Ris3 Mapa Cr
D 54 completed
Web App
web_app / json · tiny
35
Files
15,567
LOC
2
Frameworks
7
Languages
Pipeline State
completedRun ID
#307428Phase
doneProgress
1%Started
Finished
2026-04-13 01:31:02LLM tokens
0Pipeline Metadata
Stage
SkippedDecision
skip_scaffold_dupNovelty
53.47Framework unique
—Isolation
—Last stage change
2026-04-16 18:15:42Deduplication group #47541
Member of a group with 11 similar repo(s) — canonical #27304 view group →
Top concepts (5)
Project Descriptiondata_accessWeb FrontendConfigurationSearch
Repobility · MCP-ready · https://repobility.com
🧪 Code Distillation
Browse all specs →AI Prompt
Create a web application prototype for analyzing regional specialization domains using public data, similar to the RIS3 Mapa ČR. I need it to visualize and compare regions based on semantic similarity of domain texts and formal matches of CZ-NACE codes. The system should process data by first parsing PDF regional cards using Python, then generating vector embeddings for the domain texts, and finally computing the semantic assignment of VaV projects to domains. The frontend should be built with React and Vite, and I see Python scripts for the data pipeline.
react vite python web-app data-analysis sematics pdf-parsing embeddings visualization json
Generated by gemma4:latest
Catalog Information
This project is a demonstrative prototype that showcases the possibilities and limitations of working with AI assistants for data analysis using public data.
Description
RIS3 Mapa ČR is an interactive visualization tool that compares regions based on semantic similarity of domain texts, formal concordance of CZ-NACE codes, and connections to research projects from the CEP database. The project aims to demonstrate the capabilities and challenges of working with AI assistants for data analysis.
الوصف
هذا المشروع هو نموذج تجريبي يظهر إمكانيات وحدود العمل مع مساعدات الذكاء الاصطناعي في تحليل البيانات باستخدام بيانات عامة. يُظهر هذا الأداة التفاعلية للتصوير، المقارنة بين المناطق على أساس تشابه السيميائية النصية للمجالات، التوافق الرسمي لرموز CZ-NACE، والاتصال بالمشاريع البحثية من قاعدة CEP.
Novelty
7/10Tags
data-visualization region-comparison ai-assistant public-data semantic-similarity formal-concordance
Technologies
d3 react recharts tailwind vite
Claude Models
claude-opus-4.6
Quality Score
D
53.7/100
Structure
52
Code Quality
70
Documentation
45
Testing
15
Practices
61
Security
75
Dependencies
90
Strengths
- CI/CD pipeline configured (github_actions)
- Code linting configured (eslint)
Weaknesses
- No LICENSE file \u2014 legal ambiguity for contributors
- No tests found \u2014 high risk of regressions
- 638 duplicate lines detected \u2014 consider DRY refactoring
- 2 'god files' with >500 LOC need decomposition
Recommendations
- Add a test suite \u2014 start with critical path integration tests
- Add a LICENSE file (MIT recommended for open source)
Security & Health
6.1h
Tech Debt (A)
Medium
DORA Rating
A
OWASP (100%)
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PASS
Quality Gate
A
Risk (1)
Unknown
License
20.8%
Duplication
Languages
Frameworks
React Vite
Symbols
variable370
function64
constant35
Concepts (5)
| Category | Name | Description | Confidence | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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| Want this analysis on your repo? https://repobility.com/scan/ | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| auto_description | Project Description | > Upozornění: Tato aplikace je demonstrativní prototyp vytvořený pro seminář > AI pro datové analytiky (CzechInvest, březen 2026). Jejím účelem je ukázat > možnosti i limity a problémy práce s AI asistenty kódu při analytické práci | 80% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| arch_layer | data_access | Detected data_access layer | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| auto_category | Web Frontend | web-frontend | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | Configuration | Detected from 2 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | Search | Detected from 2 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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