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Demo workspace — safe sample data and reviewer workflow. No real applicants.

Rental Assistance Escalations - Legacy Cases

Normalize source headers into durable storage keys and assign fraud-signal semantics before running vector analysis.

Map columns to signals

Storage-safe keys live in the database; the semantic mapping lives here.

6/6 mapped
  • Applicant
    column_1
  • Email
    column_2
  • Device Fingerprint
    column_3
  • Landlord
    column_4
  • Payment Method
    column_5
  • Routing Number
    column_6

Batch metadata

4,860 application rows

Row JSON is stored with storage-safe column names like column_1, while column_schema keeps the original header and signal mapping.

Applicant
column_1
applicant name
Email
column_2
email
Device Fingerprint
column_3
device id
Landlord
column_4
landlord name
Payment Method
column_5
payment method
Routing Number
column_6
routing number