + since the vertical grid already anchors the x-scale, leaving the chart even cleaner.' + image_description: |- + Light render (plot-light.png): + Background: Warm off-white (#FAF8F1) — neither pure white nor dark. Confirmed. + Chrome: Title "raincloud-basic · python · letsplot · anyplot.ai" is bold dark ink at top, fully visible above the plot area (no clipping). Y-axis category labels "Control", "Treatment A", "Treatment B" are bold dark ink, clearly readable. X-axis tick labels (200, 250, ..., 700) and the "Reaction Time (ms)" / "Experimental Condition" titles are dark gray on the off-white surface. Vertical major grid lines are subtle rgba(26,26,23,0.15). Italic annotations in INK_SOFT gray with thin arrows are visible and legible. + Data: Control = brand green (#009E73), Treatment A = lavender (#C475FD), Treatment B = blue (#4467A3) — canonical anyplot order. Box plots have a near-white ELEVATED_BG fill with dark outlines. Rain points are color-matched with alpha 0.5 below each baseline; half-violin clouds rise above. The visual metaphor (cloud up, rain down) reads clearly. + Legibility verdict: PASS + + Dark render (plot-dark.png): + Background: Warm near-black (#1A1A17) — not pure black, slight warmth visible. Confirmed. + Chrome: Title and all axis labels render in light ink (#F0EFE8) and are fully readable against the dark surface. Tick labels render in INK_SOFT light gray — readable. Vertical grid lines are subtle light rule. Italic annotations are light gray with light arrows — readable, no dark-on-dark failures detected. + Data: Control green, Treatment A lavender, Treatment B blue — identical hues to the light render (chrome flipped, data colors held constant as required). Box plot fills use the dark ELEVATED_BG (#242420) with the same dark INK box outlines — the box outlines are slightly thinner-looking against the dark fill but remain visible. + Legibility verdict: PASS + criteria_checklist: + visual_quality: + score: 28 + max: 30 + items: + - id: VQ-01 + name: Text Legibility + score: 7 + max: 8 + passed: true + comment: All text readable in both themes; sizes explicitly set (title 16, + axis title 12, ticks 10, annotation 13). Annotation italic is slightly smaller + than ideal but fully legible at full canvas size. + - id: VQ-02 + name: No Overlap + score: 5 + max: 6 + passed: true + comment: Three annotation arrows terminate inside violin curves (one in Treatment + A, two in Treatment B). No text-on-text or text-on-data text collisions, + but the arrows visually clutter the cloud silhouettes. + - id: VQ-03 + name: Element Visibility + score: 6 + max: 6 + passed: true + comment: Rain points sized 4 with alpha 0.5 work well for ~80 points per category; + cloud, box, and rain are each distinct and visible. + - id: VQ-04 + name: Color Accessibility + score: 2 + max: 2 + passed: true + comment: Green/lavender/blue trio is CVD-safe; no red-green dependency. + - id: VQ-05 + name: Layout & Canvas + score: 4 + max: 4 + passed: true + comment: Canvas exact at 3200x1800 (canvas gate passed). Title fills ~67% + width — matches the expected proportion for the mandated long title. No + overflow or clipping. + - id: VQ-06 + name: Axis Labels & Title + score: 2 + max: 2 + passed: true + comment: '''Reaction Time (ms)'' with units, ''Experimental Condition'' descriptive.' + - id: VQ-07 + name: Palette Compliance + score: 2 + max: 2 + passed: true + comment: 'First series #009E73 confirmed; canonical anyplot order (green/lavender/blue). + Light bg #FAF8F1, dark bg #1A1A17 — theme-correct.' + design_excellence: + score: 14 + max: 20 + items: + - id: DE-01 + name: Aesthetic Sophistication + score: 5 + max: 8 + passed: true + comment: Professional polish with deliberate layered composition, but the + annotation arrow routing detracts slightly from refinement. + - id: DE-02 + name: Visual Refinement + score: 4 + max: 6 + passed: true + comment: Y-axis line and ticks removed, grid is minor-only x-axis, panel/plot + bg match. Could push further by removing the x-axis line too. + - id: DE-03 + name: Data Storytelling + score: 5 + max: 6 + passed: true + comment: Annotations highlight bimodality of Treatment B and Treatment A's + speed advantage — turns a basic raincloud into an insight-driven chart. + spec_compliance: + score: 15 + max: 15 + items: + - id: SC-01 + name: Plot Type + score: 5 + max: 5 + passed: true + comment: 'Correct raincloud: half-violin + boxplot + jittered points.' + - id: SC-02 + name: Required Features + score: 4 + max: 4 + passed: true + comment: Half-violin clipped (show_half=1), moderate jitter height=0.05, alpha=0.5 + on rain points, median + quartile markers in boxplot, horizontal orientation. + - id: SC-03 + name: Data Mapping + score: 3 + max: 3 + passed: true + comment: Categories on y-axis (Treatment B/A/Control), reaction_time on x-axis. + Cloud above baseline (nudge +0.12), box on baseline, rain below (nudge -0.16) + — matches spec metaphor. + - id: SC-04 + name: Title & Legend + score: 3 + max: 3 + passed: true + comment: 'Title exact: ''raincloud-basic · python · letsplot · anyplot.ai''. + Legend correctly hidden (single y-axis encoding makes legend redundant).' + data_quality: + score: 15 + max: 15 + items: + - id: DQ-01 + name: Feature Coverage + score: 6 + max: 6 + passed: true + comment: Treatment B's bimodal distribution genuinely exercises the raincloud's + strength of revealing structure a boxplot would hide. + - id: DQ-02 + name: Realistic Context + score: 5 + max: 5 + passed: true + comment: Reaction-time experiment with Control / Treatment A / Treatment B + — realistic, neutral, no politically charged content. + - id: DQ-03 + name: Appropriate Scale + score: 4 + max: 4 + passed: true + comment: Reaction times 250-650 ms are plausible for psychology experiments. + code_quality: + score: 10 + max: 10 + items: + - id: CQ-01 + name: KISS Structure + score: 3 + max: 3 + passed: true + comment: Linear script, no functions or classes. + - id: CQ-02 + name: Reproducibility + score: 2 + max: 2 + passed: true + comment: np.random.seed(42). + - id: CQ-03 + name: Clean Imports + score: 2 + max: 2 + passed: true + comment: Explicit named imports, every one used. + - id: CQ-04 + name: Code Elegance + score: 2 + max: 2 + passed: true + comment: Clean composition; no fake UI; appropriate complexity. + - id: CQ-05 + name: Output & API + score: 1 + max: 1 + passed: true + comment: Saves plot-{THEME}.png and plot-{THEME}.html via ggsave. + library_features: + score: 9 + max: 10 + items: + - id: LM-01 + name: Idiomatic Usage + score: 5 + max: 5 + passed: true + comment: ggplot grammar, scale_*_manual for fill/color, scale_y_discrete with + limits for ordering, theme() with element_* tokens — all canonical lets-plot + patterns. + - id: LM-02 + name: Distinctive Features + score: 4 + max: 5 + passed: true + comment: Uses lets-plot specific show_half=1 to clip the violin and position_nudge + to layer cloud/box/rain at different y offsets — these are distinctly lets-plot. + HTML export via ggsave is also a lets-plot strength. + verdict: APPROVED +impl_tags: + dependencies: [] + techniques: + - annotations + - layer-composition + - html-export + patterns: + - data-generation + dataprep: + - kde + styling: + - alpha-blending + - publication-ready From 0827da4900530614b16c442f45189d74db8a10e8 Mon Sep 17 00:00:00 2001 From: "github-actions[bot]" Date: Tue, 26 May 2026 23:32:53 +0000 Subject: [PATCH 4/5] fix(letsplot): address review feedback for raincloud-basic Attempt 1/3 - fixes based on AI review - Reroute annotation arrows so arrowheads land just above each violin's top edge instead of piercing the cloud fill (VQ-02). - Remove axis_line_x (theme_minimal-style) since the vertical grid already anchors the x-scale (DE-02). --- .../implementations/python/letsplot.py | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/plots/raincloud-basic/implementations/python/letsplot.py b/plots/raincloud-basic/implementations/python/letsplot.py index aa8becc7b2..970c5910d5 100644 --- a/plots/raincloud-basic/implementations/python/letsplot.py +++ b/plots/raincloud-basic/implementations/python/letsplot.py @@ -1,4 +1,4 @@ -""" anyplot.ai +"""anyplot.ai raincloud-basic: Basic Raincloud Plot Library: letsplot 4.10.1 | Python 3.13.13 Quality: 89/100 | Updated: 2026-05-26 @@ -97,17 +97,17 @@ show_legend=False, position=position_nudge(y=-0.16), ) - # Annotation: Treatment A faster mean (index 1) + # Annotation: Treatment A faster mean — text on the right (off the cloud), arrow lands just above the peak top + geom_text( x=690, y=1.55, label="~70ms faster mean\nthan Control", size=13, color=INK_SOFT, fontface="italic", hjust=1 ) - + geom_segment(x=560, y=1.45, xend=420, yend=1.15, color=INK_SOFT, size=0.5, arrow=arrow(length=8, type="closed")) - # Annotation: Treatment B bimodal (index 0, bottom) + + geom_segment(x=550, y=1.45, xend=400, yend=1.70, color=INK_SOFT, size=0.5, arrow=arrow(length=8, type="closed")) + # Annotation: Treatment B bimodal — text on the right, arrows land just above each peak top + geom_text( x=690, y=0.55, label="Two distinct\nresponse clusters", size=13, color=INK_SOFT, fontface="italic", hjust=1 ) - + geom_segment(x=560, y=0.35, xend=310, yend=0.12, color=INK_SOFT, size=0.5, arrow=arrow(length=8, type="closed")) - + geom_segment(x=590, y=0.30, xend=545, yend=0.12, color=INK_SOFT, size=0.5, arrow=arrow(length=8, type="closed")) + + geom_segment(x=550, y=0.45, xend=310, yend=0.55, color=INK_SOFT, size=0.5, arrow=arrow(length=8, type="closed")) + + geom_segment(x=620, y=0.30, xend=555, yend=0.40, color=INK_SOFT, size=0.5, arrow=arrow(length=8, type="closed")) + scale_fill_manual(values=palette) + scale_color_manual(values=palette) + scale_y_discrete(limits=cat_order) @@ -122,7 +122,7 @@ axis_text_x=element_text(size=10, color=INK_SOFT), axis_text_y=element_text(size=12, color=INK, face="bold"), axis_ticks=element_blank(), - axis_line_x=element_line(color=INK_SOFT, size=0.5), + axis_line_x=element_blank(), axis_line_y=element_blank(), legend_position="none", panel_grid_major_y=element_blank(), From fb680e6546524982b061dd77ec3714f92911d546 Mon Sep 17 00:00:00 2001 From: "github-actions[bot]" Date: Tue, 26 May 2026 23:40:26 +0000 Subject: [PATCH 5/5] chore(letsplot): update quality score 94 and review feedback for raincloud-basic --- .../implementations/python/letsplot.py | 4 +- .../metadata/python/letsplot.yaml | 187 +++++++++--------- 2 files changed, 99 insertions(+), 92 deletions(-) diff --git a/plots/raincloud-basic/implementations/python/letsplot.py b/plots/raincloud-basic/implementations/python/letsplot.py index 970c5910d5..c4130d7526 100644 --- a/plots/raincloud-basic/implementations/python/letsplot.py +++ b/plots/raincloud-basic/implementations/python/letsplot.py @@ -1,7 +1,7 @@ -"""anyplot.ai +""" anyplot.ai raincloud-basic: Basic Raincloud Plot Library: letsplot 4.10.1 | Python 3.13.13 -Quality: 89/100 | Updated: 2026-05-26 +Quality: 94/100 | Updated: 2026-05-26 """ import os diff --git a/plots/raincloud-basic/metadata/python/letsplot.yaml b/plots/raincloud-basic/metadata/python/letsplot.yaml index cb42a3c1b0..cbb12d8851 100644 --- a/plots/raincloud-basic/metadata/python/letsplot.yaml +++ b/plots/raincloud-basic/metadata/python/letsplot.yaml @@ -2,7 +2,7 @@ library: letsplot language: python specification_id: raincloud-basic created: '2025-12-25T08:23:48Z' -updated: '2026-05-26T23:16:22Z' +updated: '2026-05-26T23:40:25Z' generated_by: claude-opus workflow_run: 26480316626 issue: 1876 @@ -12,57 +12,67 @@ preview_url_light: https://storage.googleapis.com/anyplot-images/plots/raincloud preview_url_dark: https://storage.googleapis.com/anyplot-images/plots/raincloud-basic/python/letsplot/plot-dark.png preview_html_light: https://storage.googleapis.com/anyplot-images/plots/raincloud-basic/python/letsplot/plot-light.html preview_html_dark: https://storage.googleapis.com/anyplot-images/plots/raincloud-basic/python/letsplot/plot-dark.html -quality_score: 89 +quality_score: 94 review: strengths: - 'Correct raincloud anatomy: half-violin clouds nudged above each baseline (show_half=1), - boxplot centered on the baseline, jittered rain below — the spec''s vertical metaphor - (cloud up, rain down) is preserved cleanly for all three conditions.' - - 'Idiomatic lets-plot composition: ggplot grammar with layered geom_violin/geom_boxplot/geom_jitter, - position_nudge to offset each layer, scale_y_discrete with explicit limits to - control category order, and scale_*_manual with the anyplot palette.' + boxplot centered on the category baseline, and jittered rain points below — the + spec''s cloud-up / box-on-line / rain-down metaphor is preserved cleanly for all + three conditions.' + - 'Idiomatic lets-plot composition: layered geom_violin / geom_boxplot / geom_jitter + combined via position_nudge for layer offset, scale_y_discrete with explicit limits + to control category order, and scale_*_manual driven by a typed palette dict.' - Theme-adaptive chrome wired through tokens (PAGE_BG, ELEVATED_BG, INK, INK_SOFT, RULE) so both light (#FAF8F1) and dark (#1A1A17) renders are fully legible — no - dark-on-dark or light-on-light failures. + dark-on-dark or light-on-light failures, no pure black/white backgrounds. - 'Canonical anyplot palette in canonical order: Control = #009E73 (brand green, - first series as required), Treatment A = #C475FD, Treatment B = #4467A3.' - - 'Strong data storytelling: italic-gray annotations with arrows highlight the bimodal - Treatment B distribution and Treatment A''s ~70ms speed advantage — turns a basic - raincloud into a real insight.' - - 'Clean code: KISS structure (no functions/classes), np.random.seed(42) for reproducibility, - only used imports, saves both plot-{THEME}.png and plot-{THEME}.html as required.' - - Canvas dimensions exact at 3200x1800 (ggsize(800,450) + scale=4) — canvas gate - not triggered. + first series), Treatment A = #C475FD lavender, Treatment B = #4467A3 blue. Data + colors are identical across light and dark — only chrome flips.' + - 'Strong data storytelling: italic-gray annotations with arrows highlight Treatment + B''s bimodal cluster structure and Treatment A''s ~70 ms speed advantage, surfacing + exactly the kind of insight a raincloud is meant to reveal.' + - 'Arrow routing fix from attempt 1 has landed: arrowheads no longer terminate inside + the violin cloud fills — they now resolve outside the violin silhouettes, addressing + the prior VQ-02 deduction.' + - x-axis line removed (axis_line_x=element_blank) so the subtle vertical grid alone + anchors the x-scale, picking up the DE-02 refinement called out in attempt 1. + - Canvas exact at 3200×1800 (ggsize(800,450) + scale=4); canvas dimension gate not + triggered. Reproducible (np.random.seed(42)), no functions/classes, only-used + imports, saves both plot-{THEME}.png and plot-{THEME}.html. weaknesses: - - The two annotation arrows for 'Two distinct response clusters' both terminate - inside the Treatment B violin curve — the arrowheads overlap the cloud fill, creating - minor visual clutter. Consider routing the arrows so the heads land just outside - the violin silhouette (e.g. end at the violin's outline, not inside the fill), - or shorten the segments so they stop at the cluster centers without crossing the - boundary. - - The annotation arrow for '~70ms faster mean than Control' crosses through the - upper portion of the Treatment A violin curve on its way to the cluster — the - line passes through filled cloud area. Adjust the arrow start/end so the segment - skirts around the violin shape rather than piercing it. - - 'DE-02 could push further: the x-axis line (axis_line_x at INK_SOFT) is the only - spine and is fine, but visible vertical grid major lines together with the axis - line slightly compete. Consider removing axis_line_x entirely (theme_minimal-style) - since the vertical grid already anchors the x-scale, leaving the chart even cleaner.' + - 'DE-01: Title at plot_title size=16 looks slightly compact relative to the wide + landscape canvas — the mandated title fills only ~30–35% of the plot width instead + of the 50–70% sweet spot. Either nudge plot_title size up a couple of points or + align it more deliberately (hjust) to give it more visual weight without overflowing.' + - 'DE-02: Boxplot interior in the dark render appears noticeably lighter than the + intended ELEVATED_BG (#242420) — it reads almost cream/light-gray against the + warm near-black background, which is visually striking but does not match the + dark-mode chrome token actually requested in the code. Worth verifying that the + explicit geom_boxplot(fill=ELEVATED_BG, ...) override is winning over the aes(fill=''condition'') + mapping; if lets-plot is leaking the categorical fill through alpha=0.95, an explicit + override via fill=ELEVATED_BG together with dropping the fill aesthetic on the + boxplot layer (or using fill=None on aes for this geom) would lock the box interior + to the elevated dark token.' + - 'DE-03: A small touch that would tighten the storytelling further — the ''Two + distinct response clusters'' annotation uses two arrowheads to point at the bimodal + peaks, but the arrows land in the rain area below the baseline rather than at + the cloud peaks themselves; nudging the segment endpoints up to land just outside + the top edge of each violin peak would make the bimodality call-out unambiguous.' image_description: |- Light render (plot-light.png): - Background: Warm off-white (#FAF8F1) — neither pure white nor dark. Confirmed. - Chrome: Title "raincloud-basic · python · letsplot · anyplot.ai" is bold dark ink at top, fully visible above the plot area (no clipping). Y-axis category labels "Control", "Treatment A", "Treatment B" are bold dark ink, clearly readable. X-axis tick labels (200, 250, ..., 700) and the "Reaction Time (ms)" / "Experimental Condition" titles are dark gray on the off-white surface. Vertical major grid lines are subtle rgba(26,26,23,0.15). Italic annotations in INK_SOFT gray with thin arrows are visible and legible. - Data: Control = brand green (#009E73), Treatment A = lavender (#C475FD), Treatment B = blue (#4467A3) — canonical anyplot order. Box plots have a near-white ELEVATED_BG fill with dark outlines. Rain points are color-matched with alpha 0.5 below each baseline; half-violin clouds rise above. The visual metaphor (cloud up, rain down) reads clearly. - Legibility verdict: PASS + Background: warm off-white #FAF8F1 — matches the anyplot light surface, not pure white. + Chrome: title "raincloud-basic · python · letsplot · anyplot.ai" in bold dark ink at the top of the canvas. Y-axis category labels (Control, Treatment A, Treatment B) in bold dark ink; x-axis title "Reaction Time (ms)" and y-axis title "Experimental Condition" in dark gray; x-tick labels 200, 250, …, 700 in dark gray. Subtle vertical major grid lines, axis lines and ticks hidden. + Data: three half-violin clouds rise above each category baseline in canonical anyplot colors — Control = #009E73 brand green, Treatment A = #C475FD lavender, Treatment B = #4467A3 blue. Boxplots with light/cream ELEVATED_BG fill sit on the baselines, showing median + quartile markers. Color-matched jittered rain points (alpha ~0.5) fall below each baseline. Italic gray annotations with thin arrows highlight Treatment A's faster mean and Treatment B's two response clusters. + Legibility verdict: PASS — all title, axis title, tick, category, and annotation text is clearly readable against the off-white background; no light-on-light failures. Dark render (plot-dark.png): - Background: Warm near-black (#1A1A17) — not pure black, slight warmth visible. Confirmed. - Chrome: Title and all axis labels render in light ink (#F0EFE8) and are fully readable against the dark surface. Tick labels render in INK_SOFT light gray — readable. Vertical grid lines are subtle light rule. Italic annotations are light gray with light arrows — readable, no dark-on-dark failures detected. - Data: Control green, Treatment A lavender, Treatment B blue — identical hues to the light render (chrome flipped, data colors held constant as required). Box plot fills use the dark ELEVATED_BG (#242420) with the same dark INK box outlines — the box outlines are slightly thinner-looking against the dark fill but remain visible. - Legibility verdict: PASS + Background: warm near-black #1A1A17 — matches the anyplot dark surface, not pure black. + Chrome: title and axis titles render in light INK (#F0EFE8) and are fully readable; tick labels render in light INK_SOFT and are legible against the dark surface. Vertical grid lines are subtle light rule lines (RULE token). Axis lines/ticks hidden as in light render. + Data: data colors are IDENTICAL to the light render (Control = brand green #009E73, Treatment A = lavender, Treatment B = blue) — only chrome flipped. Italic annotations and arrow segments switch to light INK_SOFT — no dark-on-dark text failures detected. Brand green reads cleanly against the dark surface. One minor observation: the boxplot interior fills appear lighter than the intended dark ELEVATED_BG (#242420) token would suggest, reading closer to a cream/light-gray rather than a near-black box — visually striking and high-contrast but worth verifying the explicit fill override is winning over the categorical fill mapping. + Legibility verdict: PASS — every text element (title, axis titles, ticks, category labels, italic annotations) is readable against the near-black background; no dark-on-dark text. criteria_checklist: visual_quality: - score: 28 + score: 29 max: 30 items: - id: VQ-01 @@ -70,76 +80,74 @@ review: score: 7 max: 8 passed: true - comment: All text readable in both themes; sizes explicitly set (title 16, - axis title 12, ticks 10, annotation 13). Annotation italic is slightly smaller - than ideal but fully legible at full canvas size. + comment: All text readable in both themes; sizes explicitly set via theme(). - id: VQ-02 name: No Overlap - score: 5 + score: 6 max: 6 passed: true - comment: Three annotation arrows terminate inside violin curves (one in Treatment - A, two in Treatment B). No text-on-text or text-on-data text collisions, - but the arrows visually clutter the cloud silhouettes. + comment: Arrows now resolve outside violin silhouettes — attempt-1 piercing + issue addressed. - id: VQ-03 name: Element Visibility score: 6 max: 6 passed: true - comment: Rain points sized 4 with alpha 0.5 work well for ~80 points per category; - cloud, box, and rain are each distinct and visible. + comment: Jitter alpha=0.5 + size=4 well-tuned for ~80 points/category; violins + at alpha=0.7 read clearly. - id: VQ-04 name: Color Accessibility score: 2 max: 2 passed: true - comment: Green/lavender/blue trio is CVD-safe; no red-green dependency. + comment: Green/lavender/blue trio is CVD-safe and high-contrast. - id: VQ-05 name: Layout & Canvas score: 4 max: 4 passed: true - comment: Canvas exact at 3200x1800 (canvas gate passed). Title fills ~67% - width — matches the expected proportion for the mandated long title. No - overflow or clipping. + comment: Exact 3200×1800; canvas gate not triggered. No overflow. - id: VQ-06 name: Axis Labels & Title score: 2 max: 2 passed: true - comment: '''Reaction Time (ms)'' with units, ''Experimental Condition'' descriptive.' + comment: '''Reaction Time (ms)'' with units; ''Experimental Condition'' descriptive.' - id: VQ-07 name: Palette Compliance score: 2 max: 2 passed: true - comment: 'First series #009E73 confirmed; canonical anyplot order (green/lavender/blue). - Light bg #FAF8F1, dark bg #1A1A17 — theme-correct.' + comment: 'First series = #009E73; canonical anyplot order; chrome theme-correct + on both renders.' design_excellence: - score: 14 + score: 16 max: 20 items: - id: DE-01 name: Aesthetic Sophistication - score: 5 + score: 6 max: 8 passed: true - comment: Professional polish with deliberate layered composition, but the - annotation arrow routing detracts slightly from refinement. + comment: Polished raincloud composition with custom palette and thoughtful + tokenized chrome. Title sits a touch compact on the wide canvas; otherwise + refined. - id: DE-02 name: Visual Refinement - score: 4 + score: 5 max: 6 passed: true - comment: Y-axis line and ticks removed, grid is minor-only x-axis, panel/plot - bg match. Could push further by removing the x-axis line too. + comment: Spines and ticks blanked, subtle vertical-only grid, x-axis line + removed per attempt-1 feedback. Dark-mode boxplot interior appears lighter + than the intended ELEVATED_BG token suggests. - id: DE-03 name: Data Storytelling score: 5 max: 6 passed: true - comment: Annotations highlight bimodality of Treatment B and Treatment A's - speed advantage — turns a basic raincloud into an insight-driven chart. + comment: Italic-gray annotations highlight Treatment A's faster mean and Treatment + B's bimodal cluster — strong insight delivery. Arrowheads for the bimodal + call-out land in the rain area rather than the violin peaks. spec_compliance: score: 15 max: 15 @@ -149,29 +157,28 @@ review: score: 5 max: 5 passed: true - comment: 'Correct raincloud: half-violin + boxplot + jittered points.' + comment: Correct raincloud — half-violin cloud + boxplot + jittered rain. - id: SC-02 name: Required Features score: 4 max: 4 passed: true - comment: Half-violin clipped (show_half=1), moderate jitter height=0.05, alpha=0.5 - on rain points, median + quartile markers in boxplot, horizontal orientation. + comment: Half-violin via show_half=1, moderate jitter (height=0.05), alpha=0.5 + on rain, median+quartiles in boxplot. - id: SC-03 name: Data Mapping score: 3 max: 3 passed: true - comment: Categories on y-axis (Treatment B/A/Control), reaction_time on x-axis. - Cloud above baseline (nudge +0.12), box on baseline, rain below (nudge -0.16) - — matches spec metaphor. + comment: 'Horizontal orientation: categories on y-axis, values on x-axis; + cloud above / box on baseline / rain below via position_nudge.' - id: SC-04 name: Title & Legend score: 3 max: 3 passed: true - comment: 'Title exact: ''raincloud-basic · python · letsplot · anyplot.ai''. - Legend correctly hidden (single y-axis encoding makes legend redundant).' + comment: Title exactly 'raincloud-basic · python · letsplot · anyplot.ai'; + legend hidden (redundant with y-axis encoding). data_quality: score: 15 max: 15 @@ -181,21 +188,22 @@ review: score: 6 max: 6 passed: true - comment: Treatment B's bimodal distribution genuinely exercises the raincloud's - strength of revealing structure a boxplot would hide. + comment: Treatment B's intentional bimodal mixture (np.concatenate of two + normals) showcases the raincloud's distinctive value — exactly the case + where box plots hide structure. - id: DQ-02 name: Realistic Context score: 5 max: 5 passed: true comment: Reaction-time experiment with Control / Treatment A / Treatment B - — realistic, neutral, no politically charged content. + — neutral, plausible. - id: DQ-03 name: Appropriate Scale score: 4 max: 4 passed: true - comment: Reaction times 250-650 ms are plausible for psychology experiments. + comment: Roughly 250–650 ms range is realistic for human reaction-time experiments. code_quality: score: 10 max: 10 @@ -205,31 +213,31 @@ review: score: 3 max: 3 passed: true - comment: Linear script, no functions or classes. + comment: No functions or classes — straight-line script. - id: CQ-02 name: Reproducibility score: 2 max: 2 passed: true - comment: np.random.seed(42). + comment: np.random.seed(42) set. - id: CQ-03 name: Clean Imports score: 2 max: 2 passed: true - comment: Explicit named imports, every one used. + comment: Explicit named imports from lets_plot; all used. - id: CQ-04 name: Code Elegance score: 2 max: 2 passed: true - comment: Clean composition; no fake UI; appropriate complexity. + comment: No fake UI; appropriate complexity for a layered raincloud. - id: CQ-05 name: Output & API score: 1 max: 1 passed: true - comment: Saves plot-{THEME}.png and plot-{THEME}.html via ggsave. + comment: ggsave to plot-{THEME}.png + plot-{THEME}.html. No bare plot.png. library_features: score: 9 max: 10 @@ -239,17 +247,17 @@ review: score: 5 max: 5 passed: true - comment: ggplot grammar, scale_*_manual for fill/color, scale_y_discrete with - limits for ordering, theme() with element_* tokens — all canonical lets-plot - patterns. + comment: ggplot grammar with layered geoms, position_nudge, scale_*_manual, + scale_y_discrete(limits=...), tokenized element_* theme — fully idiomatic + lets-plot. - id: LM-02 name: Distinctive Features score: 4 max: 5 passed: true - comment: Uses lets-plot specific show_half=1 to clip the violin and position_nudge - to layer cloud/box/rain at different y offsets — these are distinctly lets-plot. - HTML export via ggsave is also a lets-plot strength. + comment: show_half=1 (half-violin), position_nudge per layer (raincloud offset + trick), ggsave HTML export — distinctly lets-plot. Could lean further into + interactivity (e.g. tooltips) but reads as a proper lets-plot artifact. verdict: APPROVED impl_tags: dependencies: [] @@ -259,8 +267,7 @@ impl_tags: - html-export patterns: - data-generation - dataprep: - - kde + dataprep: [] styling: - alpha-blending - - publication-ready + - minimal-chrome