Jefferson County Ems Dashboard

F 45 completed
Web App
unknown / python · tiny
10
Files
5,887
LOC
0
Frameworks
5
Languages

Pipeline State

completed
Run ID
#369063
Phase
done
Progress
1%
Started
Finished
2026-04-13 01:31:02
LLM tokens
0

Pipeline Metadata

Stage
Skipped
Decision
skip_scaffold_dup
Novelty
35.29
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)
Project DescriptionWeb Frontend
Open data scored by Repobility · https://repobility.com

AI Prompt

Create an interactive dashboard using Python to analyze EMS operations for Jefferson County, WI. The dashboard needs to visualize call volume, response times, financials, staffing, and allow for cross-county comparisons. It should use provided GeoJSON files for boundaries and incorporate data from 14 NFIRS Excel workbooks. Please ensure the application displays data citations and source URLs in the footer, and that the main application logic resides in `ems_dashboard_app.py`.
python dashboard ems gis data-analysis geojson excel healthcare web-app
Generated by gemma4:latest

Catalog Information

Provides an interactive dashboard for analyzing EMS operations in Jefferson County, WI, for emergency response managers and local government officials.

Description

The application delivers a web‑based dashboard that visualizes key EMS metrics such as call volume, response times, staffing levels, and financial expenditures. It aggregates data from NFIRS Excel workbooks, county‑wide KPIs, and geographic boundaries to enable cross‑county comparisons with Portage and Bayfield. Interactive maps display station locations and incident density, while time‑series charts track trends over the fiscal year. Users can filter by district, time period, or service type to drill down into specific operational insights. The tool is designed for EMS administrators, public health officials, and data analysts who need to monitor performance and justify resource allocation.

الوصف

يُقدّم هذا التطبيق لوحة تحكم على الويب تُظهر مؤشرات رئيسية لعمليات الطوارئ الطبية مثل حجم المكالمات، أوقات الاستجابة، مستويات التوظيف، والمصروفات المالية. يجمع البيانات من ملفات NFIRS بصيغة إكسل، ومؤشرات الأداء على مستوى المقاطعة، وحدود الجغرافيا لتسهيل المقارنات بين مقاطعة جفرسون ومقاطعات أخرى. تُعرض الخرائط التفاعلية مواقع المحطات وكثافة الحوادث، بينما تُظهر الرسوم البيانية الزمنية الاتجاهات على مدار السنة المالية. يمكن للمستخدمين تصفية النتائج حسب المنطقة، الفترة الزمنية، أو نوع الخدمة لاستكشاف تفاصيل الأداء. يُصمم هذا الحل لمسؤولي الطوارئ، والمسؤولين الصحيين، ومحللي البيانات الذين يحتاجون إلى مراقبة الأداء وتبرير تخصيص الموارد.

Novelty

6/10

Tags

interactive-visualization ems-operations-analysis call-volume-tracking response-time-monitoring financial-reporting geographic-mapping cross-county-comparison

Technologies

pandas plotly

Claude Models

claude-opus-4.6

Quality Score

F
45.0/100
Structure
42
Code Quality
35
Documentation
60
Testing
0
Practices
65
Security
92
Dependencies
60

Strengths

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

Weaknesses

  • 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
  • 646 duplicate lines detected \u2014 consider DRY refactoring
  • 1 'god files' with >500 LOC need decomposition

Recommendations

  • 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

4.8h
Tech Debt (B)
A
OWASP (100%)
FAIL
Quality Gate
A
Risk (14)
Methodology: Repobility · https://repobility.com/research/state-of-ai-code-2026/
Unknown
License
1.5%
Duplication
Full Security Report AI Fix Prompts SARIF SBOM

Languages

python
97.5%
javascript
1.6%
markdown
0.6%
css
0.2%
text
0.1%

Frameworks

None detected

Concepts (2)

All metrics by Repobility · https://repobility.com
CategoryNameDescriptionConfidence
Repobility — the code-quality scanner for AI-generated software · https://repobility.com
auto_descriptionProject DescriptionInteractive Dash dashboard for analyzing Jefferson County, WI EMS operations — call volume, response times, financials, staffing, and cross-county comparisons.80%
auto_categoryWeb Frontendweb-frontend70%

Quality Timeline

1 quality score recorded.

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