Customer

F 42 completed
Web App
unknown / python · tiny
3
Files
1,381
LOC
0
Frameworks
2
Languages

Pipeline State

completed
Run ID
#352011
Phase
done
Progress
1%
Started
Finished
2026-04-13 01:31:02
LLM tokens
0

Pipeline Metadata

Stage
Skipped
Decision
skip_scaffold_dup
Novelty
21.60
Framework unique
Isolation
Last stage change
2026-04-16 18:15:42
Deduplication group #47544
Member of a group with 2 similar repo(s) — canonical #14176 view group →
Top concepts (2)
CLI ToolProject Description
Repobility — same analyzer, your code, free for public repos · /scan/

AI Prompt

I want to build a web application in Python that visualizes and analyzes customer data. The core functionality should involve creating an interactive dashboard using a main script, perhaps named `cs_dashboard.py`. I also need a batch file, like `대시보드실행.bat`, to easily run the application. Please ensure the necessary dependencies are listed in a `requirements.txt` file so I can set up the environment easily.
python web-app data-analysis machine-learning dashboard visualization
Generated by gemma4:latest

Catalog Information

A web application that visualizes and analyzes customer data using machine learning and interactive dashboards.

Description

The application provides a comprehensive platform for exploring customer datasets, offering interactive visualizations and advanced analytics. It integrates machine learning models for tasks such as clustering, sentiment analysis, and churn prediction, allowing users to uncover hidden patterns and actionable insights. Built with a modern web framework, the interface supports dynamic charts, filters, and real‑time data updates. Targeted at analysts and business stakeholders, it simplifies complex data into clear, decision‑ready reports. The solution addresses the need for rapid, data‑driven customer segmentation and performance monitoring.

الوصف

يُقدّم هذا التطبيق منصة شاملة لاستكشاف مجموعات بيانات العملاء، مع توفير رسومات تفاعلية وتحليلات متقدمة. يدمج نماذج التعلم الآلي للقيام بمهام مثل التجميع، تحليل المشاعر، وتوقع فقدان العملاء، مما يمكّن المستخدمين من كشف الأنماط المخفية والحصول على رؤى قابلة للتنفيذ. تم بناؤه باستخدام إطار عمل ويب حديث، ويتيح واجهة المستخدم رسومات ديناميكية، فلاتر، وتحديثات بيانات فورية. يستهدف محللي البيانات وأصحاب القرار في الأعمال، ويُبسّط التحليل المعقد إلى تقارير واضحة جاهزة للقرار. يلبي هذا الحل الحاجة إلى تقسيم العملاء بسرعة وتحليل الأداء بناءً على البيانات.

Novelty

6/10

Tags

customer-analytics data-visualization machine-learning sentiment-analysis clustering interactive-dashboards predictive-modeling

Technologies

huggingface matplotlib numpy pandas plotly scikit-learn streamlit

Claude Models

claude-opus-4.6

Quality Score

F
41.7/100
Structure
28
Code Quality
45
Documentation
26
Testing
0
Practices
73
Security
100
Dependencies
60

Strengths

  • Consistent naming conventions (snake_case)
  • Good security practices \u2014 no major issues detected

Weaknesses

  • Missing README file \u2014 critical for project understanding
  • No LICENSE file \u2014 legal ambiguity for contributors
  • No tests found \u2014 high risk of regressions
  • No CI/CD configuration \u2014 manual testing and deployment
  • 1 'god files' with >500 LOC need decomposition

Recommendations

  • Add a comprehensive README.md explaining purpose, setup, usage, and architecture
  • Add a test suite \u2014 start with critical path integration tests
  • Set up CI/CD (GitHub Actions recommended) to automate testing and deployment
  • Add a linter configuration to enforce code style consistency
  • Add a LICENSE file (MIT recommended for open source)

Security & Health

4.6h
Tech Debt (D)
A
OWASP (100%)
FAIL
Quality Gate
A
Risk (20)
Methodology: Repobility · https://repobility.com/research/state-of-ai-code-2026/
Unknown
License
Full Security Report AI Fix Prompts SARIF SBOM

Languages

python
99.2%
text
0.8%

Frameworks

None detected

Concepts (2)

Repobility · the analyzer behind every row · https://repobility.com
CategoryNameDescriptionConfidence
Repobility — the code-quality scanner for AI-generated software · https://repobility.com
auto_categoryCLI Toolcli60%
auto_descriptionProject DescriptionThis project likely provides a command-line interface for a dashboard, potentially for data visualization or system monitoring.60%

Quality Timeline

1 quality score recorded.

View File Metrics

Embed Badge

Add to your README:

![Quality](https://repos.aljefra.com/badge/76120.svg)
Quality BadgeSecurity Badge
Export Quality CSVDownload SBOMExport Findings CSV