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

Rental Assistance Intake - March Pilot

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.

8/8 mapped
  • Applicant Name
    column_1
  • Service Address
    column_2
  • Submission IP
    column_3
  • Phone
    column_4
  • Monthly Income
    column_5
  • Payment Method
    column_6
  • Document Type
    column_7
  • Routing Number
    column_8

Batch metadata

12,840 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 Name
column_1
applicant name
Service Address
column_2
street address
Submission IP
column_3
ip address
Phone
column_4
phone number
Monthly Income
column_5
income
Payment Method
column_6
payment method
Document Type
column_7
document type
Routing Number
column_8
routing number