TYA 0.7 (for J116) loaded. Copyright (c) 1997,98 The TYA Team
Building classifier and saving it...
Loading data...
Counting positive examples...
Looking for missed keyphrases in the dataset...
Found 130 documents in the dataset.
Total number of examples missing: 211
Total number of positive examples: 668
Deleting columns...
Discretizing columns...
Building classifier...

Naive Bayes

Class yes: P(C) = 0.00481649

Attribute keyword_freq
'(-inf-0]'	'(0-17]'	'(17-18]'	'(18-inf)'	
0.39479393	0.52711497	0.01952278	0.05856833	

Attribute tfidf
'(-inf-0.000347]'	'(0.000347-0.00237]'	'(0.00237-0.00512]'	'(0.00512-0.0126]'	'(0.0126-0.0474]'	'(0.0474-inf)'	
0.00647948	 0.1663067	0.22678186	0.28293737	0.24406048	0.07343413	

Attribute first_occurrence
'(-inf-0.00207]'	'(0.00207-0.0103]'	'(0.0103-0.0343]'	'(0.0343-0.142]'	'(0.142-inf)'	
0.21861472	0.20995671	0.24242424	0.19264069	0.13636364	



Class no: P(C) = 0.99518351

Attribute keyword_freq
'(-inf-0]'	'(0-17]'	'(17-18]'	'(18-inf)'	
0.86182702	0.13687325	0.00001057	0.00128916	

Attribute tfidf
'(-inf-0.000347]'	'(0.000347-0.00237]'	'(0.00237-0.00512]'	'(0.00512-0.0126]'	'(0.0126-0.0474]'	'(0.0474-inf)'	
0.22192166	0.52464681	0.16605556	0.06533385	0.02027748	0.00176464	

Attribute first_occurrence
'(-inf-0.00207]'	'(0.00207-0.0103]'	'(0.0103-0.0343]'	'(0.0343-0.142]'	'(0.142-inf)'	
0.01623061	0.04124223	0.10043747	 0.2244706	0.61761909	


Finding most probable keyphrases...
Finding best cutoffs...
Best rank cutoff: 8	Best prob cutoff: 0.25999999999999934	F-Measure: 0.22979397781299524
Classifying phrases...
Preparing data...
Counting positive examples...
Looking for missed keyphrases in the dataset...
Found 500 documents in the dataset.
Total number of examples missing: 809
Total number of positive examples: 2709
Deleting columns...
Finding most probable keyphrases...
Computing statistics...
Rank cutoff: 8
Probability cutoff: 0.25999999999999934
F-Measure: 0.22598870056497175
Rank	Prec.	Conf.
1	 0.308	0.0406 &&&
2	 0.287	0.0291 &&&
3	  0.26	0.0237 &&&
4	0.2395	0.0196 &&&
5	0.2288	0.0174 &&&
6	0.2177	0.0159 &&&
7	0.2071	0.0143 &&&
8	0.1913	 0.013 &&&
9	0.1791	0.0117 &&&
10	0.1696	 0.011 &&&
11	0.1622	0.0102 &&&
12	0.1567	0.0097 &&&
13	0.1486	0.0091 &&&
14	0.1436	0.0086 &&&
15	0.1377	0.0081 &&&
16	0.1325	0.0077 &&&
17	 0.128	0.0073 &&&
18	0.1236	0.0071 &&&
19	0.1195	0.0068 &&&
20	0.1146	0.0065 &&&