From 40fdb5e2ca347883515063e37fcbf0ce51014d91 Mon Sep 17 00:00:00 2001 From: KOSASIH Date: Wed, 28 Aug 2024 13:57:24 +0700 Subject: [PATCH] Create data_ingestion.py --- .../data_ingestion.py | 36 +++++++++++++++++++ 1 file changed, 36 insertions(+) create mode 100644 blockchain_integration/pi_network/features/ai-powered-risk-management-system/data_ingestion.py diff --git a/blockchain_integration/pi_network/features/ai-powered-risk-management-system/data_ingestion.py b/blockchain_integration/pi_network/features/ai-powered-risk-management-system/data_ingestion.py new file mode 100644 index 000000000..d705fdc0a --- /dev/null +++ b/blockchain_integration/pi_network/features/ai-powered-risk-management-system/data_ingestion.py @@ -0,0 +1,36 @@ +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