# data_collection/get_data.py import sys import os sys.path.append(os.path.join(os.path.dirname(__file__), '..', '..', '..')) from config import Config import logging import requests import logging import requests import re import os import shutil import subprocess import json import xml.etree.ElementTree as ET from pathlib import Path import pandas as pd config = Config() PATHS = config.PATHS API_ENDPOINTS = config.api_endpoints DATA_SOURCE_DIR = config.cti_data_dir SYSTEM_DATA_DIR = config.system_data_dir SCRAPY_DIR = DATA_SOURCE_DIR / "scrapyCWE" / "cwecrawler" LOGS_DIR = config.logs_dir LOGS_DIR.mkdir(parents=True, exist_ok=True) logging.basicConfig( level=logging.INFO, filename=LOGS_DIR / "get_data.log", format='%(asctime)s - %(levelname)s - %(message)s' ) def clean_canfollow_json(file_path: Path): """Clean up the canfollow.json file generated by Scrapy crawler.""" logging.info(f"Cleaning up {file_path}...") try: with open(file_path, 'r', encoding="utf-8") as f: data = json.load(f) cleaned_data = [] for item in data: cleaned_item = { "cwe_id": item.get("cwe_id", "").strip(), "cwe_refs": [] } for ref_id in item.get("cwe_refs", []): if ref_id: ref_id = ref_id.strip() match = re.search(r'\d+', ref_id) if match: cwe_num = match.group(0) cleaned_item["cwe_refs"].append(f"CWE-{cwe_num}") cleaned_data.append(cleaned_item) with open(file_path, 'w', encoding="utf-8") as f: json.dump(cleaned_data, f, indent=2) logging.info(f"Successfully cleaned {file_path}") return True except Exception as e: logging.error(f"Error cleaning canfollow.json: {e}") return False def generate_cwe_capec_mitre_mapping(cwe_file: Path, capec_file: Path, output_file: Path): """Generate mapping between CWE, CAPEC, and MITRE ATT&CK techniques.""" logging.info("Generating CWE-CAPEC-MITRE mapping...") try: mapping = {} # Parse CWE XML cwe_tree = ET.parse(cwe_file) cwe_root = cwe_tree.getroot() ns = '{' + cwe_root.tag.split('}')[0].strip('{') + '}' if '}' in cwe_root.tag else '' for weakness in cwe_root.findall(f'.//{ns}Weakness'): cwe_id = f"CWE-{weakness.get('ID')}" capec_ids = [ f"CAPEC-{pattern.get('CAPEC_ID')}" for pattern in weakness.findall(f'.//{ns}Related_Attack_Patterns/{ns}Related_Attack_Pattern') if pattern.get('CAPEC_ID') ] mapping[cwe_id] = {"capecs": capec_ids, "mitre_techniques": []} # Parse CAPEC XML capec_tree = ET.parse(capec_file) capec_root = capec_tree.getroot() ns = '{' + capec_root.tag.split('}')[0].strip('{') + '}' if '}' in capec_root.tag else '' capec_to_mitre = {} for attack_pattern in capec_root.findall(f'.//{ns}Attack_Pattern'): capec_id = f"CAPEC-{attack_pattern.get('ID')}" mitre_techniques = [ f"T{mapping_elem.find(f'.//{ns}Entry_ID').text.strip()}" for mapping_elem in attack_pattern.findall(f'.//{ns}Taxonomy_Mappings/{ns}Taxonomy_Mapping') if mapping_elem.get('Taxonomy_Name') == 'ATTACK' and mapping_elem.find(f'.//{ns}Entry_ID') is not None ] capec_to_mitre[capec_id] = mitre_techniques # Connect CWE to MITRE for cwe_id, cwe_data in mapping.items(): for capec_id in cwe_data["capecs"]: cwe_data["mitre_techniques"].extend(capec_to_mitre.get(capec_id, [])) cwe_data["mitre_techniques"] = list(set(cwe_data["mitre_techniques"])) # Fetch MITRE ATT&CK data try: response = requests.get(API_ENDPOINTS["mitre_attack"]) if response.status_code == 200: mitre_data = response.json() for obj in mitre_data.get("objects", []): if obj["type"] == "attack-pattern": technique_id = obj["external_references"][0].get("external_id", "") if technique_id.startswith("T"): for cwe_id, cwe_data in mapping.items(): if technique_id in cwe_data["mitre_techniques"]: cwe_data["mitre_description"] = obj.get("description", "") except Exception as e: logging.warning(f"Failed to fetch MITRE ATT&CK data: {e}") with open(output_file, 'w', encoding="utf-8") as f: json.dump(mapping, f, indent=2) logging.info(f"Mapping saved to {output_file}") except Exception as e: logging.error(f"Error generating mapping: {e}") def get_data_file(): """Download and prepare CTI data files.""" DATA_SOURCE_DIR.mkdir(parents=True, exist_ok=True) # Download CWE data cwe_xml_path = DATA_SOURCE_DIR / 'cwe_latest.xml' try: cwe_url = "https://cwe.mitre.org/data/xml/cwec_latest.xml.zip" logging.info(f"Downloading CWE from {cwe_url}") response = requests.get(cwe_url, stream=True) zip_path = DATA_SOURCE_DIR / 'cwe_latest.xml.zip' with open(zip_path, 'wb') as f: for chunk in response: f.write(chunk) shutil.unpack_archive(zip_path, DATA_SOURCE_DIR) zip_path.unlink() cwe_files = [f for f in DATA_SOURCE_DIR.glob("cwec_*.xml")] if cwe_files: shutil.move(cwe_files[0], cwe_xml_path) logging.info("Downloaded and extracted CWE XML") except Exception as e: logging.error(f"Error downloading CWE data: {e}") # Download CAPEC data capec_xml_path = DATA_SOURCE_DIR / 'capec_latest.xml' try: capec_url = "https://capec.mitre.org/data/xml/capec_latest.xml" logging.info(f"Downloading CAPEC from {capec_url}") response = requests.get(capec_url, stream=True) with open(capec_xml_path, 'wb') as f: for chunk in response: f.write(chunk) logging.info("Downloaded CAPEC XML") except Exception as e: logging.error(f"Error downloading CAPEC data: {e}") # Download ExploitDB data exploit_db_path = DATA_SOURCE_DIR / 'files_exploits.csv' try: logging.info("Downloading ExploitDB data...") response = requests.get( 'https://gitlab.com/exploit-database/exploitdb/-/raw/main/files_exploits.csv?ref_type=heads', stream=True ) with open(exploit_db_path, 'wb') as f: for chunk in response: f.write(chunk) logging.info("Downloaded ExploitDB CSV") except Exception as e: logging.error(f"Error downloading ExploitDB data: {e}") # Download MITRE ATT&CK Excel files (tactics and techniques) try: attk_r = requests.get('https://attack.mitre.org/resources/attack-data-and-tools/') # Download tactics Excel tactics_links = re.findall(r'href="([^"]*enterprise-attack-v[0-9.]*-tactics\.xlsx)"', attk_r.text) if tactics_links: url_filename = f"https://attack.mitre.org{tactics_links[0]}" filename = url_filename.split('/')[-1] logging.info(f"Downloading: {filename}") r_file = requests.get(url_filename, stream=True) out_path = DATA_SOURCE_DIR / filename with open(out_path, 'wb') as f: for chunk in r_file.iter_content(chunk_size=8192): f.write(chunk) logging.info(f"Downloaded MITRE ATT&CK tactics Excel: {out_path}") # Download techniques Excel techniques_links = re.findall(r'href="([^"]*enterprise-attack-v[0-9.]*-techniques\.xlsx)"', attk_r.text) if techniques_links: url_filename = f"https://attack.mitre.org{techniques_links[0]}" filename = url_filename.split('/')[-1] logging.info(f"Downloading: {filename}") r_file = requests.get(url_filename, stream=True) out_path = DATA_SOURCE_DIR / filename with open(out_path, 'wb') as f: for chunk in r_file.iter_content(chunk_size=8192): f.write(chunk) logging.info(f"Downloaded MITRE ATT&CK techniques Excel: {out_path}") except Exception as e: logging.error(f"Error downloading MITRE ATT&CK Excel files: {e}") # Generate CWE-CAPEC-MITRE mapping if cwe_xml_path.exists() and capec_xml_path.exists(): mapping_file = DATA_SOURCE_DIR / 'cwe_capec_mitre_mapping.json' generate_cwe_capec_mitre_mapping(cwe_xml_path, capec_xml_path, mapping_file) # Extract CWEs from system data cwe_ids = set() for file_name in ['ICS.json', 'ES.json']: file_path = SYSTEM_DATA_DIR / file_name if file_path.exists(): try: with open(file_path, 'r', encoding="utf-8") as f: data = json.load(f) for asset in data.get("Assets", []): for component in asset.get("components", []): for vuln in component.get("vulnerabilities", []): cwe_id = vuln.get("cwe_id") if isinstance(cwe_id, str) and cwe_id.startswith("CWE-"): cwe_ids.add(cwe_id.replace("CWE-", "")) elif isinstance(cwe_id, list): for single_cwe in cwe_id: if single_cwe.startswith("CWE-"): cwe_ids.add(single_cwe.replace("CWE-", "")) logging.info(f"Found {len(cwe_ids)} CWEs in {file_name}") except Exception as e: logging.error(f"Error processing {file_name}: {e}") # Generate CWE URLs for Scrapy if cwe_ids: SCRAPY_DIR.mkdir(parents=True, exist_ok=True) websites_file = SCRAPY_DIR / "websites.txt" with open(websites_file, "w", encoding="utf-8") as f: for cwe_num in cwe_ids: f.write(f"https://cwe.mitre.org/data/definitions/{cwe_num}.html\n") logging.info(f"Wrote {len(cwe_ids)} CWE URLs to {websites_file}") # Run Scrapy spider output_file = SCRAPY_DIR / "canfollow.json" try: original_cwd = os.getcwd() os.chdir(SCRAPY_DIR) if output_file.exists(): output_file.unlink() result = subprocess.run( 'scrapy crawl cwe_spider -o canfollow.json', shell=True, capture_output=True, text=True ) if result.returncode == 0 and output_file.exists(): clean_canfollow_json(output_file) shutil.copy(output_file, DATA_SOURCE_DIR / 'canfollow.json') logging.info(f"Copied cleaned canfollow.json to {DATA_SOURCE_DIR}") else: logging.error(f"Scrapy spider failed: {result.stderr}") except Exception as e: logging.error(f"Failed to run Scrapy spider: {e}") finally: os.chdir(original_cwd) else: logging.warning("No CWEs found in system data files") if __name__ == '__main__': get_data_file()