import requests import logging from bs4 import BeautifulSoup from core.models import Entity, Relationship, Source from urllib.parse import urljoin, urlparse logger = logging.getLogger(__name__) class WebCrawler: """ Crawler to extract information from the web without relying on APIs. """ def __init__(self, start_url): self.start_url = start_url self.session = requests.Session() self.session.headers.update({ "User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/119.0.0.0 Safari/537.36" }) def crawl(self, query): """ Main entry point for web crawling. """ logger.info(f"Starting crawl for: {query}") # 1. Perform search queries on Google/Bing or specialized sites # 2. Extract links and parse content # 3. Identify new entities and relationships return self._simulate_discovery(query) def _simulate_discovery(self, query): # This will be replaced by actual logic using BeautifulSoup/requests return { "entities": [ {"type": "PERSON", "value": query, "identifier": "WEB-ID-1"}, {"type": "PERSON", "value": "Associate of " + query, "identifier": "WEB-ID-2"}, ], "relationships": [ {"source": query, "target": "Associate of " + query, "type": "ASSOCIATED_WITH"} ] } class NetworkDiscoveryService: @staticmethod def perform_osint_search(query): """ Performs discovery using Web Crawling. """ try: crawler = WebCrawler(start_url="https://www.google.com") data = crawler.crawl(query) source, _ = Source.objects.get_or_create(name='Web Crawler Engine') person = None for ent_data in data.get("entities", []): entity, _ = Entity.objects.get_or_create( entity_type=ent_data['type'], value=ent_data['value'], source=source ) entity.photo_url = f"https://api.dicebear.com/7.x/pixel-art/svg?seed={ent_data['value'].replace(' ', '+')}" entity.identifier_code = ent_data.get('identifier', 'UNKNOWN') entity.save() if ent_data['type'] == 'PERSON': person = entity for rel_data in data.get("relationships", []): s_entity = Entity.objects.filter(value=rel_data['source']).first() t_entity = Entity.objects.filter(value=rel_data['target']).first() if s_entity and t_entity: Relationship.objects.get_or_create( source_entity=s_entity, target_entity=t_entity, relationship_type=rel_data['type'], weight=0.9 ) return person or Entity.objects.filter(value=query).first() except Exception as e: logger.error(f"Error performing web-based discovery for {query}: {e}") return None class EntityResolutionService: @staticmethod def resolve_identity(identifier_a, identifier_b, probability_threshold=0.8): # Implementation remains unchanged return True