CiferAI/cifer-fraud-detection-mini-model
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step
int64 | type
string | amount
float64 | nameOrig
string | oldbalanceOrg
float64 | newbalanceOrig
float64 | nameDest
string | oldbalanceDest
float64 | newbalanceDest
float64 | isFraud
int64 | isFlaggedFraud
int64 |
|---|---|---|---|---|---|---|---|---|---|---|
311 | CASH_OUT | 340,575.06 | sdv-pii-va099 | 2,584,593.04 | 78,019.27 | sdv-pii-jvabd | 4,316,403.34 | 10,606,788.51 | 0 | 1 |
45 | CASH_OUT | 321,119.58 | sdv-pii-o5k35 | 354,856.87 | 171.57 | sdv-pii-oqo7h | 1,630,431.46 | 8,783,785.15 | 0 | 1 |
36 | PAYMENT | 2,536.87 | sdv-pii-1fuiz | 37,670.39 | 44,604.2 | sdv-pii-id2a0 | 11,387.7 | 0.14 | 0 | 1 |
405 | CASH_IN | 172,496.88 | sdv-pii-1bfmr | 51.79 | 2,717.82 | sdv-pii-t6mp8 | 4,649,467.74 | 22,421,147.77 | 0 | 0 |
475 | PAYMENT | 2,173.24 | sdv-pii-aq3k3 | 2,116,262.7 | 4,910,690.33 | sdv-pii-robok | 108,611.7 | 10.12 | 0 | 0 |
88 | CASH_OUT | 139,295.88 | sdv-pii-yu299 | 1,767,547.68 | 10,732,083.82 | sdv-pii-peuoy | 757,265.44 | 93,686.69 | 0 | 0 |
201 | PAYMENT | 3,902.55 | sdv-pii-nvprz | 150,617.8 | 286,950.58 | sdv-pii-nwft4 | 147,970.87 | 7.92 | 0 | 0 |
130 | CASH_IN | 17,884.76 | sdv-pii-lybau | 12,428,150.93 | 4,848,410.54 | sdv-pii-93xix | 747,779.59 | 887,265.22 | 0 | 0 |
100 | PAYMENT | 173,701.04 | sdv-pii-pey0z | 74,732.63 | 1,452,877.02 | sdv-pii-9a744 | 2,650,074.55 | 88,422.84 | 0 | 0 |
91 | CASH_OUT | 36,022.63 | sdv-pii-7mhz8 | 715,033.35 | 1,507,836.6 | sdv-pii-bwofo | 4,715,314.57 | 3,704,948.2 | 0 | 0 |
46 | PAYMENT | 9,531.88 | sdv-pii-5mqkg | 94,250.71 | 497,099.19 | sdv-pii-9y5gx | 702,401.48 | 62,853.36 | 0 | 0 |
50 | PAYMENT | 2,909.27 | sdv-pii-is8fd | 65.52 | 53,961.96 | sdv-pii-v66xd | 940.78 | 0 | 0 | 0 |
126 | CASH_IN | 25,122.95 | sdv-pii-oqmwb | 1,251,701.65 | 1,317,428.61 | sdv-pii-p1rjl | 282,596 | 123,381.06 | 0 | 0 |
101 | CASH_OUT | 33,284.97 | sdv-pii-by7a6 | 621,215.56 | 1,030,888.61 | sdv-pii-rhdjj | 1,605,862.8 | 866,850.22 | 0 | 0 |
426 | CASH_IN | 28,966.33 | sdv-pii-e1xjk | 5,795,312.26 | 8,709,019.21 | sdv-pii-9c27y | 4,498,542.76 | 2,434,567.95 | 0 | 0 |
702 | CASH_IN | 182,983.34 | sdv-pii-sk1tg | 31,234.39 | 3,196.51 | sdv-pii-pwr0h | 1,100,376.31 | 2,781,193.2 | 0 | 0 |
121 | PAYMENT | 57,070.46 | sdv-pii-cp0wj | 221,882.98 | 6,380,430.04 | sdv-pii-k24hh | 255,181.43 | 17,673.63 | 0 | 0 |
535 | CASH_OUT | 1,034,014 | sdv-pii-lhfgo | 1,345,945.53 | 429,790.3 | sdv-pii-2w41i | 960,161.72 | 3,028,559.53 | 0 | 0 |
52 | CASH_OUT | 211,871.76 | sdv-pii-x1fpx | 329,245.66 | 535,133.26 | sdv-pii-vmbns | 7,367,896.01 | 33,853,706.32 | 0 | 0 |
74 | CASH_IN | 110,621.17 | sdv-pii-gqfi8 | 2,502,407.53 | 2,386,579.43 | sdv-pii-4mkom | 3,211,346.2 | 5,562,479.27 | 0 | 0 |
📊 Cifer Fraud Detection Mini Dataset
🧠 Overview
(cifer-fraud-detection-mini-dataset)
The Cifer-Fraud-Detection-Mini-Dataset is a lightweight sample containing 20 transaction records, extracted from the full 21 million-row Cifer-Fraud-Detection-Dataset-AF. It is designed for quick experimentation of encrypted model training with Fully Homomorphic Encryption (FHE).
Though small in size, this mini dataset retains the original schema and data structure inspired by PaySim—reflecting realistic financial transaction behaviors. It enables users to prototype and validate privacy-preserving ML workflows in environments where encrypted data pipelines and secure federated orchestration are required.
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Size of downloaded dataset files:
1.98 kB
Size of the auto-converted Parquet files:
7.26 kB
Number of rows:
20
Models trained or fine-tuned on CiferAI/cifer-fraud-detection-mini-dataset