Hypomap Exploration

D 54 completed
Web App
cli / python · small
55
Files
13,661
LOC
1
Frameworks
7
Languages

Pipeline State

completed
Run ID
#369071
Phase
done
Progress
1%
Started
Finished
2026-04-13 01:31:02
LLM tokens
0

Pipeline Metadata

Stage
Cataloged
Decision
proceed
Novelty
62.00
Framework unique
Isolation
Last stage change
2026-05-10 03:35:02
Deduplication group #48604
Member of a group with 18 similar repo(s) — canonical #91565 view group →
Top concepts (2)
Project DescriptionTesting
About: code-quality intelligence by Repobility · https://repobility.com

AI Prompt

Create an interactive web application, similar to a 3D atlas viewer, using Python. I need it to visualize single-cell atlases for the hypothalamus, supporting both human and mouse datasets. Key features must include an interactive 3D scatter plot, the ability to select between human and mouse datasets, and filtering options by region or cell type. It should also allow querying the expression of specific marker genes. The application structure suggests using a framework like Dash, and I'll need to incorporate a preprocessing pipeline using Snakemake for data preparation.
python web-app 3d-visualization single-cell-atlas bioinformatics dash interactive cli spatial-transcriptomics
Generated by gemma4:latest

Catalog Information

An interactive web application that visualizes hypothalamus single‑cell atlases in 3‑D for researchers.

Description

This web application renders high‑resolution 3‑D visualizations of hypothalamic single‑cell atlases, allowing users to explore spatial relationships among cell types. It integrates data processing with Python libraries such as NumPy, pandas, and SciPy to prepare and analyze large single‑cell datasets. Interactive controls enable zooming, rotation, and selection of specific cell populations, while Plotly generates dynamic graphics that can be exported for publications. The tool is designed for neuroscientists and bioinformaticians who need to compare multiple atlases and investigate gene expression patterns across hypothalamic regions. By simplifying complex data into an intuitive visual format, it helps researchers generate insights and communicate findings more effectively.

الوصف

يُقدِّم هذا التطبيق واجهة ويب تفاعلية تُظهر أطلسات الخلايا المفردة للدماغ البشري في ثلاثي الأبعاد، مما يتيح للباحثين استكشاف العلاقات المكانية بين أنواع الخلايا. يتم معالجة البيانات باستخدام مكتبات Python مثل NumPy وpandas وSciPy لتحضير وتحليل مجموعات البيانات الضخمة. يتيح التطبيق أدوات تفاعلية للتمرير، والتدوير، واختيار مجموعات خلايا محددة، بينما تُنشئ Plotly رسومات ديناميكية يمكن تصديرها للمنشورات العلمية. صُمم هذا الحل للعلماء العصبيين ومحللي البيانات الحيوية الذين يحتاجون إلى مقارنة أطلسات متعددة وفحص أنماط التعبير الجيني عبر مناطق الدماغ البشري. من خلال تبسيط البيانات المعقدة إلى شكل بصري بديهي، يساعد الباحثين على استخراج رؤى وتوصيل النتائج بفعالية أكبر. يدمج التطبيق بين تحليل البيانات المتقدم والمرئيات التفاعلية لتوفير تجربة شاملة للباحثين في مجال علم الأعصاب.

Novelty

7/10

Tags

visualization single-cell-analysis hypothalamus-atlas 3d-mapping interactive-exploration neuroscience-data cell-type-mapping data-exploration

Technologies

numpy pandas plotly scipy

Claude Models

claude-opus-4.6

Quality Score

D
54.5/100
Structure
56
Code Quality
53
Documentation
63
Testing
40
Practices
48
Security
75
Dependencies
60

Strengths

  • Code linting configured (ruff (possible))
  • Consistent naming conventions (snake_case)

Weaknesses

  • No LICENSE file \u2014 legal ambiguity for contributors
  • No CI/CD configuration \u2014 manual testing and deployment
  • 1 files with critical complexity need refactoring
  • 1830 duplicate lines detected \u2014 consider DRY refactoring
  • 8 'god files' with >500 LOC need decomposition

Recommendations

  • Set up CI/CD (GitHub Actions recommended) to automate testing and deployment
  • Add a LICENSE file (MIT recommended for open source)

Security & Health

6.6h
Tech Debt (B)
A
OWASP (100%)
PASS
Quality Gate
A
Risk (1)
Repobility · MCP-ready · https://repobility.com
Unknown
License
12.5%
Duplication
Full Security Report AI Fix Prompts SARIF SBOM

Languages

python
95.1%
shell
1.9%
markdown
1.2%
css
1.2%
toml
0.5%
text
0.2%
javascript
0.0%

Frameworks

pytest

Concepts (2)

Powered by Repobility · code-quality intelligence
CategoryNameDescriptionConfidence
Generated by Repobility's multi-pass static-analysis pipeline (https://repobility.com)
auto_descriptionProject DescriptionInteractive 3D visualization of the human and mouse hypothalamus single-cell atlases.80%
auto_categoryTestingtesting70%

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1 quality score recorded.

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