def test_event_does_not_cluster_not_similar(self):
self.prepare_event()
article = Article(title='Superstars',
text='superstars are awesome, Clinton',
created_at=datetime.utcnow())
Event.cluster([article])
self.assertEqual(len(self.cluster.members), 2)
def test_event_clusters_similar(self):
self.prepare_event()
members = self.prepare_articles(type='duplicate')
self.cluster.members = members
Event.cluster([self.article])
self.assertEqual(len(self.cluster.members), 3)
def test_event_no_matching_cluster_creates_new_cluster(self):
article = Article(title='Superstars',
text='superstars are awesome, Clinton',
created_at=datetime.utcnow())
Event.cluster([article])
self.assertEqual(Event.query.count(), 1)
def test_event_clusters_similar(self):
self.prepare_event()
members = self.prepare_articles(type='duplicate')
self.cluster.members = members
Event.cluster([self.article])
self.assertEqual(len(self.cluster.members), 3)
def test_event_does_not_cluster_not_similar(self):
self.prepare_event()
article = Article(
title='Superstars',
text='superstars are awesome, Clinton',
created_at=datetime.utcnow()
)
Event.cluster([article])
self.assertEqual(len(self.cluster.members), 2)
def test_event_no_matching_cluster_creates_new_cluster(self):
article = Article(
title='Superstars',
text='superstars are awesome, Clinton',
created_at=datetime.utcnow()
)
Event.cluster([article])
self.assertEqual(Event.query.count(), 1)
def test_event_does_not_cluster_if_no_shared_entities(self):
self.prepare_event()
members = [
Article(title='Robots',
text='dinosaurs are cool, Reagan',
created_at=datetime.utcnow())
]
self.cluster.members = members
Event.cluster([self.article])
self.assertEqual(len(self.cluster.members), 1)
def test_event_does_not_cluster_if_no_shared_entities(self):
self.prepare_event()
members = [Article(
title='Robots',
text='dinosaurs are cool, Reagan',
created_at=datetime.utcnow()
)]
self.cluster.members = members
Event.cluster([self.article])
self.assertEqual(len(self.cluster.members), 1)
def seed(debug=False):
this_dir = os.path.dirname(__file__)
seeds = open(os.path.join(this_dir, 'seed.json'), 'r')
sources = open(os.path.join(this_dir, 'seed_sources.json'), 'r')
sample_images = [
'https://upload.wikimedia.org/wikipedia/commons/d/d5/Michael_Rogers_-_Herbiers_2004.jpg',
'https://upload.wikimedia.org/wikipedia/commons/6/6e/Brandenburger_Tor_2004.jpg',
'https://upload.wikimedia.org/wikipedia/commons/thumb/a/ad/ChicagoAntiGaddafiHopeless.jpg/576px-ChicagoAntiGaddafiHopeless.jpg',
'https://upload.wikimedia.org/wikipedia/commons/thumb/e/e6/Evo_morales_2_year_bolivia_Joel_Alvarez.jpg/640px-Evo_morales_2_year_bolivia_Joel_Alvarez.jpg',
'https://upload.wikimedia.org/wikipedia/commons/thumb/9/9f/2010_wet_season_cloud_over_colombia.jpg/640px-2010_wet_season_cloud_over_colombia.jpg',
'https://upload.wikimedia.org/wikipedia/commons/thumb/2/27/Barack_Obama_at_Las_Vegas_Presidential_Forum.jpg/640px-Barack_Obama_at_Las_Vegas_Presidential_Forum.jpg'
'https://upload.wikimedia.org/wikipedia/commons/thumb/a/a9/2010-10-23-Demo-Stuttgart21-Befuerworter.png/640px-2010-10-23-Demo-Stuttgart21-Befuerworter.png',
'https://upload.wikimedia.org/wikipedia/commons/thumb/f/fc/51%C2%BA_Congresso_da_UNE_%28Conune%29.jpg/640px-51%C2%BA_Congresso_da_UNE_%28Conune%29.jpg',
'https://upload.wikimedia.org/wikipedia/commons/thumb/f/f7/Tough_return%2C_365.35.jpg/640px-Tough_return%2C_365.35.jpg'
]
print('Resetting the database...')
db.drop_all()
db.create_all()
# Create sources
print('Creating sources...')
for url in json.load(sources):
s = Source(ext_url=url, name='The Times') # fake name
db.session.add(s)
db.session.commit()
num_sources = Source.query.count()
print('Created {0} sources.'.format(num_sources))
# Create articles
entries = json.load(seeds)
print('Seeding {0} articles...'.format(len(entries)))
articles = []
for entry in entries:
if debug:
print(json.dumps(entry, sort_keys=True, indent=4))
source = Source.query.filter_by(ext_url=entry['source']).first()
a = Article(
ext_url=entry['url'],
source=source,
html=entry['html'],
text=entry['text'],
tags=entry['tags'],
title=entry['title'],
created_at = parse(entry['published']),
updated_at = parse(entry['updated']),
image=random.choice(sample_images) # fake image
)
articles.append(a)
db.session.add(a)
progress_bar(len(articles) / len(entries) * 100)
db.session.commit()
num_articles = Article.query.count()
num_entities = Entity.query.count()
print('Seeded {0} articles.'.format(num_articles))
print('Found {0} entities.'.format(num_entities))
print('Clustering articles into events...')
Event.cluster(articles, threshold=0.02, debug=True)
num_events = Event.query.count()
print('Created {0} event clusters.'.format(num_events))
print('Clustering events into stories...')
events = Event.query.all()
Story.cluster(events, threshold=0.02, debug=True)
num_stories = Story.query.count()
print('Created {0} story clusters.'.format(num_stories))
print('\n\n==============================================')
print('From {0} sources, seeded {1} articles, found {2} entities, created {3} events and {4} stories.'.format(num_sources, num_articles, num_entities, num_events, num_stories))
print('==============================================\n\n')
def test_event_expired_made_inactive(self):
self.prepare_event()
self.cluster.updated_at = datetime.utcnow() - timedelta(days=4)
Event.cluster([self.article])
self.assertFalse(self.cluster.active)
def test_event_expired_made_inactive(self):
self.prepare_event()
self.cluster.updated_at = datetime.utcnow() - timedelta(days=4)
Event.cluster([self.article])
self.assertFalse(self.cluster.active)