step type amount nameOrig oldbalanceOrg newbalanceOrig ... oldbalanceDest newbalanceDest isFraud isFlaggedFraud degree predicted_fraud
0 1 PAYMENT 9839.64 574 170136.00 160296.36 ... 0.00 0.00 0 0 0 False 1 1 PAYMENT 1864.28 1733 21249.00 19384.72 ... 0.00 0.00 0 0 2 False 2 1 TRANSFER 181.00 780 181.00 0.00 ... 0.00 0.00 1 0 10 True 3 1 CASH_OUT 181.00 4581 181.00 0.00 ... 21182.00 0.00 1 0 0 False 4 1 PAYMENT 11668.14 2768 41554.00 29885.86 ... 0.00 0.00 0 0 0 False ... ... ... ... ... ... ... ... ... ... ... ... ... ... e e e 4998 5 CASH_IN 328776.10 4486 4547034.84 4875810.94 ... 1019467.84 962737.60 0 0 0 False 4999 5 CASH_IN 50535.87 2351 4875810.94 4926346.82 ... 70183.75 19647.88 0 0 0 False
[5000 rows x 13 columns] Accuracy: 84.94% https://www.kaggle.com/datasets/miznaaroob/fraudulent-transactions-data