Community Risk Profile⚡ AI-scored — click a ZIP to explore resources
Crisis Events & Alerts⚡ AI-detected
About This Dashboard
Data from 7 API endpoints (51 records): community-snapshot (1), shelter-inventory (10), intake-network (8), transition-programs (8), stabilization-docs (10), rehousing-options (10), system-status (4).
Ctrl Alt Defeat · NAIPC Wichita Regional · April 18, 2026
🤖 How This Tool Was Built — AI Process
Who this serves: Residents seeking rehousing options services, case workers coordinating referrals, and planners tracking coverage gaps across the community's highest-need areas.
Generated by a Python harness using Claude (Anthropic API) to orchestrate the analysis pipeline:
1. Data Ingestion — 8 API endpoints fetched and normalized into a unified resource index. Field names detected by keyword pattern matching, enabling adaptation to unknown datasets.
2. Domain Detection — Problem domain (food access, healthcare, workforce) inferred from resource categories and endpoint names. Severity indicators selected automatically.
3. Severity Scoring — Area-level risk computed from the dataset's primary metrics. Scores are relative (HIGH/MED/LOW) based on tertile distribution.
4. Interactive Rendering — Single HTML file with embedded JSON, Chart.js visualizations, cross-filtering between views, and an optional AI chatbot.
5. Curveball Adaptation — Resource closures applied as data patches, propagating through KPIs, severity scores, finder results, and charts.
6. Ask AI — Claude answers data questions in real time. Try: "Which Outreach resources are nearby?"
Resource Distribution
Data Sources
| Endpoint | Records |
|---|---|
| /api/community-snapshot | 1 |
| /api/shelter-inventory | 10 |
| /api/intake-network | 8 |
| /api/transition-programs | 8 |
| /api/stabilization-docs | 10 |
| /api/rehousing-options | 10 |
| /api/system-status | 4 |