|
|
- __author__ = 'DarkWeb'
-
- import codecs
- import glob
- import os, re
- import shutil
- from psycopg2.extras import RealDictCursor
-
- from Forums.DB_Connection.db_connection import *
- from Forums.BestCardingWorld.parser import *
- from Forums.CryptBB.parser import *
- from Forums.Incogsnoo.parser import *
-
- from Forums.Classifier.classify_product import predict
- # from DarkWebMining_Sample.Forums.Classifier.classify_product import predict_semi
- from Translator.translate import translate
-
- # controls the log id
- nError = 0
-
- # determines if forum is russian, not really used now but maybe later
- def isRussianForum(forum):
-
- with open('russian_forums.txt') as f:
- forums = f.readlines()
-
- result = False
- for iforum in forums:
-
- iforum = iforum.replace('\n','')
- if iforum == forum:
- result = True
- break
-
- return result
-
-
- #tries to match description pages to listing pages by using a key made for every description page and every link in listing page
- #once verified and matched, the info is merged into a 'rec', which is returned
- #@param: detPage is a list of keys of valid pages, rec is the row of data of an instance
- #return: rec, row of data, that may have additional data added on after matching description to listing page
- def mergePages(rmm, rec):
-
- # key = u"Top:" + rec[1].upper().strip() + u" User:" + rec[5].upper().strip()
- # key = rec[16]
-
- print ("----------------- Matched: " + rec[3] + "--------------------")
-
- if rmm[9] != "-1": # image_user
- rec[9] = rmm[9]
- rec[10] = rmm[1]
- rec[11] = rmm[2]
- rec[12] = rmm[3]
- rec[13] = rmm[4]
- rec[14] = rmm[5]
- rec[15] = rmm[6]
- rec[16] = rmm[7]
- rec[17] = rmm[8]
- rec[18] = rmm[10]
-
- return rec
-
-
- #gets a string of posts and joins them together into one string to be put in the database as one string of text
- #@param: list of strings (the posts of a thread)
- #return: string containing the concatenation of all the strings
- def getPosts(posts):
-
- strPosts = ' '.join(posts)
- return strPosts.strip()
-
-
- #uses db connection , another program, methods to persists values to the correct categories
- #@param: row is the list of entries for this instance, cur is the db connection object
- def persist_data(url, row, cur):
-
- forum = create_forum(cur, row, url)
-
- author = create_author(cur, row, forum)
-
- topic = create_topic(cur, forum, row, author)
-
- create_posts(cur, row, forum, topic)
-
-
- def incrementError():
- global nError
- nError += 1
-
- def read_file(filePath, createLog, logFile):
-
- try:
- html = codecs.open(filePath.strip('\n'), encoding='utf8')
- soup = BeautifulSoup(html, "html.parser")
- html.close()
- time.sleep(0.01) # making sure the file is closed before returning soup object
- return soup
- except:
-
- try:
- html = open(filePath.strip('\n'))
- soup = BeautifulSoup(html, "html.parser")
- html.close()
- time.sleep(0.01) # making sure the file is closed before returning soup object
- return soup
- except:
-
- incrementError()
- print("There was a problem to read the file " + filePath)
- if createLog:
- logFile.write(
- str(nError) + ". There was a problem to read the file " + filePath + "\n" + traceback.format_exc() + "\n")
- return None
-
-
- def parse_listing(forum, listingFile, soup, createLog, logFile):
-
- try:
-
- if forum == "BestCardingWorld":
- rw = bestcardingworld_listing_parser(soup)
- elif forum == "CryptBB":
- rw = cryptBB_listing_parser(soup)
- elif forum == "Incogsnoo":
- rw = incogsnoo_listing_parser(soup)
- else:
- print("MISSING CALL TO LISTING PARSER IN PREPARE_PARSER.PY!")
- raise Exception
- return rw
-
- except:
-
- incrementError()
- print("There was a problem to parse the file " + listingFile + " in the listing section!")
- traceback.print_exc()
- if createLog:
- logFile.write(
- str(nError) + ". There was a problem to parse the file " + listingFile + " in the Listing section.\n"
- + traceback.format_exc() + "\n")
- return None
-
-
- def parse_description(forum, descriptionFile, soup, createLog, logFile):
-
- try:
-
- if forum == "BestCardingWorld":
- rmm = bestcardingworld_description_parser(soup)
- elif forum == "CryptBB":
- rmm = cryptBB_description_parser(soup)
- elif forum == "Incogsnoo":
- rmm = incogsnoo_description_parser(soup)
- else:
- print("MISSING CALL TO DESCRIPTION PARSER IN PREPARE_PARSER.PY!")
- raise Exception
- return rmm
-
- except:
-
- incrementError()
- print("There was a problem to parse the file " + descriptionFile + " in the Description section!")
- traceback.print_exc()
- if createLog:
- logFile.write(
- str(nError) + ". There was a problem to parse the file " + descriptionFile + " in the Description section.\n"
- + traceback.format_exc() + "\n")
- return None
-
-
- def get_source_language(forum):
-
- if forum == "BestCardingWorld":
- lang = 'english'
- elif forum == "CryptBB":
- lang = 'english'
- elif forum == "Incogsnoo":
- lang = 'english'
- else:
- print("MISSING CALL TO GET LANGUAGE IN PREPARE_PARSER.PY!")
- lang = 'auto'
- return lang
-
-
- def persist_record(url, rec, cur, con, createLog, logFile, listingFile, descriptionFile):
-
- try:
- persist_data(url, tuple(rec), cur)
- con.commit()
- return True
- except:
-
- con.rollback()
-
- incrementError()
- print(f"There was a problem to persist the files ({listingFile} + {descriptionFile}) in the database!")
- traceback.print_exc()
- if createLog:
- logFile.write(
- str(nError) + f". There was a problem to persist the files ({listingFile} + {descriptionFile}) in the database!\n"
- + traceback.format_exc() + "\n")
- return False
-
-
- def move_file(filePath, createLog, logFile):
-
- source = filePath
- destination = filePath.replace(os.path.basename(filePath), "") + 'Read\\' + os.path.basename(filePath)
-
- try:
- shutil.move(source, destination, shutil.copy2)
- return True
- except:
-
- try:
- shutil.move(source, destination, shutil.copytree)
- return True
- except:
- incrementError()
- print("There was a problem to move the file " + filePath)
- traceback.print_exc()
- if createLog:
- logFile.write(
- str(nError) + ". There was a problem to move the file " + filePath + "\n" + traceback.format_exc() + "\n")
- return False
-
-
- #main method for this program, what actually gets the parsed info from the parser, and persists them into the db
- #calls the different parser methods here depending on the type of html page
- def new_parse(forum, url, createLog):
-
- from Forums.Initialization.forums_mining import config, CURRENT_DATE
-
- global nError
- nError = 0
-
- print("Parsing the " + forum + " forum and conduct data classification to store the information in the database.")
-
- # Connecting to the database
- con = connectDataBase()
- cur = con.cursor(cursor_factory=RealDictCursor)
-
- # Creating the tables (The database should be created manually)
- create_database(cur, con)
-
- mainDir = os.path.join(config.get('Project', 'shared_folder'), "Forums\\" + forum + "\\HTML_Pages")
-
- # Creating the log file for each Forum
- if createLog:
- try:
- logFile = open(mainDir + f"/{CURRENT_DATE}/" + forum + "_" + CURRENT_DATE + ".log", "w")
- except:
- print("Could not open log file!")
- createLog = False
- logFile = None
- # raise SystemExit
- else:
- logFile = None
-
- source_lang = get_source_language(forum)
-
- # Reading the Listing Html Pages
- listings = glob.glob(os.path.join(mainDir, CURRENT_DATE + "\\Listing", '*.html'))
-
- listings.sort(key=os.path.getmtime)
-
- for listingIndex, listingFile in enumerate(listings):
-
- print("Reading listing folder of '" + forum + "', file '" + os.path.basename(listingFile) + "', index= " + str(
- listingIndex + 1) + " ... " + str(len(listings)))
-
- listingSoup = read_file(listingFile, createLog, logFile)
-
- # listing flags
- doParseListing = listingSoup is not None
- doDescription = False
-
- readDescriptionError = False
- parseDescriptionError = False
- persistDescriptionError = False
- moveDescriptionError = False
- findDescriptionError = False
-
- rw = []
-
- if doParseListing:
-
- rw = parse_listing(forum, listingFile, listingSoup, createLog, logFile)
-
- doDescription = rw is not None
-
- if doDescription:
-
- nFound = 0
-
- for rec in rw:
-
- rec = rec.split(',')
-
- descriptionPattern = cleanLink(rec[6]) + "page[0-9]*.html"
-
- # Reading the associated description Html Pages
- descriptions = glob.glob(os.path.join(mainDir, CURRENT_DATE + "\\Description", descriptionPattern))
-
- descriptions.sort(key=os.path.getmtime)
-
- nFound += len(descriptions)
-
- # Aggregate of posts from multiple description (topic) pages
- posts = []
-
- for descriptionIndex, descriptionFile in enumerate(descriptions):
-
- print("Reading description folder of '" + forum + "', file '" + os.path.basename(
- descriptionFile) + "', index= " + str(descriptionIndex + 1) + " ... " + str(len(descriptions)))
-
- descriptionSoup = read_file(descriptionFile, createLog, logFile)
-
- # description flags
- doParseDescription = descriptionSoup is not None
- doPersistRecord = False
- doMoveDescription = False
-
- rmm = []
-
- if doParseDescription:
-
- rmm = parse_description(forum, descriptionFile, descriptionSoup, createLog, logFile)
-
- doPersistRecord = rmm is not None
-
- else:
- readDescriptionError = True
- parseDescriptionError = True
-
- if doPersistRecord:
-
- # Combining the information from Listing and Description Pages
- rec = mergePages(rmm, rec)
-
- # Add the page's posts to aggregate
- posts += rec[15]
-
- # Classify on final description page
- if descriptionIndex == len(descriptions) - 1:
- title = translate(rec[3], source_lang)
- content = translate(getPosts(posts), source_lang)
-
- # classification for topic based on all posts from all pages
- rec[19] = str(predict(title, content, language='sup_english'))
-
- # Persisting the information in the database
- persistSuccess = persist_record(url, rec, cur, con, createLog, logFile, listingFile, descriptionFile)
-
- doMoveDescription = persistSuccess
-
- else:
- parseDescriptionError = True
-
- if doMoveDescription:
-
- # move description files of completed folder
- moveSuccess = move_file(descriptionFile, createLog, logFile)
-
- if not moveSuccess:
- moveDescriptionError = True
-
- else:
- moveDescriptionError = True
-
- if not (nFound > 0):
-
- findDescriptionError = True
-
- incrementError()
- print(f"There was a problem to locate the file(s) for {listingFile} in the Description section!")
- if createLog:
- logFile.write(
- str(nError) + f". There was a problem to locate the file(s) for {listingFile}"
- f" in the Description section!\n\n")
-
- if not (readDescriptionError or parseDescriptionError or persistDescriptionError
- or moveDescriptionError or findDescriptionError):
-
- # move listing files of completed folder
- move_file(listingFile, createLog, logFile)
-
- # registering the current forum status (up/down) and the number of scraped pages in the database
- forumId = verifyForum(cur, forum)
- if (forumId > 0):
-
- readListings = glob.glob(os.path.join(mainDir, CURRENT_DATE + "\\Listing\\read", '*.html'))
- readDescriptions = glob.glob(os.path.join(mainDir, CURRENT_DATE + "\\Description\\read", '*.html'))
-
- create_status(cur, forumId, CURRENT_DATE, len(readListings), len(readDescriptions), '1' if len(listings) > 0 else '0')
- con.commit()
-
- if createLog:
- logFile.close()
-
- cur.close()
- con.close()
-
- print("Parsing the " + forum + " forum and data classification done.")
-
-
|