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Create data_ingestion.py
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KOSASIH authored Aug 28, 2024
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import pandas as pd
from data_processing import load_transaction_data, load_market_data, load_network_data, load_user_behavior_data
from risk_assessment import assess_risk

def ingest_data(transaction_file, market_file, network_file, user_behavior_file):
"""
Ingest data from various sources, assess risk, and store the results.
Args:
transaction_file (str): Path to transaction data CSV file
market_file (str): Path to market data CSV file
network_file (str): Path to network data CSV file
user_behavior_file (str): Path to user behavior data CSV file
Returns:
None
"""
# Load data
transaction_data = load_transaction_data(transaction_file)
market_data = load_market_data(market_file)
network_data = load_network_data(network_file)
user_behavior_data = load_user_behavior_data(user_behavior_file)

# Preprocess data
transaction_data = preprocess_data(transaction_data)
market_data = preprocess_data(market_data)
network_data = preprocess_data(network_data)
user_behavior_data = preprocess_data(user_behavior_data)

# Assess risk
risk_scores = assess_risk(transaction_file, market_file, network_file)

# Store the results (e.g., in a database or file)
# TO DO: implement storage logic

return None

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