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From "Robin Anil (JIRA)" <j...@apache.org>
Subject [jira] [Commented] (MAHOUT-939) ASF Email Classification Examples don't always produce good results
Date Fri, 08 Jun 2012 22:09:23 GMT

    [ https://issues.apache.org/jira/browse/MAHOUT-939?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=13292036#comment-13292036 ] 

Robin Anil commented on MAHOUT-939:
-----------------------------------

Tested on full Apache mail archive snapshot using a 80%-20% random split

Downloaded Compressed Archive Size = 9.8G
Size of Sequence file generated = 31GB
Size of SparseVectors generated = 11G
Size of model generated = 95MB

Training took 93Mins, Testing took 131 Minutes, when run locally. Most of the time was stupidly spent in spinning up mappers and writing out data. I believe more optimization can be done. But this is good enough to say NB and CNB works.

Check out the classification accuracy of CNB.

{noformat}
12/06/08 16:54:59 INFO test.TestNaiveBayesDriver: Complementary Results: =======================================================
Summary
-------------------------------------------------------
Correctly Classified Instances          :    1083765	    79.426%
Incorrectly Classified Instances        :     280732	    20.574%
Total Classified Instances              :    1364497

=======================================================
Confusion Matrix
-------------------------------------------------------
a    	b    	c    	d    	e    	f    	g    	h    	i    	j    	k    	l    	m    	n    	o    	p    	q    	r    	s    	t    	u    	v    	w    	x    	y    	z    	ba   	bb   	bc   	bd   	be   	bf   	bg   	bh   	bi   	bj   	bk   	bl   	bm   	bn   	bo   	bp   	bq   	br   	bs   	bt   	bu   	bv   	bw   	bx   	by   	bz   	ca   	cb   	cc   	cd   	ce   	cf   	cg   	ch   	ci   	cj   	ck   	cl   	cm   	cn   	co   	cp   	cq   	cr   	cs   	ct   	cu   	cv   	cw   	cx   	cy   	cz   	da   	db   	dc   	dd   	de   	df   	dg   	dh   	di   	dj   	dk   	dl   	dm   	dn   	do   	dp   	dq   	dr   	ds   	dt   	du   	dv   	dw   	dx   	dy   	dz   	ea   	eb   	ec   	ed   	ee   	ef   	eg   	eh   	ei   	ej   	ek   	el   	em   	en   	eo   	ep   	eq   	<--Classified as
20522	15   	48   	11   	19   	363  	404  	5    	60   	102  	59   	31   	28   	11   	140  	168  	72   	68   	132  	25   	37   	29   	81   	7    	43   	23   	90   	7    	59   	18   	20   	3    	10   	436  	88   	94   	40   	291  	2    	599  	1    	27   	48   	4    	2    	11   	136  	3    	11   	8    	2265 	57   	0    	170  	335  	227  	45   	12   	5    	4    	10   	13   	41   	1    	2    	7    	1    	13   	2    	13   	17   	134  	12   	2    	180  	2    	232  	54   	17   	6    	419  	7    	103  	4    	11   	158  	7    	25   	273  	11   	52   	117  	5    	0    	5    	2    	0    	78   	5    	4    	1    	3    	120  	0    	2    	3    	1    	2    	0    	52   	20   	32   	106  	3    	60   	16   	10   	1    	3    	1    	5    	 |  30117 	a     = geronimo.apache.org
9    	34457	61   	2    	17   	169  	195  	22   	37   	131  	1    	1    	12   	5    	130  	12   	29   	83   	12   	35   	12   	32   	2    	3    	151  	1    	22   	7    	6    	4    	69   	14   	27   	3    	132  	10   	34   	1    	1    	89   	1    	71   	21   	0    	2    	42   	1    	5    	10   	16   	152  	24   	5    	13   	60   	92   	6    	36   	3    	50   	4    	4    	118  	9    	4    	17   	4    	4    	29   	18   	4    	2    	21   	1    	38   	66   	2    	62   	5    	0    	15   	7    	20   	1    	7    	5    	11   	61   	1    	32   	3    	210  	25   	28   	5    	281  	7    	5    	6    	172  	8    	50   	16   	8    	17   	3    	0    	22   	57   	6    	3    	10   	99   	43   	119  	754  	22   	4    	10   	4    	7    	 |  39226 	b     = lucene.apache.org
7    	19   	33722	2    	2    	446  	584  	53   	31   	31   	6    	11   	44   	20   	149  	25   	10   	87   	29   	60   	7    	17   	0    	0    	101  	3    	50   	3    	56   	33   	587  	3    	13   	0    	341  	14   	391  	1    	1    	187  	0    	32   	76   	2    	4    	219  	2    	245  	7    	11   	377  	25   	1    	1    	49   	126  	12   	7    	20   	333  	3    	2    	58   	6    	26   	36   	14   	13   	7    	39   	9    	138  	5    	0    	33   	8    	0    	38   	4    	4    	25   	2    	638  	0    	18   	5    	2    	16   	10   	88   	6    	266  	9    	4    	32   	418  	1    	23   	11   	6    	2    	5    	21   	2    	7    	7    	0    	4    	0    	10   	65   	3    	140  	6    	59   	23   	6    	4    	0    	0    	14   	 |  41096 	c     = cocoon.apache.org
2    	3    	7    	12331	0    	72   	13   	1    	5    	16   	3    	12   	2    	1    	32   	16   	7    	4    	26   	1    	0    	2    	139  	0    	0    	0    	7    	1    	2    	14   	0    	1    	3    	11   	5    	14   	7    	522  	0    	37   	0    	13   	2    	3    	0    	8    	1    	0    	0    	7    	92   	5    	0    	151  	17   	5    	9    	15   	0    	0    	1    	0    	11   	2    	5    	2    	0    	0    	6    	0    	1    	1    	7    	0    	4    	1    	63   	4    	0    	1    	27   	3    	0    	1    	1    	4    	1    	15   	431  	10   	30   	51   	0    	0    	4    	1    	0    	0    	1    	1    	0    	0    	2    	0    	1    	1    	0    	0    	0    	0    	1    	1    	6    	1    	9    	2    	0    	0    	1    	1    	1    	 |  14364 	d     = camel.apache.org
5    	29   	18   	0    	18339	24   	28   	2    	14   	105  	0    	7    	3    	0    	12   	9    	4    	21   	9    	21   	4    	3    	1    	1    	5    	18   	24   	4    	1    	2    	24   	1    	1    	1    	94   	2    	22   	0    	0    	4    	0    	57   	2    	2    	0    	11   	0    	0    	1    	3    	283  	7    	2    	0    	41   	2    	2    	1    	2    	0    	2    	0    	65   	0    	0    	1    	0    	47   	1    	1    	0    	80   	2    	2    	194  	1    	0    	25   	1    	3    	13   	3    	4    	1    	5    	0    	10   	8    	0    	8    	6    	17   	2    	5    	2    	0    	0    	20   	0    	16   	0    	0    	3    	0    	1    	3    	1    	1    	1    	0    	0    	2    	38   	3    	52   	13   	6    	1    	2    	1    	0    	 |  19951 	e     = harmony.apache.org
33   	15   	45   	29   	5    	36651	1037 	17   	98   	80   	1    	124  	14   	16   	223  	11   	22   	103  	14   	13   	36   	8    	5    	4    	445  	13   	11   	1    	57   	80   	12   	0    	2    	2    	304  	10   	30   	23   	1    	310  	0    	32   	22   	2    	20   	72   	8    	2    	19   	4    	295  	251  	1    	1    	306  	9    	16   	38   	919  	18   	3    	12   	108  	0    	0    	54   	3    	4    	4    	19   	35   	29   	4    	3    	121  	2    	8    	3    	3    	0    	8    	1    	15   	1    	639  	7    	4    	17   	11   	76   	4    	345  	18   	0    	41   	825  	1    	7    	4    	4    	0    	0    	131  	1    	2    	10   	0    	1    	0    	5    	0    	13   	69   	2    	15   	12   	2    	1    	49   	2    	2    	 |  44700 	f     = struts.apache.org
46   	40   	278  	0    	19   	3855 	65740	54   	227  	62   	23   	8    	428  	16   	260  	71   	62   	237  	50   	156  	32   	15   	8    	2    	1529 	18   	49   	15   	123  	34   	46   	1    	9    	63   	882  	41   	224  	0    	2    	206  	0    	81   	33   	9    	19   	71   	39   	5    	1    	11   	226  	433  	1    	20   	2    	169  	23   	7    	27   	56   	5    	0    	157  	0    	0    	23   	5    	20   	9    	102  	37   	7    	19   	12   	288  	9    	1    	37   	40   	19   	2    	1    	110  	2    	64   	1    	142  	2    	9    	327  	19   	963  	4    	3    	15   	997  	3    	39   	2    	11   	4    	3    	0    	3    	4    	9    	5    	2    	0    	1    	3    	0    	290  	8    	43   	53   	15   	4    	11   	0    	5    	 |  80133 	g     = tomcat.apache.org
1    	140  	59   	0    	2    	67   	92   	14129	26   	18   	12   	1    	10   	1    	30   	24   	1    	35   	21   	28   	0    	5    	0    	0    	23   	0    	8    	1    	2    	2    	18   	4    	3    	0    	197  	0    	510  	0    	0    	65   	1    	9    	145  	2    	0    	44   	1    	5    	2    	3    	73   	25   	4    	0    	30   	8    	3    	5    	2    	2    	2    	0    	38   	1    	0    	0    	0    	2    	0    	10   	0    	3    	1    	16   	16   	5    	2    	9    	2    	23   	7    	1    	16   	0    	0    	0    	7    	9    	0    	8    	2    	49   	0    	0    	0    	28   	0    	4    	3    	2    	0    	0    	11   	0    	2    	1    	2    	1    	0    	1    	1    	3    	33   	2    	13   	9    	0    	0    	0    	0    	1    	 |  16245 	h     = xerces.apache.org
0    	4    	11   	1    	2    	57   	254  	6    	9711 	43   	0    	1    	14   	2    	82   	11   	2    	39   	3    	12   	0    	9    	0    	0    	80   	0    	1    	12   	2    	1    	10   	0    	0    	0    	148  	7    	13   	1    	1    	51   	1    	14   	3    	0    	0    	9    	2    	12   	40   	3    	89   	18   	16   	1    	92   	69   	4    	63   	1    	3    	1    	0    	39   	5    	0    	0    	7    	9    	1    	13   	0    	3    	3    	3    	27   	1    	0    	6    	2    	0    	9    	9    	73   	0    	0    	0    	43   	18   	0    	14   	1    	57   	3    	0    	2    	222  	0    	3    	0    	1    	9    	0    	43   	1    	1    	8    	0    	0    	0    	2    	19   	9    	33   	24   	42   	4    	1    	1    	2    	0    	1    	 |  11806 	i     = logging.apache.org
161  	213  	214  	27   	61   	677  	361  	24   	141  	23604	93   	48   	164  	56   	212  	126  	229  	392  	369  	138  	1265 	217  	198  	28   	108  	34   	120  	50   	152  	94   	273  	139  	325  	57   	639  	61   	101  	65   	18   	807  	31   	212  	75   	97   	17   	143  	272  	14   	213  	167  	4496 	99   	33   	69   	3587 	82   	34   	566  	8    	99   	155  	75   	148  	108  	357  	36   	529  	147  	181  	24   	76   	148  	223  	39   	123  	75   	20   	356  	16   	17   	215  	283  	363  	61   	251  	130  	25   	1148 	100  	59   	197  	295  	198  	123  	143  	873  	28   	301  	125  	66   	85   	44   	527  	69   	28   	182  	614  	141  	22   	133  	102  	523  	235  	242  	1686 	197  	135  	41   	47   	21   	117  	 |  55403 	j     = incubator.apache.org
29   	30   	47   	0    	18   	194  	548  	99   	31   	54   	13802	4    	34   	4    	96   	4466 	19   	77   	263  	24   	1    	6    	232  	5    	70   	0    	41   	2    	10   	4    	54   	0    	0    	2    	123  	13   	3293 	30   	2    	446  	7    	49   	171  	1351 	1    	26   	0    	4    	23   	0    	1142 	155  	0    	21   	285  	57   	24   	63   	1    	24   	4    	0    	97   	2    	0    	8    	1    	143  	1    	134  	4    	19   	4    	26   	37   	4    	0    	10   	215  	187  	11   	2    	22   	9    	4    	2    	21   	40   	9    	131  	6    	439  	21   	2    	2    	17   	1    	16   	21   	5    	0    	0    	75   	0    	2    	7    	2    	0    	0    	0    	15   	6    	60   	16   	57   	35   	13   	0    	0    	1    	0    	 |  29543 	k     = ws.apache.org
5    	3    	27   	2    	0    	180  	60   	1    	15   	18   	1    	6300 	1    	0    	8    	9    	9    	3    	11   	3    	1    	1    	9    	0    	0    	18   	2    	0    	1    	4    	2    	0    	6    	0    	25   	4    	4    	33   	0    	110  	1    	7    	1    	1    	0    	10   	0    	4    	6    	4    	70   	5    	0    	2    	5    	1    	23   	0    	0    	2    	0    	0    	10   	0    	91   	1    	0    	6    	4    	1    	1    	0    	2    	0    	3    	2    	0    	1    	1    	1    	119  	0    	7    	0    	1    	2    	0    	5    	449  	3    	15   	69   	1    	2    	8    	1    	0    	2    	1    	2    	151  	0    	1    	1    	2    	1    	0    	0    	0    	0    	0    	0    	19   	6    	12   	4    	4    	0    	2    	0    	2    	 |  8034  	l     = felix.apache.org
4    	50   	106  	1    	7    	177  	1320 	24   	76   	61   	4    	4    	50281	6    	122  	66   	26   	410  	16   	3672 	7    	77   	1    	0    	98   	5    	12   	69   	12   	9    	94   	2    	6    	7    	270  	20   	102  	0    	41   	10   	0    	64   	78   	2    	2    	57   	4    	2    	11   	10   	1312 	35   	17   	3    	3    	0    	7    	6    	2    	26   	6    	2    	103  	0    	1    	2    	2    	10   	6    	19   	4    	3    	16   	65   	56   	26   	0    	202  	2    	12   	2    	3    	79   	0    	5    	1    	5620 	3    	2    	362  	17   	282  	4    	9    	10   	1442 	3    	375  	1    	13   	4    	3    	13   	1    	188  	13   	0    	7    	2    	4    	1    	1    	424  	14   	94   	32   	11   	6    	4    	2    	8    	 |  68518 	m     = httpd.apache.org
9    	15   	20   	1    	0    	258  	159  	3    	19   	32   	0    	2    	10   	13993	69   	20   	8    	104  	10   	15   	3    	5    	1    	1    	3    	1    	44   	10   	7    	30   	9    	0    	16   	0    	55   	14   	25   	4    	0    	13   	0    	9    	4    	1    	1    	21   	0    	2    	1    	20   	129  	9    	0    	4    	3    	0    	19   	2    	4    	0    	3    	0    	30   	0    	0    	0    	9    	3    	0    	5    	5    	0    	23   	8    	11   	4    	2    	35   	3    	1    	15   	0    	1    	2    	5    	7    	0    	11   	3    	2    	0    	140  	4    	1    	7    	8    	0    	5    	2    	2    	0    	3    	1    	8    	1    	4    	2    	0    	0    	1    	0    	1    	42   	1    	40   	14   	9    	2    	2    	1    	1    	 |  15707 	n     = ofbiz.apache.org
2    	9    	2    	2    	3    	124  	45   	1    	33   	7    	0    	0    	2    	0    	5357 	5    	4    	14   	2    	6    	0    	5    	0    	0    	5    	0    	55   	2    	3    	2    	7    	0    	0    	1    	18   	0    	4    	0    	0    	47   	0    	9    	1    	0    	0    	1    	0    	0    	2    	0    	60   	10   	0    	1    	43   	1    	6    	3    	0    	2    	4    	2    	34   	1    	0    	2    	0    	1    	3    	3    	7    	6    	3    	1    	16   	0    	0    	6    	1    	0    	0    	1    	0    	1    	3    	8    	1    	33   	2    	1    	2    	30   	1    	1    	11   	0    	0    	1    	18   	2    	0    	0    	7    	0    	0    	0    	3    	0    	0    	0    	0    	10   	10   	1    	3    	3    	4    	2    	5    	0    	0    	 |  6160  	o     = ibatis.apache.org
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3    	9    	5    	0    	2    	47   	34   	3    	13   	30   	0    	0    	92   	3    	54   	5    	5    	20895	0    	203  	2    	4    	0    	1    	1    	12   	9    	144  	3    	0    	17   	1    	2    	9    	14   	30   	15   	2    	11   	2    	0    	13   	8    	2    	1    	24   	0    	0    	1    	8    	179  	4    	4    	0    	1    	0    	3    	3    	0    	7    	1    	1    	22   	3    	3    	0    	3    	2    	1    	4    	4    	0    	5    	3    	4    	4    	0    	43   	2    	1    	0    	6    	0    	1    	5    	1    	21   	0    	1    	4    	1    	41   	1    	2    	4    	36   	0    	9    	0    	6    	3    	1    	1    	1    	7    	0    	0    	1    	21   	0    	4    	0    	65   	6    	14   	13   	8    	1    	2    	4    	0    	 |  22337 	r     = spamassassin.apache.org
25   	15   	9    	0    	7    	159  	21   	9    	13   	27   	16   	9    	5    	0    	71   	138  	6    	7    	15592	6    	1    	18   	24   	2    	3    	1    	21   	5    	0    	1    	3    	0    	1    	5    	30   	1    	16   	19   	1    	87   	1    	16   	37   	23   	1    	7    	0    	1    	3    	0    	677  	3    	5    	1    	70   	4    	4    	1    	0    	0    	1    	1    	40   	0    	0    	0    	2    	23   	1    	2    	0    	39   	3    	1    	7    	2    	1    	5    	3    	5    	13   	1    	3    	14   	7    	5    	2    	17   	5    	2    	3    	45   	0    	0    	1    	2    	0    	0    	8    	3    	1    	0    	7    	1    	2    	5    	0    	1    	0    	2    	1    	2    	23   	7    	69   	14   	13   	0    	1    	0    	1    	 |  17645 	s     = tuscany.apache.org
2    	8    	30   	0    	0    	109  	63   	6    	6    	3    	0    	1    	231  	4    	39   	8    	5    	165  	0    	17164	1    	5    	0    	2    	7    	1    	10   	8    	2    	4    	4    	1    	2    	1    	4    	3    	30   	0    	2    	0    	0    	7    	2    	0    	0    	14   	0    	0    	0    	3    	38   	5    	0    	1    	0    	1    	4    	0    	1    	6    	0    	0    	28   	0    	0    	1    	0    	1    	0    	10   	1    	1    	2    	7    	19   	3    	0    	11   	2    	3    	0    	0    	5    	0    	1    	0    	40   	2    	1    	9    	3    	71   	2    	0    	3    	2    	0    	7    	0    	5    	0    	0    	0    	0    	10   	4    	0    	0    	19   	0    	0    	0    	94   	2    	13   	8    	4    	3    	0    	0    	0    	 |  18410 	t     = perl.apache.org
11   	12   	54   	1    	0    	1694 	164  	7    	49   	72   	0    	3    	11   	16   	421  	9    	36   	34   	25   	11   	21638	13   	2    	1    	24   	1    	10   	6    	68   	85   	30   	1    	5    	2    	31   	4    	19   	0    	1    	321  	0    	72   	31   	1    	3    	42   	286  	1    	37   	1    	638  	21   	1    	0    	364  	5    	11   	36   	45   	11   	50   	1    	147  	1    	1    	2    	4    	8    	2    	1    	11   	816  	8    	4    	18   	2    	6    	35   	5    	2    	10   	5    	9    	0    	1543 	1    	1    	51   	30   	5    	0    	125  	26   	1    	83   	11   	0    	17   	3    	14   	2    	0    	52   	3    	1    	6    	0    	2    	0    	24   	1    	19   	99   	3    	25   	6    	0    	10   	4    	1    	5    	 |  29820 	u     = myfaces.apache.org
9    	29   	1    	0    	2    	10   	8    	0    	9    	47   	0    	0    	6    	0    	56   	1    	12   	24   	8    	8    	1    	16450	1    	0    	2    	0    	5    	7    	0    	0    	2    	1    	3    	0    	11   	3    	0    	0    	1    	25   	0    	13   	5    	0    	0    	3    	1    	0    	25   	3    	50   	2    	0    	5    	14   	4    	3    	174  	1    	0    	24   	9    	35   	1    	1    	0    	3    	3    	60   	2    	3    	1    	9    	2    	2    	0    	1    	44   	1    	0    	4    	6    	0    	3    	2    	3    	4    	22   	2    	3    	0    	27   	0    	2    	2    	1    	3    	4    	3    	18   	3    	1    	139  	5    	3    	3    	1    	1    	0    	1    	1    	0    	21   	8    	26   	24   	6    	0    	0    	3    	4    	 |  17605 	v     = cassandra.apache.org
28   	4    	11   	215  	4    	158  	59   	11   	8    	18   	29   	56   	7    	1    	37   	358  	34   	1    	12   	3    	0    	5    	13154	1    	1    	0    	5    	0    	2    	7    	4    	1    	0    	10   	17   	3    	21   	214  	1    	60   	0    	14   	29   	5    	3    	10   	1    	0    	2    	5    	283  	4    	0    	4    	32   	2    	13   	4    	0    	1    	1    	0    	37   	0    	2    	2    	4    	7    	1    	2    	1    	6    	5    	1    	5    	3    	84   	7    	15   	16   	25   	3    	4    	3    	2    	3    	0    	19   	160  	20   	6    	75   	2    	1    	4    	1    	0    	1    	4    	6    	2    	1    	4    	0    	0    	7    	0    	0    	0    	1    	0    	2    	22   	0    	11   	2    	1    	0    	8    	0    	2    	 |  15573 	w     = cxf.apache.org
4    	9    	5    	1    	1    	47   	9    	1    	22   	28   	8    	2    	5    	3    	4    	14   	2    	13   	13   	14   	0    	4    	12   	9343 	4    	2    	7    	2    	0    	0    	5    	2    	0    	0    	26   	0    	5    	5    	0    	35   	0    	4    	1    	23   	0    	6    	0    	0    	1    	0    	148  	4    	2    	31   	5    	1    	1    	12   	0    	0    	2    	1    	7    	0    	0    	0    	0    	2    	1    	0    	0    	0    	6    	2    	5    	1    	92   	13   	6    	0    	3    	3    	1    	0    	1    	0    	6    	7    	5    	10   	22   	48   	1    	0    	0    	2    	0    	3    	0    	2    	0    	1    	49   	1    	1    	2    	2    	0    	0    	0    	0    	0    	15   	0    	29   	4    	5    	0    	0    	0    	1    	 |  10258 	x     = qpid.apache.org
4    	41   	278  	0    	9    	959  	1476 	24   	210  	21   	2    	1    	37   	1    	59   	10   	12   	98   	10   	63   	4    	12   	0    	0    	16097	1    	33   	3    	44   	29   	33   	1    	15   	2    	668  	57   	148  	0    	0    	347  	0    	16   	27   	14   	4    	47   	2    	7    	0    	1    	393  	375  	0    	5    	27   	560  	46   	0    	5    	6    	1    	0    	58   	1    	0    	0    	0    	27   	1    	541  	3    	4    	3    	3    	522  	1    	3    	17   	4    	5    	0    	1    	303  	3    	18   	3    	4    	0    	0    	217  	3    	1123 	0    	3    	6    	316  	0    	143  	0    	4    	0    	0    	1    	0    	1    	2    	0    	0    	0    	0    	1    	0    	70   	3    	23   	31   	4    	2    	1    	1    	0    	 |  25825 	y     = jakarta.apache.org
52   	21   	39   	21   	5    	91   	132  	3    	42   	35   	2    	112  	56   	3    	67   	6    	77   	64   	58   	35   	0    	11   	2    	1    	16   	11005	20   	2    	6    	4    	18   	1    	8    	1    	36   	18   	11   	11   	1    	434  	0    	9    	24   	1    	0    	9    	0    	19   	125  	2    	638  	41   	1    	2    	400  	32   	16   	49   	4    	2    	19   	3    	25   	1    	6    	11   	2    	10   	4    	12   	8    	221  	1    	0    	20   	0    	38   	36   	2    	4    	33   	6    	77   	1    	3    	2    	2    	124  	24   	7    	1065 	56   	7    	1    	15   	2    	1    	18   	18   	4    	4    	0    	121  	0    	4    	2    	5    	1    	0    	3    	7    	49   	34   	12   	40   	24   	43   	1    	1    	0    	5    	 |  16146 	z     = directory.apache.org
19   	24   	159  	0    	3    	476  	206  	6    	28   	46   	2    	5    	13   	6    	344  	6    	16   	81   	10   	22   	5    	17   	1    	0    	67   	5    	28866	6    	96   	8    	100  	2    	3    	2    	150  	26   	34   	1    	1    	123  	0    	23   	16   	2    	1    	18   	3    	7    	5    	0    	258  	57   	1    	6    	10   	240  	14   	4    	3    	3    	3    	9    	79   	2    	11   	12   	1    	24   	2    	1546 	9    	24   	9    	3    	59   	0    	10   	32   	5    	7    	28   	3    	25   	5    	2    	260  	0    	8    	7    	7    	2    	116  	4    	1    	6    	12   	1    	29   	4    	3    	3    	4    	5    	0    	3    	0    	1    	1    	0    	1    	1    	0    	66   	3    	118  	11   	7    	1    	30   	0    	2    	 |  34283 	ba    = db.apache.org
2    	39   	23   	0    	3    	36   	70   	9    	56   	54   	1    	0    	164  	0    	79   	29   	25   	70   	2    	169  	5    	25   	0    	2    	18   	6    	6    	10341	2    	0    	40   	2    	7    	5    	89   	8    	4    	0    	1    	28   	0    	24   	13   	1    	0    	24   	0    	5    	3    	2    	221  	4    	10   	1    	7    	0    	2    	3    	0    	7    	1    	1    	45   	0    	0    	1    	0    	6    	2    	3    	1    	4    	15   	6    	18   	7    	0    	133  	3    	4    	2    	1    	3    	0    	0    	0    	96   	2    	1    	16   	2    	78   	4    	2    	8    	4    	0    	45   	0    	10   	3    	0    	7    	1    	18   	2    	1    	1    	3    	0    	0    	0    	13   	6    	58   	23   	10   	4    	5    	1    	4    	 |  12431 	bb    = subversion.apache.org
17   	9    	114  	0    	3    	375  	293  	4    	18   	15   	6    	0    	5    	2    	62   	35   	6    	23   	3    	5    	18   	1    	2    	0    	105  	11   	27   	2    	13831	12   	10   	1    	6    	0    	66   	2    	14   	2    	1    	89   	0    	12   	7    	0    	2    	8    	0    	11   	2    	0    	246  	2    	0    	2    	59   	33   	8    	2    	15   	2    	3    	0    	38   	0    	10   	3    	19   	4    	1    	309  	2    	2    	2    	1    	48   	0    	0    	3    	6    	0    	7    	0    	13   	0    	3    	0    	0    	5    	1    	22   	1    	97   	2    	0    	11   	28   	1    	2    	0    	0    	0    	0    	7    	0    	2    	3    	0    	0    	0    	0    	1    	7    	46   	0    	13   	6    	6    	1    	2    	0    	3    	 |  16347 	bc    = portals.apache.org
2    	5    	22   	1    	1    	478  	199  	3    	22   	13   	0    	0    	10   	4    	73   	6    	26   	37   	5    	11   	14   	3    	0    	0    	136  	0    	3    	1    	21   	21499	5    	0    	2    	18   	47   	14   	7    	0    	0    	168  	0    	32   	6    	0    	0    	25   	2    	1    	4    	1    	103  	17   	0    	0    	34   	41   	852  	21   	1    	7    	25   	1    	77   	1    	0    	0    	0    	0    	1    	4    	0    	0    	3    	2    	12   	0    	8    	2    	0    	0    	1    	0    	2    	2    	10   	2    	1    	27   	1    	11   	4    	131  	2    	1    	38   	33   	1    	2    	0    	1    	0    	0    	21   	0    	1    	4    	1    	0    	0    	0    	1    	39   	51   	0    	33   	13   	10   	6    	2    	0    	0    	 |  24591 	bd    = tapestry.apache.org
4    	9    	377  	0    	0    	24   	15   	4    	3    	10   	4    	0    	4    	0    	8    	0    	0    	25   	23   	8    	1    	0    	0    	0    	8    	1    	2    	2    	1    	2    	7720 	1    	0    	0    	46   	1    	23   	0    	0    	65   	0    	6    	3    	0    	0    	40   	0    	1    	7    	3    	164  	2    	0    	0    	123  	25   	2    	28   	2    	36   	8    	0    	20   	1    	0    	0    	4    	3    	0    	1    	0    	2    	7    	0    	3    	1    	0    	8    	0    	1    	3    	5    	29   	0    	0    	0    	1    	34   	0    	3    	1    	11   	20   	0    	3    	4    	0    	16   	1    	1    	0    	3    	33   	0    	2    	0    	0    	0    	0    	0    	2    	15   	34   	3    	63   	8    	0    	0    	0    	0    	1    	 |  9188  	be    = forrest.apache.org
0    	3    	2    	0    	0    	3    	4    	1    	0    	15   	0    	0    	2    	0    	6    	1    	0    	6    	1    	1    	0    	3    	1    	0    	0    	0    	3    	0    	0    	0    	0    	2173 	0    	0    	1    	0    	0    	0    	0    	17   	0    	4    	1    	0    	0    	0    	0    	0    	0    	0    	22   	0    	0    	0    	2    	0    	1    	1    	0    	1    	2    	4    	9    	0    	0    	0    	0    	3    	4    	1    	0    	1    	4    	0    	4    	1    	0    	8    	0    	1    	3    	0    	2    	0    	0    	2    	0    	2    	3    	1    	1    	15   	3    	0    	0    	1    	0    	1    	2    	4    	0    	0    	0    	0    	0    	0    	0    	0    	0    	1    	0    	38   	6    	0    	14   	5    	3    	0    	0    	0    	1    	 |  2425  	bf    = jena.apache.org
2    	48   	42   	0    	1    	53   	40   	4    	19   	24   	0    	2    	4    	1    	49   	7    	7    	7    	7    	2    	2    	8    	0    	0    	18   	0    	17   	2    	4    	5    	3    	0    	9148 	3    	16   	6    	11   	0    	0    	38   	26   	5    	10   	1    	2    	4    	0    	2    	0    	0    	141  	6    	0    	1    	18   	4    	3    	1    	0    	21   	2    	0    	9    	0    	217  	9    	2    	2    	0    	5    	1    	2    	4    	0    	6    	24   	0    	9    	1    	1    	1    	2    	0    	1    	0    	3    	0    	14   	0    	5    	2    	50   	13   	0    	7    	3    	0    	2    	3    	2    	2    	0    	7    	1    	0    	1    	2    	0    	0    	0    	2    	1    	16   	4    	14   	27   	0    	1    	1    	0    	1    	 |  10327 	bg    = jackrabbit.apache.org
186  	6    	5    	5    	1    	62   	69   	1    	11   	10   	2    	2    	2    	0    	13   	8    	14   	15   	22   	4    	7    	1    	10   	1    	0    	0    	7    	3    	1    	4    	2    	3    	1    	5225 	12   	1    	3    	7    	0    	52   	0    	4    	1    	0    	0    	2    	124  	0    	1    	2    	233  	4    	0    	14   	47   	11   	7    	15   	0    	1    	5    	0    	2    	0    	0    	0    	2    	0    	1    	0    	2    	500  	10   	1    	8    	0    	76   	11   	1    	0    	16   	1    	0    	0    	1    	39   	0    	35   	44   	5    	3    	17   	0    	0    	3    	0    	0    	3    	0    	5    	2    	0    	5    	0    	1    	0    	8    	0    	0    	3    	2    	2    	6    	1    	30   	2    	3    	0    	0    	1    	0    	 |  7101  	bh    = openejb.apache.org
7    	32   	97   	1    	11   	312  	319  	41   	81   	72   	3    	14   	22   	4    	75   	30   	9    	79   	20   	34   	4    	8    	1    	0    	209  	1    	20   	2    	7    	8    	53   	0    	3    	0    	28115	21   	122  	1    	0    	151  	1    	36   	34   	6    	0    	74   	0    	2    	25   	6    	164  	74   	0    	2    	386  	324  	28   	3    	0    	12   	30   	65   	72   	2    	8    	2    	2    	5    	33   	48   	1    	4    	10   	0    	136  	4    	13   	18   	7    	0    	4    	12   	455  	0    	9    	0    	3    	5    	3    	45   	8    	418  	5    	0    	9    	459  	0    	32   	10   	2    	1    	1    	43   	0    	0    	0    	0    	1    	0    	1    	3    	0    	55   	72   	29   	57   	59   	0    	2    	0    	2    	 |  33431 	bi    = ant.apache.org
2    	12   	24   	2    	2    	186  	238  	2    	26   	12   	0    	2    	20   	0    	23   	8    	5    	86   	14   	8    	3    	1    	0    	0    	67   	1    	8    	0    	2    	1    	10   	0    	4    	0    	75   	13045	13   	0    	0    	90   	0    	10   	7    	3    	0    	16   	0    	7    	10   	21   	136  	13   	0    	12   	8    	82   	13   	0    	0    	5    	4    	0    	31   	0    	1    	1    	1    	24   	1    	25   	2    	2    	5    	1    	23   	14   	1    	15   	1    	1    	8    	11   	325  	0    	2    	5    	0    	26   	3    	105  	9    	194  	8    	0    	0    	10   	0    	9    	3    	3    	0    	0    	24   	3    	1    	0    	1    	1    	0    	0    	0    	1    	34   	13   	20   	5    	1    	0    	2    	0    	0    	 |  15315 	bj    = james.apache.org
21   	28   	752  	0    	8    	202  	563  	833  	36   	36   	147  	2    	39   	5    	96   	658  	2    	435  	8    	304  	2    	11   	6    	0    	106  	4    	23   	4    	20   	4    	189  	1    	12   	3    	495  	6    	15004	2    	1    	138  	0    	34   	894  	6    	3    	152  	1    	7    	9    	2    	171  	53   	7    	3    	10   	99   	8    	4    	0    	16   	2    	1    	84   	1    	2    	0    	3    	11   	2    	106  	6    	4    	4    	3    	57   	1    	1    	21   	16   	65   	16   	0    	100  	0    	7    	1    	7    	4    	0    	93   	3    	434  	4    	2    	4    	393  	1    	47   	8    	8    	1    	1    	22   	3    	5    	8    	0    	0    	1    	2    	0    	0    	134  	16   	52   	14   	4    	2    	0    	2    	2    	 |  23476 	bk    = xml.apache.org
16   	0    	2    	165  	3    	55   	16   	1    	8    	12   	8    	127  	3    	2    	17   	58   	4    	3    	25   	1    	1    	1    	91   	0    	0    	2    	1    	0    	0    	1    	3    	0    	0    	0    	4    	5    	15   	9510 	0    	57   	0    	9    	2    	9    	0    	3    	1    	1    	0    	1    	49   	0    	0    	74   	3    	0    	3    	0    	0    	0    	1    	0    	24   	1    	1    	0    	0    	0    	4    	1    	0    	73   	1    	0    	2    	0    	19   	3    	2    	2    	17   	1    	0    	37   	0    	1    	1    	1    	316  	2    	6    	64   	2    	0    	2    	1    	0    	1    	1    	0    	0    	0    	0    	1    	0    	0    	0    	0    	0    	1    	0    	0    	11   	1    	2    	2    	0    	0    	2    	0    	0    	 |  10979 	bl    = servicemix.apache.org
0    	5    	3    	0    	0    	4    	4    	1    	4    	5    	0    	1    	20   	0    	20   	3    	3    	11   	0    	14   	0    	18   	0    	0    	0    	0    	0    	3    	1    	2    	2    	2    	0    	1    	0    	1    	5    	0    	2861 	0    	0    	0    	2    	0    	0    	1    	0    	1    	1    	0    	42   	1    	1    	0    	39   	0    	1    	13   	0    	0    	1    	0    	6    	0    	0    	0    	0    	4    	1    	1    	0    	1    	2    	2    	1    	0    	1    	12   	0    	1    	1    	1    	4    	0    	0    	0    	6    	119  	0    	3    	0    	20   	0    	0    	0    	0    	0    	5    	0    	1    	0    	0    	36   	4    	0    	2    	0    	0    	0    	0    	0    	1    	8    	0    	11   	3    	0    	0    	0    	0    	1    	 |  3355  	bm    = trafficserver.apache.org
42   	35   	130  	2    	7    	1277 	304  	15   	88   	118  	10   	32   	16   	1    	111  	93   	37   	35   	33   	25   	64   	11   	27   	0    	183  	28   	13   	1    	61   	47   	45   	2    	9    	11   	773  	37   	8    	21   	0    	43450	10   	49   	45   	13   	1    	52   	12   	34   	2    	9    	437  	261  	0    	7    	30   	67   	67   	19   	16   	19   	1    	0    	117  	8    	32   	618  	4    	32   	28   	630  	14   	5024 	10   	8    	250  	11   	22   	3    	25   	1    	117  	0    	124  	2    	43   	11   	11   	64   	38   	46   	34   	522  	5    	1    	53   	10   	0    	7    	19   	5    	12   	0    	6    	0    	2    	5    	0    	3    	0    	21   	1    	25   	62   	267  	16   	55   	75   	2    	19   	0    	22   	 |  56895 	bn    = maven.apache.org
1    	1    	2    	0    	0    	6    	2    	1    	2    	5    	1    	2    	0    	0    	3    	2    	3    	0    	3    	0    	1    	0    	2    	0    	0    	0    	1    	0    	0    	0    	0    	0    	43   	1    	0    	0    	1    	0    	0    	6    	1527 	0    	0    	0    	0    	0    	0    	0    	1    	0    	42   	1    	0    	0    	30   	0    	0    	0    	0    	0    	7    	0    	3    	0    	3    	0    	0    	0    	0    	0    	0    	0    	1    	0    	2    	2    	2    	1    	0    	0    	1    	1    	0    	0    	0    	0    	0    	36   	3    	2    	0    	12   	5    	0    	0    	0    	0    	0    	0    	0    	0    	5    	5    	0    	0    	0    	0    	0    	0    	0    	0    	2    	5    	0    	16   	0    	0    	0    	0    	0    	0    	 |  1804  	bo    = chemistry.apache.org
2    	24   	13   	1    	0    	130  	25   	1    	18   	42   	1    	6    	2    	2    	31   	4    	11   	7    	4    	6    	2    	16   	1    	0    	2    	0    	6    	2    	0    	23   	12   	4    	8    	0    	34   	5    	12   	0    	0    	25   	0    	3062 	4    	1    	2    	16   	1    	1    	6    	2    	246  	9    	0    	3    	75   	0    	3    	20   	3    	1    	5    	0    	21   	4    	3    	1    	3    	18   	0    	3    	2    	0    	3    	0    	24   	2    	2    	11   	0    	2    	5    	0    	13   	1    	4    	0    	1    	6    	2    	5    	1    	11   	16   	0    	34   	4    	0    	2    	3    	10   	7    	1    	15   	0    	3    	2    	0    	0    	0    	1    	12   	19   	2    	5    	17   	4    	12   	5    	1    	0    	0    	 |  4265  	bp    = pivot.apache.org
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1    	1    	0    	0    	0    	3    	2    	1    	0    	1    	13   	0    	1    	0    	5    	33   	0    	3    	4    	0    	0    	0    	0    	2    	0    	0    	0    	0    	0    	0    	0    	0    	0    	0    	0    	1    	3    	1    	0    	17   	1    	3    	3    	3970 	0    	1    	0    	1    	0    	0    	14   	4    	0    	1    	1    	0    	0    	3    	0    	0    	0    	0    	19   	0    	1    	0    	0    	10   	1    	0    	0    	1    	2    	0    	0    	0    	0    	0    	0    	0    	4    	0    	0    	0    	0    	0    	0    	10   	0    	48   	0    	19   	0    	0    	0    	0    	0    	1    	0    	0    	0    	0    	0    	0    	0    	1    	0    	0    	0    	0    	0    	1    	11   	4    	3    	0    	0    	0    	0    	0    	0    	 |  4230  	br    = synapse.apache.org
2    	0    	1    	0    	0    	107  	19   	0    	4    	5    	1    	0    	1    	0    	11   	29   	1    	16   	1    	2    	5    	0    	0    	0    	2    	0    	4    	1    	2    	2    	9    	0    	0    	0    	19   	0    	3    	0    	0    	6    	0    	3    	13   	1    	2884 	2    	0    	0    	0    	0    	41   	3    	0    	0    	4    	0    	4    	1    	0    	3    	1    	0    	17   	1    	0    	0    	0    	2    	0    	0    	0    	0    	1    	0    	4    	0    	0    	3    	0    	0    	3    	0    	0    	0    	1    	1    	0    	0    	0    	0    	1    	13   	0    	0    	1    	0    	0    	2    	1    	0    	0    	0    	4    	0    	1    	0    	0    	0    	0    	0    	0    	0    	1    	0    	8    	2    	3    	2    	0    	0    	2    	 |  3287  	bs    = beehive.apache.org
1    	13   	437  	1    	2    	127  	131  	59   	39   	15   	1    	0    	11   	1    	72   	6    	1    	70   	5    	18   	1    	11   	0    	0    	52   	1    	6    	4    	1    	5    	176  	0    	0    	0    	253  	2    	276  	1    	0    	21   	0    	43   	56   	1    	0    	18117	1    	5    	0    	3    	77   	40   	0    	0    	1    	80   	4    	4    	0    	6    	2    	1    	144  	1    	0    	0    	1    	23   	0    	7    	1    	0    	0    	0    	26   	3    	0    	3    	2    	2    	5    	1    	102  	0    	1    	0    	2    	3    	1    	18   	0    	93   	43   	0    	4    	743  	1    	8    	1    	8    	1    	0    	0    	0    	0    	0    	0    	0    	1    	0    	1    	1    	76   	4    	39   	5    	4    	1    	0    	0    	1    	 |  21642 	bt    = xmlgraphics.apache.org
3    	0    	1    	0    	0    	4    	1    	0    	0    	5    	0    	0    	0    	0    	0    	0    	2    	1    	7    	0    	9    	1    	0    	0    	0    	0    	1    	0    	0    	0    	0    	0    	0    	7    	0    	0    	0    	0    	0    	7    	0    	0    	0    	0    	0    	0    	1626 	0    	0    	0    	11   	0    	0    	0    	1    	0    	1    	1    	0    	0    	0    	0    	3    	0    	2    	0    	0    	0    	0    	0    	0    	0    	1    	0    	0    	0    	0    	1    	0    	0    	1    	0    	0    	0    	1    	0    	0    	6    	1    	0    	0    	1    	1    	0    	0    	0    	0    	1    	2    	0    	0    	0    	0    	0    	0    	0    	0    	0    	0    	1    	0    	2    	2    	0    	4    	0    	0    	0    	0    	0    	0    	 |  1719  	bu    = openwebbeans.apache.org
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0    	3    	8    	0    	3    	3    	0    	0    	1    	6    	0    	0    	1    	0    	0    	0    	0    	0    	1    	0    	0    	0    	0    	0    	0    	0    	0    	0    	0    	2    	3    	1    	1    	0    	7    	6    	0    	0    	0    	6    	0    	2    	1    	0    	0    	2    	0    	0    	0    	1105 	45   	1    	0    	0    	12   	0    	0    	0    	0    	0    	0    	0    	1    	0    	0    	0    	0    	8    	0    	0    	0    	1    	2    	0    	2    	4    	15   	0    	0    	0    	0    	0    	0    	0    	0    	9    	2    	0    	0    	1    	9    	0    	1    	0    	1    	0    	0    	4    	0    	0    	0    	0    	0    	0    	0    	0    	0    	0    	0    	0    	1    	0    	17   	1    	35   	1    	0    	0    	0    	0    	0    	 |  1335  	bx    = labs.apache.org
53   	22   	77   	1    	9    	46   	96   	4    	15   	87   	11   	15   	861  	6    	68   	21   	19   	358  	31   	133  	48   	15   	25   	10   	48   	15   	12   	11   	15   	4    	26   	5    	29   	10   	57   	37   	30   	47   	2    	194  	3    	52   	13   	10   	1    	27   	23   	8    	4    	1    	8443 	42   	6    	10   	8    	16   	4    	12   	3    	13   	1    	8    	63   	5    	15   	15   	8    	2    	6    	31   	2    	10   	10   	14   	53   	7    	7    	29   	5    	2    	4    	9    	54   	1    	21   	35   	33   	7    	22   	23   	22   	21   	6    	7    	6    	18   	2    	110  	1    	3    	0    	4    	2    	0    	6    	4    	3    	6    	2    	18   	2    	4    	217  	7    	195  	4    	8    	0    	3    	0    	4    	 |  12459 	by    = www.apache.org
2    	94   	152  	2    	36   	1263 	840  	42   	234  	37   	5    	12   	25   	2    	91   	27   	5    	42   	26   	22   	4    	31   	1    	2    	610  	5    	122  	4    	17   	16   	9    	3    	17   	2    	735  	80   	74   	3    	0    	851  	1    	59   	37   	8    	1    	70   	6    	14   	273  	9    	443  	25048	6    	6    	548  	797  	316  	42   	36   	13   	55   	9    	32   	5    	3    	25   	7    	12   	3    	313  	3    	419  	3    	1    	380  	18   	4    	9    	6    	6    	29   	32   	483  	0    	123  	4    	41   	80   	10   	1014 	43   	188  	76   	0    	7    	841  	0    	73   	4    	207  	9    	1    	98   	0    	2    	3    	2    	1    	0    	38   	5    	46   	51   	19   	37   	21   	7    	7    	3    	0    	2    	 |  38198 	bz    = commons.apache.org
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56   	4    	1    	166  	1    	67   	33   	3    	31   	20   	0    	1    	9    	0    	28   	5    	9    	6    	15   	8    	1    	6    	6    	8    	2    	2    	12   	0    	0    	5    	0    	0    	0    	5    	9    	32   	6    	243  	0    	76   	0    	4    	5    	5    	0    	3    	0    	0    	6    	5    	77   	2    	1    	11842	79   	8    	10   	15   	0    	1    	4    	0    	5    	8    	2    	0    	0    	2    	2    	0    	0    	14   	2    	3    	2    	0    	1    	16   	1    	1    	2    	15   	1    	0    	2    	2    	8    	16   	55   	8    	6    	137  	2    	1    	0    	1    	0    	2    	0    	2    	0    	0    	19   	1    	1    	0    	0    	1    	0    	0    	0    	7    	8    	0    	4    	5    	2    	0    	0    	0    	1    	 |  13311 	cb    = activemq.apache.org
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{noformat}
                
> ASF Email Classification Examples don't always produce good results
> -------------------------------------------------------------------
>
>                 Key: MAHOUT-939
>                 URL: https://issues.apache.org/jira/browse/MAHOUT-939
>             Project: Mahout
>          Issue Type: Bug
>    Affects Versions: 0.6
>            Reporter: Grant Ingersoll
>            Assignee: Robin Anil
>              Labels: MAHOUT_INTRO_CONTRIBUTE
>             Fix For: 0.7
>
>         Attachments: 939.patch, MAHOUT-939.patch, MAHOUT-939.patch, MAHOUT-939.patch, asf_sample_list.txt, bayes.patch, strip_reject.patch
>
>
> The classification examples for the ASF email don't work all that well currently in terms of quality when it comes to more than a few labels.  Also, need to determine how much memory is required for vectors of cardinality size 100K.

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