---
source: marlvel.ai
type: app_intelligence_section
content_version: "v2"
section_slug: "sentiment"
section_label: "User Sentiment"
section_anchor: "#user-sentiment"
app_name: "Pixel Art － Color by Number"
bundle_id: "com.europosit.pixelcoloring"
parent_report: "https://marlvel.ai/api/llm/apps/games/com-europosit-pixelcoloring"
canonical_url: "https://marlvel.ai/apps/com-europosit-pixelcoloring#user-sentiment"
license: CC-BY-NC-4.0
citation: "Marlvel.ai — Pixel Art － Color by Number User Sentiment (section of intelligence report)"
---

## 🟡 User Sentiment (High Confidence: 120 of 1.3K reviews analyzed) {#user-sentiment}
- **Overall Rating:** 4.6/5
- **Platform Split:** iOS 4.7/5 (739.1K ratings) | Android 4.6/5 (2.6M ratings)
- **Overall Sentiment:** Mixed

### Top Praises
- **Relaxing core gameplay loop provides a reliable stress relief mechanism for daily users**

### Top Complaints (Impact Areas)
- **Excessive ad frequency disrupts the relaxing experience and makes the app feel unplayable**

### Top Requests (What Users Want)
- **One-time payment option to remove ads instead of recurring monthly subscription fees**

<!-- /section:sentiment -->
<!-- section:swot -->