Esempio n. 1
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def form_clusters(instances, assignments):
	print "Forming Clusters"
	cluster_map = dict()
	class Mock:
		pass
	for x in xrange(_number_of_clusters):
		m = Mock()
		m.label = None
		cluster_map[x] = cluster.Cluster(list(), m, x)
	for instance, assignment in zip(instances, assignments):
		m = Mock()
		m._id = instance[0]
		m.label = instance[1]
		cluster_map[assignment].members.append(m)
	clusters = cluster_map.values()
	map(lambda cluster: cluster.set_label(), clusters)
	print "Done\n"
	return clusters
Esempio n. 2
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def form_clusters(true_labels, predicted_labels):
	cluster_map = dict()
	class Mock:
		pass
	for x in xrange(predicted_labels.max() + 1):
		m = Mock()
		m.label = None
		cluster_map[x] = cluster.Cluster(list(), m, x)
	count = 0
	for true, predicted in zip(true_labels, predicted_labels):
		m = Mock()
		m._id = count
		count += 1
		m.label = true
		cluster_map[predicted].members.append(m)
	clusters = filter(lambda cluster: cluster.members, cluster_map.values())
	map(lambda cluster: cluster.set_label(), clusters)
	return clusters
Esempio n. 3
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def form_clusters(true_labels, predicted_labels):
	cluster_map = dict()
	class Mock:
		pass
	for x in xrange(predicted_labels.max() + 1):
		m = Mock()
		m.label = None
		cluster_map[x] = cluster.Cluster(list(), m, x)
	count = 0
	for true, predicted in zip(true_labels, predicted_labels):
		m = Mock()
		m._id = count
		count += 1
		m.label = true
		cluster_map[predicted].members.append(m)
	clusters = filter(lambda cluster: cluster.members, cluster_map.values())
	map(lambda cluster: cluster.set_label(), clusters)
	return clusters