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Create fraud_detection.py
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KOSASIH authored Nov 26, 2024
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24 changes: 24 additions & 0 deletions QuantumNexusProtocol/src/ai/fraud_detection.py
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import pandas as pd
from sklearn.ensemble import RandomForestClassifier

class FraudDetector:
def __init__(self, data):
self.data = data
self.model = RandomForestClassifier()

def train_model(self):
X = self.data.drop('is_fraud', axis=1)
y = self.data['is_fraud']
self.model.fit(X, y)

def predict(self, new_data):
return self.model.predict(new_data)

# Example usage
if __name__ == "__main__":
data = pd.read_csv('fraud_data.csv') # Load fraud detection data
detector = FraudDetector(data)
detector.train_model()
new_data = pd.read_csv('new_transactions.csv') # Load new transactions
predictions = detector.predict(new_data)
print("Fraud Predictions:", predictions)

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