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...chain_integration/pi_network/features/ai-powered-risk-management-system/data_ingestion.py
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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 | ||
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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) | ||
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# 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) | ||
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# Assess risk | ||
risk_scores = assess_risk(transaction_file, market_file, network_file) | ||
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# Store the results (e.g., in a database or file) | ||
# TO DO: implement storage logic | ||
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return None |