Created
April 3, 2023 21:51
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Enrich as subnet and get reputation for IP addresses from AutoFocus
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import os | |
import sys | |
from typing import Dict, Optional | |
import requests | |
import json | |
import gzip | |
import boto3 | |
import botocore | |
class IPAddressIntel: | |
def __init__(self, source_ip_address: str): | |
self.source_ip_address = source_ip_address | |
self.ipstack = None | |
self.fraud_score = None | |
self.autofocus = None | |
self.ipqualityscore = None | |
def set_ipstack(self, data: Dict): | |
self.ipstack = data | |
def set_fraud_score(self, score: int): | |
self.fraud_score = score | |
def set_autofocus(self, data: Dict): | |
self.autofocus = data | |
def set_ipqualityscore(self, data: Dict): | |
self.ipqualityscore = data | |
def ipstack_score(api_key: str, ip: str) -> Optional[Dict]: | |
try: | |
return requests.get(f"http://api.ipstack.com/{ip}?access_key={api_key}").json() | |
except: | |
return None | |
def af_score(ip: str) -> Optional[Dict]: | |
from autofocus import AutoFocusAPI | |
from autofocus.factories.tic import ThreatIntelFactory | |
AutoFocusAPI.api_key = os.environ.get('AF_API_KEY') | |
try: | |
af = ThreatIntelFactory().get_tic_summary(ipv4=ip).__dict__ | |
af['whois'] = str(af['whois']) | |
return af | |
except: | |
return None | |
def ipqs_score(api_key: str, ip: str) -> Optional[Dict]: | |
try: | |
return requests.get(f"https://www.ipqualityscore.com/api/json/ip/{api_key}/{ip}").json() | |
except: | |
return None | |
def score_risk(i: Dict) -> int: | |
safe_words = ["List", "Get", "Describe"] | |
score = 50 | |
try: | |
if i['ipstack']['country_code'] == 'US': | |
score -= 10 | |
else: | |
score += 10 | |
except: | |
print("GeoIP failed") | |
try: | |
if any(x in i['eventName'] for x in safe_words): | |
score -= 10 | |
else: | |
score += 20 | |
except: | |
print("event ranking failed") | |
return score | |
def process_records(records: Dict) -> Dict: | |
intel_bucket = os.environ.get('INTEL_BUCKET') | |
s3 = boto3.client('s3') | |
transformed = {'Records': []} | |
for record in records['Records']: | |
ip_intel = IPAddressIntel(record['sourceIPAddress']) | |
if json.loads(os.environ.get('IPSTACK_API_ENABLED').lower()): | |
try: | |
obj = s3.get_object(Bucket=intel_bucket, Key=f"{ip_intel.source_ip_address}_ipstack.json") | |
ip_intel.set_ipstack(json.loads(obj['Body'].read())) | |
except s3.exceptions.NoSuchKey: | |
ipstack_data = ipstack_score(os.environ.get('IPSTACK_API_KEY'), ip_intel.source_ip_address) | |
if ipstack_data is not None: | |
ip_intel.set_ipstack(ipstack_data) | |
s3.put_object( | |
Body=json.dumps(ipstack_data), | |
Key=f"{ip_intel.source_ip_address}_ipstack.json", | |
Bucket=intel_bucket) | |
if json.loads(os.environ.get('NATIVE_RISK_ENABLED').lower()): | |
ip_intel.set_fraud_score(score_risk(record)) | |
if json.loads(os.environ.get('AF_API_ENABLED').lower()): | |
try: | |
obj = s3.get_object(Bucket=intel_bucket, Key=f"{ip_intel.source_ip_address}_autofocus.json") | |
ip_intel.set_autofocus(json.loads(obj['Body'].read())) | |
except s3.exceptions.NoSuchKey: | |
autofocus_data = af_score(ip_intel.source_ip_address) | |
if autofocus_data is not None: | |
ip_intel.set_autofocus(autofocus_data) | |
s3.put_object( | |
Body=json.dumps(autofocus_data), | |
Key=f"{ip_intel.source_ip_address}_autofocus.json", | |
Bucket=intel_bucket) | |
if json.loads(os.environ.get('IPQS_API_ENABLED').lower()): | |
try: | |
obj = s3.get_object(Bucket=intel_bucket, Key=f"{ip_intel.source_ip_address}_ipqualityscore.json") | |
ip_intel.set_ipqualityscore(json.loads(obj['Body'].read())) | |
except s3.exceptions.NoSuchKey: | |
ipqualityscore_data = ipqs_score(os.environ.get('IPQS_API_KEY'), ip_intel.source_ip_address) | |
if ipqualityscore_data is not None: | |
ip_intel.set_ipqualityscore(ipqualityscore_data) | |
s3.put_object( | |
Body=json.dumps(ipqualityscore_data), | |
Key=f"{ip_intel.source_ip_address}_ipqualityscore.json", | |
Bucket=intel_bucket) | |
transformed_record = record.copy() | |
transformed_record.update(vars(ip_intel)) | |
transformed['Records'].append(transformed_record) | |
return transformed | |
if __name__ == "__main__": | |
with open("sample_input.json", "r") as f: | |
input_data = json.load(f) | |
transformed_data = process_records(input_data) | |
with open("sample_output.json", "w") as f: | |
json.dump(transformed_data, f) |
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You will need to create a requirements.txt file with the following dependencies:
To build the Docker image, run:
docker build -t your-image-name .
To run the container: