import requests import logging from bs4 import BeautifulSoup from core.models import Entity, Relationship, Source from urllib.parse import urljoin, quote logger = logging.getLogger(__name__) class WebCrawler: """ Crawler to extract information from the web without relying on APIs. """ def __init__(self): 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 search(self, query): """ Perform a simulated search on Google using requests. """ search_url = f"https://www.google.com/search?q={quote(query)}" logger.info(f"Crawling URL: {search_url}") try: response = self.session.get(search_url, timeout=10) response.raise_for_status() soup = BeautifulSoup(response.text, "html.parser") # Simple extraction of titles/links from Google search results results = [] # Selector for Google search result titles for g in soup.select("div.g"): title_elem = g.select_one("h3") link_elem = g.select_one("a") if title_elem and link_elem: results.append({ "title": title_elem.get_text(), "url": link_elem.get("href") }) return results except Exception as e: logger.error(f"Search failed: {e}") return [] class NetworkDiscoveryService: @staticmethod def perform_osint_search(query): """ Performs discovery using Web Crawling. """ try: crawler = WebCrawler() search_results = crawler.search(query) source, _ = Source.objects.get_or_create(name='Web Crawler Engine') # 1. Create main entity person, _ = Entity.objects.get_or_create( entity_type='PERSON', value=query, source=source ) person.photo_url = f"https://api.dicebear.com/7.x/pixel-art/svg?seed={query.replace(' ', '+')}" person.save() # 2. Extract potential associates from titles for res in search_results: # Naive associate detection associate_val = res['title'][:50] if associate_val != query: associate, _ = Entity.objects.get_or_create( entity_type='PERSON', value=associate_val, source=source ) # 3. Create relationship Relationship.objects.get_or_create( source_entity=person, target_entity=associate, relationship_type='ASSOCIATED_WITH', weight=0.5 ) return person 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