OpenCog ULL - clustering	2017-12-23
Vector space	Gutenberg_16_10
Algorithm	KMeans - sklearn.cluster
Number of clusters	10
Lexicon file	Gut_16_10_lexicon.csv
Lexicon size (words)	6855
AVERAGE METRICS FOR ALL CLUSTERS	-
Average top cluster word similarity to centroid	0.348
Average top 10 words similarity to centroid	0.324
Average cluster words similarity to centroid	0.185
Similarity weighted by words frequency within cluster (SWFC)	0.17
Similarity weighted by words frequency within lexicon (SWFL)	0.006
METRICS FOR CLUSTERS	-
Cluster sizes (words)	441, 2000, 485, 586, 708, 467, 599, 473, 433, 663
Cluster top words	rushing, emma, disembodied, housekeeper, owe, fates, duel, distributed, proofreading, captains
Cluster top word similarities to centroids	0.319, 0.106, 0.422, 0.374, 0.298, 0.422, 0.396, 0.417, 0.387, 0.336
Cluster top 10 words avg similarities to centroids	0.278, 0.097, 0.387, 0.349, 0.278, 0.398, 0.379, 0.392, 0.353, 0.33
Cluster words avg similarities to centroids	0.168, 0.049, 0.229, 0.197, 0.163, 0.235, 0.2, 0.24, 0.209, 0.16
Similarities weighted by words frequency within cluster (SWFC)	0.154, 0.029, 0.205, 0.183, 0.166, 0.209, 0.189, 0.216, 0.193, 0.154
Similarities weighted by words frequency within lexicon (SWFL)	0.005, 0.023, 0.004, 0.003, 0.01, 0.004, 0.003, 0.003, 0.003, 0.002
SUPPLEMENTAL FILES	CONTENT
Gut_16_10_10_cluster_top_words.txt	Cluster top 10 words statistics
Gut_16_10_10_cluster_words.txt	Cluster words, sorted by similarities to cluster centroids
Gut_16_10_10_cluster_similarities.txt	Cluster word similarities to cluster centroids