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Created July 28, 2013 03:13
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Mahout K-means Cluster Output Reuters Example
:CL-950{n=2 c=[began:5.046, since:3.599, tsukihara:8.381, sumitomo:6.096, appear:2.922, warned:3.048,
Top Terms:
unemployment => 12.830140590667725
economists => 10.333375453948975
sector => 8.425200462341309
tsukihara => 8.380700588226318
3.5 => 7.4512410163879395
january's => 7.35792088508606
rate => 7.293924808502197
japan's => 7.0666680335998535
ceased => 6.9427995681762695
takashi => 6.9427995681762695
pass => 6.9427995681762695
absorbed => 6.9427995681762695
dependent => 6.9427995681762695
koichi => 6.9427995681762695
susumu => 6.9427995681762695
taketomi => 6.9427995681762695
kiuchi => 6.9427995681762695
workers => 6.877826690673828
economist => 6.812326908111572
underlines => 6.655117511749268
:VL-297{n=1 c=[software:5.269, estimate:5.097, since:3.599, development:4.150, retail:5.844, inc:2.23
Top Terms:
mac => 25.03261947631836
apple => 16.862998962402344
se => 15.308460235595703
ii => 14.603785514831543
computers => 14.293285369873047
macintosh => 13.974647521972656
faster => 10.557718276977539
inch => 10.557718276977539
monochrome => 10.39201545715332
megabytes => 10.39201545715332
expandable => 10.39201545715332
machines => 10.326435089111328
upgraded => 9.818601608276367
megabyte => 9.411757469177246
significantly => 9.411757469177246
microprocessor => 9.411757469177246
line => 8.915785789489746
both => 8.646929740905762
monitor => 8.620340347290039
plus => 8.423583030700684
:VL-510{n=1 c=[inc:2.239, managed:5.557, already:4.515, its:1.966, four:3.426, accept:5.208, about:2.
Top Terms:
americus => 10.39201545715332
trust => 9.151351928710938
deadline => 7.858084678649902
tenders => 6.9427995681762695
absb => 6.9427995681762695
alex => 6.9427995681762695
home => 6.938014984130859
shares => 6.575643062591553
november => 6.562253952026367
sons => 6.431973934173584
extends => 6.24965238571167
tendered => 6.09550142288208
brown => 5.961970329284668
extension => 5.961970329284668
7.5 => 5.738826751708984
managed => 5.55650520324707
american => 5.4687981605529785
products => 5.384342193603516
formed => 5.268823146820068
accept => 5.208198547363281
:CL-850{n=6 c=[began:0.841, raises:0.913, receive:0.768, inc:0.373, sole:0.994, its:2.046, payout:4.5
Top Terms:
dividend => 5.567117532094319
payable => 4.795761505762736
payout => 4.581916332244873
march => 4.4092936515808105
31 => 3.7470020055770874
share => 3.5940125783284507
record => 3.3409314155578613
declared => 3.2706117630004883
cts => 3.169980804125468
initial => 3.1522061824798584
per => 3.100677569707235
quarterly => 3.028014659881592
holders => 2.929166634877523
brt => 2.738536516825358
sets => 2.689385732014974
shareholders => 2.1286110877990723
annual => 2.126683235168457
its => 2.045573592185974
debentures => 2.013338565826416
said => 1.835147460301717
:VL-691{n=1 c=[approach:6.250, since:3.599, congressional:6.096, out:3.751, progress:7.543, its:1.966
Top Terms:
ual => 12.727567672729492
minority => 11.923940658569336
hiring => 11.14050579071045
pilots => 10.39201545715332
women => 10.39201545715332
tremendous => 9.818601608276367
hearing => 9.411757469177246
progress => 7.5425124168396
white => 7.0666680335998535
goals => 6.9427995681762695
subcommittee => 6.655117511749268
minorities => 6.655117511749268
pursue => 6.655117511749268
1976 => 6.655117511749268
upper => 6.431973934173584
accused => 6.431973934173584
democrat => 6.431973934173584
rep => 6.24965238571167
fairly => 6.24965238571167
approach => 6.24965238571167
:VL-693{n=1 c=[emirates:6.096, activities:4.997, its:1.966, closing:5.269, role:5.333, served:5.962,
Top Terms:
dubai => 12.727567672729492
office => 10.451640129089355
chemical's => 9.818601608276367
chemical => 9.125868797302246
bahrain => 9.096184730529785
spokeswoman => 7.744887351989746
centralizing => 6.9427995681762695
assume => 6.9427995681762695
chl => 6.9427995681762695
enquiry => 6.9427995681762695
emirates => 6.09550142288208
close => 6.053133010864258
served => 5.961970329284668
institutional => 5.844187259674072
representative => 5.844187259674072
she => 5.844187259674072
contact => 5.738826751708984
regional => 5.738826751708984
arab => 5.738826751708984
york => 5.605764389038086
:CL-903{n=2 c=[affairs:5.844, spokesman:1.869, south:4.545, dealing:2.869, out:3.751, its:2.373, klei
Top Terms:
westpac => 13.885599136352539
cac => 10.92194128036499
clerk => 10.92194128036499
arrest => 9.411757469177246
police => 9.193678855895996
alleged => 8.786239862442017
kleinwort => 8.033437490463257
benson => 8.033437490463257
former => 7.524786710739136
australian => 7.284670829772949
misappropriating => 6.9427995681762695
wstp.s => 6.9427995681762695
8,300 => 6.9427995681762695
wales => 6.655117511749268
exaggerated => 6.431973934173584
fraud => 6.431973934173584
stemming => 6.24965238571167
complaints => 6.24965238571167
much => 6.155410289764404
investigation => 5.961970329284668
:VL-1101{n=1 c=[trading:3.964, determined:5.476, its:2.780, discovered:6.943, halted:6.655, 40:3.998,
Top Terms:
acustar => 10.39201545715332
unauthorized => 9.818601608276367
discovered => 6.9427995681762695
halted => 6.655117511749268
counter => 6.431973934173584
extent => 5.961970329284668
investigation => 5.961970329284668
requested => 5.844187259674072
underway => 5.844187259674072
determined => 5.476462364196777
announcement => 5.4023542404174805
accounts => 5.268823146820068
yet => 5.096972465515137
activity => 5.096972465515137
action => 4.905917644500732
problem => 4.905917644500732
significant => 4.863358020782471
corporate => 4.745574951171875
account => 4.709207057952881
has => 4.460541248321533
:VL-917{n=1 c=[began:5.046, itself:9.486, restrictions:9.940, trading:5.606, agreement:4.777, since:3
Top Terms:
gatt => 23.05400276184082
china => 19.453432083129883
trade => 13.188891410827637
chinese => 12.905928611755371
diplomat => 12.727567672729492
exports => 12.510632514953613
gsp => 12.025280952453613
china's => 11.923940658569336
u.s => 10.915020942687988
curbs => 10.557718276977539
bilateral => 10.557718276977539
peking's => 10.39201545715332
status => 10.122428894042969
restrictions => 9.939939498901367
editorial => 9.818601608276367
dumping => 9.818601608276367
shultz => 9.774857521057129
anti => 9.774857521057129
important => 9.774857521057129
itself => 9.48551082611084
:VL-1068{n=1 c=[agreement:3.378, sell:5.513, sold:4.090, its:2.780, pct:2.183, year:2.091, expects:4.
Top Terms:
display => 9.096184730529785
cable => 8.838342666625977
video => 7.981137275695801
52.96 => 6.9427995681762695
tv => 6.655117511749268
buyer => 6.655117511749268
accounted => 5.844187259674072
sell => 5.512996196746826
television => 5.476462364196777
lost => 5.151040077209473
manufacturing => 5.096972465515137
named => 5.096972465515137
undisclosed => 5.096972465515137
existing => 4.996889114379883
transaction => 4.905917644500732
reached => 4.822535991668701
00 => 4.822535991668701
revenues => 4.709207057952881
distribution => 4.575675964355469
assets => 4.575675964355469
:CL-1002{n=9 c=[2.61:0.694, each:0.430, provision:1.469, inc:1.450, its:0.309, 250,000:0.694, operati
Top Terms:
oper => 8.892900043063694
loss => 8.226611349317762
vs => 7.638193554348415
profit => 7.573360443115234
cts => 6.016400390201145
net => 5.344779915279812
shr => 4.881184418996175
qtr => 4.757960398991902
excludes => 4.440544605255127
mln => 4.244318776660496
4th => 4.111449427074856
revs => 3.7907276153564453
dlrs => 3.650125026702881
year => 3.4504672951168485
operating => 3.2364377445644803
note => 2.9697168138292103
discontinued => 2.8616889317830405
operations => 2.7451100614335804
1985 => 2.7108558548821344
1986 => 2.6448814074198403
:CL-263{n=899 c=[0.7:0.043, 2.61:0.021, 32.60:0.015, 320:0.035, 5.2:0.007, allegations:0.022, aren't:
Top Terms:
said => 1.898337159459132
pct => 1.2757334446615318
dlrs => 1.1814893724125406
mln => 1.1527351025612123
its => 1.1463082505015032
from => 1.1151616188787645
3 => 1.1068071198543001
mar => 0.9864362572403718
reuter => 0.9777667281094594
has => 0.9277353414041182
year => 0.9089060662453113
2 => 0.9044512986341228
u.s => 0.8823345633051685
billion => 0.8561813324789317
new => 0.848444161346147
would => 0.8259004337238656
he => 0.823497247642882
which => 0.7814782517107496
company => 0.7788374850959481
last => 0.7243845364673517
:VL-1078{n=1 c=[software:5.269, each:6.698, once:5.844, sell:6.752, others:5.333, out:5.305, commitme
Top Terms:
kodak => 27.49468994140625
optical => 20.828399658203125
kims => 20.78403091430664
disk => 18.368921279907227
disks => 17.999500274658203
system => 16.789419174194336
5000 => 13.885599136352539
information => 13.349613189697266
3000 => 12.727567672729492
6800 => 12.727567672729492
storage => 11.688374519348145
inch => 10.557718276977539
vision => 10.39201545715332
microfilm => 10.39201545715332
gigabytes => 10.39201545715332
4500 => 10.39201545715332
media => 10.39201545715332
terabyte => 10.39201545715332
library => 10.39201545715332
campaign => 10.122428894042969
:VL-1125{n=1 c=[2.61:6.250, 5.2:6.655, 5.3:6.655, operating:5.989, refining:6.432, year:3.621, plan:4
Top Terms:
6,050,000 => 10.39201545715332
loss => 9.691015243530273
oper => 9.214848518371582
64 => 9.125868797302246
share => 9.052593231201172
cts => 8.827244758605957
profit => 8.239246368408203
56 => 7.744887351989746
vs => 7.675037384033203
increasing => 7.4512410163879395
discontinued => 7.284670829772949
equal => 7.0666680335998535
2,374,000 => 6.9427995681762695
6.0 => 6.9427995681762695
1981 => 6.9427995681762695
14.0 => 6.9427995681762695
5.2 => 6.655117511749268
zinc => 6.655117511749268
98 => 6.655117511749268
4.3 => 6.655117511749268
:CL-938{n=4 c=[trading:1.401, purchase:1.013, south:1.136, 326:1.736, refined:3.216, its:0.492, tonne
Top Terms:
tonnes => 8.929713010787964
palm => 8.287851095199585
oil => 7.812533974647522
rbd => 5.680498123168945
6,000 => 4.823980450630188
fat => 4.592230319976807
pakistan => 4.419171333312988
oils => 4.3101701736450195
vegetable => 4.132464408874512
imports => 3.502613067626953
deodorised => 3.4713997840881348
bleached => 3.4713997840881348
shipments => 3.463688373565674
rapeseed => 3.327558755874634
refined => 3.215986967086792
weight => 3.215986967086792
fats => 3.124826192855835
actual => 3.04775071144104
tomorrow => 2.960983157157898
exports => 2.948784351348877
:CL-661{n=155 c=[32.60:0.043, bill:0.045, committee's:0.041, damage:0.115, raises:0.212, secure:0.043
Top Terms:
vs => 3.2680476988515546
cts => 3.021530016006962
net => 1.8305105963060933
div => 1.5508024938644902
record => 1.4977132889532274
shr => 1.4784841752821398
march => 1.464767248399796
pay => 1.3038293776973602
prior => 1.2881700269637568
tax => 1.2747844496080953
mln => 1.229908993167262
loss => 1.217859354326802
note => 1.1513111237556704
3 => 1.1440392840293145
qtly => 1.0752866252776114
reuter => 1.0712654098387688
dividend => 1.0684712963719523
revs => 1.0605348402454007
2 => 0.9584134178776895
profit => 0.9527070568453881
:CL-70{n=3 c=[5.2:2.218, purchase:1.351, its:1.582, jon:2.314, pct:0.728, sells:1.736, conn:2.314, 43
Top Terms:
suffield => 9.197958787282309
coastal => 6.0607062975565595
bancorp => 5.029331684112549
financial => 4.786749045054118
ssbk => 4.628533045450847
csbk => 4.628533045450847
approval => 3.444448153177897
approved => 2.971928596496582
still => 2.953662554423014
reserve => 2.869161287943522
banking => 2.7941761016845703
department => 2.689385732014974
corp => 2.649064302444458
federal => 2.5286110242207847
board => 2.423128286997477
35.83 => 2.3142665227254233
conn => 2.3142665227254233
jon => 2.3142665227254233
hartford => 2.3142665227254233
requires => 2.2183725039164224
:CL-894{n=2 c=[0.8:3.216, bring:2.548, 160:3.125, purchase:2.865, 42,000:3.471, enhance:3.125, grade:
Top Terms:
consolidated => 10.461167335510254
tvx => 10.414199829101562
gold => 10.242640733718872
ounces => 7.440647602081299
mining => 6.616506099700928
teles => 6.363783836364746
pires => 6.363783836364746
astro => 5.19600772857666
cmp => 5.19600772857666
aggregates => 5.19600772857666
novo => 5.19600772857666
cons => 5.19600772857666
acquire => 4.863358020782471
platinum => 4.548092365264893
agreed => 4.51137638092041
produce => 4.2486491203308105
mine => 4.132464408874512
company => 3.970919370651245
cash => 3.963874101638794
buy => 3.8982770442962646
:CL-1028{n=51 c=[development:0.081, 2,961,718:0.272, 5.6:0.123, provision:0.107, 12.1:0.351, 66.2:0.1
Top Terms:
vs => 7.043241140889187
net => 4.7405598210353475
cts => 4.465851456511254
shr => 4.336588223775228
mln => 3.7344029721091774
avg => 3.497848407894957
shrs => 3.422740431392894
qtr => 3.2954428382948335
revs => 3.10924404742671
4th => 2.126111208223829
dlrs => 2.0015935290093516
jan => 1.9199237262501436
oper => 1.8900942521936752
note => 1.7032199373432235
mths => 1.703201882979449
inc => 1.379326254713769
loss => 1.3523094700831992
31 => 1.3297953278410668
year => 1.2787316873961805
sales => 1.2327233763302075
:VL-13{n=1 c=[inc:2.239, its:1.966, considerations:6.943, pct:2.183, likely:4.150, year:2.091, due:4.
Top Terms:
sealy => 10.39201545715332
mattress => 10.39201545715332
acquisitions => 9.125868797302246
quarter => 8.546036720275879
ohio => 7.744887351989746
considerations => 6.9427995681762695
conducting => 6.9427995681762695
middle => 6.655117511749268
82 => 6.431973934173584
first => 6.317219257354736
administrative => 6.24965238571167
delay => 6.24965238571167
connection => 6.09550142288208
noting => 5.961970329284668
substantially => 5.961970329284668
expenses => 5.961970329284668
2.4 => 5.961970329284668
earned => 5.643516540527344
related => 5.333361625671387
year's => 5.333361625671387
:VL-938{n=4 c=[trading:1.401, purchase:1.013, south:1.136, 326:1.736, refined:3.216, its:0.492, tonne
Top Terms:
tonnes => 8.929713010787964
palm => 8.287851095199585
oil => 7.812533974647522
rbd => 5.680498123168945
6,000 => 4.823980450630188
fat => 4.592230319976807
pakistan => 4.419171333312988
oils => 4.3101701736450195
vegetable => 4.132464408874512
imports => 3.502613067626953
bleached => 3.4713997840881348
deodorised => 3.4713997840881348
shipments => 3.463688373565674
rapeseed => 3.327558755874634
refined => 3.215986967086792
weight => 3.215986967086792
fats => 3.124826192855835
actual => 3.04775071144104
tomorrow => 2.960983157157898
exports => 2.948784351348877
:VL-661{n=794 c=[0.7:0.023, 2.61:0.024, 32.60:0.017, 320:0.024, 5.2:0.008, allegations:0.008, bache:0
Top Terms:
said => 1.5445106302761011
3 => 1.088610257700048
pct => 1.0228079620476633
mar => 0.9901081434725514
reuter => 0.962561935261455
dlrs => 0.9482732215516213
2 => 0.9386555689107862
mln => 0.9340136660736814
its => 0.8652405522632358
from => 0.8250260599314115
company => 0.7475505667909867
inc => 0.7159755878544575
corp => 0.6822212243860855
has => 0.6684695581344874
year => 0.6420174762043604
u.s => 0.6341965246560892
new => 0.6280123415761991
march => 0.5698164941682022
26 => 0.5515823763623946
feb => 0.543281447677228
:VL-1101{n=1 c=[trading:3.964, determined:5.476, its:2.780, discovered:6.943, halted:6.655, 40:3.998,
Top Terms:
acustar => 10.39201545715332
unauthorized => 9.818601608276367
discovered => 6.9427995681762695
halted => 6.655117511749268
counter => 6.431973934173584
extent => 5.961970329284668
investigation => 5.961970329284668
requested => 5.844187259674072
underway => 5.844187259674072
determined => 5.476462364196777
announcement => 5.4023542404174805
accounts => 5.268823146820068
yet => 5.096972465515137
activity => 5.096972465515137
action => 4.905917644500732
problem => 4.905917644500732
significant => 4.863358020782471
corporate => 4.745574951171875
account => 4.709207057952881
has => 4.460541248321533
:VL-894{n=1 c=[0.8:6.432, bring:5.097, 160:6.250, 42,000:6.943, enhance:6.250, grade:5.844, owns:5.04
Top Terms:
tvx => 20.828399658203125
consolidated => 15.183507919311523
ounces => 14.881295204162598
gold => 13.349613189697266
mining => 13.233012199401855
teles => 12.727567672729492
pires => 12.727567672729492
cmp => 10.39201545715332
novo => 10.39201545715332
astro => 10.39201545715332
acquire => 9.726716041564941
platinum => 9.096184730529785
produce => 8.497298240661621
mine => 8.264928817749023
property => 7.365504741668701
29.4 => 6.9427995681762695
42,000 => 6.9427995681762695
precious => 6.9427995681762695
interest => 6.813365459442139
brazil => 6.659824371337891
:VL-850{n=22 c=[began:0.229, raises:0.498, recently:0.225, each:0.352, purchase:0.184, receive:0.209,
Top Terms:
payable => 3.9238048683513296
dividend => 3.8766553185202857
split => 3.5494242798198354
record => 3.5035843415693804
march => 2.983242164958607
cts => 2.8441741466522217
payout => 2.733745401555842
stock => 2.722039157694036
declared => 2.6759550788185815
quarterly => 2.603825330734253
share => 2.598205490545793
shareholders => 2.0954100001942026
board => 2.0509930849075317
holders => 1.9578023823824795
its => 1.9245253042741255
april => 1.9012878266247837
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