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Instruction

Perform anomaly detection on high-net-worth clients’ transactions: Extract the 2025 transactions of clients in high_value_clients.csv from BigQuery  all_transactions.recordings and mark the abnormal transactions with amount > mean + 3*std for each client, and fill them into  anomaly_audit_report.xlsx, the result should be sorted by the “transaction_id” (remove the sample data
before adding results).

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Initial State

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Local Workspace

workspace/ ├── anomaly_audit_report.xlsx └── high_value_clients.csv

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BigQuery

You can view the original file of all_transactions.recordings here.

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Model Trajectory