Data Pipeline Verification Dashboard

Dashboard 2:

(Backend integration and validation dashboard)

EDS6397-Group01-Incident-Analysis · Multimodal Emergency Incident Integration Platform

University of Houston · EDS 6397 – Summer 2026 · Generative AI

Instructor: Dr. Mohamed Abdel-Mottaleb · Team: Group 01

Professor: Rajan, Karthik · krajan@Central.UH.EDU TA: Kedarisetty, Vishnu Sainadh · vkedari2@CougarNet.UH.EDU

Team Members & Roles Audio Processing: Kashfin, MDDocument Processing: Francisco H. ReyesImage Processing: Alex LandonVideo Processing: Roberto GomezText Processing: Lujia WuIntegration & Dashboard Lead: Audrey Rah

Pipeline Validation

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Source Integration

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Schema Validation

Required columns

Missing Values

Required columns only

Duplicate Check

Incident_ID uniqueness

Incident_ID Prefix Verification

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Confidence Statistics

Confidence_Score field

Confidence Distribution

Histogram · 0–1 range

Severity Distribution

Derived at integration

Severity Rules

Integration validation reference

Integration Pipeline

Multimodal ingestion → validation → dashboards

Data Quality Summary

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Assignment mapping: Steps 1–4 (integration, validation, and severity generation) are verified in this dashboard. Step 5 (displaying and filtering incident summaries) is implemented in the Real-Time Incident Tracker.