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)
