def setUp(self): self.config = getConfig() self._db = DB() self._db.setUp() self.timeline_overlap = TimelineOverlapVisualizationGenerator() author1 = Author() author1.name = 'acquired_user' author1.domain = 'Microblog' author1.author_guid = 'acquired_user' author1.author_screen_name = 'acquired_user' author1.author_full_name = 'acquired_user' author1.author_osn_id = 1 author1.created_at = datetime.datetime.now() author1.missing_data_complementor_insertion_date = datetime.datetime.now( ) author1.xml_importer_insertion_date = datetime.datetime.now() author1.author_type = 'bad_actor' author1.author_sub_type = 'acquired' self._db.add_author(author1) for i in range(1, 11): post1 = Post() post1.post_id = 'bad_post' + str(i) post1.author = 'acquired_user' post1.guid = 'bad_post' + str(i) post1.date = datetime.datetime.now() post1.domain = 'Microblog' post1.author_guid = 'acquired_user' post1.content = 'InternetTV love it' + str(i) post1.xml_importer_insertion_date = datetime.datetime.now() self._db.addPost(post1) author = Author() author.name = 'TestUser1' author.domain = 'Microblog' author.author_guid = 'TestUser1' author.author_screen_name = 'TestUser1' author.author_full_name = 'TestUser1' author.author_osn_id = 2 author.created_at = datetime.datetime.now() author.missing_data_complementor_insertion_date = datetime.datetime.now( ) author.xml_importer_insertion_date = datetime.datetime.now() self._db.add_author(author) for i in range(1, 11): post = Post() post.post_id = 'TestPost' + str(i) post.author = 'TestUser1' post.guid = 'TestPost' + str(i) post.date = datetime.datetime.now() post.domain = 'Microblog' post.author_guid = 'TestUser1' post.content = 'InternetTV love it' + str(i) post.xml_importer_insertion_date = datetime.datetime.now() self._db.addPost(post) self._db.commit()
def _create_author_by_row(self, record_dict): author = Author() author_osn_id = self._convert_to_unicode_value(record_dict["tumblog_id"]) author.author_osn_id = author_osn_id author.name = author_osn_id author.domain = self._domain author.author_guid = compute_author_guid_by_author_name(author.name) tumblr_blog_name = self._convert_to_unicode_value(record_dict["tumblr_blog_name"]) author.author_screen_name = tumblr_blog_name author.description = self._convert_to_unicode_value(record_dict["tumblr_blog_description"]) created_time_epoch = self._convert_to_unicode_value(record_dict["created_time_epoch"]) if created_time_epoch is not None: datetime, str_datetime = convert_epoch_timestamp_to_datetime(created_time_epoch) author.created_at = str_datetime else: author.created_at = self._set_start_date() author.url = self._convert_to_unicode_value(record_dict["tumblr_blog_url"]) author.protected = get_boolean_value(record_dict["is_private"]) author.time_zone = self._convert_to_unicode_value(record_dict["timezone"]) author.language = self._convert_to_unicode_value(record_dict["language"]) is_private = record_dict["is_private"] if is_private == "TRUE": author.protected = 1 else: author.protected = 0 return author
def _parse_author(self, json_content): author = Author() post_id = json_content["id"] author.name = post_id author.author_screen_name = post_id author.author_osn_id = post_id author.domain = self._domain str_post_timestamp = json_content["postTimestamp"] post_timestamp, str_post_date = self._get_str_and_date_formats( str_post_timestamp) author.created_at = str(str_post_date) post_guid = compute_post_guid(self._social_network_url, post_id, str_post_date) author.author_guid = post_guid if post_id in self._post_id_targeted_class_dict: targeted_class = self._post_id_targeted_class_dict[post_id] author.author_type = targeted_class post_media = json_content["postMedia"] if len(post_media) > 0: author.media_path = post_media[0] else: author.media_path = None author.notifications = self._dataset_type return author
def get_about_info_from_users(self): self._facebook_login() authors = [] for author_osn_id in self.osn_ids: author = Author() author.domain = self._domain author.author_osn_id = author_osn_id author.author_type = 'User' author.education = 'User Blocked' author.professional_skills = 'User Blocked' author.past_residence = 'User Blocked' author.birth_day = 'User Blocked' author.gender = 'User Blocked' author.gender = 'User Blocked' author.email = 'User Blocked' # Need to add the rest of the features with User Blocked as default. author.work = 'User Blocked' self.driver.get('https://www.facebook.com/' + author_osn_id) a_element = self.driver.find_element_by_xpath( "//a[@class='_2nlw _2nlv']") href_attribute = a_element.get_attribute('href') name = a_element.text # Extracting name unique_user_name = self._parse_unique_user_name(href_attribute) author.name = name author.author_screen_name = unique_user_name author.author_guid = commons.compute_author_guid_by_osn_id( author_osn_id) authors.append(author) self._get_about_info_for_authors(authors) self._db.addPosts(authors)
def get_liked_pages_from_user(self): """ Method gets liked pages from users in the config.ini osn_ids. Assumption: The users in the osn_ids fields in config.ini ARE NOT IN THE DB """ self._facebook_login() for osn_id in self.osn_ids: author = Author() self.driver.get('https://www.facebook.com/' + osn_id) time.sleep(2) a_element = self.driver.find_element_by_xpath( "//a[@class='_2nlw _2nlv']") href_attribute = a_element.get_attribute('href') name = a_element.text # Extracting name unique_user_name = self._parse_unique_user_name(href_attribute) author.name = name author.author_screen_name = unique_user_name author.author_osn_id = osn_id author.author_guid = commons.compute_author_guid_by_osn_id( author.author_osn_id) author.domain = self._domain author.author_type = "User" pages_id_to_name_dict = self._get_liked_pages_from_user( osn_id, unique_user_name) page_authors = self._convert_pages_to_authors( pages_id_to_name_dict) page_authors.append( author ) # Adding user created author to page author list to add to DB self._db.addPosts(page_authors) connections = self._convert_page_and_user_to_connection( page_authors, author) self._db.addPosts(connections)
def _add_author(self, name=None, link_karma=None, comment_karma=None, is_employee=0, is_mod=0, is_gold=0, author_osn_id=None): author = Author() reddit_author = RedditAuthor() author.name = name author.author_screen_name = author.name author.author_guid = compute_author_guid_by_author_name(author.name) author.domain = 'reddit' author.author_osn_id = author_osn_id author.author_full_name = name author.url = 'https://www.reddit.com/user/' + name reddit_author.name = author.name reddit_author.author_guid = author.author_guid reddit_author.comments_count = None reddit_author.comment_karma = comment_karma reddit_author.link_karma = link_karma reddit_author.is_gold = is_gold reddit_author.is_moderator = is_mod reddit_author.is_employee = is_employee self._db.add_authors([author]) self._db.add_reddit_authors([reddit_author])
def extract_author(self, data): author = Author() author.name = str(data['source']) author.domain = 'BuzzFeed' author.author_guid = compute_author_guid_by_author_name(data['source']) author.author_screen_name = author.name author.author_full_name = author.name return author
def _add_author(self, author_guid, type=u"good_actor"): author = Author() author.author_guid = author_guid author.author_full_name = author_guid author.author_screen_name = author_guid author.name = author_guid author.domain = u'Microblog' author.author_type = type self._db.add_author(author) self._authors.append(author)
def _convert_reddit_author_to_author(self, redditor): author = Author() author.name = getattr(redditor, 'name', '') author.author_screen_name = author.name author.author_guid = compute_author_guid_by_author_name(author.name) author.domain = u'reddit' author.created_at = datetime.fromtimestamp(getattr(redditor, 'created_utc', 0)) author.author_osn_id = getattr(redditor, 'id', '') author.author_full_name = getattr(redditor, 'fullname', '') author.url = u'https://www.reddit.com/user/' + redditor.name return author
def _add_author(self, author_guid): author = Author() author.author_guid = author_guid author.author_full_name = u'test author' author.author_screen_name = author_guid author.name = u'test' author.domain = u'tests' author.statuses_count = 0 author.created_at = u"2017-06-14 05:00:00" # self._db.add_author(author) self._author = author
def _create_author(self, guid, author_type): author = Author() author.name = unicode(guid) author.domain = u'Microblog' author.author_guid = unicode(guid) author.author_screen_name = u'TestUser1' author.author_type = author_type author.domain = u'Restaurant' author.author_osn_id = 1 self._authors_to_author_features_dict[author.author_guid]=[] self._db.add_author(author)
def insert_suspended_accounts2(self): authors = [] author_screen_names = [] author_guids = [] author_guid_author_screen_name_tuples = self._db.get_missing_authors_tuples( ) author_guid_author_screen_name_tuples = list( author_guid_author_screen_name_tuples) num_of_suspended_accounts = len(author_guid_author_screen_name_tuples) for i, author_guid_author_screen_name_tuple in enumerate( author_guid_author_screen_name_tuples): msg = "\rInserting missing authors to authors table: {0}/{1}".format( i, num_of_suspended_accounts) print(msg, end="") author_guid = author_guid_author_screen_name_tuple[0] author_screen_name = author_guid_author_screen_name_tuple[1] if author_guid is None and author_screen_name is None: continue author = Author() author.author_screen_name = author_screen_name author.name = author_screen_name author_screen_names.append(author_screen_name) if author_guid is None: author_guid = compute_author_guid_by_author_name( author_screen_name) author.author_guid = author_guid author_guids.append(author_guid) author.author_type = u"bad_actor" author.domain = self._domain authors.append(author) self._db.add_authors(authors) with open(self._output_path + "insert_suspended_accounts.csv", 'w') as output_file: writer = csv.writer(output_file) writer.writerow( "Number of suspended_users_added_to_authors_table is: " + str(num_of_suspended_accounts)) author_screen_names_str = ','.join(author_screen_names) writer.writerow("author_screen_names: " + author_screen_names_str) author_guids_str = ','.join(author_guids) writer.writerow("author_guids: " + author_guids_str)
def _json_user_to_db_author_converter(self, user, domain='Instagram_author'): author = Author() author.name = user['username'] author.author_screen_name = author.name author.author_guid = compute_author_guid_by_author_name(author.name) author.domain = domain author.author_type = domain author.author_osn_id = user['id'] author.author_full_name = user['full_name'] author.description = user.setdefault('biography', None) author.url = 'https://www.instagram.com/' + author.author_screen_name author.profile_image_url = user['profile_pic_url'] return author
def commenter_to_author(self, commenter, photo_id): author = Author() author.name = str(commenter['authorname']) author.author_screen_name = str(commenter['path_alias']) author.author_full_name = str(commenter.get('realname', "")) author.url = str(commenter['permalink']) author.domain = str(photo_id) author.created_at = str(commenter["datecreate"]) author.author_osn_id = str(commenter['author']) author.author_guid = compute_author_guid_by_author_name( author.author_osn_id) author.author_type = 'comment' return author
def _create_author_by_citation(self, reblogged_from_metadata): author = Author() parent_post_blog_id = reblogged_from_metadata["parent_post_blog_id"] author.author_osn_id = parent_post_blog_id author.name = parent_post_blog_id author.author_guid = compute_author_guid_by_author_name(author.name) parent_post_blog_name = self._convert_to_unicode_value(reblogged_from_metadata["parent_post_blog_name"]) author.author_screen_name = parent_post_blog_name author.url = self._convert_to_unicode_value(reblogged_from_metadata["parent_post_short_url"]) author.domain = self._domain return author
def insert_suspended_accounts(self): authors = [] author_screen_names = [] author_guids = [] missing_author_posts = self._db.get_posts_of_missing_authors() num_of_missing_posts = len(missing_author_posts) for i, missing_author_post in enumerate(missing_author_posts): msg = "\rInserting missing authors to authors table: {0}/{1}".format( i, num_of_missing_posts) print(msg, end="") author = Author() author_screen_name = missing_author_post.author author.author_screen_name = author_screen_name author.name = author_screen_name author_screen_names.append(author_screen_name) author_guid = compute_author_guid_by_author_name( author_screen_name) author.author_guid = author_guid author_guids.append(author_guid) author.author_type = u"bad_actor" author.domain = self._domain authors.append(author) # update the missing guid to post missing_author_post.author_guid = author_guid self._db.add_authors(authors) self._db.addPosts(missing_author_posts) with open(self._output_path + "insert_suspended_accounts.txt", 'w') as output_file: output_file.write( "Number of suspended_users_added_to_authors_table is: " + str(num_of_missing_posts)) output_file.write("\n") author_screen_names_str = ','.join(author_screen_names) output_file.write("author_screen_names: " + author_screen_names_str) output_file.write("\n") author_guids_str = ','.join(author_guids) output_file.write("author_guids: " + author_guids_str)
def _create_author(self, post, dataset_affiliation): author = Author() author_name = post.author author.name = author_name author.author_screen_name = author_name author_guid = compute_author_guid_by_author_name(author_name) author.author_osn_id = author_guid author.author_guid = author_guid author.domain = self._domain author.author_type = post.post_type author.notifications = dataset_affiliation return author
def _convert_group_members_to_author(self, users_id_to_name_dict): """ :return: a list of Author objects ready to be added to DB. """ authors = [] for user_id in users_id_to_name_dict: author = Author() name_and_screen_name = users_id_to_name_dict[user_id] author.name = name_and_screen_name[0] author.author_screen_name = name_and_screen_name[1] author.author_osn_id = user_id author.author_guid = commons.compute_author_guid_by_osn_id( author.author_osn_id) author.domain = self._domain author.author_type = "User" authors.append(author) return authors
def setUp(self): self._db = DB() self._db.setUp() self.author_guid = u"author_guid" author = Author() author.author_guid = self.author_guid author.author_full_name = u'author' author.name = u'author_name' author.author_screen_name = u'author_screen_name' author.domain = u'Microblog' author.statuses_count = 10 author.friends_count = 5 author.followers_count = 6 author.favourites_count = 8 author.author_sub_type = u"bot" author.author_type = u"bad" author.created_at = u"2017-06-17 05:00:00" author.default_profile = True author.default_profile_image = True author.verified = True self._db.add_author(author) post = Post() post.author = self.author_guid post.author_guid = self.author_guid post.content = u"content" post.title = u"title" post.domain = u"domain" post.post_id = u"post_id" post.guid = post.post_id post.date = convert_str_to_unicode_datetime("2017-06-14 05:00:00") post.created_at = post.date self._db.addPost(post) self._db.session.commit() self.feature_prefix = u"AccountPropertiesFeatureGenerator_" self.account_properties_feature_generator = AccountPropertiesFeatureGenerator( self._db, **{ 'authors': [author], 'posts': { self.author_guid: [post] } }) self.account_properties_feature_generator.execute()
def execute(self, window_start): author_screen_names_df = pd.read_csv(self._path_to_file) author_screen_names = author_screen_names_df[ 'author_screen_name'].tolist() authors = [] for i, author_screen_name in enumerate(author_screen_names): author = Author() msg = "\rCreate author: [{0}/{1}]".format(i, len(author_screen_names)) print(msg, end="") author.author_screen_name = author_screen_name author.name = author_screen_name author_guid = compute_author_guid_by_author_name( author_screen_name) author.author_guid = author_guid author.domain = self._domain authors.append(author) self._db.addPosts(authors)