{ "provenance": "real IBM AMLworld HI-Small transactions (Altman et al., Kaggle ealtman2019/ibm-transactions-for-anti-money-laundering-aml, CDLA-Sharing-1.0). IBM states the corpus is entirely SYNTHETIC -- generated by a multi-agent virtual world, not real customer data. These are the engineered features finance_aml.gbm was trained on, unlike the 8-feature PaySim sample this page uses for the FHE/MPC pipeline.", "input": { "shape": [ 1, 32 ], "dtype": "float32", "preprocessing": [], "layout": "samples[i] is one row of the 32 features below" }, "feature_names": [ "amount_paid_log", "amount_ratio", "currency_mismatch", "is_self_transfer", "hour_of_day", "day_of_week", "is_round_amount", "format_risk", "src_out_degree", "src_unique_dst", "dst_in_degree", "dst_unique_src", "src_fan_out_ratio", "dst_fan_in_ratio", "src_amount_mean_log", "src_amount_max_log", "dst_amount_mean_log", "amount_z_src", "amount_share_of_src_total", "is_reciprocal", "two_cycle_count", "scatter_gather_src", "scatter_gather_dst", "src_bank_diversity", "dst_bank_diversity", "is_cross_bank", "closes_cycle_2", "closes_cycle_3", "closes_cycle_4", "onward_hops", "src_burst_fanout", "dst_burst_fanin" ], "samples": [ [ 6.720365, 1.0, 0.0, 1.0, 0.0, 3.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 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