OpenCog ULL - clustering	2017-12-23
Vector space	Gutenberg_16_10
Algorithm	KMeans - sklearn.cluster
Number of clusters	30
Lexicon file	Gut_16_10_lexicon.csv
Lexicon size (words)	6855
AVERAGE METRICS FOR ALL CLUSTERS	-
Average top cluster word similarity to centroid	0.45
Average top 10 words similarity to centroid	0.423
Average cluster words similarity to centroid	0.288
Similarity weighted by words frequency within cluster (SWFC)	0.263
Similarity weighted by words frequency within lexicon (SWFL)	0.004
METRICS FOR CLUSTERS	-
Cluster sizes (words)	254, 178, 268, 252, 216, 207, 214, 198, 198, 213, 193, 175, 243, 193, 242, 236, 104, 198, 245, 62, 207, 376, 242, 694, 183, 155, 257, 246, 187, 219
Cluster top words	suppose, bounds, distributed, gulf, coin, select, youngest, sixpence, shepherd, fates, gad, laughs, prof, strove, triumphant, mesmerism, can't, destruction, neighbours, houghton, irritably, prevented, citizenship, emma, idiot, shrine, disembodied, duel, snarled, luggage
Cluster top word similarities to centroids	0.295, 0.464, 0.472, 0.47, 0.474, 0.452, 0.444, 0.51, 0.459, 0.521, 0.406, 0.481, 0.458, 0.47, 0.468, 0.451, 0.459, 0.461, 0.502, 0.691, 0.497, 0.36, 0.47, 0.115, 0.394, 0.409, 0.49, 0.514, 0.391, 0.464
Cluster top 10 words avg similarities to centroids	0.26, 0.426, 0.445, 0.467, 0.45, 0.414, 0.421, 0.471, 0.436, 0.492, 0.379, 0.446, 0.404, 0.454, 0.439, 0.428, 0.442, 0.441, 0.456, 0.688, 0.446, 0.333, 0.452, 0.106, 0.374, 0.388, 0.456, 0.49, 0.364, 0.419
Cluster words avg similarities to centroids	0.159, 0.301, 0.3, 0.272, 0.31, 0.307, 0.284, 0.335, 0.313, 0.329, 0.268, 0.305, 0.268, 0.264, 0.296, 0.303, 0.289, 0.317, 0.314, 0.502, 0.304, 0.213, 0.323, 0.054, 0.262, 0.274, 0.301, 0.318, 0.258, 0.283
Similarities weighted by words frequency within cluster (SWFC)	0.157, 0.279, 0.276, 0.266, 0.271, 0.274, 0.273, 0.325, 0.283, 0.304, 0.244, 0.287, 0.249, 0.254, 0.272, 0.273, 0.252, 0.279, 0.279, 0.443, 0.286, 0.215, 0.287, 0.035, 0.23, 0.238, 0.274, 0.306, 0.234, 0.251
Similarities weighted by words frequency within lexicon (SWFL)	0.009, 0.001, 0.002, 0.001, 0.004, 0.003, 0.001, 0.001, 0.002, 0.002, 0.003, 0.001, 0.001, 0.001, 0.002, 0.003, 0.018, 0.003, 0.002, 0.002, 0.001, 0.008, 0.003, 0.021, 0.003, 0.005, 0.002, 0.002, 0.003, 0.003
SUPPLEMENTAL FILES	CONTENT
Gut_16_10_30_cluster_top_words.txt	Cluster top 10 words statistics
Gut_16_10_30_cluster_words.txt	Cluster words, sorted by similarities to cluster centroids
Gut_16_10_30_cluster_similarities.txt	Cluster word similarities to cluster centroids