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chore(plotly): update quality score 88 and review feedback for slope-basic
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plots/slope-basic/implementations/python/plotly.py

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""" anyplot.ai
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slope-basic: Basic Slope Chart (Slopegraph)
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Library: plotly 6.7.0 | Python 3.13.13
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Quality: 87/100 | Updated: 2026-04-30
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Quality: 88/100 | Updated: 2026-04-30
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"""
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import os

plots/slope-basic/metadata/python/plotly.yaml

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@@ -2,7 +2,7 @@ library: plotly
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language: python
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specification_id: slope-basic
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created: '2025-12-23T20:45:26Z'
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updated: '2026-04-30T16:46:14Z'
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updated: '2026-04-30T17:01:48Z'
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generated_by: claude-sonnet
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workflow_run: 25177301713
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issue: 981
@@ -12,91 +12,88 @@ preview_url_light: https://storage.googleapis.com/anyplot-images/plots/slope-bas
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preview_url_dark: https://storage.googleapis.com/anyplot-images/plots/slope-basic/python/plotly/plot-dark.png
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preview_html_light: https://storage.googleapis.com/anyplot-images/plots/slope-basic/python/plotly/plot-light.html
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preview_html_dark: https://storage.googleapis.com/anyplot-images/plots/slope-basic/python/plotly/plot-dark.html
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quality_score: 87
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quality_score: 88
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review:
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strengths:
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- 'Perfect spec compliance: all required slopegraph features present (bidirectional
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labels, directional color coding, time-point axis labels, appropriate entity count)'
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- 'Perfect data and code quality: realistic business scenario, fully deterministic,
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clean KISS code structure'
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- Solid semantic color encoding using Okabe-Ito positions 1 and 2 with meaningful
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directional assignment
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- Both theme renders pass readability check; INK tokens correctly thread through
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title, ticks, and axis labels
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- Semantic color encoding (green=increase, orange=decrease) creates immediate directional
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communication
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- All theme tokens correctly applied — both light and dark renders pass legibility
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checks
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- 'Perfect spec compliance: bilateral labels, direction color coding, correct time-point
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labels'
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- Realistic neutral business data demonstrating rank inversions and varied magnitudes
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- Clean plotly idioms with proper HTML+PNG output and working interactive hover
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tooltips
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weaknesses:
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- 'Label overlap in dense value regions: bottom-left cluster (Monitor Stand $55K
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/ Webcam HD $45K / USB Hub $30K) and right-side pair (Webcam HD $95K / USB Hub
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$85K) overlap at 4800x2700 resolution'
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- 'No visual emphasis on standout data points (strongest gainer: Laptop Pro +$65K;
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biggest loser: Monitor Stand -$15K) — could add bold line or slight weight increase
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to top/bottom performers'
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- Axis lines (linecolor=INK_SOFT) add slight clutter; removing them would achieve
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a cleaner slopegraph aesthetic
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- Label crowding in lower y-range ($30-$110K band) where 7 products compete for
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vertical annotation space
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- Top and right axis spines still visible — removing them would add visual refinement
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- No size or weight variation on biggest movers (Laptop Pro, Tablet Ultra) to amplify
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storytelling emphasis
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image_description: |-
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Light render (plot-light.png):
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Background: Warm off-white, consistent with #FAF8F1 not pure white
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Chrome: Title "Product Sales Q1 vs Q4 · slope-basic · plotly · anyplot.ai" in dark ink, clearly readable; y-axis label "Sales ($K)" in dark ink; tick labels in INK_SOFT gray; x-axis ticks show "Q1 2024" / "Q4 2024"
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Data: 10 slope lines — 7 green (#009E73) for increases, 3 orange (#D55E00) for decreases; markers at endpoints; labels on both sides colored to match line direction; first categorical direction (increases) uses #009E73
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Legibility verdict: PASS — all text readable, minor label crowding at bottom-left cluster and right-side pair but individually legible
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Background: Warm off-white (#FAF8F1) — correct, not pure white
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Chrome: Title "Product Sales Q1 vs Q4 · slope-basic · plotly · anyplot.ai" in dark ink, clearly readable. Y-axis label "Sales ($K)" readable. X-tick labels "Q1 2024"/"Q4 2024" in INK_SOFT, readable. Annotations in matching line colors (green/orange), readable.
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Data: 10 product lines — most in #009E73 (green, increasing), 3 in #D55E00 (orange, decreasing). Lines at width=3 with size-14 markers. Crossing lines visible (Tablet Ultra falls while Smart Watch rises).
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Legibility verdict: PASS — all text readable; minor label crowding in lower value band ($30-$110K) but no unreadable text.
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Dark render (plot-dark.png):
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Background: Near-black, consistent with #1A1A17 not pure black
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Chrome: Title appears in light #F0EFE8 ink, clearly readable against dark surface; axis labels and ticks in #B8B7B0 (INK_SOFT dark), visibly lighter than background; no dark-on-dark failures observed
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Data: Green and orange line colors are identical to light render — Okabe-Ito data colors unchanged between themes as required; subtle light-on-dark grid lines visible
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Legibility verdict: PASS — all text readable in dark theme; INK tokens correctly applied to all chrome elements
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Background: Warm near-black (#1A1A17) — correct, not pure black
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Chrome: Title in #F0EFE8 (light), clearly readable. Axis labels and ticks in #B8B7B0, readable. Annotations in matching line colors (same green/orange as light render), readable against dark background.
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Data: Colors identical to light render — green #009E73 and orange #D55E00 unchanged. Only background, text, and grid chrome flipped. No dark-on-dark failures detected.
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Legibility verdict: PASS — all text readable in dark theme; brand green #009E73 highly visible on near-black surface.
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criteria_checklist:
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visual_quality:
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score: 27
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score: 28
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max: 30
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items:
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- id: VQ-01
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name: Text Legibility
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score: 8
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max: 8
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passed: true
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comment: Title 28px, axis labels 22px, tick labels 18px, annotations 16px
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— all explicitly set, readable in both themes
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comment: 'All font sizes explicitly set: title 28px, x-ticks 22px, y-title
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22px, y-ticks 18px, annotations 16px'
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- id: VQ-02
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name: No Overlap
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score: 3
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score: 4
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max: 6
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passed: false
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comment: Bottom-left cluster (Monitor Stand/Webcam HD/USB Hub) and right-side
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pair (Webcam HD/USB Hub at 10K gap) produce label collisions at 4800x2700
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passed: true
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comment: Moderate label crowding in lower y-band ($30-$110K) with 7 products;
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readable but not perfectly spaced
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- id: VQ-03
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name: Element Visibility
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score: 6
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max: 6
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passed: true
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comment: Lines width=3, markers size=14, perfectly adapted for 10-entity slope
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chart
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comment: Lines at width=3, markers at size=14, well-adapted for canvas size
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- id: VQ-04
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name: Color Accessibility
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score: 2
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max: 2
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passed: true
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comment: Green vs. vermillion are CVD-safe and distinguish well by luminance
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comment: Okabe-Ito positions 1 and 2 are CVD-safe with strong luminance contrast
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- id: VQ-05
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name: Layout & Canvas
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score: 4
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max: 4
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passed: true
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comment: 220px side margins for labels; chart occupies ~72% canvas width,
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appropriate for slopegraph
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comment: Generous bilateral margins (220px) appropriate for slope chart annotations;
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balanced layout
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- id: VQ-06
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name: Axis Labels & Title
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score: 2
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max: 2
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passed: true
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comment: Y-axis labeled Sales ($K) with units; x-axis uses Q1 2024 / Q4 2024
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tick labels
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comment: Y-axis Sales ($K) with units; X-axis time-point tick labels Q1 2024/Q4
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2024
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- id: VQ-07
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name: Palette Compliance
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score: 2
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max: 2
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passed: true
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comment: 'Increases #009E73, decreases #D55E00; backgrounds #FAF8F1 light
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/ #1A1A17 dark; all chrome theme-adaptive'
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comment: 'Background #FAF8F1/#1A1A17 confirmed; first series #009E73, second
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#D55E00; chrome fully theme-adaptive'
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design_excellence:
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score: 13
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max: 20
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name: Aesthetic Sophistication
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score: 5
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max: 8
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passed: false
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comment: Semantic color coding and warm background above default, but lacks
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publication-level polish — no emphasis on standouts
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passed: true
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comment: Semantic color encoding and inline labels above defaults; not yet
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at strong-design level
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- id: DE-02
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name: Visual Refinement
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score: 4
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max: 6
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passed: false
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comment: Subtle y-axis grid, no x-axis grid, generous margins; axis lines
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retained add slight visual noise
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passed: true
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comment: X-axis grid hidden, y-axis grid uses rgba token; top/right spines
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still visible
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- id: DE-03
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name: Data Storytelling
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score: 4
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max: 6
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passed: false
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comment: Green/orange coding immediately communicates direction; crossed lines
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reveal rank changes; overall positive trend visible
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passed: true
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comment: Semantic colors communicate direction immediately; crossing lines
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tell rank-change story; no additional size variation for biggest movers
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spec_compliance:
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score: 15
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max: 15
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score: 5
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max: 5
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passed: true
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comment: Correct slopegraph with lines connecting two time points
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comment: Correct slope chart/slopegraph with bilateral axes and connecting
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lines
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- id: SC-02
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name: Required Features
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score: 4
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max: 4
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passed: true
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comment: Labels at both endpoints, directional color coding, time-point axis
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comment: Labels at both endpoints, direction color coding, time-point axis
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labels, 10 entities in 5-15 range
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- id: SC-03
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name: Data Mapping
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score: 3
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max: 3
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passed: true
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comment: X maps to Q1/Q4 time points, Y maps to sales values, all 10 products
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visible
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comment: X=time points, Y=sales values, all 10 entities visible
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- id: SC-04
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name: Title & Legend
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score: 3
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max: 3
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passed: true
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comment: Title contains slope-basic · plotly · anyplot.ai; no legend needed
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with labeled endpoints
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comment: 'Title format correct: slope-basic · plotly · anyplot.ai; inline
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labels replace legend appropriately'
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data_quality:
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score: 15
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max: 15
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score: 6
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max: 6
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passed: true
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comment: 7 increasing + 3 decreasing products; shows rank changes, crossing
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lines, varied magnitudes
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comment: Shows increases, decreases, rank inversions, steep vs gradual changes
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— all slope chart features
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- id: DQ-02
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name: Realistic Context
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score: 5
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max: 5
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passed: true
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comment: Product sales Q1 vs Q4 — neutral tech business scenario, no controversial
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content
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comment: Tech product quarterly sales comparison — neutral, recognizable business
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scenario
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- id: DQ-03
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name: Appropriate Scale
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score: 4
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max: 4
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passed: true
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comment: Sales $30K-$310K per quarter for tech products is realistic and proportionally
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sound
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comment: Sales values $30K-$310K plausible for product category quarterly
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sales; realistic change percentages
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code_quality:
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score: 10
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max: 10
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score: 3
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max: 3
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passed: true
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comment: Imports → Tokens → Data → Plot → Style → Save; no functions or classes
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comment: 'Flat: imports → tokens → data → colors → plot → annotations → layout
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→ save'
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- id: CQ-02
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name: Reproducibility
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score: 2
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max: 2
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passed: true
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comment: All data hardcoded and deterministic
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comment: All data hardcoded and deterministic; no random seed needed
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- id: CQ-03
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name: Clean Imports
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score: 2
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max: 2
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passed: true
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comment: Only os and plotly.graph_objects imported, both used
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comment: Only os and plotly.graph_objects; both used
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- id: CQ-04
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name: Code Elegance
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score: 2
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max: 2
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passed: true
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comment: Clean and Pythonic; two annotation loops slightly repetitive but
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acceptable
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comment: Clean iteration patterns for colors, traces, and annotations; no
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over-engineering
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- id: CQ-05
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name: Output & API
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score: 1
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max: 1
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passed: true
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comment: Saves plot-{THEME}.png and plot-{THEME}.html correctly
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comment: Saves plot-{THEME}.png (4800x2700 via scale=3) and plot-{THEME}.html;
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correct for plotly
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library_mastery:
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score: 7
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max: 10
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score: 4
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max: 5
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passed: true
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comment: go.Scatter with lines+markers, add_annotation, hovertemplate with
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<extra></extra> suppression shows Plotly expertise
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comment: Proper go.Figure/add_trace pattern with hovertemplate and update_layout;
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good idiomatic plotly
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- id: LM-02
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name: Distinctive Features
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score: 3
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max: 5
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passed: false
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comment: Interactive hovertemplate with dollar-formatted info and HTML export
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via write_html leverages Plotly's web-native capabilities
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verdict: REJECTED
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passed: true
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comment: Interactive hover with hovertemplate and HTML export are genuinely
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plotly-distinctive capabilities
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verdict: APPROVED
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impl_tags:
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dependencies: []
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techniques:
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- annotations
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- hover-tooltips
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- html-export
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- manual-ticks
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patterns:
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- data-generation
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- iteration-over-groups
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dataprep: []
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styling:

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