In [1]:
from datetime import datetime
import random
from itertools import combinations
import numpy as np
from sklearn.cluster import AgglomerativeClustering
import scipy.cluster.hierarchy as sch
from sklearn.cluster import SpectralClustering
import networkx as nx
import matplotlib.pyplot as plt
from sklearn import metrics
from spectral import MySpectralClustering
import os.path
import pickle
%matplotlib inline
In [2]:
global BRANDS_LIST #List of Brand Names
global BRAND_FOLLOWERS #Dictionary[Brand] = [Brand Followers]
global C_DIST_MAT #Condensed Distance Matrix
global DIST_MAT #Distance Matrix
global Z
global CLUSTERS #Dictionary of Clusters
global N_BRANDS #Number of Brands
global N_CLUSTERS #Number of Clusters
In [3]:
#MAX_ROWS = 1404 #Maximum number of lines in file
MAX_ROWS = 571
#N_BRANDS = 1404 #Number of Brands
N_BRANDS = 571
N_CLUSTERS = 8 #Number of Clusters
In [4]:
def store(variable, name):
try:
out_file = open('data/'+name+'.pkl', 'wb')
pickle.dump(variable, out_file)
out_file.close()
return True
except:
return False
def load(name):
file_name = name+'.pkl'
if os.path.exists('data/'+file_name):
in_file = open(file_name, 'rb')
variable = pickle.load(in_file)
in_file.close()
return variable
else:
return None
In [23]:
def check_data_file():
if os.path.exists('data/brand_followers.tsv'): # Do not run this more than more
out_file = open("data/brand_followers_fixed.tsv","w")
with open('data/brand_followers.tsv','r') as data_file:
data = data_file.read()
data = data.replace('1114073faithhill','1114073\nfaithhill')
out_file.write(data)
out_file.close()
os.remove('data/brand_followers.tsv')
return True
elif os.path.exists('data/brand_followers_fixed.tsv'):
#out_file = open("brand_followers_fixed.tsv","w")
#with open('brand_followers_final.tsv','r') as data_file:
#data = data_file.read()
#followers = data.split()
#if len(followers) > 50:
#out_file.write(data)
#out_file.close()
#os.remove('brand_followers_final.tsv')
return True
elif os.path.exists('data/brand_followers_final.tsv'):
return True
return False
In [24]:
if check_data_file():
print('Data file is ready for use.')
else:
print('Oops! Something went wrong here. Data file is not ready.')
Data file is ready for use.
In [6]:
def load_data(number_of_brands_to_load=MAX_ROWS, verbose=False):
global BRANDS_LIST
global BRAND_FOLLOWERS
global N_BRANDS
global G
start = datetime.now()
BRAND_FOLLOWERS = {}
BRANDS_LIST = []
#G = nx.Graph()
# Selecting random brands to load
if number_of_brands_to_load!= MAX_ROWS:
choices = random.sample(range(1,MAX_ROWS), number_of_brands_to_load)
max_row_id = max(choices)
else:
choices = range(1,MAX_ROWS+1)
max_row_id = MAX_ROWS
row_id = 0 #Line number
skipped = 0 #to track number of lines skip
#with open('data/brand_followers_final.tsv') as data_file:
with open('data/brand_followers_corrected_full.tsv') as data_file:
for row in data_file:
row_id += 1
if row_id in choices: #Randomly selecting brands
followers = row.split()
brand = followers.pop(0)
if len(followers) > 1000: #Filtering brands with less than 50 followers
BRAND_FOLLOWERS[brand] = set([int(x) for x in followers])
BRANDS_LIST.append(brand)
#G.add_node(brand)
if verbose:
print(row_id,'Added',brand,'- Followers:',len(followers))
else:
skipped +=1
if verbose:
print(row_id,'Skipped',brand,'- Followers:',len(followers))
if row_id == MAX_ROWS or row_id==max_row_id:
stop = datetime.now()
N_BRANDS = number_of_brands_to_load - skipped
print('Loaded',N_BRANDS, 'rows in time',stop-start)
break
return
In [7]:
load_data(N_BRANDS, verbose=True)
1 Added 100percentpure - Followers: 11429
2 Added 18rabbits - Followers: 1789
3 Added 34degrees - Followers: 2697
4 Added 5hourenergy - Followers: 18694
5 Added 7daysinutopia - Followers: 1505
6 Added 7up - Followers: 110246
7 Added 8oclockcoffee - Followers: 24860
8 Added 8thcontinentsoy - Followers: 1950
9 Added abreva - Followers: 2433
10 Added acer - Followers: 47016
11 Added acneorg - Followers: 4404
12 Added activia - Followers: 5682
13 Added acureorganics - Followers: 7438
14 Added adidas - Followers: 500000
15 Added advilrelief - Followers: 19120
16 Added afterglow - Followers: 2341
17 Added airheads - Followers: 17691
18 Added alaffiaskincare - Followers: 2868
19 Added alchimieforever - Followers: 2285
20 Added alimapure - Followers: 5366
21 Added allegraotc - Followers: 1543
22 Added allegrocoffee - Followers: 3417
23 Added allure_magazine - Followers: 424996
24 Added alternahaircare - Followers: 25601
25 Added alvaradostreet - Followers: 2169
26 Added always - Followers: 28749
27 Added amanabrand - Followers: 10870
28 Added americanapparel - Followers: 504999
29 Added american_girl - Followers: 18089
30 Added ampenergy - Followers: 19763
31 Added ancientharvest - Followers: 3852
32 Added annieshomegrown - Followers: 107459
33 Added anntaylor - Followers: 78739
34 Added anthropologie - Followers: 500000
35 Added antimonkeybutt - Followers: 1106
36 Added aprioribeauty - Followers: 2037
37 Added aquafina - Followers: 4075
38 Added aquaphorus - Followers: 18092
39 Added arbonne - Followers: 36358
40 Added arcona_la - Followers: 1609
41 Added ardell_lashes - Followers: 49476
42 Added armani - Followers: 504999
43 Added artisanafoods - Followers: 1599
44 Added artistryus - Followers: 60436
45 Added astonmartin - Followers: 500000
46 Added asus - Followers: 457206
47 Added athenos - Followers: 7687
48 Added att - Followers: 504997
49 Added aubreyorganicsi - Followers: 1632
50 Added audi - Followers: 500000
51 Added auracacia - Followers: 4769
52 Added aveda - Followers: 105147
53 Added aveneusa - Followers: 8523
54 Added avoninsider - Followers: 116393
55 Added axe - Followers: 134029
56 Added azzaro - Followers: 3395
57 Added babiesrus - Followers: 114169
58 Added babobotanicals - Followers: 3296
59 Added babyblanketgift - Followers: 1438
60 Added babyganics - Followers: 22277
61 Added baby_magic - Followers: 11681
62 Added bahlsenbiscuits - Followers: 7095
63 Added bakeryonmain - Followers: 2960
64 Added balancebar - Followers: 7601
65 Added ballaformen - Followers: 1734
66 Added bambinomio - Followers: 5436
67 Added bananaboat - Followers: 8002
68 Added barbarasbakery - Followers: 8362
69 Added barbasolshave - Followers: 9394
70 Added bareminerals - Followers: 198459
71 Added barielle - Followers: 4489
72 Added barilla - Followers: 24429
73 Added barkeeperfriend - Followers: 13845
74 Added barsfoods - Followers: 1593
75 Added basic4veg - Followers: 2499
76 Added bathbodyworks - Followers: 294457
77 Added bauschlomb - Followers: 14600
78 Added bayerus - Followers: 35736
79 Added bayescleaners - Followers: 8116
80 Added bblondehair - Followers: 8410
81 Added bbuttonsbabies - Followers: 1880
82 Added bdbrows - Followers: 5396
83 Added beauticontrol - Followers: 4583
84 Added belkin - Followers: 22825
85 Added benandjerrys - Followers: 320005
86 Added benefitbeauty - Followers: 504997
87 Added beneful - Followers: 21461
88 Added benetton - Followers: 34344
89 Added bentleymotors - Followers: 504996
90 Added bertolli - Followers: 23689
91 Added bestfoods - Followers: 7976
92 Added better_oats - Followers: 4646
93 Added bettycrocker - Followers: 150530
94 Added bettylousinc - Followers: 2174
95 Added bhcosmetics - Followers: 122565
96 Added bigelowtea - Followers: 23931
97 Added billyjealousy - Followers: 3577
98 Added biodermalabuk - Followers: 6793
99 Added bioelements - Followers: 3621
100 Added biokleenhome - Followers: 5334
101 Added biooiluk - Followers: 3442
102 Added birdseye - Followers: 15513
103 Added bissellclean - Followers: 17344
104 Added blackberry - Followers: 504997
105 Added blackopalbeauty - Followers: 5750
106 Added blinc - Followers: 8269
107 Added blissspa - Followers: 30548
108 Added bluebeardsusa - Followers: 2089
109 Added blue_bunny - Followers: 63974
110 Added bluediamond - Followers: 17054
111 Added blueqness - Followers: 2973
112 Added bmsnews - Followers: 98230
113 Added bmwusa - Followers: 419837
114 Added bobsredmill - Followers: 84272
115 Added bodyglide - Followers: 5811
116 Added bodyimage - Followers: 3787
117 Added boironusa - Followers: 11858
118 Added bolthousefarms - Followers: 17045
119 Added boogiemom - Followers: 14122
120 Added bosciaskincare - Followers: 9692
121 Added bose - Followers: 169703
122 Added bostonmarket - Followers: 19305
123 Added braunus - Followers: 39781
124 Added bravesldier - Followers: 3996
125 Added brazilianblwout - Followers: 6852
126 Added breyers - Followers: 102898
127 Added bronnerbros - Followers: 18591
128 Added bugatti - Followers: 334780
129 Added buick - Followers: 211499
130 Added buitoniusa - Followers: 7371
131 Added bulbrite - Followers: 9811
132 Added bulldogskincare - Followers: 7650
133 Added bumble - Followers: 42862
134 Added bumblebar - Followers: 1148
135 Added bumboosa - Followers: 2172
136 Added bumgenius - Followers: 20588
137 Added bummis - Followers: 12003
138 Added burberry - Followers: 500000
139 Added burtsbees - Followers: 107362
140 Added butterfinger - Followers: 86973
141 Added butterlondon - Followers: 65154
142 Added cabotcheese - Followers: 23820
143 Added cadburyuk - Followers: 293576
144 Added cadillac - Followers: 504999
145 Added caffesanora - Followers: 2411
146 Added calvinklein - Followers: 500000
147 Added campbellschunky - Followers: 11488
148 Added candiesbrand - Followers: 64199
149 Added caneandaustin - Followers: 1310
150 Added canidaepetfood - Followers: 13962
151 Added canonusa - Followers: 115936
152 Added carabnaturally - Followers: 2887
153 Added cardinalhealth - Followers: 10617
154 Added caress - Followers: 9951
155 Added caribou_coffee - Followers: 126238
156 Added carmex - Followers: 25563
157 Added carolsdaughter - Followers: 49559
158 Added cartenoireuk - Followers: 18423
159 Added casbahhamilton - Followers: 8401
160 Added cascadianfarm - Followers: 9453
161 Added casio_usa - Followers: 3351
162 Added caswellmassey - Followers: 1875
163 Added caudalieus - Followers: 6395
164 Added cedarlanefoods - Followers: 2393
165 Added celadrin1 - Followers: 1526
166 Added celazome - Followers: 2461
167 Added celestialtea - Followers: 18092
168 Added chanel - Followers: 504998
169 Added chapstick - Followers: 5635
170 Skipped chavrie - Followers: 999
171 Added cheerios - Followers: 74593
172 Added cheezit - Followers: 41743
173 Added chefboyardee - Followers: 9538
174 Added chevrolet - Followers: 504998
175 Added chexcereal - Followers: 16833
176 Added chinaglaze - Followers: 133332
177 Added chipsahoy - Followers: 15243
178 Added chobani - Followers: 104352
179 Added chrysler - Followers: 194872
180 Added chuaochocoholic - Followers: 11561
181 Added ciaobellagelato - Followers: 5743
182 Added cisco - Followers: 504999
183 Added claim_jumper - Followers: 4038
184 Added clairolcolor - Followers: 74186
185 Added clarisonic - Followers: 54144
186 Added claussenpickles - Followers: 2200
187 Added cleanandclear - Followers: 120314
188 Added cleanwell - Followers: 4348
189 Added clearasil - Followers: 11987
190 Added clifbar - Followers: 132366
191 Added clorox - Followers: 105826
192 Added coastalscents - Followers: 40655
193 Added cobigelowny - Followers: 2138
194 Added cocacola - Followers: 504998
195 Added coffee_mate - Followers: 56395
196 Added coldeeze - Followers: 4191
197 Added colgate - Followers: 53101
198 Added colorescience - Followers: 3693
199 Added combos - Followers: 3869
200 Added conairbeauty - Followers: 13515
201 Added coola_suncare - Followers: 4705
202 Added corazonas - Followers: 1292
203 Added cosmedix - Followers: 1908
204 Added cosmermaid - Followers: 8284
205 Added cottonelle - Followers: 36108
206 Added covergirl - Followers: 504997
207 Added crabtreeevelyn - Followers: 5561
208 Added crackerbarrel - Followers: 102094
209 Added crackerjackd - Followers: 3685
210 Added cream_of_wheat - Followers: 25992
211 Added cremeofnature - Followers: 4931
212 Added crest - Followers: 73513
213 Added croftersorganic - Followers: 10671
214 Added crushfoods - Followers: 3599
215 Added crystallight - Followers: 21437
216 Added ctcsquares - Followers: 17214
217 Added cuddleclones - Followers: 3616
218 Added cuisinart - Followers: 13795
219 Added curve - Followers: 13821
220 Added customnails - Followers: 1669
221 Added cvsbeautyclub - Followers: 93644
222 Added cwhairlondon - Followers: 10245
223 Added dacorkitchen - Followers: 13783
224 Added daisyhealthrd - Followers: 2588
225 Added danieleinc - Followers: 1909
226 Added dannon - Followers: 25108
227 Added dasaniwater - Followers: 13255
228 Added davesgourmet - Followers: 3134
229 Added davinesofficial - Followers: 7948
230 Added dawndish - Followers: 14449
231 Added ddfskincare - Followers: 2643
232 Added deans_beans - Followers: 2004
233 Added deborahlippmann - Followers: 38160
234 Added decleorskincare - Followers: 3520
235 Added delallofoods - Followers: 6092
236 Added deliskincare - Followers: 20401
237 Added dell - Followers: 504999
238 Added delmonte - Followers: 18690
239 Added dentek - Followers: 5051
240 Added dermadoctor - Followers: 6819
241 Added derma_e - Followers: 14328
242 Added dermalogica - Followers: 35080
243 Added dermorganic - Followers: 6840
244 Added devotedcreation - Followers: 4804
245 Added dgskincare - Followers: 17619
246 Added dial - Followers: 10630
247 Added diapersdotcom - Followers: 24185
248 Added dietcoke - Followers: 317798
249 Added dietpepsi - Followers: 87860
250 Added digiornopizza - Followers: 102705
251 Added dior - Followers: 500000
252 Added discover - Followers: 90319
253 Added disney - Followers: 500000
254 Added dlink - Followers: 41592
255 Added doctorsmiths - Followers: 5414
256 Added dodge - Followers: 500000
257 Added dolcegabbana - Followers: 500000
258 Added doletweets - Followers: 9477
259 Added domtarcorp - Followers: 2079
260 Added doritos - Followers: 500000
261 Added dove - Followers: 190547
262 Added dovechocolate - Followers: 37994
263 Added downy - Followers: 94648
264 Added dpolaner - Followers: 3181
265 Added dragonage - Followers: 226052
266 Added drbronner - Followers: 37695
267 Added dreamdrystyle - Followers: 4500
268 Added dreft - Followers: 24256
269 Added drhauschka_usa - Followers: 5030
270 Added drinkcheerwine - Followers: 8662
271 Added drinktampico - Followers: 7529
272 Added drmiracles - Followers: 8971
273 Added droetkerbaking - Followers: 7164
274 Added droppslaundry - Followers: 1898
275 Added drpepper - Followers: 414773
276 Added drpraegers - Followers: 3750
277 Added dum_dums - Followers: 3746
278 Added dunkindonuts - Followers: 504998
279 Added duracell - Followers: 81051
280 Added durex_usa - Followers: 17731
281 Added duwopcosmetics - Followers: 1828
282 Added eaglepack - Followers: 2816
283 Added earthboundfarm - Followers: 26242
284 Added earthlite - Followers: 2520
285 Added earthsbest - Followers: 9885
286 Added eas - Followers: 16809
287 Added eatliquidgold - Followers: 15398
288 Added eatsmartscales - Followers: 12344
289 Added eatwholly - Followers: 25707
290 Added eccobella - Followers: 2545
291 Added eckounltd - Followers: 20585
292 Added eckrichmeats - Followers: 25612
293 Added ecodiscoveries - Followers: 5373
294 Added ecolips - Followers: 2441
295 Added eco_me - Followers: 1992
296 Added ecotools - Followers: 16710
297 Added ecotouch - Followers: 3431
298 Added edenfoods - Followers: 11984
299 Added edgeshavegel - Followers: 23235
300 Added eggplantpeople - Followers: 19914
301 Added electrolux - Followers: 55941
302 Added elementbars - Followers: 1920
303 Added elemis - Followers: 37574
304 Added elfcosmetics - Followers: 306331
305 Added elizabetharden - Followers: 93370
306 Added ellaskitchenusa - Followers: 13096
307 Added ellentracynyc - Followers: 1104
308 Added eltamd - Followers: 3470
309 Added embryolisseusa - Followers: 5271
310 Added empirekosher - Followers: 1509
311 Added essentiaphwater - Followers: 18252
312 Added estroven - Followers: 3003
313 Added eucerinus - Followers: 44855
314 Added eukanuba - Followers: 15139
315 Added evelom - Followers: 6178
316 Added everymanjack - Followers: 5796
317 Added evianwater - Followers: 35871
318 Added evolvekefir - Followers: 1083
319 Added fab - Followers: 73058
320 Added fageusa - Followers: 96949
321 Added fagorind_eng - Followers: 1392
322 Added faithinnature - Followers: 6066
323 Added fancyfeast - Followers: 13120
324 Added fanta - Followers: 151982
325 Added farmrichsnacks - Followers: 13532
326 Added farouksystems - Followers: 4858
327 Added faygo - Followers: 22369
328 Added febreze_fresh - Followers: 63848
329 Added feelgoodfoods - Followers: 4698
330 Added fekkai - Followers: 9727
331 Added fendi - Followers: 380895
332 Added ferrariusa - Followers: 208894
333 Added ferrocosmetics - Followers: 1565
334 Added fiberone - Followers: 22873
335 Added finlandiavodka - Followers: 8231
336 Added firstaidbeauty - Followers: 9570
337 Added fischernwieser - Followers: 1115
338 Added fishernutsbrand - Followers: 4069
339 Added fisherpaykelus - Followers: 5711
340 Added fisherprice - Followers: 51001
341 Added flatearthbrew - Followers: 7540
342 Added flatoutbread - Followers: 10108
343 Added flavorice_pops - Followers: 1796
344 Added fmchocolate - Followers: 1745
345 Added food_for_life - Followers: 5302
346 Added foodsalive - Followers: 3516
347 Added footsmart - Followers: 2103
348 Added ford - Followers: 504996
349 Added formaggio - Followers: 11645
350 Added fosterfarms - Followers: 2554
351 Added foxandjane - Followers: 1237
352 Added freemanbeauty - Followers: 2908
353 Added freepeople - Followers: 248848
354 Added frenchmeadow - Followers: 2504
355 Added frenchsuk - Followers: 3700
356 Added freschetta - Followers: 18996
357 Added frigidaire - Followers: 11217
358 Added friskies - Followers: 22669
359 Added fritolay - Followers: 288252
360 Added frs - Followers: 17220
361 Added fstg_chips - Followers: 10872
362 Added fttv - Followers: 6084
363 Added funkymonkeysnck - Followers: 4541
364 Added fusion_beauty - Followers: 9568
365 Added fuzzibunz - Followers: 14059
366 Added fyhmarket - Followers: 2648
367 Added gabrielcosmetic - Followers: 10475
368 Added gain - Followers: 84017
369 Added gardein - Followers: 35048
370 Added gardentime1 - Followers: 1608
371 Added garmin - Followers: 125475
372 Added gatorade - Followers: 338912
373 Added gdiapers - Followers: 8491
374 Added generalmills - Followers: 71825
375 Added genesistoday - Followers: 4666
376 Added ge_reports - Followers: 57045
377 Added getolympus - Followers: 30682
378 Added gf_insider - Followers: 13197
379 Added ghdnorthamerica - Followers: 3490
380 Added ghostfragrances - Followers: 11433
381 Added gillette - Followers: 84916
382 Added givenchy - Followers: 504999
383 Added glade - Followers: 45727
384 Added glennys - Followers: 1428
385 Added glominerals - Followers: 8812
386 Added glutenfreeda - Followers: 10635
387 Added glutinofoods - Followers: 37215
388 Added gmtgiftbaskets - Followers: 13751
389 Added gnclivewell - Followers: 216261
390 Added goddessgarden - Followers: 3779
391 Added godiva - Followers: 47135
392 Added goldenpath - Followers: 1890
393 Added gonecrackers - Followers: 8390
394 Added goodcleanlove - Followers: 3406
395 Added goodearthtea - Followers: 5830
396 Added gopicnic - Followers: 4910
397 Added gortonsseafood - Followers: 7824
398 Added got2busa - Followers: 5772
399 Added govoskos - Followers: 7068
400 Added grabgreen - Followers: 2506
401 Added graftobian - Followers: 5872
402 Added grandmamauds - Followers: 1869
403 Added greengiant - Followers: 35880
404 Added greenworks - Followers: 4257
405 Added groominglounge - Followers: 9063
406 Added guayaki - Followers: 9995
407 Added guerlain - Followers: 27024
408 Added guess - Followers: 340950
409 Added h2oplususa - Followers: 6742
410 Added haagendazs_us - Followers: 36055
411 Added hairformula37 - Followers: 1111
412 Added hannaford - Followers: 8540
413 Added hansensnatural - Followers: 2727
414 Added harmankardon - Followers: 15198
415 Added harneytea - Followers: 12887
416 Added hboats - Followers: 4396
417 Added hdnaturals - Followers: 1752
418 Added headblade - Followers: 4943
419 Added healthy_choice - Followers: 14024
420 Added hellmanns - Followers: 31632
421 Added hennahut - Followers: 14653
422 Added herbacinusa - Followers: 1834
423 Added herbalessences - Followers: 50540
424 Added herbalwater - Followers: 5666
425 Added herban_cowboy - Followers: 1976
426 Added hersheys - Followers: 174132
427 Added hiballenergy - Followers: 14846
428 Added hichew - Followers: 5743
429 Added hickoryfarms - Followers: 11520
430 Added hillshirefarm - Followers: 9661
431 Added hinoderice - Followers: 1996
432 Added hitachi_us - Followers: 6825
433 Added hodgsonmill - Followers: 2388
434 Added holisticselect - Followers: 6533
435 Added hollisterco - Followers: 504997
436 Added homefreetreats - Followers: 1851
437 Added homeruninn - Followers: 5158
438 Added honda - Followers: 500000
439 Added honesttea - Followers: 56687
440 Added honeymaidsnacks - Followers: 20730
441 Added honeystinger - Followers: 20964
442 Added horizon_organic - Followers: 27065
443 Added hormelfoods - Followers: 53090
444 Added hostess_snacks - Followers: 91836
445 Added hotpockets - Followers: 21382
446 Added hourglassmakeup - Followers: 124986
447 Added hp - Followers: 500000
448 Added htcusa - Followers: 231128
449 Added hubertslemonade - Followers: 6810
450 Added huggies - Followers: 82458
451 Added hugoboss - Followers: 504996
452 Added humminbirdfish - Followers: 14701
453 Added huntschef - Followers: 4474
454 Added hydropeptide - Followers: 2375
455 Added hydroxatone - Followers: 3535
456 Added hylandshealth - Followers: 4122
457 Added hypehair - Followers: 13942
458 Added hyundai - Followers: 298268
459 Added iams - Followers: 19028
460 Added iansnaturalfood - Followers: 3159
461 Added ibm - Followers: 329003
462 Added illamasqua - Followers: 123338
463 Added illyissimo - Followers: 14958
464 Added indelight - Followers: 30215
465 Added indigowild - Followers: 5986
466 Added instyle - Followers: 504999
467 Added iqnatural - Followers: 1250
468 Added islandseasoning - Followers: 6523
469 Added isseymiyakenyc - Followers: 9229
470 Added itcosmetics - Followers: 59180
471 Added ito_en - Followers: 4426
472 Added itsa10haircare - Followers: 6897
473 Added ivory - Followers: 11935
474 Added izze - Followers: 18971
475 Added jabra_us - Followers: 9647
476 Added jackdaniels_us - Followers: 183559
477 Added jacklinks - Followers: 19736
478 Added jaguarusa - Followers: 504998
479 Added janmarini - Followers: 8890
480 Added jarritosnation - Followers: 6863
481 Added jblaudio - Followers: 129800
482 Added jeep - Followers: 504995
483 Added jello - Followers: 12638
484 Added jennairusa - Followers: 7176
485 Added jergensus - Followers: 1678
486 Added jewelosco - Followers: 5980
487 Added jif - Followers: 14102
488 Added jimmydean - Followers: 12284
489 Added johnfriedaus - Followers: 10852
490 Added johnsonville - Followers: 27932
491 Added joico - Followers: 24764
492 Added jollytimepops - Followers: 2887
493 Added jonessodaco - Followers: 16448
494 Added joseolecentral - Followers: 10839
495 Added josie_maran - Followers: 45727
496 Added jouercosmetics - Followers: 14568
497 Added joyfulbathco - Followers: 3911
498 Added jrwatkins - Followers: 5177
499 Added juicycouture - Followers: 154189
500 Added julepmaven - Followers: 54729
501 Added junebeebaby - Followers: 1116
502 Added jurliqueusa - Followers: 2198
503 Added jvc_usa - Followers: 14687
504 Added kaplanmd - Followers: 3115
505 Added kashifoods - Followers: 12600
506 Added kavajavacoffee - Followers: 2082
507 Added kelloggcompany - Followers: 37731
508 Added kenra_haircare - Followers: 7196
509 Added kerastaseusa - Followers: 13940
510 Added kerrygoldusa - Followers: 11886
511 Added kettlebrand - Followers: 148739
512 Added kevyn_aucoin - Followers: 41065
513 Added kia - Followers: 282301
514 Added kibblesnbits - Followers: 2750
515 Added kiehls - Followers: 81643
516 Added kikkomankitchen - Followers: 11656
517 Added killerbread - Followers: 13106
518 Added kindsnacks - Followers: 68848
519 Added kingbiodotcom - Followers: 1179
520 Added kraftheinzco - Followers: 10218
521 Added kyanicorp - Followers: 7170
522 Added lorealparisusa - Followers: 406015
523 Added minutemaid - Followers: 6708
524 Added monogramappl - Followers: 6035
525 Added naturespath - Followers: 58553
526 Added no7usa - Followers: 8222
527 Added obagi - Followers: 11331
528 Added phyto_usa - Followers: 9315
529 Added powerade - Followers: 151333
530 Added powerbar - Followers: 17348
531 Added prana - Followers: 37989
532 Added premierdeadsea_ - Followers: 4606
533 Added prescriptives - Followers: 2888
534 Added pretzelcrisps - Followers: 32321
535 Added pringles - Followers: 377352
536 Added pritinyc - Followers: 4033
537 Added proactiv - Followers: 36468
538 Added propel_water - Followers: 4316
539 Added pr_organicsusa - Followers: 4889
540 Added prttypeaushun - Followers: 2061
541 Added puffs - Followers: 26820
542 Added pukkaherbs - Followers: 20043
543 Added purell - Followers: 23003
544 Added puresilkshave - Followers: 6320
545 Added purex - Followers: 104380
546 Added purinaonedog - Followers: 23445
547 Added purityvodka - Followers: 3678
548 Added qtips - Followers: 10822
549 Added quaker - Followers: 186042
550 Added quiltednorthern - Followers: 7592
551 Added quornus - Followers: 3013
552 Added ralphlauren - Followers: 504999
553 Added realcaboodles - Followers: 4549
554 Added reallunchables - Followers: 5885
555 Added realpurity - Followers: 2857
556 Added realrevivalabs - Followers: 2017
557 Added redbaronpizza - Followers: 11497
558 Added redbull - Followers: 504997
559 Added redflowernyc - Followers: 2429
560 Added redken5thave - Followers: 76647
561 Added redvines - Followers: 65361
562 Added reedsgingerbrew - Followers: 7526
563 Added regenepureqanda - Followers: 1031
564 Added renefurtererus - Followers: 2059
565 Added repechage - Followers: 2554
566 Added republicoftea - Followers: 12218
567 Added shopritestores - Followers: 16773
568 Skipped spraywithprotan - Followers: 317
569 Added thecoffeebean - Followers: 233080
570 Added thedivacup - Followers: 11953
571 Added vichy_usa - Followers: 3642
Loaded 569 rows in time 0:07:02.253341
In [9]:
#store(BRAND_FOLLOWERS, 'BRAND_FOLLOWERS')
#BRAND_FOLLOWERS = load('BRAND_FOLLOWERS')
#store(BRANDS_LIST, 'BRANDS_LIST')
#BRANDS_LIST = load('BRANDS_LIST')
Out[9]:
True
In [8]:
unique_followers = {}
with open('data/brand_followers_final.tsv') as data_file:
for row in data_file:
followers = row.split()
brand = followers.pop(0)
if len(followers) > 1000: #Filtering brands with less than 50 followers
for x in followers:
f = int(x)
if f not in unique_followers.keys():
unique_followers[f] = 1
else:
unique_followers[f] += 1
print('No. of Unique Followers', len(unique_followers.keys()))
No. of Unique Followers 35462028
In [ ]:
hist, bins = np.histogram(np.asarray(list(unique_followers.values())),bins=50)
width = 0.9 * (bins[1] - bins[0])
center = (bins[:-1] + bins[1:]) / 2
plt.yscale("log")
plt.bar(center, hist, align='center', width=width)
plt.title('Followers Count Vs Brands Followed')
#Free Memory
del unique_followers
In [10]:
DIST_MAT = load('DIST_MAT')
C_DIST_MAT = load('C_DIST_MAT')
In [7]:
def compute_distance_matrix():
global BRANDS_LIST
global BRAND_FOLLOWERS
global C_DIST_MAT
global DIST_MAT
global N_BRANDS
#global G
start = datetime.now()
DIST_MAT = np.zeros((N_BRANDS,N_BRANDS))
C_DIST_MAT = []
edges = 0
for tuple_pair in combinations(enumerate(BRANDS_LIST),2):
#tuple_pair = (b1_idx, b1_name)(b2_idx, b2_name)
b1 = BRAND_FOLLOWERS[tuple_pair[0][1]]
b2 = BRAND_FOLLOWERS[tuple_pair[1][1]]
#Jaccard Similarity Measure
common_connections = len(b1.intersection(b2))
total_connections = len(b1) + len(b2) - common_connections #More efficient than set(b1).union(b2)
weight = common_connections/total_connections
#Condensed Distance Matrix
C_DIST_MAT.append(1.0 - weight)
#Symmetrix Distance Matrix
DIST_MAT[tuple_pair[0][0] , tuple_pair[1][0]] = DIST_MAT[tuple_pair[1][0] , tuple_pair[0][0]] = 1.0 - weight
#Graph
#if weight != 0.0:
#G.add_edge(tuple_pair[0][1],tuple_pair[1][1], weight = weight)
edges += 1
if edges%80000 == 0:
print(edges, 'edges loaded.')
stop = datetime.now()
print('Created',N_BRANDS * (N_BRANDS-1),'Condensed Distance Matrix')
print('Created',N_BRANDS,'x',N_BRANDS,'Distance Matrix')
#print('Created Graph of',G.number_of_nodes(),'nodes with',G.number_of_edges(),'edges')
print('Elapsed Time',stop-start)
#Freeing Memory - No point in heavy lifting after this point for the current implementation
BRAND_FOLLOWERS = {}
return
In [8]:
compute_distance_matrix()
80000 edges loaded.
160000 edges loaded.
Created 323192 Condensed Distance Matrix
Created 569 x 569 Distance Matrix
Elapsed Time 0:04:29.586217
In [9]:
print('Min:',np.amin(C_DIST_MAT))
print('Max:',np.amax(C_DIST_MAT))
print('Median:',np.median(C_DIST_MAT))
print('Mean:',np.mean(C_DIST_MAT))
print('Standard Deviation:',np.std(C_DIST_MAT))
print('Variance:',np.var(C_DIST_MAT))
Min: 0.523608403566
Max: 1.0
Median: 0.998481947605
Mean: 0.995078146692
Standard Deviation: 0.0116057720809
Variance: 0.000134693945594
In [10]:
print('Weight Distribution:')
unique, counts = np.unique(C_DIST_MAT, return_counts=True)
plt.scatter(unique,counts)
print(unique[-1],counts[-1])
Weight Distribution:
1.0 3418
In [11]:
unique=unique[:-1]
counts=counts[:-1]
plt.scatter(unique,counts)
Out[11]:
<matplotlib.collections.PathCollection at 0x4a80885f28>
In [12]:
hist, bins = np.histogram(1-np.asarray(C_DIST_MAT),bins=100)
import math
#n_hist = []
#for h in hist:
# n_hist.append(math.log(h))
width = 0.9 * (bins[1] - bins[0])
center = (bins[:-1] + bins[1:]) / 2
plt.yscale("log")
plt.bar(center, hist, align='center', width=width)
plt.title('Jaccard Similarities')
Out[12]:
<matplotlib.text.Text at 0x4aff7c7a58>
In [13]:
def cluster_brands(method, num_clusters=N_CLUSTERS, linkage='complete', **kwargs):
global C_DIST_MAT
global BRANDS_LIST
global Z
global DIST_MAT
global N_CLUSTERS
global G
#linkage = ['single', 'complete', 'average', 'weighted']
start = datetime.now()
if method =='Agglomerative':
print('Clustering Algorithm: Agglomerative (complete)')
clustering = AgglomerativeClustering(n_clusters=num_clusters, linkage=linkage).fit(DIST_MAT)
labels = clustering.labels_
get_clusters(clustering.labels_, kwargs['print_clusters'], kwargs['print_cluster_size'])
elif method =='Hierarchical':
print('Clustering Algorithm: Hierarchical (complete)')
Z = sch.linkage(C_DIST_MAT, method=linkage)
labels = sch.fcluster(Z,kwargs['threshold']) #threshold = 0.99999999
get_clusters(labels, kwargs['print_clusters'], kwargs['print_cluster_size'])
if kwargs['print_dendrogram']:
#plt.clf()
if N_BRANDS > 1000:
fig = plt.figure(figsize=(100,100))
else:
fig = plt.figure()
dd = sch.dendrogram(Z, labels=BRANDS_LIST,orientation='right')
plt.savefig('figures/{}.png'.format(method))
elif method == 'MySpectral' or method == 'MySpectral1':
if method == 'MySpectral':
print('Clustering Algorithm: MySpectral without do_scale')
else:
print('Clustering Algorithm: MySpectral with do_scale')
clustering_labels = MySpectralClustering(k=num_clusters,do_scale=kwargs['do_scale']).cluster(DIST_MAT)
labels = clustering_labels
get_clusters(labels, kwargs['print_clusters'], kwargs['print_cluster_size'])
elif method == 'Spectral':
print('Clustering Algorithm: Spectral (arpack,kmeans)')
clustering = SpectralClustering(n_clusters=num_clusters, affinity='precomputed',
eigen_solver='arpack', assign_labels='kmeans').fit(DIST_MAT)
labels = clustering.labels_
get_clusters(clustering.labels_, kwargs['print_clusters'], kwargs['print_cluster_size'])
elif method == 'Girvan-Newman':
print('Clustering Algorithm: Girvan-Newman')
def most_central_edge(G):
centrality = nx.edge_betweenness_centrality(G, weight='weight')
return max(centrality, key=centrality.get)
comp = nx.algorithms.community.girvan_newman(G, most_valuable_edge=most_central_edge)
print('Clusters')
for c in next(comp):
print(c)
stop = datetime.now()
print('Clustering Completed in time',stop-start)
return labels
In [14]:
def get_clusters(cluster_labels, output, cluster_distribution=False, plot_in_2d=False):
global CLUSTERS
global N_BRANDS
global BRANDS_LIST
CLUSTERS = {}
start = min(cluster_labels)
stop = max(cluster_labels)
#Initialize
for i in range(start,stop+1):
CLUSTERS[i] = []
#Cluster Dictionary
for i in range(N_BRANDS):
CLUSTERS[cluster_labels[i]].append(BRANDS_LIST[i])
#Printing desired output
if output=='LABEL':
print('Displaying Clusters by labels...')
for i in range(start,stop+1):
print (i,':',CLUSTERS[i])
elif output=='SIZE':
print('Displaying Clusters by size...')
for key in sorted(CLUSTERS, reverse=True, key=lambda k: len(CLUSTERS[k])):
print (len(CLUSTERS[key]),'(',key,'):',CLUSTERS[key])
#Visualize
if plot_in_2d:
plot_cluster_in_2d(cluster_labels)
#Plot Cluster Size Distribution
if cluster_distribution:
plot_cluster_size()
In [15]:
def plot_cluster_in_2d(cluster_labels):
from sklearn.manifold import MDS
global DIST_MAT
global BRANDS_LIST
global N_BRANDS
if min(cluster_labels) == 0:
num_clusters = max(cluster_labels) + 1
else:
num_clusters = max(cluster_labels)
print('Num Clusters:',num_clusters)
if n_brands > 1000:
fig = plt.figure(figsize=(100,100))
else:
fig = plt.figure()
fig, ax = plt.subplots(figsize=(15,15))
cmap = plt.get_cmap('jet')
colors = cmap(np.linspace(0, 1, num_clusters))
colors_map = []
for i in range(N_BRANDS):
colors_map.append(colors[cluster_labels[i]])
mds = MDS(n_components=2, dissimilarity="precomputed", random_state=1)
pos = mds.fit_transform(DIST_MAT) # shape (n_components, n_samples)
xs, ys = pos[:, 0], pos[:, 1]
for i in range(N_BRANDS):
ax.scatter(xs[i],ys[i],color=colors_map[i])
ax.text(xs[i],ys[i],BRANDS_LIST[i])
plt.savefig('figures/{}.png'.format('clusters'))
In [16]:
def plot_cluster_size():
global CLUSTERS
cluster_size_count = []
for cluster_id in CLUSTERS:
cluster_size_count.append(len(CLUSTERS[cluster_id]))
plt.hist(cluster_size_count, bins = range(max(cluster_size_count)+1))
plt.xlabel('Cluster Size')
plt.ylabel('Count')
plt.title('Cluster Size Distribution')
plt.savefig('figures/{}.png'.format('cluster_size'))
In [17]:
def plot_silhouette_scores(method, max_clusters=25):
global DIST_MAT
global Z
scores = []
fig = plt.figure()
if method == 'Hierarchical':
thresholds = []
for i in range(60,100,5):
thresholds.append(i/100.0)
labels = sch.fcluster(Z,thresholds[-1])
scores.append(metrics.silhouette_score(DIST_MAT, labels, metric='precomputed'))
plt.scatter(thresholds,scores)
plt.plot(thresholds,scores, marker='o')
elif method == 'Agglomerative':
num_clusters = range(2,max_clusters+1)
linkage='complete'
for cluster_size in num_clusters:
clustering = AgglomerativeClustering(n_clusters=cluster_size, linkage=linkage).fit(DIST_MAT)
labels = clustering.labels_
scores.append(metrics.silhouette_score(DIST_MAT, labels, metric='precomputed'))
plt.scatter(num_clusters,scores)
plt.plot(num_clusters,scores, marker='o')
elif method == 'Spectral':
num_clusters = range(2,max_clusters+1)
for cluster_size in num_clusters:
clustering = SpectralClustering(n_clusters=cluster_size, affinity='precomputed',
eigen_solver='arpack', assign_labels='kmeans').fit(DIST_MAT)
labels = clustering.labels_
scores.append(metrics.silhouette_score(DIST_MAT, labels, metric='precomputed'))
plt.scatter(num_clusters,scores)
plt.plot(num_clusters,scores, marker='o')
elif method == 'MySpectral':
num_clusters = range(2,max_clusters+1)
for cluster_size in num_clusters:
labels = MySpectralClustering(k=cluster_size).cluster(DIST_MAT)
scores.append(metrics.silhouette_score(DIST_MAT, labels, metric='precomputed'))
plt.scatter(num_clusters,scores)
plt.plot(num_clusters,scores, marker='o')
elif method == 'MySpectral1':
num_clusters = range(2,max_clusters+1)
for cluster_size in num_clusters:
labels = MySpectralClustering(k=cluster_size,do_scale=True).cluster(DIST_MAT)
scores.append(metrics.silhouette_score(DIST_MAT, labels, metric='precomputed'))
plt.scatter(num_clusters,scores)
plt.plot(num_clusters,scores, marker='o')
plt.title('Silhouette Score Vs Number of Clusters')
plt.savefig('figures/{}.png'.format(method+'_scores'))
In [19]:
N_BRANDS
n_clusters = 8
In [17]:
#clustering_method='Girvan-Newman'
#kwargs = {}
#cluster_brands(clustering_method, **kwargs)
#plot_silhouette_scores(clustering_method)
In [20]:
clustering_method='Agglomerative'
kwargs = {}
kwargs['print_clusters'] ='LABEL'
kwargs['print_cluster_size'] = True
cluster_brands(clustering_method, num_clusters= n_clusters, **kwargs)
plot_silhouette_scores(clustering_method)
Clustering Algorithm: Agglomerative (complete)
Displaying Clusters by labels...
0 : ['100percentpure', '18rabbits', '34degrees', '5hourenergy', '7daysinutopia', '7up', '8thcontinentsoy', 'abreva', 'acer', 'acneorg', 'activia', 'acureorganics', 'adidas', 'afterglow', 'airheads', 'alaffiaskincare', 'alchimieforever', 'alimapure', 'allegraotc', 'allegrocoffee', 'allure_magazine', 'alternahaircare', 'alvaradostreet', 'always', 'amanabrand', 'americanapparel', 'american_girl', 'ampenergy', 'ancientharvest', 'annieshomegrown', 'anntaylor', 'anthropologie', 'antimonkeybutt', 'aprioribeauty', 'arbonne', 'arcona_la', 'artisanafoods', 'artistryus', 'asus', 'athenos', 'att', 'aubreyorganicsi', 'auracacia', 'aveda', 'aveneusa', 'avoninsider', 'azzaro', 'babiesrus', 'babobotanicals', 'babyblanketgift', 'babyganics', 'bahlsenbiscuits', 'bakeryonmain', 'ballaformen', 'barielle', 'barilla', 'barsfoods', 'basic4veg', 'bathbodyworks', 'bauschlomb', 'bayerus', 'bayescleaners', 'bblondehair', 'bbuttonsbabies', 'bdbrows', 'beauticontrol', 'belkin', 'benandjerrys', 'beneful', 'benetton', 'bettylousinc', 'bigelowtea', 'billyjealousy', 'biodermalabuk', 'bioelements', 'biokleenhome', 'biooiluk', 'birdseye', 'blackberry', 'blackopalbeauty', 'blinc', 'blissspa', 'bluebeardsusa', 'blueqness', 'bmsnews', 'bobsredmill', 'bodyglide', 'bodyimage', 'bolthousefarms', 'bosciaskincare', 'bose', 'bostonmarket', 'braunus', 'bravesldier', 'brazilianblwout', 'bronnerbros', 'buitoniusa', 'bulbrite', 'bulldogskincare', 'bumble', 'bumblebar', 'bumboosa', 'butterlondon', 'cadburyuk', 'caffesanora', 'candiesbrand', 'caneandaustin', 'canidaepetfood', 'canonusa', 'carabnaturally', 'cardinalhealth', 'caribou_coffee', 'carolsdaughter', 'cartenoireuk', 'casbahhamilton', 'cascadianfarm', 'casio_usa', 'caswellmassey', 'caudalieus', 'cedarlanefoods', 'celadrin1', 'celazome', 'chapstick', 'cheezit', 'chefboyardee', 'chexcereal', 'chipsahoy', 'ciaobellagelato', 'cisco', 'claim_jumper', 'clarisonic', 'claussenpickles', 'cleanandclear', 'cleanwell', 'clearasil', 'clifbar', 'coastalscents', 'cobigelowny', 'cocacola', 'coldeeze', 'colorescience', 'coola_suncare', 'corazonas', 'cosmedix', 'crabtreeevelyn', 'crackerjackd', 'cremeofnature', 'crushfoods', 'ctcsquares', 'cuddleclones', 'curve', 'customnails', 'cwhairlondon', 'dacorkitchen', 'daisyhealthrd', 'danieleinc', 'davesgourmet', 'davinesofficial', 'ddfskincare', 'deans_beans', 'deborahlippmann', 'decleorskincare', 'deliskincare', 'dell', 'dermadoctor', 'derma_e', 'dermalogica', 'devotedcreation', 'dgskincare', 'diapersdotcom', 'dietcoke', 'dietpepsi', 'discover', 'disney', 'dlink', 'doletweets', 'domtarcorp', 'dpolaner', 'dragonage', 'drbronner', 'dreamdrystyle', 'dreft', 'drhauschka_usa', 'drinkcheerwine', 'drinktampico', 'drmiracles', 'droetkerbaking', 'droppslaundry', 'drpepper', 'drpraegers', 'dum_dums', 'dunkindonuts', 'durex_usa', 'duwopcosmetics', 'eaglepack', 'earthboundfarm', 'earthlite', 'earthsbest', 'eas', 'eatliquidgold', 'eccobella', 'eckounltd', 'ecodiscoveries', 'ecolips', 'eco_me', 'ecotouch', 'edenfoods', 'edgeshavegel', 'eggplantpeople', 'electrolux', 'elementbars', 'elemis', 'elizabetharden', 'ellaskitchenusa', 'ellentracynyc', 'eltamd', 'embryolisseusa', 'empirekosher', 'estroven', 'eukanuba', 'evelom', 'evianwater', 'evolvekefir', 'fab', 'fagorind_eng', 'faithinnature', 'fancyfeast', 'fanta', 'farouksystems', 'faygo', 'feelgoodfoods', 'fekkai', 'fendi', 'ferrocosmetics', 'finlandiavodka', 'firstaidbeauty', 'fischernwieser', 'fisherpaykelus', 'fisherprice', 'flatearthbrew', 'flavorice_pops', 'fmchocolate', 'food_for_life', 'foodsalive', 'footsmart', 'formaggio', 'fosterfarms', 'foxandjane', 'freemanbeauty', 'freepeople', 'frenchmeadow', 'frenchsuk', 'frigidaire', 'friskies', 'frs', 'fstg_chips', 'fttv', 'fusion_beauty', 'fyhmarket', 'gabrielcosmetic', 'gardein', 'gardentime1', 'garmin', 'gatorade', 'genesistoday', 'ge_reports', 'getolympus', 'gf_insider', 'ghdnorthamerica', 'ghostfragrances', 'givenchy', 'glennys', 'glutenfreeda', 'glutinofoods', 'gnclivewell', 'goddessgarden', 'goldenpath', 'gonecrackers', 'goodcleanlove', 'goodearthtea', 'govoskos', 'grabgreen', 'graftobian', 'grandmamauds', 'groominglounge', 'guayaki', 'guerlain', 'guess', 'haagendazs_us', 'hairformula37', 'hannaford', 'hansensnatural', 'harmankardon', 'harneytea', 'hdnaturals', 'headblade', 'healthy_choice', 'hennahut', 'herbacinusa', 'herbalwater', 'herban_cowboy', 'hiballenergy', 'hichew', 'hinoderice', 'hitachi_us', 'hodgsonmill', 'holisticselect', 'hollisterco', 'homefreetreats', 'homeruninn', 'honesttea', 'honeymaidsnacks', 'honeystinger', 'hotpockets', 'hp', 'htcusa', 'hubertslemonade', 'huggies', 'hugoboss', 'humminbirdfish', 'hydropeptide', 'hydroxatone', 'hylandshealth', 'hypehair', 'iams', 'iansnaturalfood', 'ibm', 'illyissimo', 'indigowild', 'instyle', 'iqnatural', 'islandseasoning', 'isseymiyakenyc', 'ito_en', 'izze', 'jabra_us', 'jackdaniels_us', 'jacklinks', 'janmarini', 'jarritosnation', 'jblaudio', 'jello', 'jennairusa', 'jergensus', 'jewelosco', 'joico', 'jollytimepops', 'jonessodaco', 'joseolecentral', 'josie_maran', 'jouercosmetics', 'joyfulbathco', 'jrwatkins', 'juicycouture', 'julepmaven', 'junebeebaby', 'jurliqueusa', 'jvc_usa', 'kaplanmd', 'kashifoods', 'kavajavacoffee', 'kenra_haircare', 'kerastaseusa', 'kibblesnbits', 'kiehls', 'killerbread', 'kindsnacks', 'kingbiodotcom', 'kraftheinzco', 'kyanicorp', 'monogramappl', 'naturespath', 'obagi', 'phyto_usa', 'powerade', 'powerbar', 'prana', 'premierdeadsea_', 'prescriptives', 'pritinyc', 'proactiv', 'propel_water', 'pr_organicsusa', 'prttypeaushun', 'pukkaherbs', 'purinaonedog', 'purityvodka', 'quornus', 'ralphlauren', 'reallunchables', 'realpurity', 'realrevivalabs', 'redbull', 'redflowernyc', 'redken5thave', 'redvines', 'reedsgingerbrew', 'regenepureqanda', 'renefurtererus', 'repechage', 'republicoftea', 'shopritestores', 'thecoffeebean', 'thedivacup', 'vichy_usa']
1 : ['bettycrocker', 'blue_bunny', 'breyers', 'butterfinger', 'cheerios', 'clorox', 'colgate', 'cream_of_wheat', 'crest', 'digiornopizza', 'doritos', 'downy', 'febreze_fresh', 'fritolay', 'gain', 'generalmills', 'greengiant', 'hersheys', 'hormelfoods', 'hostess_snacks', 'kelloggcompany', 'pringles', 'quaker']
2 : ['8oclockcoffee', 'advilrelief', 'aquafina', 'axe', 'baby_magic', 'balancebar', 'bananaboat', 'barbarasbakery', 'barbasolshave', 'bertolli', 'bestfoods', 'better_oats', 'bluediamond', 'boogiemom', 'burtsbees', 'cabotcheese', 'campbellschunky', 'caress', 'celestialtea', 'chobani', 'chuaochocoholic', 'clairolcolor', 'coffee_mate', 'combos', 'cosmermaid', 'cottonelle', 'crackerbarrel', 'croftersorganic', 'crystallight', 'cuisinart', 'cvsbeautyclub', 'dannon', 'dasaniwater', 'dawndish', 'delallofoods', 'delmonte', 'dentek', 'dermorganic', 'dial', 'doctorsmiths', 'dove', 'dovechocolate', 'duracell', 'eatsmartscales', 'eckrichmeats', 'ecotools', 'essentiaphwater', 'everymanjack', 'fageusa', 'fiberone', 'fishernutsbrand', 'flatoutbread', 'funkymonkeysnck', 'gillette', 'glade', 'glominerals', 'gmtgiftbaskets', 'godiva', 'gopicnic', 'got2busa', 'greenworks', 'h2oplususa', 'hboats', 'hellmanns', 'herbalessences', 'hillshirefarm', 'horizon_organic', 'huntschef', 'indelight', 'itsa10haircare', 'ivory', 'jif', 'jimmydean', 'johnsonville', 'kerrygoldusa', 'kettlebrand', 'kikkomankitchen', 'minutemaid', 'no7usa', 'pretzelcrisps', 'puffs', 'purell', 'puresilkshave', 'purex', 'quiltednorthern', 'realcaboodles']
3 : ['astonmartin', 'audi', 'bentleymotors', 'bmwusa', 'bugatti', 'buick', 'cadillac', 'chevrolet', 'chrysler', 'dodge', 'ferrariusa', 'ford', 'honda', 'hyundai', 'jaguarusa', 'jeep', 'kia']
4 : ['armani', 'burberry', 'calvinklein', 'chanel', 'dior', 'dolcegabbana']
5 : ['ardell_lashes', 'bareminerals', 'benefitbeauty', 'bhcosmetics', 'chinaglaze', 'covergirl', 'elfcosmetics', 'hourglassmakeup', 'illamasqua', 'itcosmetics', 'kevyn_aucoin', 'lorealparisusa']
6 : ['bambinomio', 'bumgenius', 'bummis', 'fuzzibunz', 'gdiapers']
7 : ['aquaphorus', 'barkeeperfriend', 'bissellclean', 'boironusa', 'carmex', 'conairbeauty', 'eatwholly', 'eucerinus', 'farmrichsnacks', 'freschetta', 'gortonsseafood', 'hickoryfarms', 'johnfriedaus', 'qtips', 'redbaronpizza']
Clustering Completed in time 0:00:02.658271
In [21]:
clustering_method='Hierarchical'
kwargs = {}
kwargs['print_clusters'] ='LABEL'
kwargs['print_cluster_size'] = True
kwargs['print_dendrogram'] = False
kwargs['threshold'] = 0.8
cluster_brands(clustering_method, num_clusters= n_clusters, **kwargs)
plot_silhouette_scores(clustering_method)
Clustering Algorithm: Hierarchical (complete)
Displaying Clusters by labels...
1 : ['bronnerbros', 'carolsdaughter', 'hypehair']
2 : ['carabnaturally', 'cremeofnature', 'drmiracles']
3 : ['blackopalbeauty', 'embryolisseusa', 'graftobian']
4 : ['blissspa', 'clarisonic', 'josie_maran', 'kiehls']
5 : ['aveda', 'bumble', 'dermalogica']
6 : ['burtsbees', 'butterlondon', 'chinaglaze', 'deborahlippmann', 'elizabetharden', 'julepmaven']
7 : ['avoninsider']
8 : ['artistryus']
9 : ['arbonne']
10 : ['colorescience', 'ddfskincare', 'eltamd', 'janmarini', 'obagi', 'vichy_usa']
11 : ['caneandaustin', 'cobigelowny']
12 : ['aveneusa', 'ghdnorthamerica', 'renefurtererus']
13 : ['arcona_la', 'coola_suncare', 'cosmedix', 'drhauschka_usa', 'jurliqueusa', 'prttypeaushun', 'redflowernyc']
14 : ['hydropeptide', 'repechage']
15 : ['alchimieforever', 'bioelements', 'decleorskincare']
16 : ['kaplanmd']
17 : ['celazome']
18 : ['barielle', 'pritinyc']
19 : ['afterglow', 'duwopcosmetics', 'ferrocosmetics']
20 : ['blinc', 'fusion_beauty', 'prescriptives']
21 : ['bosciaskincare', 'caudalieus', 'firstaidbeauty', 'jouercosmetics']
22 : ['bdbrows']
23 : ['dreamdrystyle', 'fekkai']
24 : ['conairbeauty', 'phyto_usa']
25 : ['joico', 'kerastaseusa', 'redken5thave']
26 : ['alternahaircare']
27 : ['brazilianblwout', 'davinesofficial', 'farouksystems', 'kenra_haircare']
28 : ['foxandjane']
29 : ['eccobella', 'realpurity']
30 : ['100percentpure', 'acureorganics', 'alimapure', 'deliskincare', 'gabrielcosmetic']
31 : ['artisanafoods', 'ecolips', 'funkymonkeysnck', 'genesistoday', 'gopicnic']
32 : ['goodcleanlove', 'thedivacup']
33 : ['biokleenhome', 'cleanwell', 'ellaskitchenusa', 'goddessgarden', 'hylandshealth', 'pr_organicsusa']
34 : ['bumboosa', 'eco_me', 'jrwatkins']
35 : ['drpraegers', 'quornus']
36 : ['bettylousinc', 'bumblebar']
37 : ['ancientharvest', 'hodgsonmill']
38 : ['bakeryonmain', 'feelgoodfoods', 'gonecrackers', 'homefreetreats', 'iansnaturalfood']
39 : ['cedarlanefoods']
40 : ['alaffiaskincare', 'aubreyorganicsi', 'auracacia', 'hdnaturals']
41 : ['drbronner', 'edenfoods', 'guayaki']
42 : ['18rabbits', 'alvaradostreet']
43 : ['34degrees', 'allegrocoffee', 'ciaobellagelato']
44 : ['deans_beans']
45 : ['blueqness']
46 : ['armani', 'calvinklein', 'ralphlauren']
47 : ['burberry', 'chanel', 'dior', 'dolcegabbana']
48 : ['instyle']
49 : ['adidas', 'disney']
50 : ['asus', 'dell', 'hp']
51 : ['cisco', 'ibm']
52 : ['att', 'htcusa']
53 : ['fendi', 'givenchy', 'guess', 'hugoboss']
54 : ['hyundai', 'kia']
55 : ['buick', 'chrysler']
56 : ['astonmartin', 'audi', 'bentleymotors']
57 : ['chevrolet', 'ford', 'honda']
58 : ['cadillac', 'dodge', 'jeep']
59 : ['bugatti', 'ferrariusa']
60 : ['bmwusa', 'jaguarusa']
61 : ['cocacola', 'dunkindonuts', 'redbull']
62 : ['blackberry']
63 : ['dragonage']
64 : ['barilla', 'benetton']
65 : ['azzaro', 'guerlain', 'isseymiyakenyc']
66 : ['clairolcolor', 'herbalessences']
67 : ['cvsbeautyclub', 'dove']
68 : ['axe']
69 : ['crackerbarrel', 'kettlebrand']
70 : ['dietcoke', 'dietpepsi']
71 : ['7up', 'doritos', 'drpepper', 'fanta', 'fritolay', 'gatorade', 'hersheys', 'powerade', 'pringles', 'quaker']
72 : ['discover']
73 : ['canonusa', 'jackdaniels_us']
74 : ['benandjerrys', 'haagendazs_us']
75 : ['chexcereal', 'cleanandclear', 'redvines']
76 : ['candiesbrand', 'proactiv']
77 : ['ardell_lashes', 'illamasqua', 'kevyn_aucoin']
78 : ['bhcosmetics', 'itcosmetics']
79 : ['coastalscents']
80 : ['benefitbeauty', 'elfcosmetics', 'lorealparisusa']
81 : ['bareminerals', 'hourglassmakeup']
82 : ['covergirl']
83 : ['allure_magazine']
84 : ['bathbodyworks', 'hollisterco']
85 : ['americanapparel', 'anthropologie', 'freepeople']
86 : ['anntaylor', 'juicycouture']
87 : ['braunus', 'illyissimo', 'thecoffeebean']
88 : ['dermorganic', 'eckounltd']
89 : ['edgeshavegel', 'getolympus', 'jvc_usa']
90 : ['bose', 'harmankardon', 'jblaudio']
91 : ['acer', 'belkin', 'dlink']
92 : ['corazonas', 'elementbars', 'glennys']
93 : ['davesgourmet', 'fischernwieser', 'hinoderice']
94 : ['hannaford', 'jewelosco', 'shopritestores']
95 : ['bolthousefarms', 'daisyhealthrd', 'doletweets', 'kashifoods']
96 : ['gf_insider', 'glutenfreeda', 'glutinofoods', 'killerbread']
97 : ['cabotcheese', 'kerrygoldusa']
98 : ['cuisinart', 'delallofoods']
99 : ['buitoniusa']
100 : ['athenos', 'govoskos']
101 : ['basic4veg', 'empirekosher', 'evolvekefir', 'foodsalive', 'fyhmarket', 'gardein']
102 : ['chefboyardee', 'curve']
103 : ['dum_dums', 'hichew']
104 : ['bettycrocker', 'blue_bunny', 'bostonmarket', 'breyers', 'butterfinger', 'cheerios', 'digiornopizza', 'generalmills', 'hormelfoods', 'hostess_snacks', 'kelloggcompany']
105 : ['bestfoods', 'hellmanns', 'hillshirefarm', 'jif', 'jimmydean']
106 : ['bertolli', 'cream_of_wheat', 'crystallight', 'dannon', 'dovechocolate', 'greengiant', 'healthy_choice']
107 : ['birdseye', 'kraftheinzco']
108 : ['always', 'colgate', 'crest', 'dawndish', 'duracell', 'gillette', 'ivory', 'puffs']
109 : ['eckrichmeats', 'purell']
110 : ['clorox', 'downy', 'febreze_fresh', 'gain', 'purex']
111 : ['cottonelle', 'glade']
112 : ['dreft']
113 : ['airheads', 'aquafina', 'bluediamond', 'campbellschunky', 'cheezit', 'chipsahoy', 'clearasil', 'ctcsquares', 'dasaniwater', 'delmonte', 'eatliquidgold', 'honeymaidsnacks', 'hotpockets', 'jello', 'minutemaid']
114 : ['durex_usa']
115 : ['bigelowtea', 'goodearthtea', 'harneytea', 'ito_en', 'republicoftea']
116 : ['herbalwater', 'propel_water']
117 : ['hansensnatural', 'izze', 'jonessodaco', 'reedsgingerbrew']
118 : ['drinkcheerwine', 'faygo']
119 : ['claim_jumper', 'homeruninn']
120 : ['drinktampico', 'flavorice_pops', 'hubertslemonade']
121 : ['aprioribeauty', 'babyblanketgift', 'hiballenergy', 'iqnatural', 'regenepureqanda']
122 : ['customnails', 'footsmart']
123 : ['barsfoods', 'jollytimepops']
124 : ['allegraotc', 'antimonkeybutt', 'droppslaundry']
125 : ['8thcontinentsoy', 'ellentracynyc']
126 : ['bananaboat', 'better_oats', 'combos', 'huntschef', 'quiltednorthern']
127 : ['fmchocolate', 'joyfulbathco']
128 : ['coldeeze']
129 : ['caswellmassey', 'crabtreeevelyn', 'freemanbeauty', 'realrevivalabs']
130 : ['caress', 'dermadoctor', 'derma_e', 'dgskincare', 'got2busa', 'hydroxatone', 'realcaboodles']
131 : ['abreva']
132 : ['babyganics', 'bumgenius', 'bummis', 'earthsbest', 'fuzzibunz', 'gdiapers']
133 : ['babobotanicals', 'doctorsmiths']
134 : ['baby_magic', 'boogiemom']
135 : ['american_girl', 'babiesrus', 'diapersdotcom', 'fisherprice', 'huggies']
136 : ['casio_usa', 'chapstick', 'fosterfarms', 'grabgreen']
137 : ['8oclockcoffee', 'aquaphorus', 'carmex', 'coffee_mate', 'eucerinus', 'godiva', 'indelight', 'johnsonville']
138 : ['advilrelief', 'fiberone', 'kikkomankitchen']
139 : ['chuaochocoholic', 'h2oplususa']
140 : ['barbarasbakery', 'croftersorganic']
141 : ['essentiaphwater']
142 : ['celestialtea', 'ecotools', 'no7usa']
143 : ['cosmermaid', 'flatoutbread']
144 : ['balancebar', 'fishernutsbrand', 'greenworks', 'hboats']
145 : ['dial', 'freschetta', 'redbaronpizza']
146 : ['eatsmartscales', 'eatwholly', 'farmrichsnacks', 'gortonsseafood']
147 : ['bissellclean', 'hickoryfarms']
148 : ['gmtgiftbaskets']
149 : ['barkeeperfriend', 'boironusa', 'glominerals', 'qtips']
150 : ['barbasolshave', 'everymanjack', 'johnfriedaus', 'puresilkshave']
151 : ['dentek']
152 : ['itsa10haircare']
153 : ['jabra_us']
154 : ['acneorg', 'crackerjackd', 'herbacinusa', 'jergensus']
155 : ['activia', 'claussenpickles', 'reallunchables']
156 : ['danieleinc', 'dpolaner', 'finlandiavodka', 'formaggio', 'purityvodka']
157 : ['droetkerbaking', 'eggplantpeople', 'fagorind_eng', 'food_for_life', 'islandseasoning']
158 : ['bambinomio', 'bbuttonsbabies', 'junebeebaby']
159 : ['canidaepetfood', 'cuddleclones', 'eaglepack', 'eukanuba', 'holisticselect', 'iams']
160 : ['beneful', 'fancyfeast', 'friskies', 'kibblesnbits', 'purinaonedog']
161 : ['biodermalabuk', 'elemis']
162 : ['bahlsenbiscuits', 'frenchsuk']
163 : ['cwhairlondon', 'ghostfragrances']
164 : ['cartenoireuk']
165 : ['bulldogskincare']
166 : ['bblondehair', 'biooiluk']
167 : ['evelom']
168 : ['cadburyuk', 'evianwater', 'faithinnature', 'pukkaherbs']
169 : ['caribou_coffee', 'flatearthbrew', 'frenchmeadow']
170 : ['bodyglide', 'honeystinger', 'powerbar']
171 : ['clifbar', 'garmin']
172 : ['eas', 'frs', 'gnclivewell']
173 : ['chobani', 'fageusa']
174 : ['cascadianfarm', 'fstg_chips']
175 : ['bobsredmill', 'kindsnacks']
176 : ['earthboundfarm', 'naturespath']
177 : ['annieshomegrown', 'honesttea']
178 : ['horizon_organic']
179 : ['pretzelcrisps']
180 : ['prana']
181 : ['casbahhamilton', 'hairformula37', 'hitachi_us', 'premierdeadsea_']
182 : ['bulbrite', 'ge_reports']
183 : ['amanabrand', 'frigidaire']
184 : ['dacorkitchen', 'fisherpaykelus', 'jennairusa', 'monogramappl']
185 : ['electrolux']
186 : ['fab']
187 : ['bauschlomb', 'bayerus', 'bmsnews', 'cardinalhealth', 'domtarcorp']
188 : ['beauticontrol', 'kyanicorp']
189 : ['estroven', 'kingbiodotcom']
190 : ['grandmamauds', 'kavajavacoffee']
191 : ['bayescleaners', 'joseolecentral']
192 : ['celadrin1']
193 : ['jarritosnation']
194 : ['earthlite']
195 : ['5hourenergy', 'ampenergy', 'fttv']
196 : ['humminbirdfish', 'jacklinks']
197 : ['bravesldier', 'hennahut']
198 : ['ecodiscoveries', 'ecotouch']
199 : ['goldenpath', 'herban_cowboy']
200 : ['indigowild']
201 : ['caffesanora']
202 : ['groominglounge', 'headblade']
203 : ['ballaformen', 'billyjealousy']
204 : ['bluebeardsusa']
205 : ['7daysinutopia', 'bodyimage', 'crushfoods', 'devotedcreation', 'gardentime1']
Clustering Completed in time 0:00:00.784524
In [22]:
clustering_method='Spectral'
kwargs = {}
kwargs['print_clusters'] ='LABEL'
kwargs['print_cluster_size'] = True
cluster_brands(clustering_method, num_clusters= n_clusters, **kwargs)
plot_silhouette_scores(clustering_method)
Clustering Algorithm: Spectral (arpack,kmeans)
Displaying Clusters by labels...
0 : ['100percentpure', '18rabbits', '34degrees', '5hourenergy', '7daysinutopia', '7up', '8oclockcoffee', '8thcontinentsoy', 'abreva', 'acer', 'acneorg', 'activia', 'acureorganics', 'adidas', 'advilrelief', 'afterglow', 'airheads', 'alaffiaskincare', 'alchimieforever', 'alimapure', 'allegraotc', 'allegrocoffee', 'allure_magazine', 'alternahaircare', 'alvaradostreet', 'always', 'amanabrand', 'americanapparel', 'american_girl', 'ampenergy', 'ancientharvest', 'annieshomegrown', 'anntaylor', 'anthropologie', 'antimonkeybutt', 'aprioribeauty', 'aquafina', 'aquaphorus', 'arbonne', 'arcona_la', 'ardell_lashes', 'artisanafoods', 'artistryus', 'astonmartin', 'asus', 'athenos', 'att', 'aubreyorganicsi', 'audi', 'auracacia', 'aveda', 'aveneusa', 'avoninsider', 'axe', 'azzaro', 'babiesrus', 'babobotanicals', 'babyblanketgift', 'babyganics', 'baby_magic', 'bahlsenbiscuits', 'bakeryonmain', 'balancebar', 'ballaformen', 'bambinomio', 'bananaboat', 'barbarasbakery', 'barbasolshave', 'bareminerals', 'barielle', 'barilla', 'barkeeperfriend', 'barsfoods', 'basic4veg', 'bathbodyworks', 'bauschlomb', 'bayerus', 'bayescleaners', 'bblondehair', 'bbuttonsbabies', 'bdbrows', 'beauticontrol', 'belkin', 'benandjerrys', 'benefitbeauty', 'beneful', 'benetton', 'bertolli', 'bestfoods', 'better_oats', 'bettycrocker', 'bettylousinc', 'bhcosmetics', 'bigelowtea', 'billyjealousy', 'biodermalabuk', 'bioelements', 'biokleenhome', 'biooiluk', 'birdseye', 'bissellclean', 'blackberry', 'blackopalbeauty', 'blinc', 'blissspa', 'bluebeardsusa', 'blue_bunny', 'bluediamond', 'blueqness', 'bmsnews', 'bmwusa', 'bobsredmill', 'bodyglide', 'bodyimage', 'boironusa', 'bolthousefarms', 'boogiemom', 'bosciaskincare', 'bose', 'bostonmarket', 'braunus', 'bravesldier', 'brazilianblwout', 'breyers', 'bronnerbros', 'buick', 'buitoniusa', 'bulbrite', 'bulldogskincare', 'bumble', 'bumblebar', 'bumboosa', 'bumgenius', 'bummis', 'burberry', 'burtsbees', 'butterfinger', 'butterlondon', 'cabotcheese', 'cadburyuk', 'caffesanora', 'calvinklein', 'campbellschunky', 'candiesbrand', 'caneandaustin', 'canidaepetfood', 'canonusa', 'carabnaturally', 'cardinalhealth', 'caress', 'caribou_coffee', 'carmex', 'carolsdaughter', 'cartenoireuk', 'casbahhamilton', 'cascadianfarm', 'casio_usa', 'caswellmassey', 'caudalieus', 'cedarlanefoods', 'celadrin1', 'celazome', 'celestialtea', 'chanel', 'chapstick', 'cheerios', 'cheezit', 'chefboyardee', 'chexcereal', 'chinaglaze', 'chipsahoy', 'chobani', 'chrysler', 'chuaochocoholic', 'ciaobellagelato', 'cisco', 'claim_jumper', 'clairolcolor', 'clarisonic', 'claussenpickles', 'cleanandclear', 'cleanwell', 'clearasil', 'clifbar', 'clorox', 'coastalscents', 'cobigelowny', 'cocacola', 'coffee_mate', 'coldeeze', 'colgate', 'colorescience', 'combos', 'conairbeauty', 'coola_suncare', 'corazonas', 'cosmedix', 'cosmermaid', 'cottonelle', 'covergirl', 'crabtreeevelyn', 'crackerbarrel', 'crackerjackd', 'cream_of_wheat', 'cremeofnature', 'crest', 'croftersorganic', 'crushfoods', 'crystallight', 'ctcsquares', 'cuddleclones', 'cuisinart', 'curve', 'customnails', 'cvsbeautyclub', 'cwhairlondon', 'dacorkitchen', 'daisyhealthrd', 'danieleinc', 'dannon', 'dasaniwater', 'davesgourmet', 'davinesofficial', 'dawndish', 'ddfskincare', 'deans_beans', 'deborahlippmann', 'decleorskincare', 'delallofoods', 'deliskincare', 'dell', 'delmonte', 'dentek', 'dermadoctor', 'derma_e', 'dermalogica', 'dermorganic', 'devotedcreation', 'dgskincare', 'dial', 'diapersdotcom', 'dietcoke', 'dietpepsi', 'digiornopizza', 'discover', 'disney', 'dlink', 'doctorsmiths', 'dodge', 'doletweets', 'domtarcorp', 'doritos', 'dove', 'dovechocolate', 'downy', 'dpolaner', 'dragonage', 'drbronner', 'dreamdrystyle', 'dreft', 'drhauschka_usa', 'drinkcheerwine', 'drinktampico', 'drmiracles', 'droetkerbaking', 'droppslaundry', 'drpepper', 'drpraegers', 'dum_dums', 'dunkindonuts', 'duracell', 'durex_usa', 'duwopcosmetics', 'eaglepack', 'earthboundfarm', 'earthlite', 'earthsbest', 'eas', 'eatliquidgold', 'eatsmartscales', 'eatwholly', 'eccobella', 'eckounltd', 'eckrichmeats', 'ecodiscoveries', 'ecolips', 'eco_me', 'ecotools', 'ecotouch', 'edenfoods', 'edgeshavegel', 'eggplantpeople', 'electrolux', 'elementbars', 'elemis', 'elfcosmetics', 'elizabetharden', 'ellaskitchenusa', 'ellentracynyc', 'eltamd', 'embryolisseusa', 'empirekosher', 'essentiaphwater', 'estroven', 'eucerinus', 'eukanuba', 'evelom', 'everymanjack', 'evianwater', 'evolvekefir', 'fab', 'fageusa', 'fagorind_eng', 'faithinnature', 'fancyfeast', 'fanta', 'farmrichsnacks', 'farouksystems', 'faygo', 'febreze_fresh', 'feelgoodfoods', 'fekkai', 'fendi', 'ferrariusa', 'ferrocosmetics', 'fiberone', 'finlandiavodka', 'firstaidbeauty', 'fischernwieser', 'fishernutsbrand', 'fisherpaykelus', 'fisherprice', 'flatearthbrew', 'flatoutbread', 'flavorice_pops', 'fmchocolate', 'food_for_life', 'foodsalive', 'footsmart', 'ford', 'formaggio', 'fosterfarms', 'foxandjane', 'freemanbeauty', 'freepeople', 'frenchmeadow', 'frenchsuk', 'freschetta', 'frigidaire', 'friskies', 'fritolay', 'frs', 'fstg_chips', 'fttv', 'funkymonkeysnck', 'fusion_beauty', 'fuzzibunz', 'fyhmarket', 'gabrielcosmetic', 'gain', 'gardein', 'gardentime1', 'garmin', 'gatorade', 'gdiapers', 'generalmills', 'genesistoday', 'ge_reports', 'getolympus', 'gf_insider', 'ghdnorthamerica', 'ghostfragrances', 'gillette', 'givenchy', 'glade', 'glennys', 'glominerals', 'glutenfreeda', 'glutinofoods', 'gmtgiftbaskets', 'gnclivewell', 'goddessgarden', 'godiva', 'goldenpath', 'gonecrackers', 'goodcleanlove', 'goodearthtea', 'gopicnic', 'gortonsseafood', 'got2busa', 'govoskos', 'grabgreen', 'graftobian', 'grandmamauds', 'greengiant', 'greenworks', 'groominglounge', 'guayaki', 'guerlain', 'guess', 'h2oplususa', 'haagendazs_us', 'hairformula37', 'hannaford', 'hansensnatural', 'harmankardon', 'harneytea', 'hboats', 'hdnaturals', 'headblade', 'healthy_choice', 'hellmanns', 'hennahut', 'herbacinusa', 'herbalessences', 'herbalwater', 'herban_cowboy', 'hersheys', 'hiballenergy', 'hichew', 'hickoryfarms', 'hillshirefarm', 'hinoderice', 'hitachi_us', 'hodgsonmill', 'holisticselect', 'hollisterco', 'homefreetreats', 'homeruninn', 'honda', 'honesttea', 'honeymaidsnacks', 'honeystinger', 'horizon_organic', 'hormelfoods', 'hostess_snacks', 'hotpockets', 'hourglassmakeup', 'hp', 'htcusa', 'hubertslemonade', 'huggies', 'hugoboss', 'humminbirdfish', 'huntschef', 'hydropeptide', 'hydroxatone', 'hylandshealth', 'hypehair', 'hyundai', 'iams', 'iansnaturalfood', 'ibm', 'illamasqua', 'illyissimo', 'indelight', 'indigowild', 'instyle', 'iqnatural', 'islandseasoning', 'isseymiyakenyc', 'itcosmetics', 'ito_en', 'itsa10haircare', 'ivory', 'izze', 'jabra_us', 'jackdaniels_us', 'jacklinks', 'jaguarusa', 'janmarini', 'jarritosnation', 'jblaudio', 'jeep', 'jello', 'jennairusa', 'jergensus', 'jewelosco', 'jif', 'jimmydean', 'johnfriedaus', 'johnsonville', 'joico', 'jollytimepops', 'jonessodaco', 'joseolecentral', 'josie_maran', 'jouercosmetics', 'joyfulbathco', 'jrwatkins', 'juicycouture', 'julepmaven', 'junebeebaby', 'jurliqueusa', 'jvc_usa', 'kaplanmd', 'kashifoods', 'kavajavacoffee', 'kelloggcompany', 'kenra_haircare', 'kerastaseusa', 'kerrygoldusa', 'kettlebrand', 'kevyn_aucoin', 'kia', 'kibblesnbits', 'kiehls', 'kikkomankitchen', 'killerbread', 'kindsnacks', 'kingbiodotcom', 'kraftheinzco', 'kyanicorp', 'lorealparisusa', 'minutemaid', 'monogramappl', 'naturespath', 'no7usa', 'obagi', 'phyto_usa', 'powerade', 'powerbar', 'prana', 'premierdeadsea_', 'prescriptives', 'pretzelcrisps', 'pringles', 'pritinyc', 'proactiv', 'propel_water', 'pr_organicsusa', 'prttypeaushun', 'puffs', 'pukkaherbs', 'purell', 'puresilkshave', 'purex', 'purinaonedog', 'purityvodka', 'qtips', 'quaker', 'quiltednorthern', 'quornus', 'ralphlauren', 'realcaboodles', 'reallunchables', 'realpurity', 'realrevivalabs', 'redbaronpizza', 'redbull', 'redflowernyc', 'redken5thave', 'redvines', 'reedsgingerbrew', 'regenepureqanda', 'renefurtererus', 'repechage', 'republicoftea', 'shopritestores', 'thecoffeebean', 'thedivacup', 'vichy_usa']
1 : ['dolcegabbana']
2 : ['bentleymotors']
3 : ['cadillac']
4 : ['chevrolet']
5 : ['armani']
6 : ['bugatti']
7 : ['dior']
Clustering Completed in time 0:00:03.718727
In [23]:
clustering_method='MySpectral'
kwargs = {}
kwargs['do_scale'] = False
kwargs['print_clusters'] ='LABEL'
kwargs['print_cluster_size'] = True
cluster_brands(clustering_method, num_clusters= n_clusters, **kwargs)
plot_silhouette_scores(clustering_method)
Clustering Algorithm: MySpectral without do_scale
Displaying Clusters by labels...
0 : ['100percentpure', '18rabbits', '34degrees', '5hourenergy', '7daysinutopia', '7up', '8oclockcoffee', '8thcontinentsoy', 'abreva', 'acer', 'acneorg', 'activia', 'acureorganics', 'adidas', 'advilrelief', 'afterglow', 'airheads', 'alaffiaskincare', 'alchimieforever', 'alimapure', 'allegraotc', 'allegrocoffee', 'allure_magazine', 'alternahaircare', 'alvaradostreet', 'always', 'amanabrand', 'americanapparel', 'american_girl', 'ampenergy', 'ancientharvest', 'annieshomegrown', 'anntaylor', 'anthropologie', 'antimonkeybutt', 'aprioribeauty', 'aquafina', 'aquaphorus', 'arbonne', 'arcona_la', 'ardell_lashes', 'artisanafoods', 'artistryus', 'astonmartin', 'asus', 'athenos', 'att', 'aubreyorganicsi', 'audi', 'auracacia', 'aveda', 'aveneusa', 'avoninsider', 'axe', 'azzaro', 'babiesrus', 'babobotanicals', 'babyblanketgift', 'babyganics', 'baby_magic', 'bahlsenbiscuits', 'bakeryonmain', 'balancebar', 'ballaformen', 'bambinomio', 'bananaboat', 'barbarasbakery', 'barbasolshave', 'bareminerals', 'barielle', 'barilla', 'barkeeperfriend', 'barsfoods', 'basic4veg', 'bathbodyworks', 'bauschlomb', 'bayerus', 'bayescleaners', 'bblondehair', 'bbuttonsbabies', 'bdbrows', 'beauticontrol', 'belkin', 'benandjerrys', 'benefitbeauty', 'beneful', 'benetton', 'bertolli', 'bestfoods', 'better_oats', 'bettycrocker', 'bettylousinc', 'bhcosmetics', 'bigelowtea', 'billyjealousy', 'biodermalabuk', 'bioelements', 'biokleenhome', 'biooiluk', 'birdseye', 'bissellclean', 'blackberry', 'blackopalbeauty', 'blinc', 'blissspa', 'bluebeardsusa', 'blue_bunny', 'bluediamond', 'blueqness', 'bmsnews', 'bmwusa', 'bobsredmill', 'bodyglide', 'bodyimage', 'boironusa', 'bolthousefarms', 'boogiemom', 'bosciaskincare', 'bose', 'bostonmarket', 'braunus', 'bravesldier', 'brazilianblwout', 'breyers', 'bronnerbros', 'buick', 'buitoniusa', 'bulbrite', 'bulldogskincare', 'bumble', 'bumblebar', 'bumboosa', 'bumgenius', 'bummis', 'burberry', 'burtsbees', 'butterfinger', 'butterlondon', 'cabotcheese', 'cadburyuk', 'caffesanora', 'calvinklein', 'campbellschunky', 'candiesbrand', 'caneandaustin', 'canidaepetfood', 'canonusa', 'carabnaturally', 'cardinalhealth', 'caress', 'caribou_coffee', 'carmex', 'carolsdaughter', 'cartenoireuk', 'casbahhamilton', 'cascadianfarm', 'casio_usa', 'caswellmassey', 'caudalieus', 'cedarlanefoods', 'celadrin1', 'celazome', 'celestialtea', 'chanel', 'chapstick', 'cheerios', 'cheezit', 'chefboyardee', 'chexcereal', 'chinaglaze', 'chipsahoy', 'chobani', 'chrysler', 'chuaochocoholic', 'ciaobellagelato', 'cisco', 'claim_jumper', 'clairolcolor', 'clarisonic', 'claussenpickles', 'cleanandclear', 'cleanwell', 'clearasil', 'clifbar', 'clorox', 'coastalscents', 'cobigelowny', 'cocacola', 'coffee_mate', 'coldeeze', 'colgate', 'colorescience', 'combos', 'conairbeauty', 'coola_suncare', 'corazonas', 'cosmedix', 'cosmermaid', 'cottonelle', 'covergirl', 'crabtreeevelyn', 'crackerbarrel', 'crackerjackd', 'cream_of_wheat', 'cremeofnature', 'crest', 'croftersorganic', 'crushfoods', 'crystallight', 'ctcsquares', 'cuddleclones', 'cuisinart', 'curve', 'customnails', 'cvsbeautyclub', 'cwhairlondon', 'dacorkitchen', 'daisyhealthrd', 'danieleinc', 'dannon', 'dasaniwater', 'davesgourmet', 'davinesofficial', 'dawndish', 'ddfskincare', 'deans_beans', 'deborahlippmann', 'decleorskincare', 'delallofoods', 'deliskincare', 'dell', 'delmonte', 'dentek', 'dermadoctor', 'derma_e', 'dermalogica', 'dermorganic', 'devotedcreation', 'dgskincare', 'dial', 'diapersdotcom', 'dietcoke', 'dietpepsi', 'digiornopizza', 'dior', 'discover', 'disney', 'dlink', 'doctorsmiths', 'dodge', 'doletweets', 'domtarcorp', 'doritos', 'dove', 'dovechocolate', 'downy', 'dpolaner', 'dragonage', 'drbronner', 'dreamdrystyle', 'dreft', 'drhauschka_usa', 'drinkcheerwine', 'drinktampico', 'drmiracles', 'droetkerbaking', 'droppslaundry', 'drpepper', 'drpraegers', 'dum_dums', 'dunkindonuts', 'duracell', 'durex_usa', 'duwopcosmetics', 'eaglepack', 'earthboundfarm', 'earthlite', 'earthsbest', 'eas', 'eatliquidgold', 'eatsmartscales', 'eatwholly', 'eccobella', 'eckounltd', 'eckrichmeats', 'ecodiscoveries', 'ecolips', 'eco_me', 'ecotools', 'ecotouch', 'edenfoods', 'edgeshavegel', 'eggplantpeople', 'electrolux', 'elementbars', 'elemis', 'elfcosmetics', 'elizabetharden', 'ellaskitchenusa', 'ellentracynyc', 'eltamd', 'embryolisseusa', 'empirekosher', 'essentiaphwater', 'estroven', 'eucerinus', 'eukanuba', 'evelom', 'everymanjack', 'evianwater', 'evolvekefir', 'fab', 'fageusa', 'fagorind_eng', 'faithinnature', 'fancyfeast', 'fanta', 'farmrichsnacks', 'farouksystems', 'faygo', 'febreze_fresh', 'feelgoodfoods', 'fekkai', 'fendi', 'ferrariusa', 'ferrocosmetics', 'fiberone', 'finlandiavodka', 'firstaidbeauty', 'fischernwieser', 'fishernutsbrand', 'fisherpaykelus', 'fisherprice', 'flatearthbrew', 'flatoutbread', 'flavorice_pops', 'fmchocolate', 'food_for_life', 'foodsalive', 'footsmart', 'ford', 'formaggio', 'fosterfarms', 'foxandjane', 'freemanbeauty', 'freepeople', 'frenchmeadow', 'frenchsuk', 'freschetta', 'frigidaire', 'friskies', 'fritolay', 'frs', 'fstg_chips', 'fttv', 'funkymonkeysnck', 'fusion_beauty', 'fuzzibunz', 'fyhmarket', 'gabrielcosmetic', 'gain', 'gardein', 'gardentime1', 'garmin', 'gatorade', 'gdiapers', 'generalmills', 'genesistoday', 'ge_reports', 'getolympus', 'gf_insider', 'ghdnorthamerica', 'ghostfragrances', 'gillette', 'givenchy', 'glade', 'glennys', 'glominerals', 'glutenfreeda', 'glutinofoods', 'gmtgiftbaskets', 'gnclivewell', 'goddessgarden', 'godiva', 'goldenpath', 'gonecrackers', 'goodcleanlove', 'goodearthtea', 'gopicnic', 'gortonsseafood', 'got2busa', 'govoskos', 'grabgreen', 'graftobian', 'grandmamauds', 'greenworks', 'groominglounge', 'guayaki', 'guerlain', 'guess', 'h2oplususa', 'haagendazs_us', 'hairformula37', 'hannaford', 'hansensnatural', 'harmankardon', 'harneytea', 'hboats', 'hdnaturals', 'headblade', 'healthy_choice', 'hellmanns', 'hennahut', 'herbacinusa', 'herbalessences', 'herbalwater', 'herban_cowboy', 'hersheys', 'hiballenergy', 'hichew', 'hickoryfarms', 'hillshirefarm', 'hinoderice', 'hitachi_us', 'hodgsonmill', 'holisticselect', 'hollisterco', 'homefreetreats', 'homeruninn', 'honda', 'honesttea', 'honeymaidsnacks', 'honeystinger', 'horizon_organic', 'hormelfoods', 'hostess_snacks', 'hotpockets', 'hourglassmakeup', 'hp', 'htcusa', 'hubertslemonade', 'huggies', 'hugoboss', 'humminbirdfish', 'huntschef', 'hydropeptide', 'hydroxatone', 'hylandshealth', 'hypehair', 'hyundai', 'iams', 'iansnaturalfood', 'ibm', 'illamasqua', 'illyissimo', 'indelight', 'indigowild', 'instyle', 'iqnatural', 'islandseasoning', 'isseymiyakenyc', 'itcosmetics', 'ito_en', 'itsa10haircare', 'ivory', 'izze', 'jabra_us', 'jackdaniels_us', 'jacklinks', 'jaguarusa', 'janmarini', 'jarritosnation', 'jblaudio', 'jeep', 'jello', 'jennairusa', 'jergensus', 'jewelosco', 'jif', 'jimmydean', 'johnfriedaus', 'johnsonville', 'joico', 'jollytimepops', 'jonessodaco', 'joseolecentral', 'josie_maran', 'jouercosmetics', 'joyfulbathco', 'jrwatkins', 'juicycouture', 'julepmaven', 'junebeebaby', 'jurliqueusa', 'jvc_usa', 'kaplanmd', 'kashifoods', 'kavajavacoffee', 'kelloggcompany', 'kenra_haircare', 'kerastaseusa', 'kerrygoldusa', 'kettlebrand', 'kevyn_aucoin', 'kia', 'kibblesnbits', 'kiehls', 'kikkomankitchen', 'killerbread', 'kindsnacks', 'kingbiodotcom', 'kraftheinzco', 'kyanicorp', 'lorealparisusa', 'minutemaid', 'monogramappl', 'naturespath', 'no7usa', 'obagi', 'phyto_usa', 'powerade', 'powerbar', 'prana', 'premierdeadsea_', 'prescriptives', 'pretzelcrisps', 'pringles', 'pritinyc', 'proactiv', 'propel_water', 'pr_organicsusa', 'prttypeaushun', 'puffs', 'pukkaherbs', 'purell', 'puresilkshave', 'purex', 'purinaonedog', 'purityvodka', 'qtips', 'quaker', 'quiltednorthern', 'quornus', 'ralphlauren', 'realcaboodles', 'reallunchables', 'realpurity', 'realrevivalabs', 'redbaronpizza', 'redbull', 'redflowernyc', 'redken5thave', 'redvines', 'reedsgingerbrew', 'regenepureqanda', 'renefurtererus', 'repechage', 'republicoftea', 'shopritestores', 'thecoffeebean', 'thedivacup', 'vichy_usa']
1 : ['dolcegabbana']
2 : ['bentleymotors']
3 : ['armani']
4 : ['chevrolet']
5 : ['bugatti']
6 : ['greengiant']
7 : ['cadillac']
Clustering Completed in time 0:00:03.396267
In [24]:
clustering_method='MySpectral1'
kwargs = {}
kwargs['do_scale'] = True
kwargs['print_clusters'] ='SIZE'
kwargs['print_cluster_size'] = True
cluster_brands(clustering_method, num_clusters= n_clusters, **kwargs)
clustering_method='MySpectral1'
plot_silhouette_scores(clustering_method)
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
139 ( 1 ): ['5hourenergy', '8oclockcoffee', 'acneorg', 'activia', 'alchimieforever', 'alimapure', 'alternahaircare', 'amanabrand', 'ampenergy', 'aquaphorus', 'aubreyorganicsi', 'aveneusa', 'axe', 'bakeryonmain', 'balancebar', 'bananaboat', 'barbarasbakery', 'barbasolshave', 'barkeeperfriend', 'barsfoods', 'bauschlomb', 'belkin', 'bestfoods', 'better_oats', 'bettylousinc', 'bigelowtea', 'bioelements', 'bissellclean', 'blackopalbeauty', 'blinc', 'blissspa', 'boironusa', 'boogiemom', 'bostonmarket', 'buitoniusa', 'bummis', 'butterfinger', 'campbellschunky', 'caress', 'carolsdaughter', 'claim_jumper', 'clearasil', 'clifbar', 'clorox', 'coffee_mate', 'coldeeze', 'combos', 'cosmedix', 'cosmermaid', 'cottonelle', 'crabtreeevelyn', 'crackerjackd', 'cremeofnature', 'croftersorganic', 'crystallight', 'dacorkitchen', 'dasaniwater', 'decleorskincare', 'delallofoods', 'dentek', 'dermorganic', 'dgskincare', 'dietpepsi', 'dovechocolate', 'drhauschka_usa', 'drinktampico', 'drmiracles', 'durex_usa', 'earthsbest', 'eatliquidgold', 'eatwholly', 'eccobella', 'eckrichmeats', 'ecotools', 'edgeshavegel', 'elizabetharden', 'evelom', 'everymanjack', 'ferrocosmetics', 'flavorice_pops', 'footsmart', 'fosterfarms', 'frenchmeadow', 'frigidaire', 'friskies', 'funkymonkeysnck', 'fyhmarket', 'gain', 'gardein', 'garmin', 'gdiapers', 'getolympus', 'ghdnorthamerica', 'glominerals', 'glutinofoods', 'got2busa', 'govoskos', 'graftobian', 'greengiant', 'greenworks', 'h2oplususa', 'hansensnatural', 'harmankardon', 'harneytea', 'healthy_choice', 'herbacinusa', 'herbalessences', 'homefreetreats', 'honesttea', 'hubertslemonade', 'hydroxatone', 'iams', 'iansnaturalfood', 'indelight', 'ivory', 'jabra_us', 'jello', 'joico', 'jonessodaco', 'joseolecentral', 'jouercosmetics', 'julepmaven', 'kelloggcompany', 'kibblesnbits', 'kikkomankitchen', 'minutemaid', 'naturespath', 'purell', 'purex', 'qtips', 'quiltednorthern', 'realcaboodles', 'realpurity', 'redbaronpizza', 'redflowernyc', 'redken5thave', 'redvines', 'republicoftea', 'thedivacup']
134 ( 0 ): ['34degrees', '7up', 'acureorganics', 'afterglow', 'airheads', 'alaffiaskincare', 'alvaradostreet', 'ancientharvest', 'aquafina', 'artistryus', 'athenos', 'auracacia', 'bahlsenbiscuits', 'bayerus', 'bayescleaners', 'bdbrows', 'bertolli', 'bhcosmetics', 'biodermalabuk', 'biokleenhome', 'biooiluk', 'birdseye', 'bluediamond', 'bodyglide', 'bolthousefarms', 'bosciaskincare', 'breyers', 'bronnerbros', 'bulldogskincare', 'bumble', 'cabotcheese', 'carmex', 'cartenoireuk', 'cascadianfarm', 'caswellmassey', 'caudalieus', 'celazome', 'chapstick', 'chexcereal', 'chipsahoy', 'clarisonic', 'coola_suncare', 'cream_of_wheat', 'cuisinart', 'customnails', 'cwhairlondon', 'daisyhealthrd', 'dannon', 'davesgourmet', 'deborahlippmann', 'deliskincare', 'delmonte', 'dermadoctor', 'dermalogica', 'diapersdotcom', 'doletweets', 'drbronner', 'droppslaundry', 'drpraegers', 'duwopcosmetics', 'earthboundfarm', 'eatsmartscales', 'ecolips', 'edenfoods', 'elemis', 'ellaskitchenusa', 'ellentracynyc', 'eucerinus', 'eukanuba', 'faithinnature', 'fancyfeast', 'farmrichsnacks', 'febreze_fresh', 'fekkai', 'firstaidbeauty', 'fishernutsbrand', 'fisherpaykelus', 'flatoutbread', 'food_for_life', 'freemanbeauty', 'freschetta', 'fstg_chips', 'fuzzibunz', 'generalmills', 'ge_reports', 'gmtgiftbaskets', 'gonecrackers', 'goodearthtea', 'gopicnic', 'gortonsseafood', 'hannaford', 'hboats', 'hdnaturals', 'hellmanns', 'herbalwater', 'herban_cowboy', 'hiballenergy', 'hillshirefarm', 'hodgsonmill', 'holisticselect', 'honeystinger', 'hormelfoods', 'huntschef', 'hylandshealth', 'illyissimo', 'ito_en', 'itsa10haircare', 'janmarini', 'jarritosnation', 'jennairusa', 'jewelosco', 'jif', 'jimmydean', 'johnsonville', 'jollytimepops', 'joyfulbathco', 'jrwatkins', 'jurliqueusa', 'kaplanmd', 'kevyn_aucoin', 'killerbread', 'kraftheinzco', 'monogramappl', 'obagi', 'pretzelcrisps', 'pritinyc', 'propel_water', 'pr_organicsusa', 'puffs', 'reallunchables', 'realrevivalabs', 'reedsgingerbrew', 'repechage', 'shopritestores']
90 ( 2 ): ['18rabbits', '7daysinutopia', 'acer', 'allegrocoffee', 'americanapparel', 'aprioribeauty', 'arbonne', 'arcona_la', 'armani', 'azzaro', 'ballaformen', 'bambinomio', 'bbuttonsbabies', 'bentleymotors', 'billyjealousy', 'bluebeardsusa', 'blueqness', 'bmsnews', 'braunus', 'bravesldier', 'bumblebar', 'bumboosa', 'caffesanora', 'candiesbrand', 'caneandaustin', 'cardinalhealth', 'caribou_coffee', 'casbahhamilton', 'casio_usa', 'celadrin1', 'chanel', 'chrysler', 'cobigelowny', 'ctcsquares', 'cuddleclones', 'curve', 'danieleinc', 'ddfskincare', 'deans_beans', 'devotedcreation', 'domtarcorp', 'dpolaner', 'dragonage', 'dreamdrystyle', 'droetkerbaking', 'eaglepack', 'earthlite', 'eas', 'eckounltd', 'elementbars', 'empirekosher', 'evolvekefir', 'fab', 'fagorind_eng', 'fischernwieser', 'fisherprice', 'foodsalive', 'foxandjane', 'freepeople', 'fttv', 'gardentime1', 'gnclivewell', 'grabgreen', 'grandmamauds', 'groominglounge', 'guess', 'hairformula37', 'headblade', 'hennahut', 'hinoderice', 'hitachi_us', 'hourglassmakeup', 'htcusa', 'hugoboss', 'humminbirdfish', 'hydropeptide', 'iqnatural', 'jblaudio', 'jeep', 'junebeebaby', 'kingbiodotcom', 'kyanicorp', 'premierdeadsea_', 'proactiv', 'prttypeaushun', 'purityvodka', 'quornus', 'ralphlauren', 'redbull', 'regenepureqanda']
68 ( 7 ): ['8thcontinentsoy', 'abreva', 'allegraotc', 'antimonkeybutt', 'artisanafoods', 'audi', 'babyblanketgift', 'barielle', 'basic4veg', 'bblondehair', 'beauticontrol', 'bmwusa', 'bodyimage', 'brazilianblwout', 'bugatti', 'bulbrite', 'cadillac', 'canonusa', 'carabnaturally', 'chefboyardee', 'ciaobellagelato', 'claussenpickles', 'cleanwell', 'colorescience', 'corazonas', 'crushfoods', 'davinesofficial', 'discover', 'drinkcheerwine', 'ecodiscoveries', 'eco_me', 'ecotouch', 'eggplantpeople', 'electrolux', 'eltamd', 'embryolisseusa', 'estroven', 'farouksystems', 'feelgoodfoods', 'finlandiavodka', 'flatearthbrew', 'fmchocolate', 'formaggio', 'frenchsuk', 'frs', 'fusion_beauty', 'gabrielcosmetic', 'genesistoday', 'glennys', 'goldenpath', 'goodcleanlove', 'guayaki', 'guerlain', 'hichew', 'homeruninn', 'hypehair', 'indigowild', 'islandseasoning', 'isseymiyakenyc', 'jacklinks', 'jergensus', 'josie_maran', 'jvc_usa', 'kavajavacoffee', 'kenra_haircare', 'prescriptives', 'renefurtererus', 'vichy_usa']
45 ( 5 ): ['100percentpure', 'advilrelief', 'anntaylor', 'ardell_lashes', 'avoninsider', 'babyganics', 'baby_magic', 'bareminerals', 'barilla', 'benetton', 'cadburyuk', 'cheezit', 'cocacola', 'conairbeauty', 'crest', 'dawndish', 'dietcoke', 'digiornopizza', 'doritos', 'dove', 'dunkindonuts', 'duracell', 'evianwater', 'fanta', 'ford', 'gf_insider', 'gillette', 'glutenfreeda', 'goddessgarden', 'haagendazs_us', 'hersheys', 'honda', 'hostess_snacks', 'hp', 'huggies', 'ibm', 'kettlebrand', 'kia', 'lorealparisusa', 'phyto_usa', 'powerbar', 'puresilkshave', 'purinaonedog', 'quaker', 'thecoffeebean']
37 ( 6 ): ['american_girl', 'annieshomegrown', 'att', 'aveda', 'babiesrus', 'beneful', 'bettycrocker', 'blue_bunny', 'bobsredmill', 'canidaepetfood', 'celestialtea', 'cheerios', 'chobani', 'clairolcolor', 'cleanandclear', 'coastalscents', 'colgate', 'crackerbarrel', 'dial', 'doctorsmiths', 'downy', 'drpepper', 'fageusa', 'fiberone', 'fritolay', 'gatorade', 'ghostfragrances', 'hotpockets', 'izze', 'jackdaniels_us', 'johnfriedaus', 'kashifoods', 'kerastaseusa', 'powerade', 'prana', 'pringles', 'pukkaherbs']
33 ( 3 ): ['adidas', 'always', 'anthropologie', 'babobotanicals', 'bathbodyworks', 'benandjerrys', 'benefitbeauty', 'blackberry', 'bose', 'bumgenius', 'burtsbees', 'butterlondon', 'cedarlanefoods', 'chuaochocoholic', 'covergirl', 'cvsbeautyclub', 'disney', 'dlink', 'dreft', 'dum_dums', 'essentiaphwater', 'faygo', 'glade', 'godiva', 'hickoryfarms', 'hollisterco', 'honeymaidsnacks', 'horizon_organic', 'itcosmetics', 'kerrygoldusa', 'kiehls', 'kindsnacks', 'no7usa']
23 ( 4 ): ['allure_magazine', 'astonmartin', 'asus', 'buick', 'burberry', 'calvinklein', 'chevrolet', 'chinaglaze', 'cisco', 'dell', 'derma_e', 'dior', 'dodge', 'dolcegabbana', 'elfcosmetics', 'fendi', 'ferrariusa', 'givenchy', 'hyundai', 'illamasqua', 'instyle', 'jaguarusa', 'juicycouture']
Clustering Completed in time 0:00:01.605068
In [25]:
clustering_method='MySpectral1'
kwargs = {}
kwargs['do_scale'] = True
kwargs['print_clusters'] ='SIZE'
kwargs['print_cluster_size'] = False
for i in range(1,51):
print('Cluster Size:',i)
cluster_brands(clustering_method, num_clusters= i, **kwargs)
Cluster Size: 1
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
569 ( 0 ): ['100percentpure', '18rabbits', '34degrees', '5hourenergy', '7daysinutopia', '7up', '8oclockcoffee', '8thcontinentsoy', 'abreva', 'acer', 'acneorg', 'activia', 'acureorganics', 'adidas', 'advilrelief', 'afterglow', 'airheads', 'alaffiaskincare', 'alchimieforever', 'alimapure', 'allegraotc', 'allegrocoffee', 'allure_magazine', 'alternahaircare', 'alvaradostreet', 'always', 'amanabrand', 'americanapparel', 'american_girl', 'ampenergy', 'ancientharvest', 'annieshomegrown', 'anntaylor', 'anthropologie', 'antimonkeybutt', 'aprioribeauty', 'aquafina', 'aquaphorus', 'arbonne', 'arcona_la', 'ardell_lashes', 'armani', 'artisanafoods', 'artistryus', 'astonmartin', 'asus', 'athenos', 'att', 'aubreyorganicsi', 'audi', 'auracacia', 'aveda', 'aveneusa', 'avoninsider', 'axe', 'azzaro', 'babiesrus', 'babobotanicals', 'babyblanketgift', 'babyganics', 'baby_magic', 'bahlsenbiscuits', 'bakeryonmain', 'balancebar', 'ballaformen', 'bambinomio', 'bananaboat', 'barbarasbakery', 'barbasolshave', 'bareminerals', 'barielle', 'barilla', 'barkeeperfriend', 'barsfoods', 'basic4veg', 'bathbodyworks', 'bauschlomb', 'bayerus', 'bayescleaners', 'bblondehair', 'bbuttonsbabies', 'bdbrows', 'beauticontrol', 'belkin', 'benandjerrys', 'benefitbeauty', 'beneful', 'benetton', 'bentleymotors', 'bertolli', 'bestfoods', 'better_oats', 'bettycrocker', 'bettylousinc', 'bhcosmetics', 'bigelowtea', 'billyjealousy', 'biodermalabuk', 'bioelements', 'biokleenhome', 'biooiluk', 'birdseye', 'bissellclean', 'blackberry', 'blackopalbeauty', 'blinc', 'blissspa', 'bluebeardsusa', 'blue_bunny', 'bluediamond', 'blueqness', 'bmsnews', 'bmwusa', 'bobsredmill', 'bodyglide', 'bodyimage', 'boironusa', 'bolthousefarms', 'boogiemom', 'bosciaskincare', 'bose', 'bostonmarket', 'braunus', 'bravesldier', 'brazilianblwout', 'breyers', 'bronnerbros', 'bugatti', 'buick', 'buitoniusa', 'bulbrite', 'bulldogskincare', 'bumble', 'bumblebar', 'bumboosa', 'bumgenius', 'bummis', 'burberry', 'burtsbees', 'butterfinger', 'butterlondon', 'cabotcheese', 'cadburyuk', 'cadillac', 'caffesanora', 'calvinklein', 'campbellschunky', 'candiesbrand', 'caneandaustin', 'canidaepetfood', 'canonusa', 'carabnaturally', 'cardinalhealth', 'caress', 'caribou_coffee', 'carmex', 'carolsdaughter', 'cartenoireuk', 'casbahhamilton', 'cascadianfarm', 'casio_usa', 'caswellmassey', 'caudalieus', 'cedarlanefoods', 'celadrin1', 'celazome', 'celestialtea', 'chanel', 'chapstick', 'cheerios', 'cheezit', 'chefboyardee', 'chevrolet', 'chexcereal', 'chinaglaze', 'chipsahoy', 'chobani', 'chrysler', 'chuaochocoholic', 'ciaobellagelato', 'cisco', 'claim_jumper', 'clairolcolor', 'clarisonic', 'claussenpickles', 'cleanandclear', 'cleanwell', 'clearasil', 'clifbar', 'clorox', 'coastalscents', 'cobigelowny', 'cocacola', 'coffee_mate', 'coldeeze', 'colgate', 'colorescience', 'combos', 'conairbeauty', 'coola_suncare', 'corazonas', 'cosmedix', 'cosmermaid', 'cottonelle', 'covergirl', 'crabtreeevelyn', 'crackerbarrel', 'crackerjackd', 'cream_of_wheat', 'cremeofnature', 'crest', 'croftersorganic', 'crushfoods', 'crystallight', 'ctcsquares', 'cuddleclones', 'cuisinart', 'curve', 'customnails', 'cvsbeautyclub', 'cwhairlondon', 'dacorkitchen', 'daisyhealthrd', 'danieleinc', 'dannon', 'dasaniwater', 'davesgourmet', 'davinesofficial', 'dawndish', 'ddfskincare', 'deans_beans', 'deborahlippmann', 'decleorskincare', 'delallofoods', 'deliskincare', 'dell', 'delmonte', 'dentek', 'dermadoctor', 'derma_e', 'dermalogica', 'dermorganic', 'devotedcreation', 'dgskincare', 'dial', 'diapersdotcom', 'dietcoke', 'dietpepsi', 'digiornopizza', 'dior', 'discover', 'disney', 'dlink', 'doctorsmiths', 'dodge', 'dolcegabbana', 'doletweets', 'domtarcorp', 'doritos', 'dove', 'dovechocolate', 'downy', 'dpolaner', 'dragonage', 'drbronner', 'dreamdrystyle', 'dreft', 'drhauschka_usa', 'drinkcheerwine', 'drinktampico', 'drmiracles', 'droetkerbaking', 'droppslaundry', 'drpepper', 'drpraegers', 'dum_dums', 'dunkindonuts', 'duracell', 'durex_usa', 'duwopcosmetics', 'eaglepack', 'earthboundfarm', 'earthlite', 'earthsbest', 'eas', 'eatliquidgold', 'eatsmartscales', 'eatwholly', 'eccobella', 'eckounltd', 'eckrichmeats', 'ecodiscoveries', 'ecolips', 'eco_me', 'ecotools', 'ecotouch', 'edenfoods', 'edgeshavegel', 'eggplantpeople', 'electrolux', 'elementbars', 'elemis', 'elfcosmetics', 'elizabetharden', 'ellaskitchenusa', 'ellentracynyc', 'eltamd', 'embryolisseusa', 'empirekosher', 'essentiaphwater', 'estroven', 'eucerinus', 'eukanuba', 'evelom', 'everymanjack', 'evianwater', 'evolvekefir', 'fab', 'fageusa', 'fagorind_eng', 'faithinnature', 'fancyfeast', 'fanta', 'farmrichsnacks', 'farouksystems', 'faygo', 'febreze_fresh', 'feelgoodfoods', 'fekkai', 'fendi', 'ferrariusa', 'ferrocosmetics', 'fiberone', 'finlandiavodka', 'firstaidbeauty', 'fischernwieser', 'fishernutsbrand', 'fisherpaykelus', 'fisherprice', 'flatearthbrew', 'flatoutbread', 'flavorice_pops', 'fmchocolate', 'food_for_life', 'foodsalive', 'footsmart', 'ford', 'formaggio', 'fosterfarms', 'foxandjane', 'freemanbeauty', 'freepeople', 'frenchmeadow', 'frenchsuk', 'freschetta', 'frigidaire', 'friskies', 'fritolay', 'frs', 'fstg_chips', 'fttv', 'funkymonkeysnck', 'fusion_beauty', 'fuzzibunz', 'fyhmarket', 'gabrielcosmetic', 'gain', 'gardein', 'gardentime1', 'garmin', 'gatorade', 'gdiapers', 'generalmills', 'genesistoday', 'ge_reports', 'getolympus', 'gf_insider', 'ghdnorthamerica', 'ghostfragrances', 'gillette', 'givenchy', 'glade', 'glennys', 'glominerals', 'glutenfreeda', 'glutinofoods', 'gmtgiftbaskets', 'gnclivewell', 'goddessgarden', 'godiva', 'goldenpath', 'gonecrackers', 'goodcleanlove', 'goodearthtea', 'gopicnic', 'gortonsseafood', 'got2busa', 'govoskos', 'grabgreen', 'graftobian', 'grandmamauds', 'greengiant', 'greenworks', 'groominglounge', 'guayaki', 'guerlain', 'guess', 'h2oplususa', 'haagendazs_us', 'hairformula37', 'hannaford', 'hansensnatural', 'harmankardon', 'harneytea', 'hboats', 'hdnaturals', 'headblade', 'healthy_choice', 'hellmanns', 'hennahut', 'herbacinusa', 'herbalessences', 'herbalwater', 'herban_cowboy', 'hersheys', 'hiballenergy', 'hichew', 'hickoryfarms', 'hillshirefarm', 'hinoderice', 'hitachi_us', 'hodgsonmill', 'holisticselect', 'hollisterco', 'homefreetreats', 'homeruninn', 'honda', 'honesttea', 'honeymaidsnacks', 'honeystinger', 'horizon_organic', 'hormelfoods', 'hostess_snacks', 'hotpockets', 'hourglassmakeup', 'hp', 'htcusa', 'hubertslemonade', 'huggies', 'hugoboss', 'humminbirdfish', 'huntschef', 'hydropeptide', 'hydroxatone', 'hylandshealth', 'hypehair', 'hyundai', 'iams', 'iansnaturalfood', 'ibm', 'illamasqua', 'illyissimo', 'indelight', 'indigowild', 'instyle', 'iqnatural', 'islandseasoning', 'isseymiyakenyc', 'itcosmetics', 'ito_en', 'itsa10haircare', 'ivory', 'izze', 'jabra_us', 'jackdaniels_us', 'jacklinks', 'jaguarusa', 'janmarini', 'jarritosnation', 'jblaudio', 'jeep', 'jello', 'jennairusa', 'jergensus', 'jewelosco', 'jif', 'jimmydean', 'johnfriedaus', 'johnsonville', 'joico', 'jollytimepops', 'jonessodaco', 'joseolecentral', 'josie_maran', 'jouercosmetics', 'joyfulbathco', 'jrwatkins', 'juicycouture', 'julepmaven', 'junebeebaby', 'jurliqueusa', 'jvc_usa', 'kaplanmd', 'kashifoods', 'kavajavacoffee', 'kelloggcompany', 'kenra_haircare', 'kerastaseusa', 'kerrygoldusa', 'kettlebrand', 'kevyn_aucoin', 'kia', 'kibblesnbits', 'kiehls', 'kikkomankitchen', 'killerbread', 'kindsnacks', 'kingbiodotcom', 'kraftheinzco', 'kyanicorp', 'lorealparisusa', 'minutemaid', 'monogramappl', 'naturespath', 'no7usa', 'obagi', 'phyto_usa', 'powerade', 'powerbar', 'prana', 'premierdeadsea_', 'prescriptives', 'pretzelcrisps', 'pringles', 'pritinyc', 'proactiv', 'propel_water', 'pr_organicsusa', 'prttypeaushun', 'puffs', 'pukkaherbs', 'purell', 'puresilkshave', 'purex', 'purinaonedog', 'purityvodka', 'qtips', 'quaker', 'quiltednorthern', 'quornus', 'ralphlauren', 'realcaboodles', 'reallunchables', 'realpurity', 'realrevivalabs', 'redbaronpizza', 'redbull', 'redflowernyc', 'redken5thave', 'redvines', 'reedsgingerbrew', 'regenepureqanda', 'renefurtererus', 'repechage', 'republicoftea', 'shopritestores', 'thecoffeebean', 'thedivacup', 'vichy_usa']
Clustering Completed in time 0:00:00.251162
Cluster Size: 2
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
441 ( 0 ): ['100percentpure', '18rabbits', '34degrees', '5hourenergy', '7daysinutopia', '7up', '8thcontinentsoy', 'abreva', 'acer', 'acneorg', 'activia', 'adidas', 'advilrelief', 'afterglow', 'airheads', 'alaffiaskincare', 'alchimieforever', 'alimapure', 'allegraotc', 'allegrocoffee', 'alvaradostreet', 'always', 'americanapparel', 'american_girl', 'ampenergy', 'ancientharvest', 'anntaylor', 'anthropologie', 'antimonkeybutt', 'aprioribeauty', 'aquafina', 'arbonne', 'arcona_la', 'ardell_lashes', 'armani', 'artisanafoods', 'artistryus', 'asus', 'athenos', 'att', 'aubreyorganicsi', 'audi', 'auracacia', 'aveda', 'aveneusa', 'avoninsider', 'axe', 'azzaro', 'babiesrus', 'babyblanketgift', 'babyganics', 'bahlsenbiscuits', 'bakeryonmain', 'ballaformen', 'bambinomio', 'barbasolshave', 'bareminerals', 'barielle', 'barilla', 'barkeeperfriend', 'barsfoods', 'basic4veg', 'bathbodyworks', 'bauschlomb', 'bayescleaners', 'bblondehair', 'bbuttonsbabies', 'bdbrows', 'beauticontrol', 'belkin', 'benandjerrys', 'benetton', 'bentleymotors', 'bertolli', 'bestfoods', 'bettylousinc', 'bhcosmetics', 'billyjealousy', 'biodermalabuk', 'bioelements', 'biokleenhome', 'biooiluk', 'bissellclean', 'blackberry', 'blackopalbeauty', 'blissspa', 'bluebeardsusa', 'bluediamond', 'blueqness', 'bobsredmill', 'bodyglide', 'bodyimage', 'bolthousefarms', 'bose', 'bostonmarket', 'braunus', 'bravesldier', 'brazilianblwout', 'bronnerbros', 'buitoniusa', 'bulbrite', 'bulldogskincare', 'bumblebar', 'bumboosa', 'bumgenius', 'bummis', 'burtsbees', 'butterfinger', 'butterlondon', 'cabotcheese', 'cadburyuk', 'cadillac', 'caffesanora', 'campbellschunky', 'candiesbrand', 'caneandaustin', 'canidaepetfood', 'carabnaturally', 'cardinalhealth', 'caress', 'caribou_coffee', 'carmex', 'carolsdaughter', 'cartenoireuk', 'casbahhamilton', 'casio_usa', 'caswellmassey', 'caudalieus', 'cedarlanefoods', 'celadrin1', 'celazome', 'celestialtea', 'chapstick', 'cheezit', 'chefboyardee', 'chipsahoy', 'chobani', 'chrysler', 'chuaochocoholic', 'ciaobellagelato', 'claim_jumper', 'clairolcolor', 'claussenpickles', 'cleanwell', 'clearasil', 'clifbar', 'clorox', 'coastalscents', 'cobigelowny', 'cocacola', 'coffee_mate', 'coldeeze', 'colgate', 'colorescience', 'combos', 'coola_suncare', 'corazonas', 'cosmedix', 'cosmermaid', 'cottonelle', 'covergirl', 'crabtreeevelyn', 'crackerbarrel', 'crackerjackd', 'cream_of_wheat', 'cremeofnature', 'crushfoods', 'ctcsquares', 'cuddleclones', 'curve', 'customnails', 'cvsbeautyclub', 'cwhairlondon', 'dacorkitchen', 'daisyhealthrd', 'danieleinc', 'dannon', 'davesgourmet', 'davinesofficial', 'ddfskincare', 'deans_beans', 'delallofoods', 'deliskincare', 'dentek', 'dermalogica', 'dermorganic', 'devotedcreation', 'diapersdotcom', 'dietcoke', 'dietpepsi', 'digiornopizza', 'dior', 'disney', 'dlink', 'doctorsmiths', 'dodge', 'doletweets', 'domtarcorp', 'dove', 'downy', 'dpolaner', 'dragonage', 'drbronner', 'dreamdrystyle', 'dreft', 'drinkcheerwine', 'drinktampico', 'drmiracles', 'droetkerbaking', 'droppslaundry', 'drpepper', 'drpraegers', 'dum_dums', 'duracell', 'duwopcosmetics', 'eaglepack', 'earthlite', 'eas', 'eatliquidgold', 'eccobella', 'eckounltd', 'eckrichmeats', 'ecodiscoveries', 'ecolips', 'eco_me', 'ecotouch', 'edgeshavegel', 'eggplantpeople', 'elementbars', 'elemis', 'elfcosmetics', 'elizabetharden', 'ellentracynyc', 'eltamd', 'empirekosher', 'essentiaphwater', 'estroven', 'eukanuba', 'evelom', 'everymanjack', 'evianwater', 'evolvekefir', 'fab', 'fageusa', 'fagorind_eng', 'faithinnature', 'fancyfeast', 'fanta', 'farouksystems', 'faygo', 'feelgoodfoods', 'fekkai', 'fendi', 'ferrariusa', 'ferrocosmetics', 'fiberone', 'finlandiavodka', 'firstaidbeauty', 'fischernwieser', 'fisherpaykelus', 'fisherprice', 'flatearthbrew', 'flavorice_pops', 'fmchocolate', 'food_for_life', 'foodsalive', 'footsmart', 'formaggio', 'fosterfarms', 'foxandjane', 'freemanbeauty', 'freepeople', 'frenchmeadow', 'frenchsuk', 'friskies', 'fritolay', 'fstg_chips', 'fttv', 'fusion_beauty', 'fuzzibunz', 'fyhmarket', 'gabrielcosmetic', 'gain', 'gardein', 'gardentime1', 'garmin', 'gatorade', 'gdiapers', 'genesistoday', 'getolympus', 'ghdnorthamerica', 'ghostfragrances', 'gillette', 'glade', 'glennys', 'glominerals', 'glutenfreeda', 'glutinofoods', 'gmtgiftbaskets', 'goldenpath', 'goodcleanlove', 'goodearthtea', 'govoskos', 'grabgreen', 'graftobian', 'grandmamauds', 'greenworks', 'groominglounge', 'guayaki', 'guerlain', 'guess', 'haagendazs_us', 'hairformula37', 'hannaford', 'hansensnatural', 'harmankardon', 'harneytea', 'hdnaturals', 'headblade', 'healthy_choice', 'hellmanns', 'hennahut', 'herbacinusa', 'herbalessences', 'herban_cowboy', 'hiballenergy', 'hichew', 'hinoderice', 'hitachi_us', 'holisticselect', 'hollisterco', 'homefreetreats', 'homeruninn', 'honesttea', 'honeymaidsnacks', 'honeystinger', 'horizon_organic', 'hotpockets', 'htcusa', 'hubertslemonade', 'huggies', 'hugoboss', 'humminbirdfish', 'hydropeptide', 'hydroxatone', 'hylandshealth', 'hypehair', 'hyundai', 'iansnaturalfood', 'ibm', 'illamasqua', 'illyissimo', 'indelight', 'indigowild', 'instyle', 'iqnatural', 'islandseasoning', 'isseymiyakenyc', 'ito_en', 'itsa10haircare', 'ivory', 'izze', 'jabra_us', 'jackdaniels_us', 'jacklinks', 'janmarini', 'jarritosnation', 'jblaudio', 'jello', 'jennairusa', 'jergensus', 'jewelosco', 'jif', 'jimmydean', 'johnfriedaus', 'johnsonville', 'joico', 'jollytimepops', 'jonessodaco', 'josie_maran', 'jouercosmetics', 'jrwatkins', 'juicycouture', 'julepmaven', 'junebeebaby', 'jvc_usa', 'kaplanmd', 'kashifoods', 'kavajavacoffee', 'kenra_haircare', 'kerastaseusa', 'kerrygoldusa', 'kettlebrand', 'kia', 'kibblesnbits', 'kiehls', 'kikkomankitchen', 'killerbread', 'kingbiodotcom', 'kraftheinzco', 'kyanicorp', 'minutemaid', 'monogramappl', 'naturespath', 'no7usa', 'obagi', 'powerade', 'powerbar', 'prana', 'premierdeadsea_', 'prescriptives', 'pringles', 'pritinyc', 'proactiv', 'propel_water', 'pr_organicsusa', 'prttypeaushun', 'pukkaherbs', 'purell', 'puresilkshave', 'purex', 'purinaonedog', 'purityvodka', 'quornus', 'realcaboodles', 'reallunchables', 'realpurity', 'redbaronpizza', 'redbull', 'redflowernyc', 'redken5thave', 'redvines', 'reedsgingerbrew', 'regenepureqanda', 'renefurtererus', 'repechage', 'republicoftea', 'shopritestores', 'thecoffeebean', 'thedivacup', 'vichy_usa']
128 ( 1 ): ['8oclockcoffee', 'acureorganics', 'allure_magazine', 'alternahaircare', 'amanabrand', 'annieshomegrown', 'aquaphorus', 'astonmartin', 'babobotanicals', 'baby_magic', 'balancebar', 'bananaboat', 'barbarasbakery', 'bayerus', 'benefitbeauty', 'beneful', 'better_oats', 'bettycrocker', 'bigelowtea', 'birdseye', 'blinc', 'blue_bunny', 'bmsnews', 'bmwusa', 'boironusa', 'boogiemom', 'bosciaskincare', 'breyers', 'bugatti', 'buick', 'bumble', 'burberry', 'calvinklein', 'canonusa', 'cascadianfarm', 'chanel', 'cheerios', 'chevrolet', 'chexcereal', 'chinaglaze', 'cisco', 'clarisonic', 'cleanandclear', 'conairbeauty', 'crest', 'croftersorganic', 'crystallight', 'cuisinart', 'dasaniwater', 'dawndish', 'deborahlippmann', 'decleorskincare', 'dell', 'delmonte', 'dermadoctor', 'derma_e', 'dgskincare', 'dial', 'discover', 'dolcegabbana', 'doritos', 'dovechocolate', 'drhauschka_usa', 'dunkindonuts', 'durex_usa', 'earthboundfarm', 'earthsbest', 'eatsmartscales', 'eatwholly', 'ecotools', 'edenfoods', 'electrolux', 'ellaskitchenusa', 'embryolisseusa', 'eucerinus', 'farmrichsnacks', 'febreze_fresh', 'fishernutsbrand', 'flatoutbread', 'ford', 'freschetta', 'frigidaire', 'frs', 'funkymonkeysnck', 'generalmills', 'ge_reports', 'gf_insider', 'givenchy', 'gnclivewell', 'goddessgarden', 'godiva', 'gonecrackers', 'gopicnic', 'gortonsseafood', 'got2busa', 'greengiant', 'h2oplususa', 'hboats', 'herbalwater', 'hersheys', 'hickoryfarms', 'hillshirefarm', 'hodgsonmill', 'honda', 'hormelfoods', 'hostess_snacks', 'hourglassmakeup', 'hp', 'huntschef', 'iams', 'itcosmetics', 'jaguarusa', 'jeep', 'joseolecentral', 'joyfulbathco', 'jurliqueusa', 'kelloggcompany', 'kevyn_aucoin', 'kindsnacks', 'lorealparisusa', 'phyto_usa', 'pretzelcrisps', 'puffs', 'qtips', 'quaker', 'quiltednorthern', 'ralphlauren', 'realrevivalabs']
Clustering Completed in time 0:00:00.184127
Cluster Size: 3
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
396 ( 0 ): ['100percentpure', '18rabbits', '34degrees', '5hourenergy', '7daysinutopia', '7up', '8oclockcoffee', '8thcontinentsoy', 'abreva', 'acneorg', 'activia', 'advilrelief', 'afterglow', 'airheads', 'alaffiaskincare', 'alimapure', 'allegraotc', 'allegrocoffee', 'alternahaircare', 'alvaradostreet', 'always', 'americanapparel', 'american_girl', 'ampenergy', 'ancientharvest', 'anntaylor', 'anthropologie', 'antimonkeybutt', 'aprioribeauty', 'aquafina', 'arbonne', 'arcona_la', 'armani', 'artisanafoods', 'artistryus', 'athenos', 'aubreyorganicsi', 'audi', 'aveneusa', 'avoninsider', 'azzaro', 'babiesrus', 'babyblanketgift', 'babyganics', 'bakeryonmain', 'ballaformen', 'bambinomio', 'barbasolshave', 'bareminerals', 'barielle', 'barilla', 'barsfoods', 'basic4veg', 'bathbodyworks', 'bauschlomb', 'bayerus', 'bayescleaners', 'bblondehair', 'bbuttonsbabies', 'bdbrows', 'beauticontrol', 'belkin', 'benandjerrys', 'benetton', 'bestfoods', 'bettylousinc', 'bhcosmetics', 'bigelowtea', 'billyjealousy', 'biodermalabuk', 'biokleenhome', 'biooiluk', 'blackberry', 'blackopalbeauty', 'bluebeardsusa', 'blueqness', 'bmsnews', 'bobsredmill', 'bodyglide', 'bodyimage', 'boironusa', 'bolthousefarms', 'bostonmarket', 'braunus', 'bravesldier', 'brazilianblwout', 'breyers', 'bronnerbros', 'bugatti', 'buick', 'buitoniusa', 'bulbrite', 'bumblebar', 'bumboosa', 'bumgenius', 'bummis', 'burtsbees', 'butterfinger', 'cabotcheese', 'cadburyuk', 'caffesanora', 'candiesbrand', 'caneandaustin', 'canidaepetfood', 'canonusa', 'carabnaturally', 'cardinalhealth', 'caress', 'caribou_coffee', 'cartenoireuk', 'casbahhamilton', 'casio_usa', 'caswellmassey', 'cedarlanefoods', 'celadrin1', 'celazome', 'chapstick', 'cheerios', 'cheezit', 'chefboyardee', 'chevrolet', 'chipsahoy', 'chobani', 'chuaochocoholic', 'ciaobellagelato', 'cisco', 'claim_jumper', 'claussenpickles', 'cleanwell', 'clearasil', 'clifbar', 'coastalscents', 'cobigelowny', 'cocacola', 'coffee_mate', 'coldeeze', 'colgate', 'colorescience', 'combos', 'corazonas', 'cosmedix', 'cosmermaid', 'crabtreeevelyn', 'crackerbarrel', 'crackerjackd', 'cremeofnature', 'croftersorganic', 'crushfoods', 'ctcsquares', 'cuddleclones', 'customnails', 'cvsbeautyclub', 'cwhairlondon', 'dacorkitchen', 'daisyhealthrd', 'danieleinc', 'davesgourmet', 'davinesofficial', 'dawndish', 'ddfskincare', 'deans_beans', 'delallofoods', 'deliskincare', 'dentek', 'dermalogica', 'dermorganic', 'devotedcreation', 'dial', 'diapersdotcom', 'dietpepsi', 'digiornopizza', 'dior', 'discover', 'dlink', 'doctorsmiths', 'dodge', 'doletweets', 'domtarcorp', 'dove', 'dovechocolate', 'dpolaner', 'dragonage', 'drbronner', 'dreamdrystyle', 'dreft', 'drinkcheerwine', 'drinktampico', 'drmiracles', 'droetkerbaking', 'droppslaundry', 'drpraegers', 'dum_dums', 'dunkindonuts', 'durex_usa', 'duwopcosmetics', 'eaglepack', 'earthboundfarm', 'earthlite', 'eas', 'eatliquidgold', 'eccobella', 'eckounltd', 'eckrichmeats', 'ecodiscoveries', 'ecolips', 'eco_me', 'ecotouch', 'edgeshavegel', 'eggplantpeople', 'electrolux', 'elementbars', 'ellentracynyc', 'eltamd', 'embryolisseusa', 'empirekosher', 'essentiaphwater', 'estroven', 'eukanuba', 'evelom', 'everymanjack', 'evianwater', 'evolvekefir', 'fab', 'fagorind_eng', 'faithinnature', 'fancyfeast', 'farouksystems', 'faygo', 'feelgoodfoods', 'fekkai', 'fendi', 'ferrocosmetics', 'fiberone', 'finlandiavodka', 'firstaidbeauty', 'fischernwieser', 'fisherpaykelus', 'fisherprice', 'flatearthbrew', 'flavorice_pops', 'fmchocolate', 'food_for_life', 'foodsalive', 'footsmart', 'formaggio', 'fosterfarms', 'foxandjane', 'freemanbeauty', 'freepeople', 'frenchmeadow', 'frenchsuk', 'friskies', 'fritolay', 'frs', 'fttv', 'fyhmarket', 'gabrielcosmetic', 'gardentime1', 'garmin', 'gatorade', 'gdiapers', 'genesistoday', 'ge_reports', 'getolympus', 'ghdnorthamerica', 'ghostfragrances', 'gillette', 'glennys', 'glutenfreeda', 'glutinofoods', 'gmtgiftbaskets', 'gnclivewell', 'goldenpath', 'goodcleanlove', 'goodearthtea', 'got2busa', 'govoskos', 'grabgreen', 'graftobian', 'grandmamauds', 'greenworks', 'groominglounge', 'guayaki', 'guess', 'haagendazs_us', 'hairformula37', 'hannaford', 'hansensnatural', 'harneytea', 'hdnaturals', 'headblade', 'healthy_choice', 'hellmanns', 'hennahut', 'herbacinusa', 'herbalessences', 'herban_cowboy', 'hersheys', 'hiballenergy', 'hichew', 'hinoderice', 'hitachi_us', 'holisticselect', 'hollisterco', 'homefreetreats', 'homeruninn', 'honesttea', 'honeystinger', 'hotpockets', 'htcusa', 'hubertslemonade', 'hugoboss', 'humminbirdfish', 'hydropeptide', 'hydroxatone', 'hypehair', 'hyundai', 'iams', 'iansnaturalfood', 'ibm', 'illyissimo', 'indigowild', 'instyle', 'iqnatural', 'islandseasoning', 'isseymiyakenyc', 'ito_en', 'ivory', 'izze', 'jabra_us', 'jackdaniels_us', 'jacklinks', 'jaguarusa', 'jarritosnation', 'jblaudio', 'jennairusa', 'jergensus', 'jewelosco', 'jif', 'johnsonville', 'joico', 'jollytimepops', 'jonessodaco', 'josie_maran', 'jouercosmetics', 'juicycouture', 'junebeebaby', 'kaplanmd', 'kashifoods', 'kavajavacoffee', 'kelloggcompany', 'kenra_haircare', 'kerrygoldusa', 'kettlebrand', 'kevyn_aucoin', 'kibblesnbits', 'kiehls', 'kikkomankitchen', 'killerbread', 'kingbiodotcom', 'kraftheinzco', 'kyanicorp', 'lorealparisusa', 'minutemaid', 'monogramappl', 'naturespath', 'no7usa', 'obagi', 'phyto_usa', 'powerbar', 'prana', 'premierdeadsea_', 'prescriptives', 'pringles', 'pritinyc', 'proactiv', 'propel_water', 'pr_organicsusa', 'prttypeaushun', 'purell', 'purinaonedog', 'purityvodka', 'quornus', 'realcaboodles', 'reallunchables', 'realpurity', 'redbull', 'redflowernyc', 'reedsgingerbrew', 'regenepureqanda', 'renefurtererus', 'repechage', 'shopritestores', 'thecoffeebean', 'thedivacup', 'vichy_usa']
104 ( 1 ): ['acureorganics', 'adidas', 'alchimieforever', 'amanabrand', 'annieshomegrown', 'aquaphorus', 'ardell_lashes', 'astonmartin', 'auracacia', 'babobotanicals', 'baby_magic', 'balancebar', 'bananaboat', 'barbarasbakery', 'beneful', 'bertolli', 'better_oats', 'bettycrocker', 'bioelements', 'blinc', 'blissspa', 'blue_bunny', 'bmwusa', 'boogiemom', 'bosciaskincare', 'bumble', 'butterlondon', 'cadillac', 'cascadianfarm', 'caudalieus', 'celestialtea', 'chexcereal', 'chinaglaze', 'chrysler', 'clairolcolor', 'clarisonic', 'cleanandclear', 'conairbeauty', 'cottonelle', 'cream_of_wheat', 'crystallight', 'dasaniwater', 'deborahlippmann', 'decleorskincare', 'dell', 'dermadoctor', 'derma_e', 'dgskincare', 'disney', 'drhauschka_usa', 'earthsbest', 'eatsmartscales', 'eatwholly', 'ecotools', 'edenfoods', 'elfcosmetics', 'elizabetharden', 'eucerinus', 'farmrichsnacks', 'febreze_fresh', 'ferrariusa', 'fishernutsbrand', 'flatoutbread', 'ford', 'freschetta', 'frigidaire', 'fstg_chips', 'funkymonkeysnck', 'gain', 'generalmills', 'gf_insider', 'glade', 'glominerals', 'goddessgarden', 'gonecrackers', 'gopicnic', 'gortonsseafood', 'greengiant', 'h2oplususa', 'hboats', 'herbalwater', 'hickoryfarms', 'hillshirefarm', 'honda', 'honeymaidsnacks', 'hormelfoods', 'hostess_snacks', 'hourglassmakeup', 'hp', 'huntschef', 'indelight', 'jeep', 'johnfriedaus', 'joseolecentral', 'joyfulbathco', 'jurliqueusa', 'kia', 'kindsnacks', 'pretzelcrisps', 'puffs', 'puresilkshave', 'qtips', 'quiltednorthern', 'redbaronpizza']
69 ( 2 ): ['acer', 'allure_magazine', 'asus', 'att', 'aveda', 'axe', 'bahlsenbiscuits', 'barkeeperfriend', 'benefitbeauty', 'bentleymotors', 'birdseye', 'bissellclean', 'bluediamond', 'bose', 'bulldogskincare', 'burberry', 'calvinklein', 'campbellschunky', 'carmex', 'carolsdaughter', 'chanel', 'clorox', 'coola_suncare', 'covergirl', 'crest', 'cuisinart', 'curve', 'dannon', 'delmonte', 'dietcoke', 'dolcegabbana', 'doritos', 'downy', 'drpepper', 'duracell', 'elemis', 'ellaskitchenusa', 'fageusa', 'fanta', 'fusion_beauty', 'fuzzibunz', 'gardein', 'givenchy', 'godiva', 'guerlain', 'harmankardon', 'hodgsonmill', 'horizon_organic', 'huggies', 'hylandshealth', 'illamasqua', 'itcosmetics', 'itsa10haircare', 'janmarini', 'jello', 'jimmydean', 'jrwatkins', 'julepmaven', 'jvc_usa', 'kerastaseusa', 'powerade', 'pukkaherbs', 'purex', 'quaker', 'ralphlauren', 'realrevivalabs', 'redken5thave', 'redvines', 'republicoftea']
Clustering Completed in time 0:00:00.244160
Cluster Size: 4
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
346 ( 1 ): ['100percentpure', '18rabbits', '34degrees', '5hourenergy', '7daysinutopia', '7up', '8thcontinentsoy', 'abreva', 'acneorg', 'activia', 'afterglow', 'airheads', 'alaffiaskincare', 'alimapure', 'allegraotc', 'allegrocoffee', 'alvaradostreet', 'always', 'american_girl', 'ampenergy', 'anntaylor', 'antimonkeybutt', 'aprioribeauty', 'aquafina', 'arbonne', 'arcona_la', 'artisanafoods', 'artistryus', 'athenos', 'att', 'aubreyorganicsi', 'audi', 'auracacia', 'avoninsider', 'azzaro', 'babiesrus', 'babyblanketgift', 'bakeryonmain', 'ballaformen', 'bambinomio', 'barbasolshave', 'barielle', 'barsfoods', 'basic4veg', 'bauschlomb', 'bayescleaners', 'bblondehair', 'bbuttonsbabies', 'bdbrows', 'beauticontrol', 'belkin', 'benandjerrys', 'beneful', 'benetton', 'better_oats', 'bettycrocker', 'bettylousinc', 'bhcosmetics', 'bigelowtea', 'billyjealousy', 'biodermalabuk', 'biokleenhome', 'biooiluk', 'birdseye', 'blackopalbeauty', 'blissspa', 'bluebeardsusa', 'blueqness', 'bodyglide', 'bodyimage', 'bostonmarket', 'braunus', 'bravesldier', 'brazilianblwout', 'bronnerbros', 'buitoniusa', 'bulbrite', 'bulldogskincare', 'bumblebar', 'bumboosa', 'bumgenius', 'bummis', 'butterfinger', 'butterlondon', 'cadburyuk', 'cadillac', 'caffesanora', 'campbellschunky', 'candiesbrand', 'caneandaustin', 'canidaepetfood', 'carabnaturally', 'cardinalhealth', 'caribou_coffee', 'carolsdaughter', 'cartenoireuk', 'casbahhamilton', 'casio_usa', 'caswellmassey', 'cedarlanefoods', 'celadrin1', 'celazome', 'chapstick', 'cheezit', 'chefboyardee', 'chipsahoy', 'chrysler', 'ciaobellagelato', 'claim_jumper', 'clairolcolor', 'claussenpickles', 'cleanwell', 'clearasil', 'clifbar', 'clorox', 'coastalscents', 'cobigelowny', 'cocacola', 'coffee_mate', 'coldeeze', 'colgate', 'combos', 'corazonas', 'cosmedix', 'crabtreeevelyn', 'crackerbarrel', 'crackerjackd', 'cremeofnature', 'crushfoods', 'ctcsquares', 'cuddleclones', 'cuisinart', 'curve', 'customnails', 'cwhairlondon', 'dacorkitchen', 'daisyhealthrd', 'danieleinc', 'davesgourmet', 'davinesofficial', 'ddfskincare', 'deans_beans', 'delallofoods', 'dentek', 'devotedcreation', 'diapersdotcom', 'dietpepsi', 'dlink', 'doctorsmiths', 'doletweets', 'domtarcorp', 'doritos', 'dpolaner', 'dragonage', 'dreamdrystyle', 'dreft', 'drinkcheerwine', 'drinktampico', 'drmiracles', 'droetkerbaking', 'droppslaundry', 'dum_dums', 'durex_usa', 'duwopcosmetics', 'eaglepack', 'earthlite', 'eatliquidgold', 'eccobella', 'eckounltd', 'eckrichmeats', 'ecodiscoveries', 'ecolips', 'eco_me', 'ecotouch', 'edgeshavegel', 'eggplantpeople', 'elementbars', 'elemis', 'ellentracynyc', 'eltamd', 'empirekosher', 'estroven', 'eucerinus', 'eukanuba', 'evelom', 'everymanjack', 'evolvekefir', 'fab', 'fagorind_eng', 'faithinnature', 'fancyfeast', 'fanta', 'farouksystems', 'feelgoodfoods', 'fekkai', 'ferrocosmetics', 'finlandiavodka', 'fischernwieser', 'fisherpaykelus', 'flatearthbrew', 'flavorice_pops', 'fmchocolate', 'food_for_life', 'foodsalive', 'footsmart', 'ford', 'formaggio', 'fosterfarms', 'foxandjane', 'frenchmeadow', 'frenchsuk', 'frs', 'fttv', 'fusion_beauty', 'fyhmarket', 'gabrielcosmetic', 'gardein', 'gardentime1', 'garmin', 'gdiapers', 'genesistoday', 'getolympus', 'gf_insider', 'ghdnorthamerica', 'ghostfragrances', 'gillette', 'glade', 'glennys', 'glutenfreeda', 'goldenpath', 'goodcleanlove', 'goodearthtea', 'govoskos', 'grabgreen', 'grandmamauds', 'groominglounge', 'guayaki', 'guerlain', 'hairformula37', 'hannaford', 'hansensnatural', 'harmankardon', 'harneytea', 'hdnaturals', 'headblade', 'healthy_choice', 'hennahut', 'herbacinusa', 'herban_cowboy', 'hersheys', 'hiballenergy', 'hichew', 'hinoderice', 'hitachi_us', 'hodgsonmill', 'holisticselect', 'homefreetreats', 'homeruninn', 'honeymaidsnacks', 'honeystinger', 'hostess_snacks', 'hotpockets', 'hourglassmakeup', 'hp', 'htcusa', 'hubertslemonade', 'huggies', 'humminbirdfish', 'huntschef', 'hydropeptide', 'hydroxatone', 'hylandshealth', 'hypehair', 'iansnaturalfood', 'illamasqua', 'illyissimo', 'indigowild', 'iqnatural', 'islandseasoning', 'ito_en', 'izze', 'jabra_us', 'jackdaniels_us', 'jacklinks', 'janmarini', 'jarritosnation', 'jblaudio', 'jeep', 'jello', 'jergensus', 'jewelosco', 'jimmydean', 'johnsonville', 'joico', 'jollytimepops', 'jonessodaco', 'josie_maran', 'jouercosmetics', 'julepmaven', 'junebeebaby', 'jvc_usa', 'kaplanmd', 'kashifoods', 'kavajavacoffee', 'kenra_haircare', 'kettlebrand', 'kia', 'kibblesnbits', 'kikkomankitchen', 'killerbread', 'kingbiodotcom', 'kraftheinzco', 'kyanicorp', 'minutemaid', 'monogramappl', 'no7usa', 'obagi', 'powerade', 'powerbar', 'premierdeadsea_', 'prescriptives', 'pritinyc', 'proactiv', 'propel_water', 'pr_organicsusa', 'prttypeaushun', 'pukkaherbs', 'purell', 'purityvodka', 'quaker', 'quornus', 'realcaboodles', 'reallunchables', 'realpurity', 'redbaronpizza', 'redbull', 'redflowernyc', 'redvines', 'reedsgingerbrew', 'regenepureqanda', 'renefurtererus', 'repechage', 'republicoftea', 'shopritestores', 'thedivacup', 'vichy_usa']
117 ( 0 ): ['acureorganics', 'advilrelief', 'allure_magazine', 'amanabrand', 'aquaphorus', 'astonmartin', 'babobotanicals', 'baby_magic', 'bahlsenbiscuits', 'balancebar', 'bananaboat', 'barbarasbakery', 'benefitbeauty', 'bestfoods', 'bissellclean', 'blinc', 'blue_bunny', 'bolthousefarms', 'boogiemom', 'bosciaskincare', 'buick', 'bumble', 'burberry', 'burtsbees', 'cabotcheese', 'calvinklein', 'carmex', 'cascadianfarm', 'chanel', 'cheerios', 'chevrolet', 'chinaglaze', 'chobani', 'cisco', 'clarisonic', 'conairbeauty', 'coola_suncare', 'cosmermaid', 'crest', 'cvsbeautyclub', 'deborahlippmann', 'dell', 'delmonte', 'dermadoctor', 'derma_e', 'dgskincare', 'dial', 'digiornopizza', 'dodge', 'dolcegabbana', 'dove', 'dovechocolate', 'downy', 'drhauschka_usa', 'earthsbest', 'eatsmartscales', 'eatwholly', 'ecotools', 'edenfoods', 'ellaskitchenusa', 'essentiaphwater', 'evianwater', 'farmrichsnacks', 'febreze_fresh', 'fishernutsbrand', 'freemanbeauty', 'friskies', 'fritolay', 'funkymonkeysnck', 'fuzzibunz', 'gatorade', 'givenchy', 'glominerals', 'goddessgarden', 'godiva', 'gonecrackers', 'gopicnic', 'gortonsseafood', 'greenworks', 'guess', 'h2oplususa', 'haagendazs_us', 'hellmanns', 'herbalessences', 'herbalwater', 'hickoryfarms', 'hillshirefarm', 'hollisterco', 'honesttea', 'horizon_organic', 'hormelfoods', 'hyundai', 'indelight', 'itcosmetics', 'itsa10haircare', 'jaguarusa', 'jif', 'johnfriedaus', 'joseolecentral', 'joyfulbathco', 'jrwatkins', 'juicycouture', 'jurliqueusa', 'kevyn_aucoin', 'kiehls', 'kindsnacks', 'naturespath', 'pringles', 'puffs', 'puresilkshave', 'purinaonedog', 'qtips', 'quiltednorthern', 'ralphlauren', 'realrevivalabs', 'redken5thave', 'thecoffeebean']
58 ( 2 ): ['acer', 'adidas', 'alchimieforever', 'annieshomegrown', 'anthropologie', 'ardell_lashes', 'armani', 'asus', 'aveda', 'aveneusa', 'axe', 'babyganics', 'barkeeperfriend', 'bathbodyworks', 'bentleymotors', 'bertolli', 'bioelements', 'blackberry', 'bluediamond', 'bose', 'caudalieus', 'celestialtea', 'chuaochocoholic', 'cleanandclear', 'cottonelle', 'covergirl', 'cream_of_wheat', 'crystallight', 'dannon', 'decleorskincare', 'dermalogica', 'dermorganic', 'dietcoke', 'dior', 'disney', 'drpepper', 'duracell', 'elfcosmetics', 'elizabetharden', 'fageusa', 'ferrariusa', 'fiberone', 'firstaidbeauty', 'flatoutbread', 'freepeople', 'freschetta', 'frigidaire', 'fstg_chips', 'gain', 'generalmills', 'graftobian', 'hboats', 'hugoboss', 'instyle', 'ivory', 'kerastaseusa', 'kerrygoldusa', 'purex']
48 ( 3 ): ['8oclockcoffee', 'alternahaircare', 'americanapparel', 'ancientharvest', 'bareminerals', 'barilla', 'bayerus', 'bmsnews', 'bmwusa', 'bobsredmill', 'boironusa', 'breyers', 'bugatti', 'canonusa', 'caress', 'chexcereal', 'colorescience', 'croftersorganic', 'dasaniwater', 'dawndish', 'deliskincare', 'discover', 'drbronner', 'drpraegers', 'dunkindonuts', 'earthboundfarm', 'eas', 'electrolux', 'embryolisseusa', 'faygo', 'fendi', 'fisherprice', 'ge_reports', 'glutinofoods', 'gmtgiftbaskets', 'gnclivewell', 'got2busa', 'greengiant', 'honda', 'iams', 'ibm', 'isseymiyakenyc', 'jennairusa', 'kelloggcompany', 'lorealparisusa', 'phyto_usa', 'prana', 'pretzelcrisps']
Clustering Completed in time 0:00:00.248166
Cluster Size: 5
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
296 ( 2 ): ['100percentpure', '18rabbits', '5hourenergy', '7daysinutopia', '8thcontinentsoy', 'abreva', 'acneorg', 'activia', 'afterglow', 'alaffiaskincare', 'alimapure', 'allegraotc', 'allegrocoffee', 'alternahaircare', 'alvaradostreet', 'always', 'american_girl', 'ampenergy', 'anntaylor', 'antimonkeybutt', 'aprioribeauty', 'aquafina', 'arbonne', 'arcona_la', 'artisanafoods', 'artistryus', 'athenos', 'aubreyorganicsi', 'audi', 'auracacia', 'avoninsider', 'azzaro', 'babiesrus', 'babyblanketgift', 'bakeryonmain', 'ballaformen', 'bambinomio', 'barielle', 'barsfoods', 'basic4veg', 'bauschlomb', 'bayerus', 'bblondehair', 'bbuttonsbabies', 'bdbrows', 'beauticontrol', 'belkin', 'benetton', 'bettycrocker', 'bettylousinc', 'bhcosmetics', 'bigelowtea', 'billyjealousy', 'biodermalabuk', 'biokleenhome', 'biooiluk', 'blackopalbeauty', 'bluebeardsusa', 'blueqness', 'bmsnews', 'bobsredmill', 'bodyglide', 'bodyimage', 'braunus', 'bravesldier', 'brazilianblwout', 'bronnerbros', 'bugatti', 'buitoniusa', 'bulbrite', 'bumblebar', 'bumboosa', 'bumgenius', 'bummis', 'butterlondon', 'cadillac', 'caffesanora', 'candiesbrand', 'caneandaustin', 'canidaepetfood', 'canonusa', 'carabnaturally', 'cardinalhealth', 'caribou_coffee', 'cartenoireuk', 'casbahhamilton', 'casio_usa', 'cedarlanefoods', 'celadrin1', 'celazome', 'chapstick', 'chefboyardee', 'chipsahoy', 'ciaobellagelato', 'claim_jumper', 'claussenpickles', 'cleanwell', 'clearasil', 'cobigelowny', 'coldeeze', 'colgate', 'colorescience', 'combos', 'corazonas', 'cosmedix', 'crabtreeevelyn', 'crackerjackd', 'cremeofnature', 'croftersorganic', 'crushfoods', 'ctcsquares', 'cuddleclones', 'cuisinart', 'curve', 'customnails', 'cwhairlondon', 'daisyhealthrd', 'danieleinc', 'davesgourmet', 'davinesofficial', 'dawndish', 'ddfskincare', 'deans_beans', 'delallofoods', 'deliskincare', 'devotedcreation', 'diapersdotcom', 'discover', 'doctorsmiths', 'domtarcorp', 'dpolaner', 'dragonage', 'dreamdrystyle', 'drinkcheerwine', 'drinktampico', 'drmiracles', 'droetkerbaking', 'droppslaundry', 'dum_dums', 'durex_usa', 'duwopcosmetics', 'eaglepack', 'earthlite', 'eas', 'eatliquidgold', 'eccobella', 'eckounltd', 'ecodiscoveries', 'ecolips', 'eco_me', 'ecotouch', 'edgeshavegel', 'eggplantpeople', 'electrolux', 'elementbars', 'ellentracynyc', 'eltamd', 'embryolisseusa', 'empirekosher', 'estroven', 'eukanuba', 'evelom', 'evolvekefir', 'fab', 'fagorind_eng', 'faithinnature', 'fancyfeast', 'fanta', 'farouksystems', 'feelgoodfoods', 'ferrocosmetics', 'finlandiavodka', 'fischernwieser', 'fisherpaykelus', 'fisherprice', 'flatearthbrew', 'flavorice_pops', 'fmchocolate', 'food_for_life', 'foodsalive', 'footsmart', 'formaggio', 'fosterfarms', 'foxandjane', 'frenchmeadow', 'frenchsuk', 'frs', 'fttv', 'fusion_beauty', 'fyhmarket', 'gabrielcosmetic', 'gardein', 'gardentime1', 'gdiapers', 'genesistoday', 'ge_reports', 'getolympus', 'gillette', 'glennys', 'glutenfreeda', 'goldenpath', 'goodcleanlove', 'got2busa', 'govoskos', 'grabgreen', 'graftobian', 'grandmamauds', 'groominglounge', 'guayaki', 'hairformula37', 'hannaford', 'hansensnatural', 'harneytea', 'hdnaturals', 'headblade', 'healthy_choice', 'hennahut', 'herbacinusa', 'herban_cowboy', 'hiballenergy', 'hichew', 'hinoderice', 'hitachi_us', 'holisticselect', 'homefreetreats', 'homeruninn', 'honeystinger', 'hotpockets', 'hp', 'htcusa', 'hubertslemonade', 'huggies', 'humminbirdfish', 'hydropeptide', 'hydroxatone', 'hypehair', 'illamasqua', 'illyissimo', 'indigowild', 'iqnatural', 'islandseasoning', 'isseymiyakenyc', 'ito_en', 'izze', 'jabra_us', 'jackdaniels_us', 'jacklinks', 'jarritosnation', 'jennairusa', 'jergensus', 'jewelosco', 'jimmydean', 'johnsonville', 'jonessodaco', 'josie_maran', 'jouercosmetics', 'julepmaven', 'junebeebaby', 'jvc_usa', 'kaplanmd', 'kashifoods', 'kavajavacoffee', 'kenra_haircare', 'kettlebrand', 'kibblesnbits', 'kikkomankitchen', 'killerbread', 'kingbiodotcom', 'kyanicorp', 'monogramappl', 'no7usa', 'obagi', 'phyto_usa', 'powerbar', 'prana', 'premierdeadsea_', 'prescriptives', 'pritinyc', 'proactiv', 'propel_water', 'prttypeaushun', 'purell', 'purityvodka', 'quornus', 'realcaboodles', 'reallunchables', 'realpurity', 'redflowernyc', 'redvines', 'regenepureqanda', 'renefurtererus', 'repechage', 'republicoftea', 'shopritestores', 'thedivacup', 'vichy_usa']
90 ( 3 ): ['8oclockcoffee', 'acer', 'adidas', 'advilrelief', 'annieshomegrown', 'anthropologie', 'aquaphorus', 'aveda', 'babobotanicals', 'bareminerals', 'bathbodyworks', 'bayescleaners', 'benefitbeauty', 'bestfoods', 'better_oats', 'bissellclean', 'blue_bunny', 'bolthousefarms', 'bumble', 'burberry', 'burtsbees', 'calvinklein', 'campbellschunky', 'caress', 'carolsdaughter', 'celestialtea', 'chanel', 'cheerios', 'chexcereal', 'chobani', 'clarisonic', 'cleanandclear', 'coastalscents', 'coffee_mate', 'cottonelle', 'crackerbarrel', 'dasaniwater', 'deborahlippmann', 'dial', 'disney', 'dodge', 'dolcegabbana', 'downy', 'drpepper', 'drpraegers', 'dunkindonuts', 'elizabetharden', 'essentiaphwater', 'febreze_fresh', 'ford', 'freepeople', 'frigidaire', 'friskies', 'fritolay', 'gatorade', 'generalmills', 'givenchy', 'godiva', 'greengiant', 'greenworks', 'h2oplususa', 'haagendazs_us', 'hellmanns', 'hollisterco', 'honda', 'honesttea', 'indelight', 'itcosmetics', 'itsa10haircare', 'ivory', 'jello', 'jif', 'johnfriedaus', 'joseolecentral', 'juicycouture', 'kerastaseusa', 'kerrygoldusa', 'kevyn_aucoin', 'kia', 'kindsnacks', 'lorealparisusa', 'pretzelcrisps', 'pringles', 'puffs', 'puresilkshave', 'qtips', 'quiltednorthern', 'ralphlauren', 'redken5thave', 'reedsgingerbrew']
75 ( 4 ): ['acureorganics', 'alchimieforever', 'allure_magazine', 'amanabrand', 'astonmartin', 'asus', 'baby_magic', 'balancebar', 'bananaboat', 'barbarasbakery', 'barkeeperfriend', 'bioelements', 'blinc', 'bluediamond', 'boogiemom', 'bosciaskincare', 'bose', 'buick', 'cabotcheese', 'carmex', 'cascadianfarm', 'caudalieus', 'chevrolet', 'cisco', 'conairbeauty', 'coola_suncare', 'cosmermaid', 'crest', 'cvsbeautyclub', 'decleorskincare', 'dell', 'delmonte', 'dermadoctor', 'derma_e', 'dermalogica', 'dgskincare', 'digiornopizza', 'dove', 'dovechocolate', 'drhauschka_usa', 'duracell', 'earthsbest', 'eatsmartscales', 'eatwholly', 'ecotools', 'edenfoods', 'elfcosmetics', 'ellaskitchenusa', 'farmrichsnacks', 'ferrariusa', 'fishernutsbrand', 'fstg_chips', 'funkymonkeysnck', 'fuzzibunz', 'glominerals', 'goddessgarden', 'gonecrackers', 'gopicnic', 'gortonsseafood', 'hboats', 'herbalessences', 'herbalwater', 'hickoryfarms', 'hillshirefarm', 'horizon_organic', 'hormelfoods', 'hugoboss', 'hyundai', 'jaguarusa', 'joyfulbathco', 'jrwatkins', 'jurliqueusa', 'kiehls', 'purex', 'realrevivalabs']
68 ( 1 ): ['34degrees', '7up', 'airheads', 'ardell_lashes', 'armani', 'att', 'aveneusa', 'beneful', 'bertolli', 'birdseye', 'blissspa', 'bmwusa', 'boironusa', 'bostonmarket', 'breyers', 'butterfinger', 'cheezit', 'chinaglaze', 'chrysler', 'clairolcolor', 'clifbar', 'clorox', 'cocacola', 'covergirl', 'cream_of_wheat', 'crystallight', 'dacorkitchen', 'dannon', 'dentek', 'dietcoke', 'dietpepsi', 'dior', 'dlink', 'doletweets', 'doritos', 'dreft', 'earthboundfarm', 'eckrichmeats', 'eucerinus', 'fageusa', 'fekkai', 'flatoutbread', 'freschetta', 'gain', 'gf_insider', 'ghdnorthamerica', 'glade', 'gmtgiftbaskets', 'goodearthtea', 'hersheys', 'hodgsonmill', 'honeymaidsnacks', 'hostess_snacks', 'hourglassmakeup', 'huntschef', 'hylandshealth', 'iams', 'instyle', 'jblaudio', 'jeep', 'jollytimepops', 'kelloggcompany', 'kraftheinzco', 'minutemaid', 'powerade', 'pr_organicsusa', 'quaker', 'redbaronpizza']
40 ( 0 ): ['americanapparel', 'ancientharvest', 'axe', 'babyganics', 'bahlsenbiscuits', 'barbasolshave', 'barilla', 'benandjerrys', 'bentleymotors', 'blackberry', 'bulldogskincare', 'cadburyuk', 'caswellmassey', 'chuaochocoholic', 'dermorganic', 'drbronner', 'elemis', 'everymanjack', 'evianwater', 'faygo', 'fendi', 'fiberone', 'firstaidbeauty', 'freemanbeauty', 'garmin', 'ghostfragrances', 'glutinofoods', 'gnclivewell', 'guerlain', 'guess', 'harmankardon', 'iansnaturalfood', 'ibm', 'janmarini', 'joico', 'naturespath', 'pukkaherbs', 'purinaonedog', 'redbull', 'thecoffeebean']
Clustering Completed in time 0:00:00.347233
Cluster Size: 6
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
270 ( 1 ): ['18rabbits', '5hourenergy', '7daysinutopia', '8thcontinentsoy', 'abreva', 'acer', 'acneorg', 'activia', 'afterglow', 'alaffiaskincare', 'allegraotc', 'allegrocoffee', 'alvaradostreet', 'american_girl', 'ampenergy', 'anntaylor', 'antimonkeybutt', 'aprioribeauty', 'aquafina', 'arbonne', 'arcona_la', 'artisanafoods', 'artistryus', 'athenos', 'aubreyorganicsi', 'auracacia', 'azzaro', 'babyblanketgift', 'babyganics', 'bakeryonmain', 'ballaformen', 'bambinomio', 'barbasolshave', 'barielle', 'barsfoods', 'basic4veg', 'bauschlomb', 'bblondehair', 'bbuttonsbabies', 'bdbrows', 'beauticontrol', 'belkin', 'benandjerrys', 'benetton', 'bentleymotors', 'bettylousinc', 'bhcosmetics', 'billyjealousy', 'biodermalabuk', 'biokleenhome', 'biooiluk', 'blackopalbeauty', 'bluebeardsusa', 'blueqness', 'bodyglide', 'bodyimage', 'braunus', 'bravesldier', 'brazilianblwout', 'bronnerbros', 'bulbrite', 'bulldogskincare', 'bumblebar', 'bumboosa', 'bumgenius', 'butterlondon', 'caffesanora', 'campbellschunky', 'caneandaustin', 'canidaepetfood', 'carabnaturally', 'cardinalhealth', 'caribou_coffee', 'carolsdaughter', 'cartenoireuk', 'casbahhamilton', 'casio_usa', 'cedarlanefoods', 'celadrin1', 'celazome', 'chapstick', 'chefboyardee', 'ciaobellagelato', 'claim_jumper', 'claussenpickles', 'cleanwell', 'clearasil', 'coastalscents', 'cobigelowny', 'coldeeze', 'colgate', 'colorescience', 'combos', 'corazonas', 'cosmedix', 'crabtreeevelyn', 'crackerbarrel', 'crackerjackd', 'cremeofnature', 'crushfoods', 'ctcsquares', 'cuddleclones', 'customnails', 'cwhairlondon', 'daisyhealthrd', 'danieleinc', 'davesgourmet', 'davinesofficial', 'ddfskincare', 'deans_beans', 'delallofoods', 'deliskincare', 'dermorganic', 'devotedcreation', 'diapersdotcom', 'doctorsmiths', 'domtarcorp', 'dpolaner', 'dreamdrystyle', 'drinkcheerwine', 'drinktampico', 'drmiracles', 'droetkerbaking', 'droppslaundry', 'dum_dums', 'durex_usa', 'duwopcosmetics', 'eaglepack', 'earthlite', 'eas', 'eatliquidgold', 'eccobella', 'eckounltd', 'ecodiscoveries', 'ecolips', 'eco_me', 'ecotouch', 'edgeshavegel', 'eggplantpeople', 'elementbars', 'ellentracynyc', 'eltamd', 'empirekosher', 'estroven', 'eukanuba', 'everymanjack', 'evolvekefir', 'fab', 'fagorind_eng', 'faithinnature', 'fancyfeast', 'fanta', 'farouksystems', 'feelgoodfoods', 'ferrocosmetics', 'finlandiavodka', 'firstaidbeauty', 'fischernwieser', 'fisherpaykelus', 'fisherprice', 'flatearthbrew', 'flavorice_pops', 'fmchocolate', 'food_for_life', 'foodsalive', 'footsmart', 'formaggio', 'fosterfarms', 'foxandjane', 'frenchmeadow', 'frenchsuk', 'frs', 'fttv', 'fusion_beauty', 'fyhmarket', 'gabrielcosmetic', 'gardentime1', 'garmin', 'gdiapers', 'genesistoday', 'getolympus', 'ghdnorthamerica', 'gillette', 'glennys', 'glutenfreeda', 'goldenpath', 'goodcleanlove', 'govoskos', 'grabgreen', 'grandmamauds', 'groominglounge', 'guayaki', 'hairformula37', 'hannaford', 'hansensnatural', 'harneytea', 'hdnaturals', 'headblade', 'healthy_choice', 'hennahut', 'herbacinusa', 'herban_cowboy', 'hiballenergy', 'hichew', 'hinoderice', 'hitachi_us', 'holisticselect', 'homefreetreats', 'homeruninn', 'honeystinger', 'hotpockets', 'hp', 'htcusa', 'hubertslemonade', 'huggies', 'humminbirdfish', 'hydropeptide', 'hypehair', 'illyissimo', 'indigowild', 'iqnatural', 'islandseasoning', 'isseymiyakenyc', 'ito_en', 'izze', 'jabra_us', 'jacklinks', 'jarritosnation', 'jello', 'jergensus', 'jewelosco', 'johnsonville', 'jonessodaco', 'josie_maran', 'jouercosmetics', 'julepmaven', 'junebeebaby', 'jvc_usa', 'kaplanmd', 'kashifoods', 'kavajavacoffee', 'kenra_haircare', 'kibblesnbits', 'kikkomankitchen', 'killerbread', 'kingbiodotcom', 'kyanicorp', 'minutemaid', 'monogramappl', 'obagi', 'powerbar', 'premierdeadsea_', 'prescriptives', 'pritinyc', 'propel_water', 'prttypeaushun', 'purityvodka', 'quornus', 'realcaboodles', 'reallunchables', 'realpurity', 'redbull', 'redflowernyc', 'reedsgingerbrew', 'regenepureqanda', 'renefurtererus', 'repechage', 'shopritestores', 'thedivacup', 'vichy_usa']
82 ( 4 ): ['34degrees', '7up', 'airheads', 'alchimieforever', 'alimapure', 'asus', 'att', 'aveneusa', 'axe', 'barkeeperfriend', 'beneful', 'bertolli', 'bioelements', 'birdseye', 'blackberry', 'bluediamond', 'bose', 'bostonmarket', 'breyers', 'butterfinger', 'cadburyuk', 'cadillac', 'caswellmassey', 'caudalieus', 'cheezit', 'chrysler', 'clairolcolor', 'clifbar', 'clorox', 'covergirl', 'cream_of_wheat', 'crystallight', 'curve', 'dacorkitchen', 'dannon', 'decleorskincare', 'dentek', 'dermalogica', 'dietcoke', 'dietpepsi', 'digiornopizza', 'dlink', 'doletweets', 'doritos', 'dragonage', 'dreft', 'duracell', 'earthboundfarm', 'eckrichmeats', 'eucerinus', 'fageusa', 'fekkai', 'ferrariusa', 'flatoutbread', 'freschetta', 'fstg_chips', 'gain', 'gf_insider', 'glade', 'gmtgiftbaskets', 'goodearthtea', 'graftobian', 'harmankardon', 'hersheys', 'hodgsonmill', 'honeymaidsnacks', 'hostess_snacks', 'huntschef', 'hydroxatone', 'hylandshealth', 'iams', 'jblaudio', 'jeep', 'jollytimepops', 'kettlebrand', 'kraftheinzco', 'powerade', 'pr_organicsusa', 'purex', 'quaker', 'redvines', 'republicoftea']
62 ( 2 ): ['acureorganics', 'allure_magazine', 'amanabrand', 'aquaphorus', 'ardell_lashes', 'astonmartin', 'babobotanicals', 'baby_magic', 'balancebar', 'bananaboat', 'barbarasbakery', 'blinc', 'boogiemom', 'bosciaskincare', 'buick', 'bumble', 'burberry', 'carmex', 'cascadianfarm', 'chevrolet', 'chinaglaze', 'cisco', 'conairbeauty', 'crest', 'cvsbeautyclub', 'dell', 'delmonte', 'dermadoctor', 'derma_e', 'dgskincare', 'dolcegabbana', 'dovechocolate', 'drhauschka_usa', 'earthsbest', 'eatsmartscales', 'eatwholly', 'edenfoods', 'elfcosmetics', 'ellaskitchenusa', 'farmrichsnacks', 'fishernutsbrand', 'funkymonkeysnck', 'fuzzibunz', 'givenchy', 'glominerals', 'goddessgarden', 'gonecrackers', 'gopicnic', 'gortonsseafood', 'hboats', 'herbalessences', 'herbalwater', 'hickoryfarms', 'hillshirefarm', 'horizon_organic', 'hormelfoods', 'hyundai', 'jaguarusa', 'joyfulbathco', 'jrwatkins', 'jurliqueusa', 'realrevivalabs']
56 ( 3 ): ['100percentpure', '8oclockcoffee', 'alternahaircare', 'ancientharvest', 'annieshomegrown', 'audi', 'avoninsider', 'babiesrus', 'bahlsenbiscuits', 'bareminerals', 'barilla', 'bayerus', 'better_oats', 'bettycrocker', 'bigelowtea', 'blissspa', 'bmsnews', 'bmwusa', 'bobsredmill', 'boironusa', 'bugatti', 'buitoniusa', 'calvinklein', 'canonusa', 'clarisonic', 'cuisinart', 'dawndish', 'dior', 'discover', 'drbronner', 'electrolux', 'elemis', 'elizabetharden', 'embryolisseusa', 'fendi', 'frigidaire', 'ge_reports', 'ghostfragrances', 'gnclivewell', 'got2busa', 'greenworks', 'ibm', 'illamasqua', 'instyle', 'jackdaniels_us', 'janmarini', 'jennairusa', 'jimmydean', 'joico', 'kelloggcompany', 'kerastaseusa', 'no7usa', 'phyto_usa', 'pukkaherbs', 'purell', 'redbaronpizza']
53 ( 0 ): ['aveda', 'bathbodyworks', 'bayescleaners', 'bestfoods', 'blue_bunny', 'bolthousefarms', 'bummis', 'burtsbees', 'caress', 'cheerios', 'chexcereal', 'chipsahoy', 'chobani', 'cleanandclear', 'coffee_mate', 'croftersorganic', 'dasaniwater', 'deborahlippmann', 'dial', 'dodge', 'downy', 'drpepper', 'drpraegers', 'dunkindonuts', 'febreze_fresh', 'ford', 'friskies', 'fritolay', 'gatorade', 'godiva', 'greengiant', 'h2oplususa', 'hellmanns', 'honda', 'honesttea', 'indelight', 'itsa10haircare', 'ivory', 'jif', 'johnfriedaus', 'joseolecentral', 'juicycouture', 'kerrygoldusa', 'kevyn_aucoin', 'kia', 'kindsnacks', 'lorealparisusa', 'pretzelcrisps', 'pringles', 'puffs', 'puresilkshave', 'qtips', 'quiltednorthern']
46 ( 5 ): ['adidas', 'advilrelief', 'always', 'americanapparel', 'anthropologie', 'armani', 'benefitbeauty', 'bissellclean', 'cabotcheese', 'candiesbrand', 'celestialtea', 'chanel', 'chuaochocoholic', 'cocacola', 'coola_suncare', 'cosmermaid', 'cottonelle', 'disney', 'dove', 'ecotools', 'essentiaphwater', 'evelom', 'evianwater', 'faygo', 'fiberone', 'freemanbeauty', 'freepeople', 'gardein', 'generalmills', 'glutinofoods', 'guerlain', 'guess', 'haagendazs_us', 'hollisterco', 'hourglassmakeup', 'hugoboss', 'iansnaturalfood', 'itcosmetics', 'kiehls', 'naturespath', 'prana', 'proactiv', 'purinaonedog', 'ralphlauren', 'redken5thave', 'thecoffeebean']
Clustering Completed in time 0:00:00.393262
Cluster Size: 7
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
161 ( 3 ): ['18rabbits', '7daysinutopia', '8thcontinentsoy', 'abreva', 'acer', 'acneorg', 'activia', 'allegraotc', 'allegrocoffee', 'ampenergy', 'aprioribeauty', 'arbonne', 'arcona_la', 'artisanafoods', 'aubreyorganicsi', 'azzaro', 'babyblanketgift', 'ballaformen', 'bambinomio', 'basic4veg', 'bayerus', 'bbuttonsbabies', 'beauticontrol', 'billyjealousy', 'blackopalbeauty', 'bluebeardsusa', 'blueqness', 'bodyglide', 'bodyimage', 'braunus', 'bravesldier', 'brazilianblwout', 'bulbrite', 'bumblebar', 'bumboosa', 'cadillac', 'caffesanora', 'caneandaustin', 'canidaepetfood', 'carabnaturally', 'cardinalhealth', 'caribou_coffee', 'carolsdaughter', 'casbahhamilton', 'casio_usa', 'celadrin1', 'claussenpickles', 'cleanandclear', 'coastalscents', 'cobigelowny', 'colorescience', 'combos', 'corazonas', 'crabtreeevelyn', 'crackerbarrel', 'crushfoods', 'ctcsquares', 'cuddleclones', 'curve', 'danieleinc', 'davinesofficial', 'ddfskincare', 'deans_beans', 'devotedcreation', 'domtarcorp', 'dpolaner', 'dreamdrystyle', 'drinkcheerwine', 'drmiracles', 'droetkerbaking', 'durex_usa', 'eaglepack', 'earthlite', 'eas', 'eckounltd', 'ecodiscoveries', 'eco_me', 'ecotouch', 'eggplantpeople', 'elementbars', 'ellentracynyc', 'eltamd', 'empirekosher', 'estroven', 'eukanuba', 'evelom', 'evolvekefir', 'fagorind_eng', 'faithinnature', 'fancyfeast', 'farouksystems', 'feelgoodfoods', 'finlandiavodka', 'fischernwieser', 'flatearthbrew', 'flavorice_pops', 'fmchocolate', 'food_for_life', 'foodsalive', 'formaggio', 'foxandjane', 'frenchmeadow', 'frs', 'fttv', 'fusion_beauty', 'fyhmarket', 'gabrielcosmetic', 'gardentime1', 'genesistoday', 'getolympus', 'ghdnorthamerica', 'glennys', 'goldenpath', 'goodcleanlove', 'govoskos', 'grabgreen', 'grandmamauds', 'groominglounge', 'hairformula37', 'hansensnatural', 'harneytea', 'hdnaturals', 'headblade', 'hennahut', 'hinoderice', 'hitachi_us', 'homeruninn', 'htcusa', 'hubertslemonade', 'humminbirdfish', 'hydropeptide', 'hypehair', 'indigowild', 'iqnatural', 'islandseasoning', 'isseymiyakenyc', 'jackdaniels_us', 'jacklinks', 'jergensus', 'jonessodaco', 'josie_maran', 'jouercosmetics', 'junebeebaby', 'kavajavacoffee', 'kenra_haircare', 'kibblesnbits', 'kingbiodotcom', 'kyanicorp', 'premierdeadsea_', 'prttypeaushun', 'purityvodka', 'quornus', 'realcaboodles', 'redflowernyc', 'redvines', 'reedsgingerbrew', 'regenepureqanda', 'renefurtererus', 'shopritestores', 'thedivacup', 'vichy_usa']
154 ( 6 ): ['5hourenergy', '8oclockcoffee', 'alchimieforever', 'alimapure', 'american_girl', 'annieshomegrown', 'anthropologie', 'aquaphorus', 'att', 'aveda', 'aveneusa', 'axe', 'babiesrus', 'babobotanicals', 'bakeryonmain', 'barbarasbakery', 'barbasolshave', 'barkeeperfriend', 'barsfoods', 'bauschlomb', 'belkin', 'benandjerrys', 'beneful', 'bestfoods', 'better_oats', 'bettycrocker', 'bettylousinc', 'bigelowtea', 'bioelements', 'bissellclean', 'blackberry', 'blue_bunny', 'bluediamond', 'bobsredmill', 'boironusa', 'boogiemom', 'bose', 'buitoniusa', 'bulldogskincare', 'bumgenius', 'bummis', 'burtsbees', 'butterfinger', 'butterlondon', 'campbellschunky', 'canonusa', 'caress', 'cedarlanefoods', 'celestialtea', 'chapstick', 'cheerios', 'chobani', 'chuaochocoholic', 'claim_jumper', 'clairolcolor', 'clearasil', 'clorox', 'coldeeze', 'colgate', 'cosmedix', 'cottonelle', 'covergirl', 'crackerjackd', 'cremeofnature', 'croftersorganic', 'cuisinart', 'cvsbeautyclub', 'dacorkitchen', 'dasaniwater', 'decleorskincare', 'delallofoods', 'dentek', 'dermorganic', 'dgskincare', 'dlink', 'doctorsmiths', 'downy', 'dragonage', 'dreft', 'drinktampico', 'drpepper', 'dum_dums', 'earthsbest', 'eatliquidgold', 'eatwholly', 'eccobella', 'eckrichmeats', 'edgeshavegel', 'elizabetharden', 'essentiaphwater', 'fageusa', 'ferrocosmetics', 'fiberone', 'fisherprice', 'footsmart', 'fosterfarms', 'frigidaire', 'fritolay', 'gardein', 'garmin', 'gatorade', 'gdiapers', 'ghostfragrances', 'glade', 'glominerals', 'glutinofoods', 'godiva', 'got2busa', 'graftobian', 'greengiant', 'greenworks', 'h2oplususa', 'harmankardon', 'herbacinusa', 'hickoryfarms', 'homefreetreats', 'honesttea', 'honeymaidsnacks', 'horizon_organic', 'hotpockets', 'hydroxatone', 'indelight', 'itcosmetics', 'ivory', 'izze', 'jabra_us', 'jblaudio', 'jello', 'jif', 'johnfriedaus', 'joico', 'joseolecentral', 'julepmaven', 'kashifoods', 'kelloggcompany', 'kerrygoldusa', 'kiehls', 'kikkomankitchen', 'kindsnacks', 'minutemaid', 'naturespath', 'no7usa', 'powerade', 'prana', 'pretzelcrisps', 'pringles', 'pukkaherbs', 'purell', 'qtips', 'quiltednorthern', 'realpurity', 'redbaronpizza', 'redbull', 'republicoftea']
120 ( 0 ): ['100percentpure', '34degrees', '7up', 'acureorganics', 'advilrelief', 'ancientharvest', 'ardell_lashes', 'avoninsider', 'babyganics', 'baby_magic', 'bananaboat', 'bareminerals', 'barilla', 'bayescleaners', 'bertolli', 'birdseye', 'blissspa', 'bolthousefarms', 'bosciaskincare', 'bostonmarket', 'breyers', 'bumble', 'cabotcheese', 'cadburyuk', 'carmex', 'cascadianfarm', 'caswellmassey', 'caudalieus', 'cheezit', 'chexcereal', 'chinaglaze', 'clarisonic', 'clifbar', 'cocacola', 'coffee_mate', 'conairbeauty', 'coola_suncare', 'cream_of_wheat', 'crest', 'dannon', 'dawndish', 'deborahlippmann', 'delmonte', 'dermadoctor', 'dermalogica', 'diapersdotcom', 'dietcoke', 'dietpepsi', 'digiornopizza', 'doletweets', 'doritos', 'dove', 'drbronner', 'drhauschka_usa', 'droppslaundry', 'drpraegers', 'dunkindonuts', 'duracell', 'earthboundfarm', 'eatsmartscales', 'edenfoods', 'ellaskitchenusa', 'eucerinus', 'evianwater', 'fanta', 'farmrichsnacks', 'febreze_fresh', 'fekkai', 'firstaidbeauty', 'fishernutsbrand', 'flatoutbread', 'freemanbeauty', 'freschetta', 'fstg_chips', 'funkymonkeysnck', 'fuzzibunz', 'generalmills', 'gf_insider', 'gillette', 'glutenfreeda', 'gmtgiftbaskets', 'goddessgarden', 'gonecrackers', 'goodearthtea', 'gopicnic', 'gortonsseafood', 'haagendazs_us', 'hannaford', 'hboats', 'hellmanns', 'herbalessences', 'herbalwater', 'hersheys', 'hillshirefarm', 'hodgsonmill', 'hormelfoods', 'hostess_snacks', 'huggies', 'huntschef', 'hylandshealth', 'iams', 'ito_en', 'itsa10haircare', 'janmarini', 'jennairusa', 'johnsonville', 'jollytimepops', 'joyfulbathco', 'jrwatkins', 'jurliqueusa', 'kettlebrand', 'kevyn_aucoin', 'kraftheinzco', 'pr_organicsusa', 'puresilkshave', 'purinaonedog', 'quaker', 'realrevivalabs', 'repechage', 'thecoffeebean']
63 ( 4 ): ['afterglow', 'alaffiaskincare', 'alvaradostreet', 'anntaylor', 'antimonkeybutt', 'aquafina', 'artistryus', 'athenos', 'auracacia', 'barielle', 'bblondehair', 'bdbrows', 'benetton', 'bhcosmetics', 'biodermalabuk', 'biokleenhome', 'biooiluk', 'bmwusa', 'bronnerbros', 'cartenoireuk', 'celazome', 'chefboyardee', 'chipsahoy', 'ciaobellagelato', 'cleanwell', 'customnails', 'cwhairlondon', 'daisyhealthrd', 'davesgourmet', 'deliskincare', 'dior', 'discover', 'duwopcosmetics', 'ecolips', 'electrolux', 'fisherpaykelus', 'ford', 'frenchsuk', 'guayaki', 'healthy_choice', 'herban_cowboy', 'hiballenergy', 'hichew', 'holisticselect', 'honda', 'honeystinger', 'hp', 'illyissimo', 'instyle', 'jarritosnation', 'jewelosco', 'jimmydean', 'jvc_usa', 'kaplanmd', 'kia', 'killerbread', 'monogramappl', 'obagi', 'powerbar', 'prescriptives', 'pritinyc', 'propel_water', 'reallunchables']
29 ( 1 ): ['allure_magazine', 'alternahaircare', 'audi', 'bahlsenbiscuits', 'bentleymotors', 'bmsnews', 'bugatti', 'buick', 'burberry', 'calvinklein', 'dial', 'dodge', 'dolcegabbana', 'dovechocolate', 'elemis', 'embryolisseusa', 'fab', 'fendi', 'friskies', 'ge_reports', 'givenchy', 'gnclivewell', 'ibm', 'illamasqua', 'juicycouture', 'kerastaseusa', 'lorealparisusa', 'phyto_usa', 'puffs']
23 ( 2 ): ['adidas', 'always', 'americanapparel', 'armani', 'bathbodyworks', 'benefitbeauty', 'candiesbrand', 'chanel', 'cosmermaid', 'disney', 'ecotools', 'everymanjack', 'faygo', 'freepeople', 'guerlain', 'guess', 'hollisterco', 'hourglassmakeup', 'hugoboss', 'iansnaturalfood', 'proactiv', 'ralphlauren', 'redken5thave']
19 ( 5 ): ['airheads', 'amanabrand', 'astonmartin', 'asus', 'balancebar', 'blinc', 'chevrolet', 'chrysler', 'cisco', 'crystallight', 'dell', 'derma_e', 'elfcosmetics', 'ferrariusa', 'gain', 'hyundai', 'jaguarusa', 'jeep', 'purex']
Clustering Completed in time 0:00:00.407273
Cluster Size: 8
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
149 ( 4 ): ['5hourenergy', '8oclockcoffee', 'acneorg', 'activia', 'alchimieforever', 'alimapure', 'alternahaircare', 'ampenergy', 'aquaphorus', 'arcona_la', 'aubreyorganicsi', 'aveneusa', 'axe', 'azzaro', 'babobotanicals', 'bakeryonmain', 'balancebar', 'bananaboat', 'barbarasbakery', 'barbasolshave', 'barkeeperfriend', 'barsfoods', 'bauschlomb', 'belkin', 'bestfoods', 'better_oats', 'bettylousinc', 'bigelowtea', 'bioelements', 'bissellclean', 'blackopalbeauty', 'blinc', 'blissspa', 'boironusa', 'boogiemom', 'bostonmarket', 'buitoniusa', 'bummis', 'butterfinger', 'campbellschunky', 'caress', 'carolsdaughter', 'claim_jumper', 'clearasil', 'clifbar', 'clorox', 'coffee_mate', 'coldeeze', 'combos', 'cosmedix', 'cosmermaid', 'cottonelle', 'crabtreeevelyn', 'crackerjackd', 'cremeofnature', 'croftersorganic', 'crystallight', 'cvsbeautyclub', 'dacorkitchen', 'dasaniwater', 'decleorskincare', 'delallofoods', 'dentek', 'dermorganic', 'dgskincare', 'dovechocolate', 'drhauschka_usa', 'drinktampico', 'drmiracles', 'durex_usa', 'earthsbest', 'eatliquidgold', 'eatwholly', 'eccobella', 'eckrichmeats', 'ecotools', 'edgeshavegel', 'elizabetharden', 'evelom', 'everymanjack', 'ferrocosmetics', 'flavorice_pops', 'footsmart', 'fosterfarms', 'frenchmeadow', 'frigidaire', 'friskies', 'funkymonkeysnck', 'fyhmarket', 'gain', 'gardein', 'garmin', 'gdiapers', 'getolympus', 'ghdnorthamerica', 'glade', 'glominerals', 'glutinofoods', 'godiva', 'got2busa', 'govoskos', 'graftobian', 'greengiant', 'greenworks', 'h2oplususa', 'hansensnatural', 'harmankardon', 'harneytea', 'healthy_choice', 'herbacinusa', 'herbalessences', 'hickoryfarms', 'homefreetreats', 'honesttea', 'hubertslemonade', 'hydroxatone', 'iams', 'iansnaturalfood', 'indelight', 'ivory', 'jabra_us', 'jello', 'joico', 'jonessodaco', 'joseolecentral', 'jouercosmetics', 'julepmaven', 'kelloggcompany', 'kibblesnbits', 'kiehls', 'kikkomankitchen', 'kingbiodotcom', 'minutemaid', 'naturespath', 'no7usa', 'phyto_usa', 'powerbar', 'purell', 'purex', 'qtips', 'quiltednorthern', 'realcaboodles', 'realpurity', 'redbaronpizza', 'redflowernyc', 'redken5thave', 'redvines', 'republicoftea', 'thedivacup']
140 ( 2 ): ['34degrees', '7up', 'acureorganics', 'afterglow', 'airheads', 'alaffiaskincare', 'alvaradostreet', 'ancientharvest', 'aquafina', 'artistryus', 'athenos', 'auracacia', 'babyganics', 'bahlsenbiscuits', 'bayescleaners', 'bdbrows', 'bertolli', 'bhcosmetics', 'biodermalabuk', 'biokleenhome', 'biooiluk', 'birdseye', 'bluediamond', 'bolthousefarms', 'bosciaskincare', 'breyers', 'bronnerbros', 'bulldogskincare', 'bumble', 'cabotcheese', 'carmex', 'cartenoireuk', 'cascadianfarm', 'caswellmassey', 'caudalieus', 'celazome', 'chapstick', 'cheerios', 'chexcereal', 'chinaglaze', 'chipsahoy', 'clarisonic', 'cleanwell', 'conairbeauty', 'coola_suncare', 'cream_of_wheat', 'cuisinart', 'customnails', 'cwhairlondon', 'daisyhealthrd', 'dannon', 'davesgourmet', 'deborahlippmann', 'deliskincare', 'delmonte', 'dermadoctor', 'dermalogica', 'diapersdotcom', 'doctorsmiths', 'doletweets', 'drbronner', 'droppslaundry', 'drpraegers', 'duwopcosmetics', 'earthboundfarm', 'eatsmartscales', 'ecolips', 'edenfoods', 'elemis', 'ellaskitchenusa', 'ellentracynyc', 'eucerinus', 'eukanuba', 'evianwater', 'faithinnature', 'fancyfeast', 'farmrichsnacks', 'febreze_fresh', 'fekkai', 'firstaidbeauty', 'fishernutsbrand', 'fisherpaykelus', 'flatoutbread', 'food_for_life', 'freemanbeauty', 'freschetta', 'fstg_chips', 'fuzzibunz', 'generalmills', 'gmtgiftbaskets', 'gonecrackers', 'goodearthtea', 'gopicnic', 'gortonsseafood', 'guayaki', 'hannaford', 'hboats', 'hdnaturals', 'hellmanns', 'herbalwater', 'herban_cowboy', 'hiballenergy', 'hillshirefarm', 'hodgsonmill', 'holisticselect', 'honeystinger', 'hormelfoods', 'huntschef', 'hylandshealth', 'illyissimo', 'ito_en', 'itsa10haircare', 'janmarini', 'jarritosnation', 'jennairusa', 'jewelosco', 'jif', 'jimmydean', 'johnsonville', 'jollytimepops', 'joyfulbathco', 'jrwatkins', 'jurliqueusa', 'kaplanmd', 'kevyn_aucoin', 'killerbread', 'kraftheinzco', 'monogramappl', 'obagi', 'pretzelcrisps', 'pritinyc', 'propel_water', 'pr_organicsusa', 'puffs', 'reallunchables', 'realrevivalabs', 'reedsgingerbrew', 'repechage', 'shopritestores', 'thecoffeebean']
91 ( 6 ): ['18rabbits', '7daysinutopia', 'acer', 'allegrocoffee', 'anntaylor', 'aprioribeauty', 'arbonne', 'audi', 'ballaformen', 'bambinomio', 'bbuttonsbabies', 'billyjealousy', 'bluebeardsusa', 'blueqness', 'bmsnews', 'braunus', 'bravesldier', 'bugatti', 'bumblebar', 'bumboosa', 'cadillac', 'caffesanora', 'candiesbrand', 'caneandaustin', 'canonusa', 'cardinalhealth', 'caribou_coffee', 'casbahhamilton', 'casio_usa', 'cedarlanefoods', 'celadrin1', 'chrysler', 'cobigelowny', 'ctcsquares', 'cuddleclones', 'curve', 'danieleinc', 'ddfskincare', 'deans_beans', 'devotedcreation', 'domtarcorp', 'dpolaner', 'dragonage', 'dreamdrystyle', 'drinkcheerwine', 'droetkerbaking', 'dum_dums', 'eaglepack', 'earthlite', 'eas', 'eckounltd', 'elementbars', 'embryolisseusa', 'empirekosher', 'evolvekefir', 'fab', 'fagorind_eng', 'fischernwieser', 'fisherprice', 'foodsalive', 'foxandjane', 'frs', 'fttv', 'gardentime1', 'genesistoday', 'gnclivewell', 'grabgreen', 'grandmamauds', 'groominglounge', 'hairformula37', 'headblade', 'hennahut', 'hinoderice', 'hitachi_us', 'hourglassmakeup', 'htcusa', 'humminbirdfish', 'hydropeptide', 'iqnatural', 'jackdaniels_us', 'jblaudio', 'jeep', 'junebeebaby', 'kyanicorp', 'premierdeadsea_', 'proactiv', 'prttypeaushun', 'purityvodka', 'quornus', 'redbull', 'regenepureqanda']
62 ( 3 ): ['8thcontinentsoy', 'abreva', 'allegraotc', 'antimonkeybutt', 'artisanafoods', 'babyblanketgift', 'barielle', 'basic4veg', 'bayerus', 'bblondehair', 'beauticontrol', 'bodyglide', 'bodyimage', 'brazilianblwout', 'bulbrite', 'canidaepetfood', 'carabnaturally', 'chefboyardee', 'ciaobellagelato', 'claussenpickles', 'coastalscents', 'colorescience', 'corazonas', 'crushfoods', 'davinesofficial', 'discover', 'ecodiscoveries', 'eco_me', 'ecotouch', 'eggplantpeople', 'electrolux', 'eltamd', 'estroven', 'farouksystems', 'feelgoodfoods', 'finlandiavodka', 'flatearthbrew', 'fmchocolate', 'formaggio', 'frenchsuk', 'fusion_beauty', 'gabrielcosmetic', 'glennys', 'goldenpath', 'goodcleanlove', 'guerlain', 'hichew', 'homeruninn', 'hypehair', 'indigowild', 'islandseasoning', 'isseymiyakenyc', 'jacklinks', 'jergensus', 'josie_maran', 'jvc_usa', 'kavajavacoffee', 'kenra_haircare', 'prescriptives', 'pukkaherbs', 'renefurtererus', 'vichy_usa']
48 ( 0 ): ['american_girl', 'annieshomegrown', 'anthropologie', 'att', 'aveda', 'babiesrus', 'benandjerrys', 'beneful', 'bentleymotors', 'bettycrocker', 'blackberry', 'blue_bunny', 'bobsredmill', 'bose', 'bumgenius', 'burtsbees', 'butterlondon', 'celestialtea', 'chobani', 'chuaochocoholic', 'clairolcolor', 'cleanandclear', 'colgate', 'covergirl', 'crackerbarrel', 'dlink', 'downy', 'dreft', 'drpepper', 'essentiaphwater', 'fageusa', 'fiberone', 'fritolay', 'gatorade', 'ghostfragrances', 'honeymaidsnacks', 'horizon_organic', 'hotpockets', 'itcosmetics', 'izze', 'johnfriedaus', 'kashifoods', 'kerastaseusa', 'kerrygoldusa', 'kindsnacks', 'powerade', 'prana', 'pringles']
40 ( 5 ): ['100percentpure', 'advilrelief', 'ardell_lashes', 'avoninsider', 'baby_magic', 'bareminerals', 'barilla', 'benetton', 'bmwusa', 'cadburyuk', 'cheezit', 'cocacola', 'crest', 'dawndish', 'dietcoke', 'dietpepsi', 'digiornopizza', 'doritos', 'dove', 'dunkindonuts', 'duracell', 'fanta', 'ford', 'ge_reports', 'gf_insider', 'gillette', 'glutenfreeda', 'goddessgarden', 'haagendazs_us', 'hersheys', 'hostess_snacks', 'hp', 'huggies', 'ibm', 'kettlebrand', 'kia', 'lorealparisusa', 'puresilkshave', 'purinaonedog', 'quaker']
22 ( 7 ): ['allure_magazine', 'amanabrand', 'astonmartin', 'asus', 'buick', 'burberry', 'calvinklein', 'chevrolet', 'cisco', 'dell', 'derma_e', 'dior', 'dolcegabbana', 'elfcosmetics', 'fendi', 'ferrariusa', 'givenchy', 'hyundai', 'illamasqua', 'instyle', 'jaguarusa', 'juicycouture']
17 ( 1 ): ['adidas', 'always', 'americanapparel', 'armani', 'bathbodyworks', 'benefitbeauty', 'chanel', 'dial', 'disney', 'dodge', 'faygo', 'freepeople', 'guess', 'hollisterco', 'honda', 'hugoboss', 'ralphlauren']
Clustering Completed in time 0:00:00.410277
Cluster Size: 9
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
143 ( 1 ): ['34degrees', '7up', '8thcontinentsoy', 'abreva', 'acureorganics', 'afterglow', 'airheads', 'alaffiaskincare', 'alvaradostreet', 'ancientharvest', 'aquafina', 'artistryus', 'athenos', 'auracacia', 'bahlsenbiscuits', 'barielle', 'basic4veg', 'bayescleaners', 'bdbrows', 'bertolli', 'biodermalabuk', 'biokleenhome', 'biooiluk', 'birdseye', 'bluediamond', 'bodyglide', 'bolthousefarms', 'bosciaskincare', 'breyers', 'bronnerbros', 'bulldogskincare', 'bumble', 'cabotcheese', 'canidaepetfood', 'carabnaturally', 'carmex', 'cartenoireuk', 'cascadianfarm', 'caswellmassey', 'caudalieus', 'celazome', 'chapstick', 'cheerios', 'chefboyardee', 'chexcereal', 'chipsahoy', 'clarisonic', 'coola_suncare', 'cream_of_wheat', 'cuisinart', 'customnails', 'cwhairlondon', 'daisyhealthrd', 'dannon', 'davesgourmet', 'deborahlippmann', 'deliskincare', 'delmonte', 'dermadoctor', 'dermalogica', 'diapersdotcom', 'doctorsmiths', 'doletweets', 'drbronner', 'droppslaundry', 'drpraegers', 'duwopcosmetics', 'earthboundfarm', 'eatsmartscales', 'ecolips', 'edenfoods', 'elemis', 'ellaskitchenusa', 'ellentracynyc', 'eucerinus', 'eukanuba', 'faithinnature', 'fancyfeast', 'farmrichsnacks', 'febreze_fresh', 'fekkai', 'firstaidbeauty', 'fishernutsbrand', 'fisherpaykelus', 'flatoutbread', 'fmchocolate', 'food_for_life', 'freemanbeauty', 'freschetta', 'fstg_chips', 'fuzzibunz', 'generalmills', 'gmtgiftbaskets', 'gonecrackers', 'goodearthtea', 'gopicnic', 'gortonsseafood', 'hannaford', 'hboats', 'hdnaturals', 'hellmanns', 'herbalwater', 'herban_cowboy', 'hiballenergy', 'hillshirefarm', 'hodgsonmill', 'holisticselect', 'honeystinger', 'hormelfoods', 'huntschef', 'hylandshealth', 'illyissimo', 'ito_en', 'itsa10haircare', 'janmarini', 'jarritosnation', 'jennairusa', 'jewelosco', 'jif', 'jimmydean', 'johnsonville', 'jollytimepops', 'joyfulbathco', 'jrwatkins', 'jurliqueusa', 'kaplanmd', 'kevyn_aucoin', 'killerbread', 'kraftheinzco', 'monogramappl', 'obagi', 'prescriptives', 'pretzelcrisps', 'pritinyc', 'propel_water', 'pr_organicsusa', 'puffs', 'pukkaherbs', 'reallunchables', 'realrevivalabs', 'reedsgingerbrew', 'repechage', 'shopritestores']
132 ( 6 ): ['5hourenergy', '8oclockcoffee', 'acneorg', 'activia', 'alchimieforever', 'alimapure', 'alternahaircare', 'ampenergy', 'aquaphorus', 'aubreyorganicsi', 'aveneusa', 'babobotanicals', 'bakeryonmain', 'balancebar', 'bananaboat', 'barbarasbakery', 'barbasolshave', 'barkeeperfriend', 'barsfoods', 'bauschlomb', 'belkin', 'bestfoods', 'better_oats', 'bettylousinc', 'bigelowtea', 'bioelements', 'bissellclean', 'blackopalbeauty', 'blinc', 'blissspa', 'boironusa', 'boogiemom', 'bostonmarket', 'buitoniusa', 'bummis', 'butterfinger', 'caress', 'carolsdaughter', 'claim_jumper', 'clearasil', 'clifbar', 'clorox', 'coffee_mate', 'coldeeze', 'combos', 'cosmedix', 'cottonelle', 'crabtreeevelyn', 'crackerjackd', 'cremeofnature', 'croftersorganic', 'crystallight', 'cvsbeautyclub', 'dacorkitchen', 'dasaniwater', 'decleorskincare', 'delallofoods', 'dentek', 'dermorganic', 'dgskincare', 'drhauschka_usa', 'drinktampico', 'drmiracles', 'durex_usa', 'earthsbest', 'eatwholly', 'eccobella', 'eckrichmeats', 'ecotools', 'edgeshavegel', 'elizabetharden', 'everymanjack', 'ferrocosmetics', 'flavorice_pops', 'footsmart', 'fosterfarms', 'frenchmeadow', 'frigidaire', 'friskies', 'funkymonkeysnck', 'fyhmarket', 'gardein', 'garmin', 'gdiapers', 'getolympus', 'glominerals', 'glutinofoods', 'got2busa', 'govoskos', 'graftobian', 'greengiant', 'greenworks', 'h2oplususa', 'hansensnatural', 'harmankardon', 'harneytea', 'healthy_choice', 'herbacinusa', 'herbalessences', 'homefreetreats', 'honesttea', 'hubertslemonade', 'hydroxatone', 'iams', 'iansnaturalfood', 'indelight', 'ivory', 'jabra_us', 'jello', 'jonessodaco', 'joseolecentral', 'jouercosmetics', 'juicycouture', 'julepmaven', 'kelloggcompany', 'kibblesnbits', 'kiehls', 'kikkomankitchen', 'minutemaid', 'naturespath', 'no7usa', 'purell', 'purex', 'qtips', 'quiltednorthern', 'realcaboodles', 'realpurity', 'redbaronpizza', 'redflowernyc', 'redken5thave', 'republicoftea', 'thedivacup']
71 ( 2 ): ['18rabbits', '7daysinutopia', 'acer', 'allegrocoffee', 'anntaylor', 'aprioribeauty', 'arbonne', 'arcona_la', 'azzaro', 'ballaformen', 'bambinomio', 'bbuttonsbabies', 'billyjealousy', 'bluebeardsusa', 'blueqness', 'bmsnews', 'braunus', 'bravesldier', 'bumblebar', 'bumboosa', 'cadillac', 'candiesbrand', 'caribou_coffee', 'casbahhamilton', 'casio_usa', 'cedarlanefoods', 'chrysler', 'cobigelowny', 'ctcsquares', 'cuddleclones', 'danieleinc', 'deans_beans', 'devotedcreation', 'domtarcorp', 'dpolaner', 'dreamdrystyle', 'droetkerbaking', 'dum_dums', 'eaglepack', 'earthlite', 'eas', 'eckounltd', 'elementbars', 'empirekosher', 'evelom', 'evolvekefir', 'fagorind_eng', 'fischernwieser', 'fisherprice', 'foxandjane', 'frs', 'fttv', 'gardentime1', 'genesistoday', 'grabgreen', 'grandmamauds', 'groominglounge', 'hairformula37', 'headblade', 'hinoderice', 'hitachi_us', 'htcusa', 'humminbirdfish', 'jblaudio', 'junebeebaby', 'kingbiodotcom', 'kyanicorp', 'premierdeadsea_', 'purityvodka', 'quornus', 'regenepureqanda']
60 ( 7 ): ['allegraotc', 'antimonkeybutt', 'artisanafoods', 'babyblanketgift', 'bayerus', 'bblondehair', 'beauticontrol', 'bentleymotors', 'bodyimage', 'brazilianblwout', 'bulbrite', 'caffesanora', 'caneandaustin', 'celadrin1', 'ciaobellagelato', 'claussenpickles', 'colorescience', 'corazonas', 'crushfoods', 'davinesofficial', 'ddfskincare', 'discover', 'dragonage', 'drinkcheerwine', 'ecodiscoveries', 'eco_me', 'ecotouch', 'eggplantpeople', 'electrolux', 'eltamd', 'estroven', 'farouksystems', 'feelgoodfoods', 'finlandiavodka', 'flatearthbrew', 'foodsalive', 'formaggio', 'frenchsuk', 'gabrielcosmetic', 'glennys', 'goldenpath', 'goodcleanlove', 'guayaki', 'guerlain', 'hennahut', 'hichew', 'homeruninn', 'hydropeptide', 'hypehair', 'indigowild', 'iqnatural', 'islandseasoning', 'jacklinks', 'jergensus', 'kavajavacoffee', 'kenra_haircare', 'prttypeaushun', 'redbull', 'renefurtererus', 'vichy_usa']
46 ( 3 ): ['american_girl', 'annieshomegrown', 'anthropologie', 'att', 'aveda', 'babiesrus', 'benandjerrys', 'beneful', 'bettycrocker', 'blue_bunny', 'bobsredmill', 'bose', 'bumgenius', 'burtsbees', 'butterlondon', 'canonusa', 'celestialtea', 'chobani', 'chuaochocoholic', 'cleanandclear', 'coastalscents', 'crackerbarrel', 'dlink', 'downy', 'dreft', 'drpepper', 'essentiaphwater', 'fiberone', 'fritolay', 'gatorade', 'ghostfragrances', 'godiva', 'hickoryfarms', 'honeymaidsnacks', 'horizon_organic', 'hotpockets', 'itcosmetics', 'izze', 'jackdaniels_us', 'johnfriedaus', 'kashifoods', 'kerrygoldusa', 'kindsnacks', 'powerade', 'prana', 'pringles']
38 ( 5 ): ['100percentpure', 'advilrelief', 'amanabrand', 'ardell_lashes', 'avoninsider', 'babyganics', 'baby_magic', 'bareminerals', 'barilla', 'benetton', 'cadburyuk', 'cheezit', 'chinaglaze', 'cisco', 'cocacola', 'conairbeauty', 'dawndish', 'dietpepsi', 'digiornopizza', 'dior', 'doritos', 'dunkindonuts', 'evianwater', 'fanta', 'fendi', 'gf_insider', 'gillette', 'glutenfreeda', 'goddessgarden', 'haagendazs_us', 'hersheys', 'hostess_snacks', 'huggies', 'instyle', 'jaguarusa', 'kettlebrand', 'purinaonedog', 'quaker']
34 ( 0 ): ['allure_magazine', 'asus', 'axe', 'burberry', 'calvinklein', 'campbellschunky', 'clairolcolor', 'colgate', 'cosmermaid', 'covergirl', 'curve', 'derma_e', 'dietcoke', 'dolcegabbana', 'dove', 'duracell', 'eatliquidgold', 'elfcosmetics', 'fageusa', 'faygo', 'ford', 'fusion_beauty', 'gain', 'ghdnorthamerica', 'givenchy', 'glade', 'gnclivewell', 'hourglassmakeup', 'hp', 'hyundai', 'jeep', 'kerastaseusa', 'proactiv', 'redvines']
29 ( 4 ): ['audi', 'bhcosmetics', 'blackberry', 'bmwusa', 'bugatti', 'buick', 'cardinalhealth', 'chevrolet', 'cleanwell', 'crest', 'dell', 'dial', 'dovechocolate', 'embryolisseusa', 'fab', 'ge_reports', 'honda', 'ibm', 'illamasqua', 'isseymiyakenyc', 'joico', 'josie_maran', 'jvc_usa', 'kia', 'lorealparisusa', 'phyto_usa', 'powerbar', 'puresilkshave', 'thecoffeebean']
16 ( 8 ): ['adidas', 'always', 'americanapparel', 'armani', 'astonmartin', 'bathbodyworks', 'benefitbeauty', 'chanel', 'disney', 'dodge', 'ferrariusa', 'freepeople', 'guess', 'hollisterco', 'hugoboss', 'ralphlauren']
Clustering Completed in time 0:00:00.369242
Cluster Size: 10
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
102 ( 2 ): ['5hourenergy', '8oclockcoffee', 'acneorg', 'activia', 'alchimieforever', 'alimapure', 'alternahaircare', 'ampenergy', 'aquaphorus', 'aubreyorganicsi', 'aveneusa', 'bananaboat', 'barbarasbakery', 'barbasolshave', 'barkeeperfriend', 'barsfoods', 'belkin', 'bestfoods', 'better_oats', 'bettylousinc', 'bigelowtea', 'bioelements', 'bissellclean', 'blackopalbeauty', 'blissspa', 'boironusa', 'boogiemom', 'bostonmarket', 'buitoniusa', 'campbellschunky', 'caress', 'claim_jumper', 'clearasil', 'coldeeze', 'combos', 'cosmedix', 'cottonelle', 'crabtreeevelyn', 'crackerjackd', 'cremeofnature', 'croftersorganic', 'crystallight', 'dacorkitchen', 'dasaniwater', 'delallofoods', 'dermorganic', 'dgskincare', 'drhauschka_usa', 'drinktampico', 'durex_usa', 'earthsbest', 'eatwholly', 'eckrichmeats', 'edgeshavegel', 'elizabetharden', 'flavorice_pops', 'footsmart', 'frigidaire', 'friskies', 'funkymonkeysnck', 'fyhmarket', 'gardein', 'garmin', 'gdiapers', 'getolympus', 'glominerals', 'glutinofoods', 'godiva', 'got2busa', 'govoskos', 'graftobian', 'greengiant', 'greenworks', 'hansensnatural', 'harmankardon', 'harneytea', 'healthy_choice', 'herbacinusa', 'homefreetreats', 'honesttea', 'hubertslemonade', 'hydroxatone', 'iansnaturalfood', 'indelight', 'jabra_us', 'jello', 'jonessodaco', 'joseolecentral', 'jouercosmetics', 'julepmaven', 'kibblesnbits', 'kiehls', 'minutemaid', 'naturespath', 'no7usa', 'purell', 'qtips', 'quiltednorthern', 'realcaboodles', 'realpurity', 'redbaronpizza', 'redken5thave']
89 ( 7 ): ['34degrees', '7up', 'airheads', 'alaffiaskincare', 'alvaradostreet', 'ancientharvest', 'aquafina', 'artistryus', 'athenos', 'auracacia', 'bahlsenbiscuits', 'basic4veg', 'bayescleaners', 'bdbrows', 'bertolli', 'biodermalabuk', 'birdseye', 'bluediamond', 'bolthousefarms', 'bumble', 'cabotcheese', 'cartenoireuk', 'cascadianfarm', 'caudalieus', 'celazome', 'chefboyardee', 'chexcereal', 'coola_suncare', 'cream_of_wheat', 'cuisinart', 'davesgourmet', 'deborahlippmann', 'deliskincare', 'delmonte', 'dermadoctor', 'dermalogica', 'discover', 'doletweets', 'drbronner', 'drpraegers', 'duwopcosmetics', 'earthboundfarm', 'ecolips', 'eco_me', 'edenfoods', 'ellentracynyc', 'faithinnature', 'fancyfeast', 'farmrichsnacks', 'firstaidbeauty', 'fishernutsbrand', 'fisherpaykelus', 'flatoutbread', 'freemanbeauty', 'freschetta', 'fstg_chips', 'gonecrackers', 'goodearthtea', 'gopicnic', 'gortonsseafood', 'guayaki', 'hannaford', 'hdnaturals', 'hellmanns', 'herbalwater', 'hiballenergy', 'hodgsonmill', 'hostess_snacks', 'huntschef', 'hylandshealth', 'ito_en', 'itsa10haircare', 'janmarini', 'jewelosco', 'jimmydean', 'johnsonville', 'jollytimepops', 'joyfulbathco', 'jrwatkins', 'jurliqueusa', 'monogramappl', 'obagi', 'pritinyc', 'propel_water', 'pr_organicsusa', 'reallunchables', 'realrevivalabs', 'repechage', 'shopritestores']
85 ( 0 ): ['7daysinutopia', 'acer', 'allegrocoffee', 'aprioribeauty', 'arbonne', 'arcona_la', 'audi', 'azzaro', 'babyblanketgift', 'ballaformen', 'bambinomio', 'bbuttonsbabies', 'beauticontrol', 'bentleymotors', 'billyjealousy', 'blackberry', 'bluebeardsusa', 'blueqness', 'braunus', 'bravesldier', 'bugatti', 'bumblebar', 'bumboosa', 'cadillac', 'caffesanora', 'candiesbrand', 'caneandaustin', 'casbahhamilton', 'cedarlanefoods', 'celadrin1', 'cobigelowny', 'crushfoods', 'cuddleclones', 'danieleinc', 'ddfskincare', 'deans_beans', 'devotedcreation', 'domtarcorp', 'dpolaner', 'dragonage', 'dreamdrystyle', 'drinkcheerwine', 'drmiracles', 'droetkerbaking', 'dum_dums', 'eaglepack', 'earthlite', 'eas', 'elementbars', 'embryolisseusa', 'empirekosher', 'evelom', 'evolvekefir', 'fagorind_eng', 'feelgoodfoods', 'fischernwieser', 'fisherprice', 'foodsalive', 'foxandjane', 'fttv', 'gabrielcosmetic', 'gardentime1', 'goodcleanlove', 'grandmamauds', 'hairformula37', 'headblade', 'hennahut', 'hinoderice', 'hitachi_us', 'htcusa', 'humminbirdfish', 'hydropeptide', 'iqnatural', 'isseymiyakenyc', 'jacklinks', 'jblaudio', 'junebeebaby', 'kingbiodotcom', 'kyanicorp', 'premierdeadsea_', 'prttypeaushun', 'purityvodka', 'quornus', 'redbull', 'regenepureqanda']
62 ( 3 ): ['abreva', 'afterglow', 'allegraotc', 'antimonkeybutt', 'babyganics', 'barielle', 'bayerus', 'bblondehair', 'bettycrocker', 'bhcosmetics', 'biooiluk', 'bodyimage', 'brazilianblwout', 'bronnerbros', 'bulbrite', 'bulldogskincare', 'carabnaturally', 'carmex', 'chapstick', 'cheerios', 'claussenpickles', 'conairbeauty', 'customnails', 'cwhairlondon', 'davinesofficial', 'doctorsmiths', 'eatsmartscales', 'ecodiscoveries', 'ecotouch', 'eggplantpeople', 'electrolux', 'elemis', 'ellaskitchenusa', 'eltamd', 'estroven', 'eucerinus', 'evianwater', 'farouksystems', 'finlandiavodka', 'flatearthbrew', 'food_for_life', 'frenchsuk', 'frs', 'fuzzibunz', 'gf_insider', 'glennys', 'gmtgiftbaskets', 'goldenpath', 'guerlain', 'hboats', 'hichew', 'holisticselect', 'hormelfoods', 'hypehair', 'illamasqua', 'indigowild', 'jarritosnation', 'kaplanmd', 'kavajavacoffee', 'kenra_haircare', 'kevyn_aucoin', 'pukkaherbs']
50 ( 4 ): ['18rabbits', 'amanabrand', 'american_girl', 'avoninsider', 'bakeryonmain', 'balancebar', 'bauschlomb', 'beneful', 'benetton', 'bmsnews', 'bumgenius', 'cardinalhealth', 'caribou_coffee', 'casio_usa', 'celestialtea', 'chuaochocoholic', 'clorox', 'colorescience', 'crest', 'ctcsquares', 'dentek', 'derma_e', 'dial', 'dlink', 'dreft', 'eckounltd', 'ecotools', 'everymanjack', 'ford', 'fosterfarms', 'frenchmeadow', 'genesistoday', 'ghostfragrances', 'glade', 'gnclivewell', 'grabgreen', 'groominglounge', 'hickoryfarms', 'ivory', 'izze', 'jaguarusa', 'jeep', 'jergensus', 'joico', 'kelloggcompany', 'kindsnacks', 'prana', 'purex', 'republicoftea', 'thedivacup']
42 ( 1 ): ['8thcontinentsoy', 'acureorganics', 'artisanafoods', 'aveda', 'biokleenhome', 'bodyglide', 'bosciaskincare', 'breyers', 'canidaepetfood', 'caswellmassey', 'cheezit', 'chinaglaze', 'chipsahoy', 'ciaobellagelato', 'clarisonic', 'cleanwell', 'coastalscents', 'corazonas', 'daisyhealthrd', 'dannon', 'diapersdotcom', 'droppslaundry', 'eukanuba', 'febreze_fresh', 'fekkai', 'fmchocolate', 'formaggio', 'generalmills', 'herban_cowboy', 'hillshirefarm', 'homeruninn', 'honeystinger', 'illyissimo', 'islandseasoning', 'jennairusa', 'jif', 'killerbread', 'kraftheinzco', 'prescriptives', 'pretzelcrisps', 'reedsgingerbrew', 'vichy_usa']
38 ( 6 ): ['100percentpure', 'always', 'anntaylor', 'babobotanicals', 'blinc', 'bmwusa', 'bummis', 'burtsbees', 'butterfinger', 'carolsdaughter', 'chrysler', 'coffee_mate', 'colgate', 'cvsbeautyclub', 'dawndish', 'decleorskincare', 'dove', 'dovechocolate', 'downy', 'eccobella', 'fab', 'ferrocosmetics', 'gillette', 'goddessgarden', 'h2oplususa', 'herbalessences', 'honda', 'honeymaidsnacks', 'hourglassmakeup', 'iams', 'josie_maran', 'juicycouture', 'kashifoods', 'kerrygoldusa', 'kikkomankitchen', 'puffs', 'redflowernyc', 'renefurtererus']
38 ( 8 ): ['advilrelief', 'ardell_lashes', 'astonmartin', 'baby_magic', 'bareminerals', 'barilla', 'buick', 'cadburyuk', 'calvinklein', 'chevrolet', 'clifbar', 'cocacola', 'dell', 'dietpepsi', 'digiornopizza', 'dior', 'dodge', 'doritos', 'dunkindonuts', 'fanta', 'fendi', 'ge_reports', 'glutenfreeda', 'haagendazs_us', 'hersheys', 'huggies', 'ibm', 'instyle', 'jvc_usa', 'kettlebrand', 'kia', 'lorealparisusa', 'phyto_usa', 'powerbar', 'puresilkshave', 'purinaonedog', 'quaker', 'thecoffeebean']
35 ( 5 ): ['adidas', 'allure_magazine', 'americanapparel', 'armani', 'asus', 'axe', 'bathbodyworks', 'benefitbeauty', 'chanel', 'cisco', 'clairolcolor', 'cosmermaid', 'covergirl', 'curve', 'dietcoke', 'disney', 'duracell', 'eatliquidgold', 'elfcosmetics', 'fageusa', 'faygo', 'ferrariusa', 'freepeople', 'fusion_beauty', 'gain', 'ghdnorthamerica', 'guess', 'hollisterco', 'hp', 'hugoboss', 'hyundai', 'kerastaseusa', 'proactiv', 'ralphlauren', 'redvines']
28 ( 9 ): ['annieshomegrown', 'anthropologie', 'att', 'babiesrus', 'benandjerrys', 'blue_bunny', 'bobsredmill', 'bose', 'burberry', 'butterlondon', 'canonusa', 'chobani', 'cleanandclear', 'crackerbarrel', 'dolcegabbana', 'drpepper', 'essentiaphwater', 'fiberone', 'fritolay', 'gatorade', 'givenchy', 'horizon_organic', 'hotpockets', 'itcosmetics', 'jackdaniels_us', 'johnfriedaus', 'powerade', 'pringles']
Clustering Completed in time 0:00:00.541362
Cluster Size: 11
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
82 ( 3 ): ['8oclockcoffee', 'activia', 'advilrelief', 'always', 'ampenergy', 'aquaphorus', 'aveneusa', 'bananaboat', 'barbarasbakery', 'barbasolshave', 'barkeeperfriend', 'barsfoods', 'belkin', 'bestfoods', 'better_oats', 'bigelowtea', 'bioelements', 'bissellclean', 'blinc', 'blissspa', 'boironusa', 'bostonmarket', 'buitoniusa', 'campbellschunky', 'caress', 'clearasil', 'clifbar', 'coffee_mate', 'combos', 'cosmedix', 'cottonelle', 'crackerjackd', 'cremeofnature', 'croftersorganic', 'crystallight', 'dacorkitchen', 'dasaniwater', 'dermorganic', 'dgskincare', 'drhauschka_usa', 'durex_usa', 'earthsbest', 'eccobella', 'eckrichmeats', 'edgeshavegel', 'ferrocosmetics', 'flavorice_pops', 'friskies', 'funkymonkeysnck', 'gardein', 'gdiapers', 'glominerals', 'glutinofoods', 'got2busa', 'govoskos', 'greengiant', 'h2oplususa', 'hansensnatural', 'harneytea', 'healthy_choice', 'herbacinusa', 'homefreetreats', 'honesttea', 'hubertslemonade', 'hydroxatone', 'iansnaturalfood', 'indelight', 'jabra_us', 'jello', 'jonessodaco', 'joseolecentral', 'jouercosmetics', 'julepmaven', 'kikkomankitchen', 'no7usa', 'purell', 'qtips', 'quiltednorthern', 'realcaboodles', 'realpurity', 'redbaronpizza', 'redken5thave']
78 ( 4 ): ['34degrees', '7up', '8thcontinentsoy', 'acureorganics', 'airheads', 'alaffiaskincare', 'alvaradostreet', 'ancientharvest', 'aquafina', 'bahlsenbiscuits', 'bayescleaners', 'bertolli', 'biodermalabuk', 'biokleenhome', 'birdseye', 'bluediamond', 'bodyglide', 'bolthousefarms', 'bosciaskincare', 'breyers', 'cascadianfarm', 'caswellmassey', 'chexcereal', 'chipsahoy', 'cream_of_wheat', 'daisyhealthrd', 'dannon', 'deliskincare', 'delmonte', 'dermadoctor', 'dermalogica', 'diapersdotcom', 'doletweets', 'drbronner', 'drpraegers', 'earthboundfarm', 'ecolips', 'eco_me', 'edenfoods', 'eukanuba', 'fancyfeast', 'farmrichsnacks', 'firstaidbeauty', 'fisherpaykelus', 'freemanbeauty', 'freschetta', 'gonecrackers', 'goodearthtea', 'gopicnic', 'guayaki', 'hannaford', 'hdnaturals', 'hellmanns', 'herbalwater', 'herban_cowboy', 'hiballenergy', 'hillshirefarm', 'hodgsonmill', 'homeruninn', 'honeystinger', 'hostess_snacks', 'huntschef', 'hylandshealth', 'illyissimo', 'itsa10haircare', 'janmarini', 'jennairusa', 'jimmydean', 'joyfulbathco', 'jrwatkins', 'jurliqueusa', 'killerbread', 'monogramappl', 'pretzelcrisps', 'pritinyc', 'pr_organicsusa', 'reallunchables', 'reedsgingerbrew']
73 ( 2 ): ['abreva', 'afterglow', 'antimonkeybutt', 'artistryus', 'athenos', 'auracacia', 'barielle', 'basic4veg', 'bayerus', 'bdbrows', 'bhcosmetics', 'biooiluk', 'brazilianblwout', 'bronnerbros', 'bumble', 'cabotcheese', 'carabnaturally', 'carmex', 'cartenoireuk', 'caudalieus', 'celazome', 'chapstick', 'cheerios', 'chefboyardee', 'coastalscents', 'conairbeauty', 'coola_suncare', 'cuisinart', 'customnails', 'cwhairlondon', 'davesgourmet', 'deborahlippmann', 'duwopcosmetics', 'eatsmartscales', 'ecodiscoveries', 'eggplantpeople', 'electrolux', 'elemis', 'ellaskitchenusa', 'ellentracynyc', 'estroven', 'eucerinus', 'evianwater', 'faithinnature', 'farouksystems', 'fishernutsbrand', 'flatoutbread', 'food_for_life', 'fstg_chips', 'fuzzibunz', 'glennys', 'gortonsseafood', 'guerlain', 'hboats', 'hichew', 'holisticselect', 'illamasqua', 'indigowild', 'ito_en', 'jarritosnation', 'jewelosco', 'johnsonville', 'jollytimepops', 'kaplanmd', 'kavajavacoffee', 'kenra_haircare', 'kevyn_aucoin', 'obagi', 'propel_water', 'pukkaherbs', 'realrevivalabs', 'repechage', 'shopritestores']
71 ( 5 ): ['18rabbits', '7daysinutopia', 'acer', 'adidas', 'aprioribeauty', 'armani', 'babyblanketgift', 'ballaformen', 'bbuttonsbabies', 'beauticontrol', 'billyjealousy', 'blackberry', 'bluebeardsusa', 'blueqness', 'bodyimage', 'braunus', 'bravesldier', 'bulbrite', 'cadillac', 'caffesanora', 'caneandaustin', 'casbahhamilton', 'celadrin1', 'chanel', 'crushfoods', 'cuddleclones', 'davinesofficial', 'ddfskincare', 'deans_beans', 'devotedcreation', 'disney', 'domtarcorp', 'dpolaner', 'dragonage', 'drinkcheerwine', 'eaglepack', 'earthlite', 'ecotouch', 'empirekosher', 'evolvekefir', 'feelgoodfoods', 'finlandiavodka', 'foodsalive', 'foxandjane', 'frenchsuk', 'frs', 'fttv', 'gabrielcosmetic', 'gardentime1', 'goldenpath', 'goodcleanlove', 'grandmamauds', 'hairformula37', 'headblade', 'hennahut', 'hollisterco', 'htcusa', 'humminbirdfish', 'hydropeptide', 'iqnatural', 'isseymiyakenyc', 'jacklinks', 'junebeebaby', 'jvc_usa', 'kyanicorp', 'prttypeaushun', 'purityvodka', 'quornus', 'ralphlauren', 'redbull', 'regenepureqanda']
59 ( 10 ): ['5hourenergy', 'acneorg', 'alchimieforever', 'alimapure', 'allegrocoffee', 'alternahaircare', 'arbonne', 'arcona_la', 'aubreyorganicsi', 'azzaro', 'bakeryonmain', 'bambinomio', 'bauschlomb', 'bettylousinc', 'blackopalbeauty', 'boogiemom', 'bumblebar', 'bumboosa', 'candiesbrand', 'cedarlanefoods', 'chuaochocoholic', 'claim_jumper', 'cobigelowny', 'coldeeze', 'crabtreeevelyn', 'danieleinc', 'delallofoods', 'dreamdrystyle', 'drinktampico', 'drmiracles', 'droetkerbaking', 'dum_dums', 'eas', 'eatwholly', 'elementbars', 'evelom', 'fagorind_eng', 'fischernwieser', 'fisherprice', 'footsmart', 'fosterfarms', 'frigidaire', 'fyhmarket', 'garmin', 'getolympus', 'graftobian', 'greenworks', 'harmankardon', 'hinoderice', 'hitachi_us', 'jblaudio', 'kibblesnbits', 'kiehls', 'kingbiodotcom', 'minutemaid', 'naturespath', 'premierdeadsea_', 'purex', 'republicoftea']
54 ( 0 ): ['allegraotc', 'amanabrand', 'american_girl', 'avoninsider', 'babyganics', 'baby_magic', 'balancebar', 'bblondehair', 'beneful', 'benetton', 'bettycrocker', 'bmsnews', 'bobsredmill', 'bulldogskincare', 'bumgenius', 'cardinalhealth', 'caribou_coffee', 'casio_usa', 'celestialtea', 'claussenpickles', 'clorox', 'colorescience', 'crest', 'ctcsquares', 'dentek', 'dial', 'dlink', 'doctorsmiths', 'dreft', 'eckounltd', 'ecotools', 'eltamd', 'everymanjack', 'flatearthbrew', 'frenchmeadow', 'genesistoday', 'gf_insider', 'ghostfragrances', 'glade', 'gmtgiftbaskets', 'gnclivewell', 'grabgreen', 'groominglounge', 'hickoryfarms', 'hormelfoods', 'hypehair', 'ivory', 'izze', 'jergensus', 'joico', 'kelloggcompany', 'kindsnacks', 'prana', 'thedivacup']
47 ( 1 ): ['100percentpure', 'artisanafoods', 'aveda', 'babobotanicals', 'bentleymotors', 'bummis', 'burberry', 'butterfinger', 'butterlondon', 'canidaepetfood', 'cheezit', 'ciaobellagelato', 'clarisonic', 'colgate', 'corazonas', 'cvsbeautyclub', 'dawndish', 'decleorskincare', 'dolcegabbana', 'dove', 'dovechocolate', 'downy', 'droppslaundry', 'febreze_fresh', 'fekkai', 'fmchocolate', 'formaggio', 'generalmills', 'gillette', 'givenchy', 'goddessgarden', 'herbalessences', 'honeymaidsnacks', 'hourglassmakeup', 'iams', 'islandseasoning', 'jif', 'josie_maran', 'kashifoods', 'kerastaseusa', 'kerrygoldusa', 'kraftheinzco', 'prescriptives', 'puffs', 'redflowernyc', 'renefurtererus', 'vichy_usa']
32 ( 9 ): ['ardell_lashes', 'astonmartin', 'asus', 'barilla', 'buick', 'cadburyuk', 'calvinklein', 'chevrolet', 'cleanwell', 'cocacola', 'dell', 'derma_e', 'dietpepsi', 'digiornopizza', 'dior', 'doritos', 'fanta', 'ferrariusa', 'ford', 'glutenfreeda', 'hersheys', 'hugoboss', 'instyle', 'jaguarusa', 'jeep', 'kettlebrand', 'kia', 'lorealparisusa', 'phyto_usa', 'powerbar', 'puresilkshave', 'quaker']
26 ( 8 ): ['allure_magazine', 'anthropologie', 'axe', 'bathbodyworks', 'benefitbeauty', 'carolsdaughter', 'cisco', 'clairolcolor', 'cosmermaid', 'covergirl', 'curve', 'dietcoke', 'duracell', 'eatliquidgold', 'elfcosmetics', 'elizabetharden', 'fageusa', 'faygo', 'fusion_beauty', 'gain', 'ghdnorthamerica', 'guess', 'hp', 'hyundai', 'proactiv', 'redvines']
24 ( 7 ): ['americanapparel', 'anntaylor', 'audi', 'bareminerals', 'bmwusa', 'bugatti', 'canonusa', 'chinaglaze', 'chrysler', 'discover', 'dodge', 'dunkindonuts', 'embryolisseusa', 'fab', 'fendi', 'freepeople', 'ge_reports', 'haagendazs_us', 'honda', 'huggies', 'ibm', 'juicycouture', 'purinaonedog', 'thecoffeebean']
23 ( 6 ): ['annieshomegrown', 'att', 'babiesrus', 'benandjerrys', 'blue_bunny', 'bose', 'burtsbees', 'chobani', 'cleanandclear', 'crackerbarrel', 'drpepper', 'essentiaphwater', 'fiberone', 'fritolay', 'gatorade', 'godiva', 'horizon_organic', 'hotpockets', 'itcosmetics', 'jackdaniels_us', 'johnfriedaus', 'powerade', 'pringles']
Clustering Completed in time 0:00:00.393262
Cluster Size: 12
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
82 ( 2 ): ['7daysinutopia', 'allegrocoffee', 'aprioribeauty', 'arcona_la', 'aubreyorganicsi', 'azzaro', 'babyblanketgift', 'bakeryonmain', 'ballaformen', 'bauschlomb', 'beauticontrol', 'beneful', 'benetton', 'billyjealousy', 'blackberry', 'bluebeardsusa', 'blueqness', 'bodyimage', 'braunus', 'bravesldier', 'bulbrite', 'bumblebar', 'cadburyuk', 'caffesanora', 'candiesbrand', 'caneandaustin', 'canonusa', 'casbahhamilton', 'casio_usa', 'celadrin1', 'crushfoods', 'cuddleclones', 'danieleinc', 'ddfskincare', 'deans_beans', 'devotedcreation', 'domtarcorp', 'dpolaner', 'dragonage', 'dreamdrystyle', 'drinktampico', 'drmiracles', 'eaglepack', 'earthlite', 'eckounltd', 'eltamd', 'empirekosher', 'evolvekefir', 'fagorind_eng', 'finlandiavodka', 'fischernwieser', 'foodsalive', 'foxandjane', 'freepeople', 'frigidaire', 'frs', 'fttv', 'gardentime1', 'genesistoday', 'goldenpath', 'goodcleanlove', 'grabgreen', 'grandmamauds', 'guerlain', 'hairformula37', 'headblade', 'hennahut', 'hinoderice', 'hitachi_us', 'htcusa', 'humminbirdfish', 'hypehair', 'iqnatural', 'isseymiyakenyc', 'jblaudio', 'junebeebaby', 'kiehls', 'kingbiodotcom', 'kyanicorp', 'purityvodka', 'regenepureqanda', 'republicoftea']
69 ( 0 ): ['8oclockcoffee', 'advilrelief', 'alchimieforever', 'alimapure', 'alternahaircare', 'ampenergy', 'aquaphorus', 'bananaboat', 'barbarasbakery', 'barbasolshave', 'barkeeperfriend', 'barsfoods', 'belkin', 'better_oats', 'bettylousinc', 'bioelements', 'bissellclean', 'boironusa', 'boogiemom', 'bostonmarket', 'buitoniusa', 'caress', 'claim_jumper', 'clearasil', 'coldeeze', 'combos', 'cosmedix', 'crabtreeevelyn', 'crackerjackd', 'croftersorganic', 'crystallight', 'dacorkitchen', 'dasaniwater', 'dgskincare', 'drhauschka_usa', 'earthsbest', 'eatwholly', 'eckrichmeats', 'edgeshavegel', 'flavorice_pops', 'footsmart', 'friskies', 'funkymonkeysnck', 'fyhmarket', 'garmin', 'getolympus', 'glominerals', 'glutinofoods', 'got2busa', 'govoskos', 'greengiant', 'greenworks', 'hansensnatural', 'harmankardon', 'herbacinusa', 'honesttea', 'hubertslemonade', 'jabra_us', 'jonessodaco', 'joseolecentral', 'julepmaven', 'kikkomankitchen', 'naturespath', 'purell', 'qtips', 'quiltednorthern', 'realcaboodles', 'redbaronpizza', 'redken5thave']
63 ( 1 ): ['34degrees', '7up', 'acureorganics', 'alaffiaskincare', 'alvaradostreet', 'athenos', 'bayescleaners', 'bertolli', 'biodermalabuk', 'birdseye', 'bluediamond', 'bolthousefarms', 'bosciaskincare', 'cabotcheese', 'cascadianfarm', 'caswellmassey', 'caudalieus', 'chexcereal', 'coola_suncare', 'cream_of_wheat', 'cuisinart', 'delmonte', 'dermadoctor', 'dermalogica', 'doletweets', 'drpraegers', 'earthboundfarm', 'ecolips', 'edenfoods', 'farmrichsnacks', 'firstaidbeauty', 'fishernutsbrand', 'fisherpaykelus', 'flatoutbread', 'food_for_life', 'freemanbeauty', 'fstg_chips', 'gonecrackers', 'goodearthtea', 'gopicnic', 'hannaford', 'hdnaturals', 'hellmanns', 'herbalwater', 'herban_cowboy', 'hillshirefarm', 'hodgsonmill', 'huntschef', 'hylandshealth', 'ito_en', 'itsa10haircare', 'janmarini', 'jennairusa', 'jewelosco', 'johnsonville', 'jrwatkins', 'jurliqueusa', 'monogramappl', 'pritinyc', 'propel_water', 'pr_organicsusa', 'reallunchables', 'repechage']
58 ( 3 ): ['acer', 'acneorg', 'activia', 'arbonne', 'ardell_lashes', 'aveneusa', 'babobotanicals', 'bambinomio', 'barilla', 'bbuttonsbabies', 'bestfoods', 'bigelowtea', 'blackopalbeauty', 'blissspa', 'bumboosa', 'butterfinger', 'campbellschunky', 'carolsdaughter', 'cedarlanefoods', 'chuaochocoholic', 'clifbar', 'cobigelowny', 'cottonelle', 'cremeofnature', 'derma_e', 'dermorganic', 'dietpepsi', 'dovechocolate', 'drinkcheerwine', 'droetkerbaking', 'durex_usa', 'eccobella', 'elementbars', 'evianwater', 'faygo', 'fusion_beauty', 'gabrielcosmetic', 'gardein', 'gdiapers', 'glutenfreeda', 'graftobian', 'harneytea', 'healthy_choice', 'homefreetreats', 'honeymaidsnacks', 'indelight', 'jello', 'jouercosmetics', 'kashifoods', 'kerastaseusa', 'kibblesnbits', 'minutemaid', 'no7usa', 'phyto_usa', 'premierdeadsea_', 'puresilkshave', 'quornus', 'realpurity']
52 ( 6 ): ['abreva', 'afterglow', 'antimonkeybutt', 'artistryus', 'barielle', 'basic4veg', 'bayerus', 'bblondehair', 'bdbrows', 'biooiluk', 'brazilianblwout', 'bronnerbros', 'bumble', 'carabnaturally', 'cartenoireuk', 'celazome', 'chapstick', 'chefboyardee', 'claussenpickles', 'customnails', 'cwhairlondon', 'davesgourmet', 'davinesofficial', 'deborahlippmann', 'doctorsmiths', 'duwopcosmetics', 'ecodiscoveries', 'eco_me', 'eggplantpeople', 'elemis', 'ellentracynyc', 'estroven', 'faithinnature', 'farouksystems', 'fuzzibunz', 'ghostfragrances', 'glennys', 'hiballenergy', 'hichew', 'holisticselect', 'indigowild', 'jarritosnation', 'jimmydean', 'jollytimepops', 'kaplanmd', 'kavajavacoffee', 'kenra_haircare', 'kevyn_aucoin', 'obagi', 'pukkaherbs', 'realrevivalabs', 'shopritestores']
50 ( 11 ): ['18rabbits', '5hourenergy', 'annieshomegrown', 'auracacia', 'baby_magic', 'bettycrocker', 'bhcosmetics', 'blue_bunny', 'bobsredmill', 'cardinalhealth', 'caribou_coffee', 'carmex', 'celestialtea', 'cheerios', 'chobani', 'conairbeauty', 'crackerbarrel', 'ctcsquares', 'delallofoods', 'discover', 'dum_dums', 'eatsmartscales', 'ellaskitchenusa', 'embryolisseusa', 'eucerinus', 'evelom', 'everymanjack', 'feelgoodfoods', 'fiberone', 'fisherprice', 'flatearthbrew', 'frenchmeadow', 'frenchsuk', 'ge_reports', 'gmtgiftbaskets', 'gnclivewell', 'gortonsseafood', 'hboats', 'hickoryfarms', 'horizon_organic', 'hormelfoods', 'huggies', 'hydropeptide', 'ibm', 'jacklinks', 'joico', 'kelloggcompany', 'kindsnacks', 'prttypeaushun', 'purex']
41 ( 8 ): ['8thcontinentsoy', 'airheads', 'ancientharvest', 'aquafina', 'artisanafoods', 'bahlsenbiscuits', 'biokleenhome', 'bodyglide', 'breyers', 'canidaepetfood', 'cheezit', 'chipsahoy', 'ciaobellagelato', 'cleanwell', 'coastalscents', 'corazonas', 'daisyhealthrd', 'dannon', 'deliskincare', 'diapersdotcom', 'drbronner', 'droppslaundry', 'eukanuba', 'fancyfeast', 'formaggio', 'freschetta', 'generalmills', 'guayaki', 'homeruninn', 'honeystinger', 'illyissimo', 'islandseasoning', 'jif', 'josie_maran', 'joyfulbathco', 'killerbread', 'kraftheinzco', 'pretzelcrisps', 'reedsgingerbrew', 'thecoffeebean', 'vichy_usa']
35 ( 9 ): ['allure_magazine', 'americanapparel', 'anntaylor', 'anthropologie', 'armani', 'axe', 'bareminerals', 'bathbodyworks', 'benefitbeauty', 'bmwusa', 'chrysler', 'cisco', 'cosmermaid', 'curve', 'dietcoke', 'dodge', 'dunkindonuts', 'duracell', 'eatliquidgold', 'elfcosmetics', 'elizabetharden', 'fab', 'fageusa', 'gain', 'ghdnorthamerica', 'guess', 'haagendazs_us', 'honda', 'hp', 'hugoboss', 'hyundai', 'juicycouture', 'proactiv', 'purinaonedog', 'redvines']
34 ( 4 ): ['100percentpure', 'always', 'aveda', 'blinc', 'bummis', 'butterlondon', 'chinaglaze', 'clairolcolor', 'clarisonic', 'coffee_mate', 'colgate', 'covergirl', 'cvsbeautyclub', 'dawndish', 'decleorskincare', 'dove', 'downy', 'febreze_fresh', 'fekkai', 'ferrocosmetics', 'fmchocolate', 'gillette', 'goddessgarden', 'h2oplususa', 'herbalessences', 'hourglassmakeup', 'hydroxatone', 'iams', 'iansnaturalfood', 'kerrygoldusa', 'prescriptives', 'puffs', 'redflowernyc', 'renefurtererus']
29 ( 5 ): ['adidas', 'att', 'audi', 'babiesrus', 'benandjerrys', 'bentleymotors', 'bose', 'burberry', 'burtsbees', 'cadillac', 'chanel', 'cleanandclear', 'disney', 'dolcegabbana', 'drpepper', 'eas', 'essentiaphwater', 'fritolay', 'gatorade', 'godiva', 'hollisterco', 'hotpockets', 'itcosmetics', 'jackdaniels_us', 'johnfriedaus', 'powerade', 'pringles', 'ralphlauren', 'redbull']
29 ( 7 ): ['allegraotc', 'amanabrand', 'american_girl', 'avoninsider', 'babyganics', 'balancebar', 'bmsnews', 'bulldogskincare', 'bumgenius', 'clorox', 'colorescience', 'crest', 'dentek', 'dial', 'dlink', 'dreft', 'ecotools', 'ecotouch', 'electrolux', 'fosterfarms', 'gf_insider', 'glade', 'groominglounge', 'ivory', 'izze', 'jergensus', 'jvc_usa', 'prana', 'thedivacup']
27 ( 10 ): ['astonmartin', 'asus', 'bugatti', 'buick', 'calvinklein', 'chevrolet', 'cocacola', 'dell', 'digiornopizza', 'dior', 'doritos', 'fanta', 'fendi', 'ferrariusa', 'ford', 'givenchy', 'hersheys', 'hostess_snacks', 'illamasqua', 'instyle', 'jaguarusa', 'jeep', 'kettlebrand', 'kia', 'lorealparisusa', 'powerbar', 'quaker']
Clustering Completed in time 0:00:00.444298
Cluster Size: 13
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
70 ( 8 ): ['7daysinutopia', 'allegrocoffee', 'amanabrand', 'aprioribeauty', 'arcona_la', 'aubreyorganicsi', 'azzaro', 'bakeryonmain', 'ballaformen', 'bauschlomb', 'beauticontrol', 'benetton', 'billyjealousy', 'blackberry', 'bluebeardsusa', 'blueqness', 'bmsnews', 'braunus', 'bravesldier', 'bumblebar', 'bumgenius', 'caffesanora', 'candiesbrand', 'casbahhamilton', 'casio_usa', 'celadrin1', 'crest', 'cuddleclones', 'danieleinc', 'deans_beans', 'dentek', 'devotedcreation', 'domtarcorp', 'dpolaner', 'dragonage', 'dreamdrystyle', 'drinktampico', 'drmiracles', 'eaglepack', 'earthlite', 'eckounltd', 'eltamd', 'empirekosher', 'evolvekefir', 'fagorind_eng', 'finlandiavodka', 'fischernwieser', 'foxandjane', 'fttv', 'fyhmarket', 'gardentime1', 'glade', 'grabgreen', 'grandmamauds', 'groominglounge', 'hairformula37', 'headblade', 'hennahut', 'hinoderice', 'hitachi_us', 'humminbirdfish', 'iqnatural', 'junebeebaby', 'kibblesnbits', 'kiehls', 'kingbiodotcom', 'kyanicorp', 'purityvodka', 'regenepureqanda', 'thedivacup']
63 ( 1 ): ['adidas', 'afterglow', 'allegraotc', 'americanapparel', 'armani', 'artistryus', 'audi', 'babyblanketgift', 'basic4veg', 'bayerus', 'bblondehair', 'bentleymotors', 'biooiluk', 'bodyimage', 'brazilianblwout', 'bronnerbros', 'bulbrite', 'bumble', 'caneandaustin', 'canonusa', 'carabnaturally', 'chanel', 'chapstick', 'chefboyardee', 'claussenpickles', 'crushfoods', 'customnails', 'cwhairlondon', 'davinesofficial', 'ddfskincare', 'deborahlippmann', 'disney', 'doctorsmiths', 'ecotouch', 'eggplantpeople', 'elemis', 'ellentracynyc', 'estroven', 'farouksystems', 'freepeople', 'ghostfragrances', 'glennys', 'goldenpath', 'goodcleanlove', 'guerlain', 'guess', 'hichew', 'holisticselect', 'hollisterco', 'hypehair', 'isseymiyakenyc', 'izze', 'jvc_usa', 'kaplanmd', 'kavajavacoffee', 'kenra_haircare', 'kevyn_aucoin', 'obagi', 'powerbar', 'pukkaherbs', 'ralphlauren', 'realrevivalabs', 'redbull']
63 ( 3 ): ['8oclockcoffee', 'alchimieforever', 'alimapure', 'alternahaircare', 'aquaphorus', 'bananaboat', 'barbarasbakery', 'barbasolshave', 'barkeeperfriend', 'barsfoods', 'belkin', 'better_oats', 'bettylousinc', 'bioelements', 'bissellclean', 'boironusa', 'boogiemom', 'bostonmarket', 'buitoniusa', 'claim_jumper', 'clearasil', 'coldeeze', 'combos', 'crabtreeevelyn', 'crackerjackd', 'croftersorganic', 'dacorkitchen', 'dasaniwater', 'dgskincare', 'drhauschka_usa', 'earthsbest', 'eatwholly', 'eckrichmeats', 'edgeshavegel', 'elizabetharden', 'flavorice_pops', 'footsmart', 'friskies', 'funkymonkeysnck', 'gain', 'getolympus', 'glominerals', 'glutinofoods', 'got2busa', 'greengiant', 'greenworks', 'hansensnatural', 'harmankardon', 'herbacinusa', 'honesttea', 'hubertslemonade', 'hydroxatone', 'jabra_us', 'jonessodaco', 'joseolecentral', 'julepmaven', 'kikkomankitchen', 'naturespath', 'purell', 'qtips', 'quiltednorthern', 'redbaronpizza', 'redken5thave']
63 ( 5 ): ['34degrees', 'acureorganics', 'alaffiaskincare', 'alvaradostreet', 'athenos', 'bayescleaners', 'bdbrows', 'bertolli', 'biodermalabuk', 'birdseye', 'bolthousefarms', 'bosciaskincare', 'cascadianfarm', 'caswellmassey', 'caudalieus', 'celazome', 'chexcereal', 'coola_suncare', 'cream_of_wheat', 'cuisinart', 'davesgourmet', 'delmonte', 'dermadoctor', 'dermalogica', 'doletweets', 'drpraegers', 'duwopcosmetics', 'earthboundfarm', 'eco_me', 'edenfoods', 'faithinnature', 'farmrichsnacks', 'firstaidbeauty', 'fisherpaykelus', 'flatoutbread', 'food_for_life', 'freemanbeauty', 'fstg_chips', 'gonecrackers', 'goodearthtea', 'gopicnic', 'hannaford', 'hellmanns', 'herbalwater', 'herban_cowboy', 'hillshirefarm', 'hodgsonmill', 'hotpockets', 'huntschef', 'hylandshealth', 'ito_en', 'itsa10haircare', 'janmarini', 'jewelosco', 'johnsonville', 'jrwatkins', 'jurliqueusa', 'monogramappl', 'pritinyc', 'propel_water', 'pr_organicsusa', 'reallunchables', 'repechage']
43 ( 11 ): ['acneorg', 'activia', 'arbonne', 'ardell_lashes', 'aveneusa', 'babobotanicals', 'barilla', 'bbuttonsbabies', 'bestfoods', 'blackopalbeauty', 'butterfinger', 'campbellschunky', 'carolsdaughter', 'cobigelowny', 'cremeofnature', 'derma_e', 'dermorganic', 'dietpepsi', 'droetkerbaking', 'durex_usa', 'eccobella', 'elementbars', 'elfcosmetics', 'evianwater', 'faygo', 'fusion_beauty', 'gardein', 'glutenfreeda', 'graftobian', 'harneytea', 'homefreetreats', 'indelight', 'jouercosmetics', 'juicycouture', 'kashifoods', 'kerastaseusa', 'minutemaid', 'no7usa', 'phyto_usa', 'premierdeadsea_', 'purinaonedog', 'quornus', 'realpurity']
42 ( 6 ): ['7up', '8thcontinentsoy', 'airheads', 'ancientharvest', 'aquafina', 'artisanafoods', 'bahlsenbiscuits', 'biokleenhome', 'bodyglide', 'cartenoireuk', 'cheezit', 'chipsahoy', 'ciaobellagelato', 'cleanwell', 'coastalscents', 'corazonas', 'daisyhealthrd', 'dannon', 'deliskincare', 'diapersdotcom', 'drinkcheerwine', 'droppslaundry', 'eukanuba', 'fancyfeast', 'formaggio', 'gabrielcosmetic', 'generalmills', 'guayaki', 'hiballenergy', 'homeruninn', 'honeystinger', 'illyissimo', 'islandseasoning', 'jennairusa', 'jif', 'jimmydean', 'killerbread', 'kraftheinzco', 'powerade', 'reedsgingerbrew', 'thecoffeebean', 'vichy_usa']
40 ( 9 ): ['5hourenergy', 'american_girl', 'annieshomegrown', 'aveda', 'babyganics', 'balancebar', 'bluediamond', 'bobsredmill', 'bulldogskincare', 'cabotcheese', 'chobani', 'clorox', 'colorescience', 'crackerbarrel', 'ctcsquares', 'dlink', 'dreft', 'ecodiscoveries', 'ecotools', 'electrolux', 'essentiaphwater', 'feelgoodfoods', 'fisherprice', 'garmin', 'gnclivewell', 'hboats', 'hdnaturals', 'hickoryfarms', 'horizon_organic', 'huggies', 'hydropeptide', 'illamasqua', 'indigowild', 'itcosmetics', 'jblaudio', 'jergensus', 'kindsnacks', 'prana', 'purex', 'shopritestores']
36 ( 0 ): ['acer', 'advilrelief', 'bambinomio', 'bigelowtea', 'blissspa', 'breyers', 'bumboosa', 'cadburyuk', 'canidaepetfood', 'cedarlanefoods', 'chuaochocoholic', 'clifbar', 'coffee_mate', 'cosmermaid', 'cottonelle', 'crystallight', 'dovechocolate', 'eas', 'foodsalive', 'freschetta', 'fuzzibunz', 'gdiapers', 'genesistoday', 'healthy_choice', 'honeymaidsnacks', 'htcusa', 'iansnaturalfood', 'jello', 'johnfriedaus', 'jollytimepops', 'josie_maran', 'joyfulbathco', 'kerrygoldusa', 'pretzelcrisps', 'realcaboodles', 'renefurtererus']
36 ( 12 ): ['allure_magazine', 'anntaylor', 'anthropologie', 'axe', 'bareminerals', 'bathbodyworks', 'benefitbeauty', 'bmwusa', 'bugatti', 'burberry', 'cadillac', 'chrysler', 'cisco', 'cocacola', 'curve', 'dietcoke', 'discover', 'dodge', 'dolcegabbana', 'doritos', 'dunkindonuts', 'duracell', 'eatliquidgold', 'fageusa', 'fanta', 'fendi', 'ge_reports', 'ghdnorthamerica', 'givenchy', 'honda', 'hp', 'hyundai', 'ibm', 'jackdaniels_us', 'proactiv', 'redvines']
33 ( 7 ): ['18rabbits', 'baby_magic', 'bettycrocker', 'bhcosmetics', 'cardinalhealth', 'caribou_coffee', 'carmex', 'celestialtea', 'cheerios', 'conairbeauty', 'delallofoods', 'dial', 'dum_dums', 'eatsmartscales', 'ellaskitchenusa', 'embryolisseusa', 'eucerinus', 'evelom', 'fiberone', 'fishernutsbrand', 'flatearthbrew', 'fosterfarms', 'frenchmeadow', 'frenchsuk', 'gf_insider', 'gmtgiftbaskets', 'gortonsseafood', 'hersheys', 'hormelfoods', 'jacklinks', 'joico', 'kelloggcompany', 'prttypeaushun']
30 ( 4 ): ['abreva', 'ampenergy', 'antimonkeybutt', 'auracacia', 'avoninsider', 'barielle', 'benandjerrys', 'blue_bunny', 'bummis', 'caress', 'chinaglaze', 'cleanandclear', 'cosmedix', 'digiornopizza', 'drbronner', 'ecolips', 'everymanjack', 'fab', 'ferrocosmetics', 'fmchocolate', 'frigidaire', 'frs', 'govoskos', 'haagendazs_us', 'hostess_snacks', 'ivory', 'jarritosnation', 'puresilkshave', 'quaker', 'republicoftea']
26 ( 10 ): ['astonmartin', 'asus', 'att', 'babiesrus', 'beneful', 'bose', 'buick', 'burtsbees', 'butterlondon', 'calvinklein', 'chevrolet', 'dell', 'dior', 'drpepper', 'ferrariusa', 'ford', 'fritolay', 'gatorade', 'godiva', 'hugoboss', 'instyle', 'jaguarusa', 'jeep', 'kia', 'lorealparisusa', 'pringles']
24 ( 2 ): ['100percentpure', 'always', 'blinc', 'clairolcolor', 'clarisonic', 'colgate', 'covergirl', 'cvsbeautyclub', 'dawndish', 'decleorskincare', 'dove', 'downy', 'febreze_fresh', 'fekkai', 'gillette', 'goddessgarden', 'h2oplususa', 'herbalessences', 'hourglassmakeup', 'iams', 'kettlebrand', 'prescriptives', 'puffs', 'redflowernyc']
Clustering Completed in time 0:00:00.519347
Cluster Size: 14
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
80 ( 5 ): ['7daysinutopia', 'allegraotc', 'anthropologie', 'aprioribeauty', 'artistryus', 'ballaformen', 'basic4veg', 'bayerus', 'bblondehair', 'beauticontrol', 'beneful', 'benetton', 'billyjealousy', 'blackberry', 'bluebeardsusa', 'blueqness', 'bmsnews', 'bodyimage', 'braunus', 'bravesldier', 'brazilianblwout', 'bronnerbros', 'bulldogskincare', 'bumble', 'caffesanora', 'canonusa', 'casbahhamilton', 'casio_usa', 'chapstick', 'chefboyardee', 'chuaochocoholic', 'claussenpickles', 'crest', 'crushfoods', 'cuddleclones', 'curve', 'cwhairlondon', 'davinesofficial', 'ddfskincare', 'deans_beans', 'deborahlippmann', 'dentek', 'devotedcreation', 'disney', 'domtarcorp', 'dpolaner', 'dragonage', 'earthlite', 'eckounltd', 'eggplantpeople', 'elemis', 'eltamd', 'empirekosher', 'evolvekefir', 'fagorind_eng', 'farouksystems', 'finlandiavodka', 'foxandjane', 'freepeople', 'fttv', 'gardentime1', 'genesistoday', 'ghostfragrances', 'glade', 'groominglounge', 'guerlain', 'hairformula37', 'headblade', 'hennahut', 'humminbirdfish', 'hypehair', 'isseymiyakenyc', 'izze', 'jvc_usa', 'kenra_haircare', 'kingbiodotcom', 'kyanicorp', 'pukkaherbs', 'purityvodka', 'regenepureqanda']
58 ( 7 ): ['18rabbits', 'ancientharvest', 'antimonkeybutt', 'athenos', 'auracacia', 'babyblanketgift', 'baby_magic', 'bahlsenbiscuits', 'bayescleaners', 'bumblebar', 'bumgenius', 'bummis', 'caneandaustin', 'carabnaturally', 'cascadianfarm', 'celadrin1', 'ciaobellagelato', 'cleanwell', 'customnails', 'dermorganic', 'drbronner', 'droppslaundry', 'ecodiscoveries', 'ecolips', 'eco_me', 'ecotouch', 'edenfoods', 'elementbars', 'estroven', 'eukanuba', 'fab', 'ferrocosmetics', 'fischernwieser', 'fmchocolate', 'frs', 'glennys', 'goldenpath', 'gonecrackers', 'goodearthtea', 'gopicnic', 'grabgreen', 'grandmamauds', 'guayaki', 'hdnaturals', 'herbalwater', 'hiballenergy', 'holisticselect', 'homefreetreats', 'indigowild', 'iqnatural', 'ito_en', 'jarritosnation', 'jennairusa', 'junebeebaby', 'kavajavacoffee', 'obagi', 'realrevivalabs', 'reedsgingerbrew']
51 ( 13 ): ['34degrees', 'afterglow', 'alaffiaskincare', 'bdbrows', 'bertolli', 'biodermalabuk', 'birdseye', 'bolthousefarms', 'cabotcheese', 'chexcereal', 'coola_suncare', 'cream_of_wheat', 'cuisinart', 'davesgourmet', 'delmonte', 'dermadoctor', 'dermalogica', 'doletweets', 'drpraegers', 'duwopcosmetics', 'earthboundfarm', 'faithinnature', 'farmrichsnacks', 'firstaidbeauty', 'fishernutsbrand', 'flatoutbread', 'food_for_life', 'freemanbeauty', 'fstg_chips', 'hannaford', 'hellmanns', 'herban_cowboy', 'hillshirefarm', 'hodgsonmill', 'hotpockets', 'huntschef', 'itsa10haircare', 'janmarini', 'jewelosco', 'johnsonville', 'jrwatkins', 'jurliqueusa', 'kaplanmd', 'kevyn_aucoin', 'monogramappl', 'pritinyc', 'propel_water', 'pr_organicsusa', 'reallunchables', 'repechage', 'shopritestores']
47 ( 4 ): ['acureorganics', 'adidas', 'always', 'armani', 'astonmartin', 'att', 'babiesrus', 'bathbodyworks', 'benefitbeauty', 'bentleymotors', 'bosciaskincare', 'bose', 'buick', 'burberry', 'burtsbees', 'butterlondon', 'chanel', 'chevrolet', 'clairolcolor', 'clarisonic', 'colgate', 'covergirl', 'cvsbeautyclub', 'dawndish', 'dolcegabbana', 'dove', 'downy', 'drpepper', 'febreze_fresh', 'fekkai', 'ferrariusa', 'ford', 'gatorade', 'gillette', 'guess', 'herbalessences', 'hollisterco', 'hourglassmakeup', 'hugoboss', 'iams', 'jaguarusa', 'jeep', 'prescriptives', 'pringles', 'puffs', 'ralphlauren', 'renefurtererus']
46 ( 10 ): ['8oclockcoffee', 'alchimieforever', 'alimapure', 'alternahaircare', 'aquaphorus', 'arcona_la', 'barbarasbakery', 'barbasolshave', 'barkeeperfriend', 'bauschlomb', 'belkin', 'better_oats', 'bettylousinc', 'bioelements', 'bissellclean', 'boogiemom', 'bostonmarket', 'claim_jumper', 'clearasil', 'coldeeze', 'combos', 'crackerjackd', 'croftersorganic', 'dacorkitchen', 'dgskincare', 'eatwholly', 'eckrichmeats', 'edgeshavegel', 'elizabetharden', 'flavorice_pops', 'friskies', 'fyhmarket', 'getolympus', 'godiva', 'got2busa', 'greengiant', 'greenworks', 'honesttea', 'indelight', 'jonessodaco', 'kiehls', 'naturespath', 'powerbar', 'qtips', 'quiltednorthern', 'redken5thave']
45 ( 0 ): ['7up', '8thcontinentsoy', 'airheads', 'allure_magazine', 'aquafina', 'ardell_lashes', 'artisanafoods', 'barilla', 'biokleenhome', 'bodyglide', 'butterfinger', 'cartenoireuk', 'cheezit', 'chipsahoy', 'coastalscents', 'corazonas', 'daisyhealthrd', 'dannon', 'deliskincare', 'dell', 'derma_e', 'diapersdotcom', 'drinkcheerwine', 'elfcosmetics', 'ellentracynyc', 'evianwater', 'fancyfeast', 'faygo', 'formaggio', 'fusion_beauty', 'gabrielcosmetic', 'generalmills', 'homeruninn', 'honeystinger', 'illyissimo', 'islandseasoning', 'jif', 'jimmydean', 'kashifoods', 'kerastaseusa', 'killerbread', 'kraftheinzco', 'powerade', 'thecoffeebean', 'vichy_usa']
37 ( 3 ): ['5hourenergy', 'american_girl', 'annieshomegrown', 'asus', 'aveda', 'balancebar', 'bluediamond', 'bobsredmill', 'chobani', 'clorox', 'colorescience', 'crackerbarrel', 'ctcsquares', 'dlink', 'dreft', 'eatliquidgold', 'ecotools', 'essentiaphwater', 'fiberone', 'fisherprice', 'fritolay', 'garmin', 'gnclivewell', 'hboats', 'hickoryfarms', 'horizon_organic', 'huggies', 'hydropeptide', 'illamasqua', 'itcosmetics', 'jacklinks', 'jblaudio', 'jergensus', 'kindsnacks', 'prana', 'purex', 'redbull']
35 ( 2 ): ['alvaradostreet', 'amanabrand', 'aubreyorganicsi', 'babobotanicals', 'babyganics', 'bambinomio', 'bbuttonsbabies', 'biooiluk', 'bulbrite', 'caswellmassey', 'caudalieus', 'cedarlanefoods', 'celazome', 'crabtreeevelyn', 'doctorsmiths', 'earthsbest', 'eccobella', 'embryolisseusa', 'feelgoodfoods', 'fisherpaykelus', 'footsmart', 'fuzzibunz', 'gdiapers', 'gf_insider', 'ghdnorthamerica', 'goddessgarden', 'goodcleanlove', 'hichew', 'hylandshealth', 'jabra_us', 'joico', 'proactiv', 'prttypeaushun', 'realpurity', 'thedivacup']
35 ( 12 ): ['acneorg', 'activia', 'allegrocoffee', 'arbonne', 'aveneusa', 'azzaro', 'bakeryonmain', 'bestfoods', 'blackopalbeauty', 'campbellschunky', 'candiesbrand', 'carolsdaughter', 'cobigelowny', 'cremeofnature', 'danieleinc', 'dreamdrystyle', 'drinktampico', 'drmiracles', 'droetkerbaking', 'durex_usa', 'eaglepack', 'gardein', 'graftobian', 'harmankardon', 'hitachi_us', 'hubertslemonade', 'jouercosmetics', 'juicycouture', 'kibblesnbits', 'minutemaid', 'no7usa', 'phyto_usa', 'premierdeadsea_', 'purinaonedog', 'quornus']
34 ( 8 ): ['americanapparel', 'anntaylor', 'audi', 'axe', 'bareminerals', 'bmwusa', 'bugatti', 'cadillac', 'calvinklein', 'chrysler', 'cisco', 'cocacola', 'dietcoke', 'dior', 'discover', 'dodge', 'doritos', 'dunkindonuts', 'duracell', 'electrolux', 'fageusa', 'fanta', 'fendi', 'ge_reports', 'givenchy', 'hersheys', 'honda', 'hp', 'hyundai', 'ibm', 'instyle', 'jackdaniels_us', 'kettlebrand', 'redvines']
32 ( 11 ): ['acer', 'advilrelief', 'bigelowtea', 'blissspa', 'breyers', 'bumboosa', 'cadburyuk', 'canidaepetfood', 'clifbar', 'coffee_mate', 'cosmermaid', 'cottonelle', 'crystallight', 'dietpepsi', 'dovechocolate', 'eas', 'foodsalive', 'freschetta', 'healthy_choice', 'honeymaidsnacks', 'htcusa', 'iansnaturalfood', 'jello', 'johnfriedaus', 'jollytimepops', 'josie_maran', 'joyfulbathco', 'kerrygoldusa', 'kia', 'lorealparisusa', 'pretzelcrisps', 'realcaboodles']
23 ( 1 ): ['bettycrocker', 'bhcosmetics', 'cardinalhealth', 'caribou_coffee', 'carmex', 'celestialtea', 'cheerios', 'conairbeauty', 'delallofoods', 'dial', 'dum_dums', 'eatsmartscales', 'ellaskitchenusa', 'eucerinus', 'evelom', 'flatearthbrew', 'fosterfarms', 'frenchmeadow', 'frenchsuk', 'gmtgiftbaskets', 'gortonsseafood', 'hormelfoods', 'kelloggcompany']
23 ( 6 ): ['100percentpure', 'bananaboat', 'blinc', 'boironusa', 'buitoniusa', 'cosmedix', 'dasaniwater', 'decleorskincare', 'drhauschka_usa', 'funkymonkeysnck', 'gain', 'glominerals', 'glutinofoods', 'h2oplususa', 'hansensnatural', 'herbacinusa', 'hydroxatone', 'joseolecentral', 'julepmaven', 'kikkomankitchen', 'purell', 'redbaronpizza', 'redflowernyc']
23 ( 9 ): ['abreva', 'ampenergy', 'avoninsider', 'barielle', 'barsfoods', 'benandjerrys', 'blue_bunny', 'caress', 'chinaglaze', 'cleanandclear', 'digiornopizza', 'everymanjack', 'frigidaire', 'glutenfreeda', 'govoskos', 'haagendazs_us', 'harneytea', 'hinoderice', 'hostess_snacks', 'ivory', 'puresilkshave', 'quaker', 'republicoftea']
Clustering Completed in time 0:00:00.560379
Cluster Size: 15
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
71 ( 14 ): ['7daysinutopia', 'aprioribeauty', 'artistryus', 'ballaformen', 'basic4veg', 'bayerus', 'bblondehair', 'beauticontrol', 'beneful', 'benetton', 'billyjealousy', 'bluebeardsusa', 'blueqness', 'bodyimage', 'braunus', 'bravesldier', 'brazilianblwout', 'bronnerbros', 'cadillac', 'caffesanora', 'casbahhamilton', 'casio_usa', 'chapstick', 'chefboyardee', 'chrysler', 'claussenpickles', 'crest', 'crushfoods', 'cuddleclones', 'curve', 'cwhairlondon', 'davinesofficial', 'ddfskincare', 'deans_beans', 'deborahlippmann', 'devotedcreation', 'domtarcorp', 'dpolaner', 'dragonage', 'drmiracles', 'earthlite', 'eckounltd', 'eggplantpeople', 'elemis', 'eltamd', 'empirekosher', 'evolvekefir', 'fagorind_eng', 'farouksystems', 'finlandiavodka', 'foxandjane', 'fttv', 'gardentime1', 'ghostfragrances', 'glennys', 'guerlain', 'hairformula37', 'headblade', 'hennahut', 'hinoderice', 'humminbirdfish', 'hypehair', 'isseymiyakenyc', 'izze', 'jvc_usa', 'kenra_haircare', 'kingbiodotcom', 'kyanicorp', 'pukkaherbs', 'purityvodka', 'regenepureqanda']
54 ( 4 ): ['18rabbits', 'ancientharvest', 'antimonkeybutt', 'auracacia', 'babyblanketgift', 'baby_magic', 'bahlsenbiscuits', 'bayescleaners', 'bumgenius', 'bummis', 'caneandaustin', 'carabnaturally', 'celadrin1', 'ciaobellagelato', 'cleanwell', 'cosmedix', 'customnails', 'dermorganic', 'drbronner', 'droppslaundry', 'ecodiscoveries', 'ecolips', 'eco_me', 'ecotouch', 'elementbars', 'estroven', 'eukanuba', 'evelom', 'fab', 'ferrocosmetics', 'fischernwieser', 'fmchocolate', 'frigidaire', 'frs', 'goldenpath', 'gonecrackers', 'goodearthtea', 'gopicnic', 'grabgreen', 'grandmamauds', 'guayaki', 'hdnaturals', 'herbalwater', 'hiballenergy', 'holisticselect', 'homefreetreats', 'iqnatural', 'ito_en', 'jarritosnation', 'jennairusa', 'junebeebaby', 'kavajavacoffee', 'obagi', 'reedsgingerbrew']
53 ( 10 ): ['8oclockcoffee', 'alchimieforever', 'aquaphorus', 'bananaboat', 'barbarasbakery', 'barkeeperfriend', 'barsfoods', 'better_oats', 'bettylousinc', 'bioelements', 'boironusa', 'bostonmarket', 'buitoniusa', 'claim_jumper', 'clearasil', 'coldeeze', 'combos', 'crackerjackd', 'croftersorganic', 'dacorkitchen', 'dasaniwater', 'dgskincare', 'dietpepsi', 'drhauschka_usa', 'eatwholly', 'eckrichmeats', 'edgeshavegel', 'flavorice_pops', 'friskies', 'funkymonkeysnck', 'fyhmarket', 'gain', 'glominerals', 'glutinofoods', 'got2busa', 'greengiant', 'greenworks', 'h2oplususa', 'hansensnatural', 'herbacinusa', 'honesttea', 'hydroxatone', 'jonessodaco', 'joseolecentral', 'julepmaven', 'kikkomankitchen', 'naturespath', 'purell', 'qtips', 'quiltednorthern', 'redbaronpizza', 'redflowernyc', 'redken5thave']
52 ( 0 ): ['34degrees', 'acureorganics', 'alaffiaskincare', 'bdbrows', 'bertolli', 'biodermalabuk', 'birdseye', 'bolthousefarms', 'bosciaskincare', 'cascadianfarm', 'caudalieus', 'chexcereal', 'coola_suncare', 'cream_of_wheat', 'cuisinart', 'davesgourmet', 'delmonte', 'dermadoctor', 'dermalogica', 'doletweets', 'drpraegers', 'duwopcosmetics', 'earthboundfarm', 'edenfoods', 'faithinnature', 'farmrichsnacks', 'fishernutsbrand', 'flatoutbread', 'food_for_life', 'freemanbeauty', 'fstg_chips', 'gortonsseafood', 'hannaford', 'hellmanns', 'herban_cowboy', 'hodgsonmill', 'hotpockets', 'huntschef', 'itsa10haircare', 'janmarini', 'jewelosco', 'johnsonville', 'jrwatkins', 'jurliqueusa', 'kaplanmd', 'kevyn_aucoin', 'monogramappl', 'propel_water', 'pr_organicsusa', 'reallunchables', 'realrevivalabs', 'repechage']
40 ( 7 ): ['8thcontinentsoy', 'airheads', 'allure_magazine', 'aquafina', 'artisanafoods', 'biokleenhome', 'bodyglide', 'butterfinger', 'cartenoireuk', 'cheezit', 'chipsahoy', 'coastalscents', 'corazonas', 'daisyhealthrd', 'dannon', 'deliskincare', 'derma_e', 'diapersdotcom', 'elfcosmetics', 'ellentracynyc', 'evianwater', 'fancyfeast', 'faygo', 'formaggio', 'fusion_beauty', 'gabrielcosmetic', 'generalmills', 'homeruninn', 'honeystinger', 'illyissimo', 'islandseasoning', 'jif', 'jimmydean', 'kashifoods', 'kerastaseusa', 'killerbread', 'kraftheinzco', 'powerade', 'pretzelcrisps', 'vichy_usa']
38 ( 3 ): ['acneorg', 'activia', 'allegrocoffee', 'arbonne', 'ardell_lashes', 'aveneusa', 'azzaro', 'barilla', 'bestfoods', 'blackopalbeauty', 'candiesbrand', 'caress', 'carolsdaughter', 'cobigelowny', 'cremeofnature', 'danieleinc', 'dreamdrystyle', 'drinkcheerwine', 'drinktampico', 'droetkerbaking', 'durex_usa', 'gardein', 'glutenfreeda', 'graftobian', 'harmankardon', 'harneytea', 'hitachi_us', 'hubertslemonade', 'jouercosmetics', 'juicycouture', 'kibblesnbits', 'minutemaid', 'no7usa', 'phyto_usa', 'premierdeadsea_', 'puresilkshave', 'purinaonedog', 'quornus']
35 ( 6 ): ['advilrelief', 'barbasolshave', 'belkin', 'bigelowtea', 'bissellclean', 'blissspa', 'breyers', 'bumboosa', 'campbellschunky', 'canidaepetfood', 'clifbar', 'coffee_mate', 'cosmermaid', 'cottonelle', 'crystallight', 'dovechocolate', 'eas', 'eatliquidgold', 'elizabetharden', 'essentiaphwater', 'freschetta', 'garmin', 'healthy_choice', 'honeymaidsnacks', 'huggies', 'iansnaturalfood', 'indelight', 'jblaudio', 'jello', 'johnfriedaus', 'jollytimepops', 'josie_maran', 'joyfulbathco', 'kerrygoldusa', 'realcaboodles']
35 ( 9 ): ['5hourenergy', 'annieshomegrown', 'aveda', 'bluediamond', 'bobsredmill', 'cabotcheese', 'caribou_coffee', 'chobani', 'colorescience', 'crackerbarrel', 'ctcsquares', 'discover', 'electrolux', 'ellaskitchenusa', 'eucerinus', 'fiberone', 'firstaidbeauty', 'fisherprice', 'flatearthbrew', 'frenchmeadow', 'frenchsuk', 'ge_reports', 'gnclivewell', 'hboats', 'hickoryfarms', 'horizon_organic', 'hormelfoods', 'hydropeptide', 'jacklinks', 'kelloggcompany', 'kindsnacks', 'prana', 'pritinyc', 'purex', 'shopritestores']
34 ( 5 ): ['alvaradostreet', 'amanabrand', 'aubreyorganicsi', 'babobotanicals', 'babyganics', 'bakeryonmain', 'bambinomio', 'bbuttonsbabies', 'biooiluk', 'bulbrite', 'caswellmassey', 'cedarlanefoods', 'celazome', 'crabtreeevelyn', 'doctorsmiths', 'eaglepack', 'earthsbest', 'eccobella', 'embryolisseusa', 'feelgoodfoods', 'fisherpaykelus', 'footsmart', 'fuzzibunz', 'gdiapers', 'gf_insider', 'ghdnorthamerica', 'goddessgarden', 'goodcleanlove', 'hichew', 'hylandshealth', 'jabra_us', 'prttypeaushun', 'realpurity', 'thedivacup']
31 ( 11 ): ['adidas', 'americanapparel', 'anntaylor', 'anthropologie', 'armani', 'astonmartin', 'axe', 'bareminerals', 'bathbodyworks', 'benefitbeauty', 'bmwusa', 'chanel', 'cocacola', 'dietcoke', 'disney', 'dodge', 'doritos', 'dunkindonuts', 'duracell', 'fageusa', 'fanta', 'freepeople', 'guess', 'hollisterco', 'honda', 'hugoboss', 'hyundai', 'ibm', 'kettlebrand', 'proactiv', 'ralphlauren']
28 ( 1 ): ['afterglow', 'alimapure', 'alternahaircare', 'american_girl', 'arcona_la', 'balancebar', 'bauschlomb', 'bmsnews', 'boogiemom', 'bulldogskincare', 'bumblebar', 'cardinalhealth', 'chuaochocoholic', 'clorox', 'dentek', 'dlink', 'dreft', 'ecotools', 'foodsalive', 'fosterfarms', 'genesistoday', 'getolympus', 'glade', 'groominglounge', 'indigowild', 'jergensus', 'kiehls', 'redvines']
28 ( 8 ): ['abreva', 'allegraotc', 'ampenergy', 'athenos', 'avoninsider', 'barielle', 'benandjerrys', 'bettycrocker', 'bhcosmetics', 'blue_bunny', 'bumble', 'carmex', 'celestialtea', 'chinaglaze', 'cleanandclear', 'conairbeauty', 'delallofoods', 'dial', 'digiornopizza', 'eatsmartscales', 'everymanjack', 'gmtgiftbaskets', 'govoskos', 'haagendazs_us', 'hostess_snacks', 'ivory', 'quaker', 'republicoftea']
27 ( 13 ): ['att', 'babiesrus', 'bentleymotors', 'blackberry', 'bose', 'buick', 'burtsbees', 'calvinklein', 'canonusa', 'chevrolet', 'dell', 'dior', 'drpepper', 'fendi', 'ferrariusa', 'ford', 'gatorade', 'godiva', 'htcusa', 'illamasqua', 'instyle', 'itcosmetics', 'jackdaniels_us', 'jeep', 'kia', 'pringles', 'redbull']
23 ( 2 ): ['100percentpure', 'always', 'blinc', 'butterlondon', 'clairolcolor', 'clarisonic', 'colgate', 'covergirl', 'cvsbeautyclub', 'dawndish', 'decleorskincare', 'dove', 'downy', 'febreze_fresh', 'fekkai', 'gillette', 'herbalessences', 'hillshirefarm', 'hourglassmakeup', 'iams', 'prescriptives', 'puffs', 'renefurtererus']
20 ( 12 ): ['7up', 'acer', 'asus', 'audi', 'bugatti', 'burberry', 'cadburyuk', 'cheerios', 'cisco', 'dolcegabbana', 'dum_dums', 'fritolay', 'givenchy', 'hersheys', 'hp', 'jaguarusa', 'joico', 'lorealparisusa', 'powerbar', 'thecoffeebean']
Clustering Completed in time 0:00:00.621410
Cluster Size: 16
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
66 ( 1 ): ['7daysinutopia', 'allegrocoffee', 'aprioribeauty', 'arcona_la', 'azzaro', 'bakeryonmain', 'ballaformen', 'basic4veg', 'bauschlomb', 'bblondehair', 'beauticontrol', 'beneful', 'benetton', 'billyjealousy', 'bluebeardsusa', 'bmsnews', 'bodyimage', 'braunus', 'bravesldier', 'candiesbrand', 'casbahhamilton', 'casio_usa', 'chapstick', 'claussenpickles', 'clorox', 'cobigelowny', 'crest', 'cuddleclones', 'curve', 'danieleinc', 'deans_beans', 'dentek', 'devotedcreation', 'domtarcorp', 'dpolaner', 'dragonage', 'dreamdrystyle', 'drmiracles', 'droetkerbaking', 'eaglepack', 'eckounltd', 'ecotools', 'eltamd', 'empirekosher', 'evolvekefir', 'fagorind_eng', 'farouksystems', 'finlandiavodka', 'foxandjane', 'freepeople', 'fttv', 'gardentime1', 'ghostfragrances', 'glade', 'groominglounge', 'guerlain', 'headblade', 'humminbirdfish', 'hypehair', 'isseymiyakenyc', 'izze', 'kyanicorp', 'premierdeadsea_', 'purityvodka', 'quornus', 'regenepureqanda']
53 ( 6 ): ['18rabbits', 'alimapure', 'ancientharvest', 'antimonkeybutt', 'auracacia', 'babyblanketgift', 'baby_magic', 'bahlsenbiscuits', 'bayescleaners', 'bumblebar', 'bumgenius', 'bummis', 'caneandaustin', 'carabnaturally', 'celadrin1', 'ciaobellagelato', 'cleanwell', 'cosmedix', 'customnails', 'decleorskincare', 'drbronner', 'drhauschka_usa', 'droppslaundry', 'ecodiscoveries', 'ecolips', 'eco_me', 'ecotouch', 'elementbars', 'eukanuba', 'fab', 'ferrocosmetics', 'fischernwieser', 'fmchocolate', 'frigidaire', 'frs', 'goldenpath', 'gonecrackers', 'goodearthtea', 'gopicnic', 'grabgreen', 'grandmamauds', 'guayaki', 'hdnaturals', 'herbalwater', 'hiballenergy', 'homefreetreats', 'iqnatural', 'jarritosnation', 'jennairusa', 'junebeebaby', 'kavajavacoffee', 'reedsgingerbrew', 'renefurtererus']
48 ( 2 ): ['8oclockcoffee', 'aquaphorus', 'bananaboat', 'barbarasbakery', 'barkeeperfriend', 'better_oats', 'bettylousinc', 'bioelements', 'boironusa', 'boogiemom', 'bostonmarket', 'buitoniusa', 'claim_jumper', 'clearasil', 'combos', 'crackerjackd', 'croftersorganic', 'dacorkitchen', 'dasaniwater', 'dgskincare', 'eatwholly', 'eckrichmeats', 'edgeshavegel', 'elizabetharden', 'flavorice_pops', 'friskies', 'funkymonkeysnck', 'gain', 'glominerals', 'glutinofoods', 'got2busa', 'greengiant', 'greenworks', 'h2oplususa', 'hansensnatural', 'honesttea', 'hydroxatone', 'jonessodaco', 'joseolecentral', 'julepmaven', 'kikkomankitchen', 'proactiv', 'purell', 'qtips', 'quiltednorthern', 'redbaronpizza', 'redflowernyc', 'redken5thave']
46 ( 8 ): ['8thcontinentsoy', 'acer', 'airheads', 'allure_magazine', 'aquafina', 'arbonne', 'ardell_lashes', 'artisanafoods', 'asus', 'audi', 'barilla', 'biokleenhome', 'bodyglide', 'cheezit', 'chipsahoy', 'cisco', 'coastalscents', 'corazonas', 'daisyhealthrd', 'dannon', 'ddfskincare', 'deborahlippmann', 'deliskincare', 'derma_e', 'diapersdotcom', 'drinkcheerwine', 'elfcosmetics', 'evianwater', 'fancyfeast', 'faygo', 'formaggio', 'fusion_beauty', 'gabrielcosmetic', 'generalmills', 'homeruninn', 'honeystinger', 'hp', 'illyissimo', 'islandseasoning', 'jif', 'kashifoods', 'kerastaseusa', 'killerbread', 'kraftheinzco', 'thecoffeebean', 'vichy_usa']
44 ( 13 ): ['34degrees', 'acureorganics', 'alaffiaskincare', 'athenos', 'bertolli', 'biodermalabuk', 'birdseye', 'bolthousefarms', 'bosciaskincare', 'cascadianfarm', 'coola_suncare', 'cream_of_wheat', 'cuisinart', 'davesgourmet', 'delmonte', 'dermadoctor', 'dermalogica', 'doletweets', 'drpraegers', 'duwopcosmetics', 'earthboundfarm', 'edenfoods', 'farmrichsnacks', 'fishernutsbrand', 'flatoutbread', 'food_for_life', 'freemanbeauty', 'fstg_chips', 'hannaford', 'hellmanns', 'herban_cowboy', 'hodgsonmill', 'huntschef', 'ito_en', 'itsa10haircare', 'jewelosco', 'johnsonville', 'jrwatkins', 'jurliqueusa', 'monogramappl', 'propel_water', 'pr_organicsusa', 'reallunchables', 'repechage']
40 ( 4 ): ['5hourenergy', 'american_girl', 'annieshomegrown', 'balancebar', 'bluediamond', 'bobsredmill', 'cabotcheese', 'caribou_coffee', 'chexcereal', 'chobani', 'colorescience', 'crackerbarrel', 'ctcsquares', 'dior', 'discover', 'dlink', 'dreft', 'electrolux', 'eucerinus', 'fiberone', 'firstaidbeauty', 'fisherprice', 'frenchsuk', 'hboats', 'hickoryfarms', 'hormelfoods', 'huggies', 'hydropeptide', 'illamasqua', 'instyle', 'itcosmetics', 'jacklinks', 'johnfriedaus', 'jollytimepops', 'kindsnacks', 'prana', 'pretzelcrisps', 'pritinyc', 'purex', 'shopritestores']
38 ( 3 ): ['afterglow', 'artistryus', 'bayerus', 'bdbrows', 'blueqness', 'brazilianblwout', 'bronnerbros', 'bulldogskincare', 'bumble', 'caffesanora', 'cartenoireuk', 'chefboyardee', 'crushfoods', 'cwhairlondon', 'davinesofficial', 'earthlite', 'eggplantpeople', 'elemis', 'ellentracynyc', 'estroven', 'faithinnature', 'foodsalive', 'genesistoday', 'glennys', 'hairformula37', 'hennahut', 'holisticselect', 'indigowild', 'janmarini', 'jergensus', 'jimmydean', 'jvc_usa', 'kaplanmd', 'kenra_haircare', 'kevyn_aucoin', 'obagi', 'pukkaherbs', 'realrevivalabs']
38 ( 11 ): ['advilrelief', 'alternahaircare', 'barbasolshave', 'belkin', 'bigelowtea', 'bissellclean', 'blissspa', 'breyers', 'bumboosa', 'campbellschunky', 'canidaepetfood', 'chuaochocoholic', 'clifbar', 'coffee_mate', 'cosmermaid', 'cottonelle', 'cremeofnature', 'crystallight', 'dietpepsi', 'dovechocolate', 'eas', 'eatliquidgold', 'freschetta', 'garmin', 'getolympus', 'graftobian', 'healthy_choice', 'honeymaidsnacks', 'htcusa', 'indelight', 'jblaudio', 'jello', 'josie_maran', 'joyfulbathco', 'kiehls', 'minutemaid', 'phyto_usa', 'realcaboodles']
31 ( 0 ): ['alvaradostreet', 'aubreyorganicsi', 'babobotanicals', 'babyganics', 'bambinomio', 'bbuttonsbabies', 'biooiluk', 'bulbrite', 'caswellmassey', 'caudalieus', 'celazome', 'crabtreeevelyn', 'doctorsmiths', 'earthsbest', 'eccobella', 'embryolisseusa', 'feelgoodfoods', 'fisherpaykelus', 'footsmart', 'fuzzibunz', 'gdiapers', 'gf_insider', 'ghdnorthamerica', 'goddessgarden', 'goodcleanlove', 'hichew', 'hylandshealth', 'jabra_us', 'prttypeaushun', 'realpurity', 'thedivacup']
31 ( 12 ): ['abreva', 'allegraotc', 'avoninsider', 'barielle', 'bettycrocker', 'bhcosmetics', 'blue_bunny', 'cardinalhealth', 'carmex', 'celestialtea', 'chinaglaze', 'conairbeauty', 'delallofoods', 'dial', 'digiornopizza', 'eatsmartscales', 'ellaskitchenusa', 'evelom', 'everymanjack', 'fendi', 'flatearthbrew', 'fosterfarms', 'frenchmeadow', 'ge_reports', 'gmtgiftbaskets', 'gortonsseafood', 'govoskos', 'haagendazs_us', 'hostess_snacks', 'kelloggcompany', 'quaker']
31 ( 14 ): ['acneorg', 'activia', 'alchimieforever', 'ampenergy', 'aveneusa', 'barsfoods', 'bestfoods', 'blackopalbeauty', 'caress', 'carolsdaughter', 'coldeeze', 'dermorganic', 'drinktampico', 'durex_usa', 'fyhmarket', 'gardein', 'glutenfreeda', 'harmankardon', 'harneytea', 'herbacinusa', 'hinoderice', 'hitachi_us', 'hubertslemonade', 'ivory', 'jouercosmetics', 'juicycouture', 'kibblesnbits', 'kingbiodotcom', 'puresilkshave', 'purinaonedog', 'republicoftea']
28 ( 15 ): ['adidas', 'anntaylor', 'anthropologie', 'att', 'axe', 'bathbodyworks', 'benandjerrys', 'benefitbeauty', 'bentleymotors', 'blackberry', 'bose', 'burtsbees', 'butterfinger', 'cadillac', 'canonusa', 'chrysler', 'dell', 'disney', 'drpepper', 'fageusa', 'gatorade', 'godiva', 'hyundai', 'jackdaniels_us', 'no7usa', 'powerade', 'pringles', 'ralphlauren']
27 ( 9 ): ['100percentpure', 'always', 'aveda', 'babiesrus', 'blinc', 'butterlondon', 'clairolcolor', 'clarisonic', 'colgate', 'covergirl', 'cvsbeautyclub', 'dawndish', 'dove', 'downy', 'duracell', 'febreze_fresh', 'fekkai', 'gillette', 'herbalessences', 'hillshirefarm', 'horizon_organic', 'hourglassmakeup', 'iams', 'iansnaturalfood', 'kerrygoldusa', 'prescriptives', 'puffs']
19 ( 5 ): ['7up', 'amanabrand', 'cadburyuk', 'cedarlanefoods', 'cheerios', 'cleanandclear', 'dum_dums', 'essentiaphwater', 'fritolay', 'gnclivewell', 'hersheys', 'hollisterco', 'hotpockets', 'hugoboss', 'joico', 'naturespath', 'powerbar', 'redbull', 'redvines']
15 ( 10 ): ['americanapparel', 'armani', 'bareminerals', 'bmwusa', 'bugatti', 'cocacola', 'dietcoke', 'dodge', 'doritos', 'dunkindonuts', 'fanta', 'guess', 'honda', 'ibm', 'kettlebrand']
14 ( 7 ): ['astonmartin', 'buick', 'burberry', 'calvinklein', 'chanel', 'chevrolet', 'dolcegabbana', 'ferrariusa', 'ford', 'givenchy', 'jaguarusa', 'jeep', 'kia', 'lorealparisusa']
Clustering Completed in time 0:00:00.636429
Cluster Size: 17
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
54 ( 11 ): ['7daysinutopia', 'aprioribeauty', 'ballaformen', 'bblondehair', 'beauticontrol', 'beneful', 'benetton', 'billyjealousy', 'bluebeardsusa', 'blueqness', 'bmsnews', 'bodyimage', 'braunus', 'bravesldier', 'cadillac', 'caffesanora', 'casbahhamilton', 'casio_usa', 'crest', 'crushfoods', 'cuddleclones', 'ddfskincare', 'deans_beans', 'dentek', 'devotedcreation', 'domtarcorp', 'dpolaner', 'dragonage', 'drinktampico', 'drmiracles', 'earthlite', 'eckounltd', 'eltamd', 'empirekosher', 'evolvekefir', 'fagorind_eng', 'finlandiavodka', 'foxandjane', 'freepeople', 'fttv', 'gardentime1', 'ghostfragrances', 'glade', 'groominglounge', 'hairformula37', 'headblade', 'hennahut', 'hitachi_us', 'humminbirdfish', 'hypehair', 'isseymiyakenyc', 'kyanicorp', 'purityvodka', 'regenepureqanda']
49 ( 6 ): ['18rabbits', 'ancientharvest', 'antimonkeybutt', 'auracacia', 'babyblanketgift', 'baby_magic', 'bahlsenbiscuits', 'bayescleaners', 'bumgenius', 'bummis', 'caneandaustin', 'carabnaturally', 'celadrin1', 'ciaobellagelato', 'cleanwell', 'customnails', 'drbronner', 'droppslaundry', 'ecodiscoveries', 'ecolips', 'eco_me', 'ecotouch', 'edenfoods', 'elementbars', 'estroven', 'ferrocosmetics', 'fischernwieser', 'fmchocolate', 'frs', 'goldenpath', 'gonecrackers', 'goodearthtea', 'gopicnic', 'grabgreen', 'grandmamauds', 'guayaki', 'hdnaturals', 'herbalwater', 'hiballenergy', 'holisticselect', 'indigowild', 'iqnatural', 'ito_en', 'jarritosnation', 'jennairusa', 'junebeebaby', 'kavajavacoffee', 'reedsgingerbrew', 'renefurtererus']
48 ( 5 ): ['5hourenergy', '8oclockcoffee', 'alternahaircare', 'aquaphorus', 'arcona_la', 'bananaboat', 'barbarasbakery', 'barbasolshave', 'barkeeperfriend', 'bauschlomb', 'belkin', 'better_oats', 'bettylousinc', 'bioelements', 'bissellclean', 'boironusa', 'boogiemom', 'bostonmarket', 'claim_jumper', 'clearasil', 'combos', 'crackerjackd', 'croftersorganic', 'dacorkitchen', 'dasaniwater', 'dgskincare', 'eatwholly', 'eckrichmeats', 'edgeshavegel', 'friskies', 'funkymonkeysnck', 'glominerals', 'got2busa', 'greengiant', 'greenworks', 'hansensnatural', 'honesttea', 'indelight', 'jonessodaco', 'joseolecentral', 'julepmaven', 'kiehls', 'proactiv', 'purell', 'qtips', 'quiltednorthern', 'realcaboodles', 'redken5thave']
48 ( 10 ): ['34degrees', 'alaffiaskincare', 'bertolli', 'biodermalabuk', 'birdseye', 'bluediamond', 'bolthousefarms', 'bosciaskincare', 'cascadianfarm', 'caudalieus', 'chexcereal', 'coola_suncare', 'cream_of_wheat', 'cuisinart', 'davesgourmet', 'delmonte', 'dermadoctor', 'dermalogica', 'doletweets', 'drpraegers', 'duwopcosmetics', 'earthboundfarm', 'farmrichsnacks', 'firstaidbeauty', 'fishernutsbrand', 'flatoutbread', 'food_for_life', 'freemanbeauty', 'fstg_chips', 'hannaford', 'hellmanns', 'herban_cowboy', 'hillshirefarm', 'hodgsonmill', 'huntschef', 'itsa10haircare', 'janmarini', 'jewelosco', 'johnsonville', 'jrwatkins', 'jurliqueusa', 'monogramappl', 'pritinyc', 'propel_water', 'pr_organicsusa', 'reallunchables', 'repechage', 'shopritestores']
41 ( 3 ): ['american_girl', 'annieshomegrown', 'balancebar', 'bettycrocker', 'bhcosmetics', 'bobsredmill', 'bulldogskincare', 'cabotcheese', 'cardinalhealth', 'caribou_coffee', 'carmex', 'chobani', 'colorescience', 'conairbeauty', 'crackerbarrel', 'ctcsquares', 'delallofoods', 'dial', 'discover', 'eatsmartscales', 'electrolux', 'ellaskitchenusa', 'eucerinus', 'evelom', 'fiberone', 'fisherprice', 'flatearthbrew', 'frenchmeadow', 'frenchsuk', 'ge_reports', 'gmtgiftbaskets', 'gortonsseafood', 'hboats', 'hickoryfarms', 'hormelfoods', 'hydropeptide', 'jacklinks', 'kelloggcompany', 'kindsnacks', 'prana', 'purex']
36 ( 2 ): ['alvaradostreet', 'amanabrand', 'aubreyorganicsi', 'babiesrus', 'babobotanicals', 'babyganics', 'bakeryonmain', 'bambinomio', 'bbuttonsbabies', 'biooiluk', 'bulbrite', 'caswellmassey', 'celazome', 'crabtreeevelyn', 'doctorsmiths', 'eaglepack', 'earthsbest', 'eccobella', 'embryolisseusa', 'feelgoodfoods', 'fisherpaykelus', 'footsmart', 'fuzzibunz', 'gdiapers', 'gf_insider', 'ghdnorthamerica', 'goddessgarden', 'goodcleanlove', 'hichew', 'hydroxatone', 'hylandshealth', 'jabra_us', 'joico', 'prttypeaushun', 'realpurity', 'thedivacup']
35 ( 13 ): ['8thcontinentsoy', 'airheads', 'aquafina', 'artisanafoods', 'barilla', 'biokleenhome', 'bodyglide', 'cartenoireuk', 'cheezit', 'chefboyardee', 'chipsahoy', 'coastalscents', 'corazonas', 'daisyhealthrd', 'dannon', 'deliskincare', 'derma_e', 'diapersdotcom', 'eukanuba', 'evianwater', 'fancyfeast', 'formaggio', 'gabrielcosmetic', 'generalmills', 'guerlain', 'homeruninn', 'honeystinger', 'illyissimo', 'islandseasoning', 'jif', 'kashifoods', 'kerastaseusa', 'killerbread', 'kraftheinzco', 'vichy_usa']
32 ( 15 ): ['acer', 'advilrelief', 'bigelowtea', 'blissspa', 'breyers', 'bumboosa', 'canidaepetfood', 'clorox', 'cosmermaid', 'cottonelle', 'crystallight', 'dietpepsi', 'dlink', 'dovechocolate', 'dreft', 'ecotools', 'foodsalive', 'freschetta', 'garmin', 'genesistoday', 'getolympus', 'healthy_choice', 'honeymaidsnacks', 'huggies', 'jblaudio', 'jello', 'jergensus', 'johnfriedaus', 'jollytimepops', 'josie_maran', 'joyfulbathco', 'pretzelcrisps']
32 ( 16 ): ['alchimieforever', 'alimapure', 'barsfoods', 'buitoniusa', 'bumblebar', 'coldeeze', 'cosmedix', 'decleorskincare', 'dermorganic', 'drhauschka_usa', 'fab', 'flavorice_pops', 'fosterfarms', 'frigidaire', 'fyhmarket', 'gain', 'glutenfreeda', 'glutinofoods', 'h2oplususa', 'harmankardon', 'harneytea', 'herbacinusa', 'hinoderice', 'homefreetreats', 'hubertslemonade', 'jouercosmetics', 'kibblesnbits', 'kikkomankitchen', 'kingbiodotcom', 'no7usa', 'redbaronpizza', 'redflowernyc']
31 ( 9 ): ['abreva', 'afterglow', 'allegraotc', 'artistryus', 'athenos', 'basic4veg', 'bayerus', 'bdbrows', 'brazilianblwout', 'bronnerbros', 'bumble', 'chapstick', 'claussenpickles', 'cwhairlondon', 'davinesofficial', 'deborahlippmann', 'eggplantpeople', 'elemis', 'ellentracynyc', 'faithinnature', 'farouksystems', 'glennys', 'izze', 'jimmydean', 'jvc_usa', 'kaplanmd', 'kenra_haircare', 'kevyn_aucoin', 'obagi', 'pukkaherbs', 'realrevivalabs']
29 ( 12 ): ['adidas', 'allure_magazine', 'americanapparel', 'anthropologie', 'asus', 'axe', 'bentleymotors', 'bmwusa', 'bose', 'chanel', 'chevrolet', 'chrysler', 'cisco', 'clairolcolor', 'curve', 'dietcoke', 'duracell', 'eatliquidgold', 'elizabetharden', 'fageusa', 'gnclivewell', 'guess', 'hollisterco', 'hp', 'hyundai', 'juicycouture', 'powerade', 'purinaonedog', 'thecoffeebean']
28 ( 4 ): ['acneorg', 'activia', 'allegrocoffee', 'arbonne', 'ardell_lashes', 'aveneusa', 'azzaro', 'bestfoods', 'blackopalbeauty', 'campbellschunky', 'candiesbrand', 'carolsdaughter', 'cobigelowny', 'cremeofnature', 'danieleinc', 'dreamdrystyle', 'drinkcheerwine', 'droetkerbaking', 'durex_usa', 'elfcosmetics', 'faygo', 'fusion_beauty', 'gardein', 'graftobian', 'minutemaid', 'phyto_usa', 'premierdeadsea_', 'quornus']
26 ( 14 ): ['audi', 'bareminerals', 'bugatti', 'buick', 'burberry', 'calvinklein', 'cocacola', 'dior', 'dodge', 'dolcegabbana', 'doritos', 'dunkindonuts', 'fanta', 'fendi', 'ferrariusa', 'ford', 'givenchy', 'honda', 'ibm', 'illamasqua', 'instyle', 'jaguarusa', 'jeep', 'kettlebrand', 'kia', 'lorealparisusa']
23 ( 0 ): ['100percentpure', 'always', 'armani', 'astonmartin', 'aveda', 'blinc', 'butterlondon', 'clarisonic', 'colgate', 'covergirl', 'cvsbeautyclub', 'dawndish', 'dove', 'downy', 'febreze_fresh', 'fekkai', 'gillette', 'herbalessences', 'horizon_organic', 'iams', 'iansnaturalfood', 'kerrygoldusa', 'prescriptives']
20 ( 8 ): ['acureorganics', 'ampenergy', 'avoninsider', 'barielle', 'blue_bunny', 'caress', 'celestialtea', 'chinaglaze', 'cleanandclear', 'digiornopizza', 'everymanjack', 'govoskos', 'haagendazs_us', 'hostess_snacks', 'hourglassmakeup', 'ivory', 'puffs', 'puresilkshave', 'quaker', 'republicoftea']
19 ( 7 ): ['anntaylor', 'att', 'bathbodyworks', 'benandjerrys', 'benefitbeauty', 'blackberry', 'burtsbees', 'butterfinger', 'canonusa', 'dell', 'disney', 'drpepper', 'gatorade', 'godiva', 'htcusa', 'itcosmetics', 'jackdaniels_us', 'pringles', 'ralphlauren']
18 ( 1 ): ['7up', 'cadburyuk', 'cedarlanefoods', 'cheerios', 'chuaochocoholic', 'clifbar', 'coffee_mate', 'dum_dums', 'eas', 'essentiaphwater', 'fritolay', 'hersheys', 'hotpockets', 'hugoboss', 'naturespath', 'powerbar', 'redbull', 'redvines']
Clustering Completed in time 0:00:00.701469
Cluster Size: 18
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
57 ( 16 ): ['7daysinutopia', 'acneorg', 'allegrocoffee', 'aprioribeauty', 'arbonne', 'azzaro', 'ballaformen', 'beauticontrol', 'benetton', 'billyjealousy', 'blackopalbeauty', 'bluebeardsusa', 'blueqness', 'bravesldier', 'cadillac', 'caffesanora', 'candiesbrand', 'casbahhamilton', 'cobigelowny', 'cuddleclones', 'danieleinc', 'ddfskincare', 'deans_beans', 'devotedcreation', 'domtarcorp', 'dpolaner', 'dragonage', 'dreamdrystyle', 'drinktampico', 'drmiracles', 'droetkerbaking', 'earthlite', 'eckounltd', 'empirekosher', 'evolvekefir', 'fagorind_eng', 'finlandiavodka', 'foxandjane', 'freepeople', 'fttv', 'gardentime1', 'graftobian', 'hairformula37', 'headblade', 'hennahut', 'hinoderice', 'hitachi_us', 'humminbirdfish', 'kibblesnbits', 'kingbiodotcom', 'kyanicorp', 'minutemaid', 'phyto_usa', 'premierdeadsea_', 'purityvodka', 'quornus', 'regenepureqanda']
44 ( 8 ): ['18rabbits', 'ancientharvest', 'antimonkeybutt', 'auracacia', 'babyblanketgift', 'baby_magic', 'bahlsenbiscuits', 'bayescleaners', 'bumgenius', 'bummis', 'caneandaustin', 'carabnaturally', 'celadrin1', 'ciaobellagelato', 'cleanwell', 'customnails', 'drbronner', 'droppslaundry', 'ecodiscoveries', 'ecolips', 'ecotouch', 'elementbars', 'estroven', 'ferrocosmetics', 'fischernwieser', 'fmchocolate', 'frs', 'goldenpath', 'gonecrackers', 'goodearthtea', 'gopicnic', 'grabgreen', 'grandmamauds', 'guayaki', 'hdnaturals', 'herbalwater', 'hiballenergy', 'holisticselect', 'iqnatural', 'jarritosnation', 'jennairusa', 'junebeebaby', 'kavajavacoffee', 'reedsgingerbrew']
44 ( 10 ): ['7up', '8thcontinentsoy', 'activia', 'airheads', 'aquafina', 'ardell_lashes', 'artisanafoods', 'barilla', 'bestfoods', 'biokleenhome', 'bodyglide', 'carolsdaughter', 'cartenoireuk', 'cheezit', 'chefboyardee', 'chipsahoy', 'coastalscents', 'corazonas', 'daisyhealthrd', 'dannon', 'deliskincare', 'derma_e', 'diapersdotcom', 'drinkcheerwine', 'eukanuba', 'evianwater', 'fancyfeast', 'formaggio', 'fusion_beauty', 'gabrielcosmetic', 'gardein', 'generalmills', 'guerlain', 'homeruninn', 'honeystinger', 'illyissimo', 'islandseasoning', 'jif', 'kashifoods', 'kerastaseusa', 'killerbread', 'kraftheinzco', 'thecoffeebean', 'vichy_usa']
40 ( 9 ): ['alchimieforever', 'alternahaircare', 'aquaphorus', 'aveneusa', 'barbarasbakery', 'barkeeperfriend', 'barsfoods', 'belkin', 'better_oats', 'bettylousinc', 'bioelements', 'boironusa', 'bostonmarket', 'campbellschunky', 'claim_jumper', 'clearasil', 'coldeeze', 'combos', 'crackerjackd', 'cremeofnature', 'croftersorganic', 'dacorkitchen', 'dasaniwater', 'dgskincare', 'durex_usa', 'eckrichmeats', 'edgeshavegel', 'flavorice_pops', 'friskies', 'glominerals', 'got2busa', 'greengiant', 'harmankardon', 'honesttea', 'hubertslemonade', 'indelight', 'jouercosmetics', 'qtips', 'quiltednorthern', 'redbaronpizza']
38 ( 1 ): ['allegraotc', 'artistryus', 'basic4veg', 'bayerus', 'bblondehair', 'beneful', 'bmsnews', 'bodyimage', 'braunus', 'brazilianblwout', 'bronnerbros', 'casio_usa', 'chapstick', 'claussenpickles', 'crest', 'crushfoods', 'cwhairlondon', 'davinesofficial', 'deborahlippmann', 'dentek', 'ecotools', 'eggplantpeople', 'elemis', 'ellentracynyc', 'eltamd', 'farouksystems', 'ghostfragrances', 'glade', 'groominglounge', 'hypehair', 'isseymiyakenyc', 'izze', 'jergensus', 'jvc_usa', 'kaplanmd', 'kenra_haircare', 'kevyn_aucoin', 'pukkaherbs']
38 ( 12 ): ['american_girl', 'annieshomegrown', 'balancebar', 'bettycrocker', 'bobsredmill', 'bulldogskincare', 'cardinalhealth', 'caribou_coffee', 'carmex', 'celestialtea', 'chobani', 'colorescience', 'conairbeauty', 'crackerbarrel', 'ctcsquares', 'delallofoods', 'dial', 'eatsmartscales', 'ellaskitchenusa', 'embryolisseusa', 'eucerinus', 'evelom', 'fiberone', 'fisherprice', 'flatearthbrew', 'frenchmeadow', 'frenchsuk', 'ge_reports', 'gmtgiftbaskets', 'gortonsseafood', 'hboats', 'hickoryfarms', 'hormelfoods', 'hydropeptide', 'jacklinks', 'kelloggcompany', 'kindsnacks', 'prana']
37 ( 14 ): ['audi', 'bareminerals', 'benefitbeauty', 'bentleymotors', 'bhcosmetics', 'blackberry', 'bugatti', 'burberry', 'calvinklein', 'cheerios', 'chevrolet', 'chrysler', 'cocacola', 'dell', 'dior', 'dodge', 'dolcegabbana', 'doritos', 'dum_dums', 'dunkindonuts', 'electrolux', 'fanta', 'fendi', 'ford', 'givenchy', 'hersheys', 'htcusa', 'ibm', 'illamasqua', 'instyle', 'jaguarusa', 'kettlebrand', 'kia', 'lorealparisusa', 'powerbar', 'redbull', 'redvines']
36 ( 5 ): ['acer', 'aveda', 'barbasolshave', 'bigelowtea', 'blissspa', 'bluediamond', 'breyers', 'bumboosa', 'butterlondon', 'cadburyuk', 'canidaepetfood', 'cedarlanefoods', 'chuaochocoholic', 'clifbar', 'coffee_mate', 'cottonelle', 'dlink', 'dovechocolate', 'eas', 'essentiaphwater', 'foodsalive', 'freschetta', 'fritolay', 'garmin', 'genesistoday', 'healthy_choice', 'horizon_organic', 'hotpockets', 'itcosmetics', 'jblaudio', 'jollytimepops', 'josie_maran', 'joyfulbathco', 'kerrygoldusa', 'realcaboodles', 'renefurtererus']
35 ( 6 ): ['34degrees', 'acureorganics', 'alvaradostreet', 'babiesrus', 'bertolli', 'biodermalabuk', 'bolthousefarms', 'bosciaskincare', 'caswellmassey', 'caudalieus', 'coola_suncare', 'cream_of_wheat', 'cuisinart', 'davesgourmet', 'delmonte', 'dermadoctor', 'dermalogica', 'doletweets', 'duwopcosmetics', 'earthboundfarm', 'fishernutsbrand', 'fisherpaykelus', 'food_for_life', 'fstg_chips', 'herban_cowboy', 'hillshirefarm', 'hodgsonmill', 'huntschef', 'hylandshealth', 'itsa10haircare', 'jewelosco', 'jrwatkins', 'jurliqueusa', 'propel_water', 'pr_organicsusa']
29 ( 2 ): ['afterglow', 'alaffiaskincare', 'athenos', 'bdbrows', 'birdseye', 'cabotcheese', 'cascadianfarm', 'drpraegers', 'eco_me', 'edenfoods', 'faithinnature', 'farmrichsnacks', 'firstaidbeauty', 'flatoutbread', 'freemanbeauty', 'glennys', 'hannaford', 'hellmanns', 'indigowild', 'ito_en', 'janmarini', 'jimmydean', 'johnsonville', 'monogramappl', 'obagi', 'pritinyc', 'reallunchables', 'realrevivalabs', 'repechage']
29 ( 11 ): ['amanabrand', 'aubreyorganicsi', 'babobotanicals', 'babyganics', 'bakeryonmain', 'bambinomio', 'bbuttonsbabies', 'biooiluk', 'bulbrite', 'celazome', 'crabtreeevelyn', 'doctorsmiths', 'eaglepack', 'earthsbest', 'eccobella', 'footsmart', 'fuzzibunz', 'gdiapers', 'gf_insider', 'ghdnorthamerica', 'goddessgarden', 'goodcleanlove', 'hichew', 'hydroxatone', 'jabra_us', 'joico', 'prttypeaushun', 'realpurity', 'thedivacup']
24 ( 0 ): ['allure_magazine', 'anthropologie', 'asus', 'axe', 'bmwusa', 'bose', 'cisco', 'clairolcolor', 'cosmermaid', 'covergirl', 'curve', 'dietcoke', 'duracell', 'elfcosmetics', 'elizabetharden', 'fageusa', 'faygo', 'gain', 'gnclivewell', 'hp', 'hyundai', 'juicycouture', 'powerade', 'purinaonedog']
24 ( 4 ): ['5hourenergy', '8oclockcoffee', 'advilrelief', 'arcona_la', 'bauschlomb', 'bissellclean', 'boogiemom', 'clorox', 'crystallight', 'dreft', 'eatliquidgold', 'eatwholly', 'fosterfarms', 'getolympus', 'greenworks', 'hansensnatural', 'huggies', 'iansnaturalfood', 'jonessodaco', 'julepmaven', 'kiehls', 'naturespath', 'purex', 'redken5thave']
23 ( 17 ): ['anntaylor', 'att', 'bathbodyworks', 'benandjerrys', 'burtsbees', 'butterfinger', 'canonusa', 'chexcereal', 'dietpepsi', 'discover', 'disney', 'drpepper', 'feelgoodfoods', 'gatorade', 'godiva', 'honeymaidsnacks', 'jackdaniels_us', 'jello', 'johnfriedaus', 'no7usa', 'pretzelcrisps', 'pringles', 'shopritestores']
21 ( 3 ): ['100percentpure', 'alimapure', 'bananaboat', 'buitoniusa', 'bumblebar', 'cosmedix', 'decleorskincare', 'dermorganic', 'drhauschka_usa', 'fab', 'funkymonkeysnck', 'fyhmarket', 'glutinofoods', 'h2oplususa', 'harneytea', 'herbacinusa', 'homefreetreats', 'joseolecentral', 'kikkomankitchen', 'purell', 'redflowernyc']
20 ( 7 ): ['abreva', 'ampenergy', 'avoninsider', 'barielle', 'blue_bunny', 'bumble', 'caress', 'chinaglaze', 'cleanandclear', 'digiornopizza', 'everymanjack', 'frigidaire', 'glutenfreeda', 'govoskos', 'haagendazs_us', 'hostess_snacks', 'ivory', 'puresilkshave', 'quaker', 'republicoftea']
19 ( 15 ): ['always', 'blinc', 'buick', 'clarisonic', 'colgate', 'cvsbeautyclub', 'dawndish', 'dove', 'downy', 'febreze_fresh', 'fekkai', 'gillette', 'herbalessences', 'honda', 'hourglassmakeup', 'iams', 'jeep', 'prescriptives', 'puffs']
11 ( 13 ): ['adidas', 'americanapparel', 'armani', 'astonmartin', 'chanel', 'ferrariusa', 'guess', 'hollisterco', 'hugoboss', 'proactiv', 'ralphlauren']
Clustering Completed in time 0:00:00.731490
Cluster Size: 19
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
51 ( 12 ): ['7daysinutopia', 'aprioribeauty', 'azzaro', 'ballaformen', 'beauticontrol', 'benetton', 'bentleymotors', 'billyjealousy', 'bluebeardsusa', 'blueqness', 'bodyimage', 'braunus', 'bravesldier', 'casbahhamilton', 'casio_usa', 'chefboyardee', 'claussenpickles', 'crest', 'crushfoods', 'cuddleclones', 'cwhairlondon', 'deans_beans', 'dentek', 'devotedcreation', 'domtarcorp', 'dpolaner', 'dragonage', 'dreamdrystyle', 'drinktampico', 'eckounltd', 'elemis', 'eltamd', 'empirekosher', 'evolvekefir', 'fagorind_eng', 'farouksystems', 'finlandiavodka', 'foxandjane', 'fttv', 'gardentime1', 'groominglounge', 'hairformula37', 'headblade', 'humminbirdfish', 'hypehair', 'isseymiyakenyc', 'izze', 'kyanicorp', 'pukkaherbs', 'purityvodka', 'regenepureqanda']
47 ( 16 ): ['18rabbits', 'ancientharvest', 'antimonkeybutt', 'auracacia', 'babyblanketgift', 'baby_magic', 'bahlsenbiscuits', 'bayescleaners', 'bumblebar', 'bumgenius', 'bummis', 'caneandaustin', 'carabnaturally', 'celadrin1', 'ciaobellagelato', 'cleanwell', 'customnails', 'drbronner', 'droppslaundry', 'earthlite', 'ecodiscoveries', 'ecolips', 'ecotouch', 'elementbars', 'estroven', 'fab', 'ferrocosmetics', 'fischernwieser', 'fmchocolate', 'frs', 'goldenpath', 'goodearthtea', 'gopicnic', 'grabgreen', 'grandmamauds', 'guayaki', 'hdnaturals', 'hennahut', 'herbalwater', 'hiballenergy', 'holisticselect', 'iqnatural', 'jarritosnation', 'jennairusa', 'junebeebaby', 'kavajavacoffee', 'reedsgingerbrew']
45 ( 4 ): ['8oclockcoffee', 'alternahaircare', 'aquaphorus', 'bananaboat', 'barbarasbakery', 'barbasolshave', 'barkeeperfriend', 'bauschlomb', 'belkin', 'bettylousinc', 'bioelements', 'bissellclean', 'blinc', 'boironusa', 'boogiemom', 'bostonmarket', 'claim_jumper', 'clearasil', 'combos', 'crackerjackd', 'cremeofnature', 'croftersorganic', 'dacorkitchen', 'dasaniwater', 'dgskincare', 'eatwholly', 'eckrichmeats', 'edgeshavegel', 'friskies', 'funkymonkeysnck', 'glominerals', 'glutinofoods', 'got2busa', 'greengiant', 'hansensnatural', 'honesttea', 'jonessodaco', 'joseolecentral', 'julepmaven', 'naturespath', 'purell', 'qtips', 'quiltednorthern', 'realcaboodles', 'redken5thave']
37 ( 7 ): ['always', 'anntaylor', 'audi', 'bareminerals', 'bathbodyworks', 'benefitbeauty', 'bettycrocker', 'bhcosmetics', 'blackberry', 'bugatti', 'burtsbees', 'butterfinger', 'cadillac', 'celestialtea', 'chevrolet', 'chexcereal', 'chrysler', 'cocacola', 'dell', 'dior', 'dodge', 'doritos', 'dove', 'dunkindonuts', 'embryolisseusa', 'febreze_fresh', 'fendi', 'ferrariusa', 'ford', 'govoskos', 'honeymaidsnacks', 'hydroxatone', 'ibm', 'instyle', 'jaguarusa', 'kia', 'lorealparisusa']
36 ( 6 ): ['afterglow', 'alaffiaskincare', 'artistryus', 'athenos', 'bdbrows', 'birdseye', 'bronnerbros', 'bulldogskincare', 'cabotcheese', 'cascadianfarm', 'davinesofficial', 'drpraegers', 'eco_me', 'edenfoods', 'eggplantpeople', 'electrolux', 'ellentracynyc', 'faithinnature', 'farmrichsnacks', 'freemanbeauty', 'glennys', 'hannaford', 'indigowild', 'ito_en', 'janmarini', 'jimmydean', 'johnsonville', 'jvc_usa', 'kenra_haircare', 'kevyn_aucoin', 'monogramappl', 'obagi', 'pritinyc', 'reallunchables', 'realrevivalabs', 'repechage']
33 ( 2 ): ['acneorg', 'alchimieforever', 'alimapure', 'ampenergy', 'aveneusa', 'barsfoods', 'better_oats', 'buitoniusa', 'caress', 'coldeeze', 'cosmedix', 'decleorskincare', 'dermorganic', 'drhauschka_usa', 'durex_usa', 'flavorice_pops', 'fyhmarket', 'gardein', 'h2oplususa', 'harmankardon', 'harneytea', 'herbacinusa', 'hinoderice', 'homefreetreats', 'hubertslemonade', 'jouercosmetics', 'kibblesnbits', 'kiehls', 'kikkomankitchen', 'kingbiodotcom', 'powerbar', 'redbaronpizza', 'redflowernyc']
33 ( 8 ): ['5hourenergy', 'american_girl', 'annieshomegrown', 'arcona_la', 'aveda', 'balancebar', 'bluediamond', 'bmsnews', 'bobsredmill', 'chobani', 'colorescience', 'crackerbarrel', 'ctcsquares', 'dlink', 'dreft', 'ecotools', 'fiberone', 'firstaidbeauty', 'fisherprice', 'frenchsuk', 'hboats', 'hickoryfarms', 'horizon_organic', 'hormelfoods', 'huggies', 'hydropeptide', 'itcosmetics', 'jergensus', 'johnfriedaus', 'kindsnacks', 'prana', 'purex', 'shopritestores']
32 ( 5 ): ['34degrees', 'basic4veg', 'bertolli', 'biodermalabuk', 'bolthousefarms', 'bosciaskincare', 'caudalieus', 'coola_suncare', 'cream_of_wheat', 'cuisinart', 'davesgourmet', 'delmonte', 'dermadoctor', 'dermalogica', 'doletweets', 'duwopcosmetics', 'earthboundfarm', 'fishernutsbrand', 'food_for_life', 'fstg_chips', 'hellmanns', 'herban_cowboy', 'hillshirefarm', 'hodgsonmill', 'huntschef', 'hylandshealth', 'itsa10haircare', 'jewelosco', 'jrwatkins', 'jurliqueusa', 'propel_water', 'pr_organicsusa']
31 ( 1 ): ['airheads', 'bayerus', 'beneful', 'bestfoods', 'brazilianblwout', 'caffesanora', 'cedarlanefoods', 'cheerios', 'chuaochocoholic', 'clorox', 'coastalscents', 'ddfskincare', 'derma_e', 'dovechocolate', 'droetkerbaking', 'dum_dums', 'essentiaphwater', 'fanta', 'freepeople', 'genesistoday', 'glade', 'glutenfreeda', 'graftobian', 'hersheys', 'hitachi_us', 'homeruninn', 'hotpockets', 'illamasqua', 'kaplanmd', 'premierdeadsea_', 'redvines']
31 ( 11 ): ['alvaradostreet', 'amanabrand', 'aubreyorganicsi', 'babiesrus', 'babobotanicals', 'babyganics', 'bakeryonmain', 'bambinomio', 'bbuttonsbabies', 'biooiluk', 'bulbrite', 'caswellmassey', 'celazome', 'crabtreeevelyn', 'earthsbest', 'eccobella', 'feelgoodfoods', 'fisherpaykelus', 'footsmart', 'fuzzibunz', 'gdiapers', 'gf_insider', 'ghdnorthamerica', 'goddessgarden', 'goodcleanlove', 'hichew', 'jabra_us', 'joico', 'prttypeaushun', 'realpurity', 'thedivacup']
30 ( 18 ): ['aquafina', 'ardell_lashes', 'artisanafoods', 'barilla', 'bodyglide', 'carolsdaughter', 'cheezit', 'chipsahoy', 'corazonas', 'daisyhealthrd', 'dannon', 'deborahlippmann', 'diapersdotcom', 'drinkcheerwine', 'eukanuba', 'evianwater', 'formaggio', 'fusion_beauty', 'gabrielcosmetic', 'generalmills', 'guerlain', 'honeystinger', 'illyissimo', 'islandseasoning', 'jif', 'killerbread', 'kraftheinzco', 'quornus', 'thecoffeebean', 'vichy_usa']
29 ( 13 ): ['acer', 'advilrelief', 'arbonne', 'bigelowtea', 'blissspa', 'breyers', 'bumboosa', 'campbellschunky', 'canidaepetfood', 'coffee_mate', 'cosmermaid', 'cottonelle', 'crystallight', 'eas', 'foodsalive', 'freschetta', 'garmin', 'getolympus', 'healthy_choice', 'htcusa', 'indelight', 'jblaudio', 'jello', 'jollytimepops', 'josie_maran', 'joyfulbathco', 'kerrygoldusa', 'pretzelcrisps', 'renefurtererus']
28 ( 9 ): ['allure_magazine', 'anthropologie', 'astonmartin', 'asus', 'axe', 'bmwusa', 'bose', 'buick', 'cisco', 'clairolcolor', 'covergirl', 'curve', 'dietcoke', 'duracell', 'eatliquidgold', 'elfcosmetics', 'elizabetharden', 'fageusa', 'faygo', 'gain', 'gnclivewell', 'honda', 'hp', 'hyundai', 'jeep', 'juicycouture', 'powerade', 'purinaonedog']
23 ( 3 ): ['7up', '8thcontinentsoy', 'activia', 'allegrocoffee', 'bblondehair', 'biokleenhome', 'blackopalbeauty', 'cadburyuk', 'cartenoireuk', 'chapstick', 'clifbar', 'cobigelowny', 'danieleinc', 'doctorsmiths', 'drmiracles', 'eaglepack', 'fritolay', 'ghostfragrances', 'kashifoods', 'kerastaseusa', 'minutemaid', 'phyto_usa', 'redbull']
20 ( 0 ): ['allegraotc', 'cardinalhealth', 'caribou_coffee', 'carmex', 'conairbeauty', 'delallofoods', 'dial', 'eatsmartscales', 'ellaskitchenusa', 'eucerinus', 'evelom', 'everymanjack', 'flatearthbrew', 'flatoutbread', 'fosterfarms', 'frenchmeadow', 'gmtgiftbaskets', 'gortonsseafood', 'greenworks', 'kelloggcompany']
19 ( 17 ): ['100percentpure', 'butterlondon', 'clarisonic', 'colgate', 'cvsbeautyclub', 'dawndish', 'dietpepsi', 'downy', 'fekkai', 'gillette', 'herbalessences', 'hourglassmakeup', 'iams', 'iansnaturalfood', 'jacklinks', 'kettlebrand', 'prescriptives', 'proactiv', 'puffs']
18 ( 10 ): ['abreva', 'acureorganics', 'avoninsider', 'barielle', 'blue_bunny', 'bumble', 'chinaglaze', 'cleanandclear', 'deliskincare', 'digiornopizza', 'fancyfeast', 'frigidaire', 'gonecrackers', 'haagendazs_us', 'hostess_snacks', 'ivory', 'puresilkshave', 'republicoftea']
16 ( 15 ): ['att', 'benandjerrys', 'burberry', 'calvinklein', 'canonusa', 'discover', 'dolcegabbana', 'drpepper', 'gatorade', 'ge_reports', 'givenchy', 'godiva', 'jackdaniels_us', 'no7usa', 'pringles', 'quaker']
10 ( 14 ): ['adidas', 'americanapparel', 'armani', 'candiesbrand', 'chanel', 'disney', 'guess', 'hollisterco', 'hugoboss', 'ralphlauren']
Clustering Completed in time 0:00:00.708468
Cluster Size: 20
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
53 ( 4 ): ['7daysinutopia', 'acneorg', 'allegrocoffee', 'aprioribeauty', 'azzaro', 'ballaformen', 'bblondehair', 'beauticontrol', 'blackopalbeauty', 'bluebeardsusa', 'bodyimage', 'braunus', 'bravesldier', 'casbahhamilton', 'casio_usa', 'cobigelowny', 'cuddleclones', 'danieleinc', 'ddfskincare', 'devotedcreation', 'domtarcorp', 'dpolaner', 'dragonage', 'dreamdrystyle', 'drinkcheerwine', 'drinktampico', 'drmiracles', 'droetkerbaking', 'eckounltd', 'eltamd', 'empirekosher', 'evolvekefir', 'fagorind_eng', 'finlandiavodka', 'foxandjane', 'fttv', 'gabrielcosmetic', 'gardein', 'gardentime1', 'harmankardon', 'harneytea', 'headblade', 'hinoderice', 'hitachi_us', 'humminbirdfish', 'hypehair', 'isseymiyakenyc', 'kibblesnbits', 'kyanicorp', 'premierdeadsea_', 'purityvodka', 'quornus', 'regenepureqanda']
45 ( 9 ): ['8oclockcoffee', 'aquaphorus', 'aveneusa', 'barbarasbakery', 'barkeeperfriend', 'barsfoods', 'better_oats', 'bettylousinc', 'bioelements', 'boironusa', 'bostonmarket', 'claim_jumper', 'clearasil', 'combos', 'crackerjackd', 'cremeofnature', 'croftersorganic', 'dacorkitchen', 'dasaniwater', 'dgskincare', 'durex_usa', 'eatwholly', 'eckrichmeats', 'edgeshavegel', 'flavorice_pops', 'friskies', 'funkymonkeysnck', 'glominerals', 'glutinofoods', 'got2busa', 'greengiant', 'h2oplususa', 'hansensnatural', 'herbacinusa', 'honesttea', 'hubertslemonade', 'joseolecentral', 'jouercosmetics', 'kikkomankitchen', 'no7usa', 'purell', 'qtips', 'quiltednorthern', 'redbaronpizza', 'redflowernyc']
43 ( 5 ): ['18rabbits', 'ancientharvest', 'antimonkeybutt', 'auracacia', 'baby_magic', 'bahlsenbiscuits', 'bayescleaners', 'bumgenius', 'bummis', 'caneandaustin', 'carabnaturally', 'celadrin1', 'ciaobellagelato', 'cleanwell', 'customnails', 'drbronner', 'droppslaundry', 'ecodiscoveries', 'ecolips', 'eco_me', 'ecotouch', 'elementbars', 'eukanuba', 'ferrocosmetics', 'fischernwieser', 'fmchocolate', 'frs', 'goldenpath', 'goodearthtea', 'gopicnic', 'grabgreen', 'guayaki', 'hdnaturals', 'herbalwater', 'hiballenergy', 'holisticselect', 'iqnatural', 'jarritosnation', 'jennairusa', 'junebeebaby', 'kavajavacoffee', 'killerbread', 'reedsgingerbrew']
40 ( 11 ): ['airheads', 'allegraotc', 'athenos', 'babyblanketgift', 'bayerus', 'bdbrows', 'beneful', 'billyjealousy', 'blueqness', 'bmsnews', 'brazilianblwout', 'bronnerbros', 'caffesanora', 'claussenpickles', 'crest', 'crushfoods', 'cwhairlondon', 'davinesofficial', 'deans_beans', 'dentek', 'earthlite', 'eggplantpeople', 'elemis', 'ellentracynyc', 'estroven', 'farouksystems', 'foodsalive', 'genesistoday', 'glennys', 'grandmamauds', 'hairformula37', 'hennahut', 'homeruninn', 'indigowild', 'izze', 'jergensus', 'jimmydean', 'kenra_haircare', 'obagi', 'pukkaherbs']
34 ( 15 ): ['acureorganics', 'alaffiaskincare', 'bertolli', 'birdseye', 'bolthousefarms', 'cabotcheese', 'cascadianfarm', 'cream_of_wheat', 'delmonte', 'dermadoctor', 'doletweets', 'drpraegers', 'earthboundfarm', 'edenfoods', 'faithinnature', 'farmrichsnacks', 'firstaidbeauty', 'fishernutsbrand', 'flatoutbread', 'freemanbeauty', 'gonecrackers', 'hannaford', 'hellmanns', 'hillshirefarm', 'hodgsonmill', 'ito_en', 'janmarini', 'johnsonville', 'jrwatkins', 'monogramappl', 'pritinyc', 'reallunchables', 'realrevivalabs', 'repechage']
32 ( 7 ): ['acer', 'advilrelief', 'barbasolshave', 'belkin', 'bigelowtea', 'bissellclean', 'breyers', 'bumboosa', 'campbellschunky', 'canidaepetfood', 'chuaochocoholic', 'coffee_mate', 'cosmermaid', 'cottonelle', 'crystallight', 'derma_e', 'eas', 'eatliquidgold', 'freschetta', 'garmin', 'graftobian', 'healthy_choice', 'huggies', 'indelight', 'jblaudio', 'jello', 'jollytimepops', 'josie_maran', 'joyfulbathco', 'pretzelcrisps', 'proactiv', 'realcaboodles']
32 ( 14 ): ['5hourenergy', 'alternahaircare', 'arcona_la', 'att', 'bauschlomb', 'boogiemom', 'cedarlanefoods', 'cheerios', 'clorox', 'colorescience', 'dietpepsi', 'dior', 'discover', 'dlink', 'dovechocolate', 'drpepper', 'dum_dums', 'electrolux', 'essentiaphwater', 'faygo', 'gatorade', 'getolympus', 'glade', 'glutenfreeda', 'hersheys', 'hotpockets', 'instyle', 'jacklinks', 'jonessodaco', 'naturespath', 'pringles', 'redvines']
31 ( 1 ): ['100percentpure', 'afterglow', 'arbonne', 'artistryus', 'bareminerals', 'bathbodyworks', 'benefitbeauty', 'bhcosmetics', 'biodermalabuk', 'blinc', 'blissspa', 'bumble', 'carolsdaughter', 'chinaglaze', 'coastalscents', 'deliskincare', 'ecotools', 'evelom', 'fab', 'freepeople', 'gain', 'groominglounge', 'hydropeptide', 'illamasqua', 'itcosmetics', 'joico', 'julepmaven', 'kaplanmd', 'kevyn_aucoin', 'lorealparisusa', 'renefurtererus']
30 ( 18 ): ['adidas', 'americanapparel', 'anthropologie', 'armani', 'astonmartin', 'asus', 'axe', 'bentleymotors', 'bmwusa', 'bose', 'chanel', 'chevrolet', 'cisco', 'clairolcolor', 'curve', 'dietcoke', 'disney', 'dodge', 'duracell', 'fageusa', 'ferrariusa', 'gnclivewell', 'hollisterco', 'hp', 'hugoboss', 'hyundai', 'juicycouture', 'powerade', 'purinaonedog', 'ralphlauren']
27 ( 0 ): ['activia', 'aquafina', 'artisanafoods', 'barilla', 'benetton', 'bestfoods', 'biokleenhome', 'cartenoireuk', 'cheezit', 'chipsahoy', 'clifbar', 'corazonas', 'dannon', 'diapersdotcom', 'evianwater', 'formaggio', 'generalmills', 'honeystinger', 'illyissimo', 'islandseasoning', 'jif', 'kashifoods', 'kraftheinzco', 'minutemaid', 'phyto_usa', 'thecoffeebean', 'vichy_usa']
27 ( 2 ): ['34degrees', 'alvaradostreet', 'basic4veg', 'bodyglide', 'bosciaskincare', 'caswellmassey', 'caudalieus', 'celazome', 'chapstick', 'coola_suncare', 'cuisinart', 'daisyhealthrd', 'davesgourmet', 'dermalogica', 'duwopcosmetics', 'fancyfeast', 'fisherpaykelus', 'food_for_life', 'fstg_chips', 'herban_cowboy', 'huntschef', 'hylandshealth', 'itsa10haircare', 'jewelosco', 'jurliqueusa', 'propel_water', 'pr_organicsusa']
27 ( 8 ): ['amanabrand', 'aubreyorganicsi', 'babobotanicals', 'babyganics', 'bakeryonmain', 'bambinomio', 'bbuttonsbabies', 'biooiluk', 'bulbrite', 'crabtreeevelyn', 'doctorsmiths', 'eaglepack', 'earthsbest', 'eccobella', 'feelgoodfoods', 'footsmart', 'fuzzibunz', 'gdiapers', 'gf_insider', 'ghdnorthamerica', 'goddessgarden', 'goodcleanlove', 'hichew', 'jabra_us', 'prttypeaushun', 'realpurity', 'thedivacup']
27 ( 12 ): ['8thcontinentsoy', 'always', 'american_girl', 'annieshomegrown', 'anntaylor', 'babiesrus', 'bettycrocker', 'bluediamond', 'bobsredmill', 'burtsbees', 'butterfinger', 'celestialtea', 'chexcereal', 'chobani', 'ctcsquares', 'dreft', 'dunkindonuts', 'febreze_fresh', 'fiberone', 'fisherprice', 'fritolay', 'godiva', 'honeymaidsnacks', 'hydroxatone', 'johnfriedaus', 'kindsnacks', 'shopritestores']
24 ( 16 ): ['balancebar', 'benandjerrys', 'bulldogskincare', 'cardinalhealth', 'caribou_coffee', 'carmex', 'conairbeauty', 'delallofoods', 'dial', 'eatsmartscales', 'ellaskitchenusa', 'eucerinus', 'flatearthbrew', 'frenchmeadow', 'frenchsuk', 'ge_reports', 'gmtgiftbaskets', 'gortonsseafood', 'hboats', 'hickoryfarms', 'hormelfoods', 'jackdaniels_us', 'kelloggcompany', 'prana']
23 ( 10 ): ['allure_magazine', 'ardell_lashes', 'butterlondon', 'candiesbrand', 'chefboyardee', 'clarisonic', 'cleanandclear', 'covergirl', 'cvsbeautyclub', 'deborahlippmann', 'downy', 'elfcosmetics', 'elizabetharden', 'embryolisseusa', 'fendi', 'fusion_beauty', 'guerlain', 'guess', 'hourglassmakeup', 'kerastaseusa', 'kiehls', 'powerbar', 'redken5thave']
18 ( 3 ): ['aveda', 'colgate', 'crackerbarrel', 'dawndish', 'decleorskincare', 'dove', 'fekkai', 'ford', 'gillette', 'herbalessences', 'horizon_organic', 'iams', 'iansnaturalfood', 'kerrygoldusa', 'kettlebrand', 'prescriptives', 'puffs', 'purex']
17 ( 19 ): ['7up', 'blackberry', 'bugatti', 'cadburyuk', 'cadillac', 'canonusa', 'chrysler', 'cocacola', 'dell', 'doritos', 'fanta', 'ghostfragrances', 'htcusa', 'ibm', 'jvc_usa', 'kia', 'redbull']
16 ( 13 ): ['abreva', 'ampenergy', 'avoninsider', 'barielle', 'blue_bunny', 'caress', 'digiornopizza', 'everymanjack', 'frigidaire', 'govoskos', 'haagendazs_us', 'hostess_snacks', 'ivory', 'puresilkshave', 'quaker', 'republicoftea']
14 ( 6 ): ['alchimieforever', 'alimapure', 'bananaboat', 'buitoniusa', 'bumblebar', 'coldeeze', 'cosmedix', 'dermorganic', 'drhauschka_usa', 'fosterfarms', 'fyhmarket', 'greenworks', 'homefreetreats', 'kingbiodotcom']
9 ( 17 ): ['audi', 'buick', 'burberry', 'calvinklein', 'dolcegabbana', 'givenchy', 'honda', 'jaguarusa', 'jeep']
Clustering Completed in time 0:00:00.748504
Cluster Size: 21
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
61 ( 17 ): ['7daysinutopia', 'allegraotc', 'aprioribeauty', 'azzaro', 'ballaformen', 'beauticontrol', 'beneful', 'benetton', 'billyjealousy', 'blackopalbeauty', 'bluebeardsusa', 'blueqness', 'bodyimage', 'braunus', 'bravesldier', 'brazilianblwout', 'caffesanora', 'casbahhamilton', 'casio_usa', 'claussenpickles', 'cobigelowny', 'crest', 'crushfoods', 'cuddleclones', 'danieleinc', 'davinesofficial', 'deans_beans', 'dentek', 'devotedcreation', 'domtarcorp', 'dpolaner', 'dragonage', 'dreamdrystyle', 'drmiracles', 'droetkerbaking', 'earthlite', 'eckounltd', 'eltamd', 'empirekosher', 'evolvekefir', 'fagorind_eng', 'farouksystems', 'finlandiavodka', 'foxandjane', 'fttv', 'gabrielcosmetic', 'gardein', 'gardentime1', 'hairformula37', 'headblade', 'hennahut', 'hitachi_us', 'humminbirdfish', 'hypehair', 'izze', 'kibblesnbits', 'kyanicorp', 'premierdeadsea_', 'purityvodka', 'quornus', 'regenepureqanda']
47 ( 0 ): ['18rabbits', 'ancientharvest', 'antimonkeybutt', 'auracacia', 'babyblanketgift', 'baby_magic', 'bahlsenbiscuits', 'bayescleaners', 'bumgenius', 'bummis', 'caneandaustin', 'carabnaturally', 'celadrin1', 'ciaobellagelato', 'cleanwell', 'customnails', 'decleorskincare', 'drbronner', 'droppslaundry', 'ecodiscoveries', 'ecolips', 'eco_me', 'ecotouch', 'elementbars', 'estroven', 'ferrocosmetics', 'fischernwieser', 'fmchocolate', 'frs', 'glennys', 'goldenpath', 'goodearthtea', 'gopicnic', 'grabgreen', 'grandmamauds', 'guayaki', 'hdnaturals', 'herbalwater', 'hiballenergy', 'holisticselect', 'homefreetreats', 'iqnatural', 'jarritosnation', 'jennairusa', 'junebeebaby', 'kavajavacoffee', 'reedsgingerbrew']
42 ( 5 ): ['5hourenergy', '8oclockcoffee', 'alternahaircare', 'bananaboat', 'barbarasbakery', 'barbasolshave', 'barkeeperfriend', 'belkin', 'bioelements', 'bissellclean', 'boironusa', 'boogiemom', 'bostonmarket', 'clearasil', 'combos', 'crackerjackd', 'croftersorganic', 'crystallight', 'dasaniwater', 'delallofoods', 'dgskincare', 'drhauschka_usa', 'eatwholly', 'eckrichmeats', 'edgeshavegel', 'funkymonkeysnck', 'glominerals', 'glutinofoods', 'got2busa', 'greengiant', 'h2oplususa', 'hansensnatural', 'herbacinusa', 'honesttea', 'iansnaturalfood', 'indelight', 'jonessodaco', 'joseolecentral', 'kikkomankitchen', 'purell', 'qtips', 'quiltednorthern']
39 ( 14 ): ['audi', 'aveda', 'bentleymotors', 'blackberry', 'bugatti', 'buick', 'burberry', 'cadillac', 'calvinklein', 'canonusa', 'chevrolet', 'chrysler', 'cocacola', 'colgate', 'conairbeauty', 'dell', 'dior', 'dodge', 'dolcegabbana', 'doritos', 'fanta', 'fekkai', 'ferrariusa', 'ford', 'gillette', 'givenchy', 'govoskos', 'herbalessences', 'hersheys', 'honda', 'htcusa', 'iams', 'ibm', 'instyle', 'jaguarusa', 'jeep', 'kettlebrand', 'kia', 'prescriptives']
32 ( 2 ): ['breyers', 'bumboosa', 'campbellschunky', 'canidaepetfood', 'cedarlanefoods', 'cheerios', 'chuaochocoholic', 'coffee_mate', 'cosmermaid', 'cottonelle', 'dietpepsi', 'dlink', 'dovechocolate', 'dum_dums', 'eatliquidgold', 'essentiaphwater', 'faygo', 'foodsalive', 'freschetta', 'genesistoday', 'graftobian', 'healthy_choice', 'hotpockets', 'indigowild', 'jacklinks', 'jblaudio', 'jollytimepops', 'josie_maran', 'joyfulbathco', 'kerrygoldusa', 'pretzelcrisps', 'redvines']
30 ( 20 ): ['acureorganics', 'alaffiaskincare', 'birdseye', 'bolthousefarms', 'cabotcheese', 'cascadianfarm', 'cream_of_wheat', 'delmonte', 'dermadoctor', 'doletweets', 'drpraegers', 'earthboundfarm', 'edenfoods', 'faithinnature', 'farmrichsnacks', 'flatoutbread', 'freemanbeauty', 'gonecrackers', 'hannaford', 'hellmanns', 'hillshirefarm', 'hodgsonmill', 'ito_en', 'janmarini', 'jrwatkins', 'monogramappl', 'pritinyc', 'reallunchables', 'realrevivalabs', 'repechage']
27 ( 6 ): ['100percentpure', 'afterglow', 'arbonne', 'artistryus', 'bareminerals', 'bathbodyworks', 'benefitbeauty', 'bhcosmetics', 'biodermalabuk', 'blinc', 'blissspa', 'carolsdaughter', 'chinaglaze', 'coastalscents', 'ecotools', 'evelom', 'fab', 'groominglounge', 'hydropeptide', 'illamasqua', 'itcosmetics', 'joico', 'julepmaven', 'kaplanmd', 'kevyn_aucoin', 'lorealparisusa', 'renefurtererus']
26 ( 3 ): ['alchimieforever', 'alimapure', 'aquaphorus', 'arcona_la', 'barsfoods', 'bauschlomb', 'better_oats', 'bettylousinc', 'buitoniusa', 'bumblebar', 'claim_jumper', 'cosmedix', 'dacorkitchen', 'dermorganic', 'drinktampico', 'everymanjack', 'flavorice_pops', 'fyhmarket', 'getolympus', 'greenworks', 'hinoderice', 'hubertslemonade', 'kingbiodotcom', 'naturespath', 'redbaronpizza', 'redflowernyc']
25 ( 8 ): ['amanabrand', 'aubreyorganicsi', 'babobotanicals', 'babyganics', 'bakeryonmain', 'bambinomio', 'bbuttonsbabies', 'biooiluk', 'bulbrite', 'crabtreeevelyn', 'earthsbest', 'eccobella', 'feelgoodfoods', 'footsmart', 'fuzzibunz', 'gdiapers', 'gf_insider', 'ghdnorthamerica', 'goddessgarden', 'goodcleanlove', 'hichew', 'jabra_us', 'prttypeaushun', 'realpurity', 'thedivacup']
25 ( 11 ): ['balancebar', 'bulldogskincare', 'cardinalhealth', 'caribou_coffee', 'carmex', 'colorescience', 'crackerbarrel', 'dial', 'eatsmartscales', 'electrolux', 'ellaskitchenusa', 'eucerinus', 'fisherprice', 'flatearthbrew', 'frenchmeadow', 'frenchsuk', 'gmtgiftbaskets', 'gnclivewell', 'gortonsseafood', 'hboats', 'hickoryfarms', 'hormelfoods', 'huggies', 'kelloggcompany', 'prana']
25 ( 12 ): ['allure_magazine', 'ardell_lashes', 'avoninsider', 'bmsnews', 'butterlondon', 'candiesbrand', 'clarisonic', 'cleanandclear', 'covergirl', 'cvsbeautyclub', 'cwhairlondon', 'deborahlippmann', 'elfcosmetics', 'elizabetharden', 'embryolisseusa', 'fendi', 'guerlain', 'guess', 'hourglassmakeup', 'isseymiyakenyc', 'jvc_usa', 'kerastaseusa', 'kiehls', 'powerbar', 'redken5thave']
25 ( 15 ): ['adidas', 'americanapparel', 'anthropologie', 'armani', 'astonmartin', 'att', 'axe', 'benandjerrys', 'bmwusa', 'bose', 'chanel', 'clairolcolor', 'dietcoke', 'disney', 'drpepper', 'duracell', 'fageusa', 'gatorade', 'hyundai', 'jackdaniels_us', 'no7usa', 'powerade', 'pringles', 'quaker', 'ralphlauren']
24 ( 1 ): ['34degrees', 'alvaradostreet', 'bertolli', 'bosciaskincare', 'caswellmassey', 'caudalieus', 'celazome', 'coola_suncare', 'cuisinart', 'davesgourmet', 'dermalogica', 'duwopcosmetics', 'fishernutsbrand', 'fisherpaykelus', 'food_for_life', 'fstg_chips', 'herban_cowboy', 'huntschef', 'hylandshealth', 'itsa10haircare', 'jewelosco', 'jurliqueusa', 'propel_water', 'pr_organicsusa']
24 ( 7 ): ['airheads', 'aquafina', 'barilla', 'bayerus', 'bestfoods', 'cheezit', 'chipsahoy', 'corazonas', 'derma_e', 'diapersdotcom', 'eukanuba', 'evianwater', 'formaggio', 'fusion_beauty', 'generalmills', 'glutenfreeda', 'harneytea', 'homeruninn', 'islandseasoning', 'jif', 'jimmydean', 'killerbread', 'kraftheinzco', 'vichy_usa']
22 ( 13 ): ['abreva', 'artisanafoods', 'athenos', 'basic4veg', 'bblondehair', 'bdbrows', 'bodyglide', 'bumble', 'cartenoireuk', 'chapstick', 'daisyhealthrd', 'dannon', 'deliskincare', 'eggplantpeople', 'elemis', 'ellentracynyc', 'fancyfeast', 'honeystinger', 'illyissimo', 'kenra_haircare', 'obagi', 'pukkaherbs']
21 ( 9 ): ['activia', 'allegrocoffee', 'ampenergy', 'aveneusa', 'barielle', 'blue_bunny', 'digiornopizza', 'drinkcheerwine', 'durex_usa', 'eaglepack', 'haagendazs_us', 'harmankardon', 'hostess_snacks', 'ivory', 'jouercosmetics', 'juicycouture', 'kashifoods', 'minutemaid', 'phyto_usa', 'puresilkshave', 'republicoftea']
20 ( 10 ): ['advilrelief', 'anntaylor', 'babiesrus', 'bigelowtea', 'clifbar', 'coldeeze', 'ddfskincare', 'discover', 'dreft', 'febreze_fresh', 'firstaidbeauty', 'freepeople', 'gain', 'ge_reports', 'hydroxatone', 'jello', 'jergensus', 'johnsonville', 'proactiv', 'purinaonedog']
17 ( 19 ): ['acneorg', 'biokleenhome', 'bronnerbros', 'caress', 'chefboyardee', 'clorox', 'cremeofnature', 'curve', 'dawndish', 'doctorsmiths', 'downy', 'fosterfarms', 'friskies', 'glade', 'puffs', 'purex', 'realcaboodles']
16 ( 4 ): ['8thcontinentsoy', 'american_girl', 'annieshomegrown', 'burtsbees', 'butterfinger', 'celestialtea', 'chexcereal', 'ctcsquares', 'dove', 'fiberone', 'frigidaire', 'ghostfragrances', 'godiva', 'honeymaidsnacks', 'johnfriedaus', 'shopritestores']
16 ( 18 ): ['7up', 'always', 'bettycrocker', 'bluediamond', 'bobsredmill', 'cadburyuk', 'chobani', 'dunkindonuts', 'eas', 'fritolay', 'garmin', 'hollisterco', 'horizon_organic', 'hugoboss', 'kindsnacks', 'redbull']
5 ( 16 ): ['acer', 'asus', 'cisco', 'hp', 'thecoffeebean']
Clustering Completed in time 0:00:00.712472
Cluster Size: 22
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
79 ( 3 ): ['7daysinutopia', 'allegraotc', 'allegrocoffee', 'aprioribeauty', 'arbonne', 'azzaro', 'babyblanketgift', 'ballaformen', 'basic4veg', 'bayerus', 'bblondehair', 'beauticontrol', 'beneful', 'benetton', 'billyjealousy', 'blackopalbeauty', 'bluebeardsusa', 'blueqness', 'bodyimage', 'braunus', 'bravesldier', 'bulbrite', 'bumblebar', 'caffesanora', 'casbahhamilton', 'casio_usa', 'claussenpickles', 'cobigelowny', 'crest', 'crushfoods', 'cuddleclones', 'danieleinc', 'davinesofficial', 'ddfskincare', 'deans_beans', 'dentek', 'devotedcreation', 'domtarcorp', 'dpolaner', 'dragonage', 'dreamdrystyle', 'drinkcheerwine', 'drmiracles', 'droetkerbaking', 'eaglepack', 'earthlite', 'eckounltd', 'eggplantpeople', 'eltamd', 'empirekosher', 'evolvekefir', 'fab', 'fagorind_eng', 'farouksystems', 'finlandiavodka', 'foodsalive', 'foxandjane', 'fttv', 'gabrielcosmetic', 'gardentime1', 'glennys', 'grandmamauds', 'hairformula37', 'harmankardon', 'headblade', 'hennahut', 'hinoderice', 'hitachi_us', 'humminbirdfish', 'hypehair', 'isseymiyakenyc', 'izze', 'kibblesnbits', 'kingbiodotcom', 'kyanicorp', 'premierdeadsea_', 'purityvodka', 'quornus', 'regenepureqanda']
40 ( 10 ): ['8oclockcoffee', 'alchimieforever', 'aquaphorus', 'bananaboat', 'barbarasbakery', 'barkeeperfriend', 'better_oats', 'bioelements', 'bissellclean', 'boironusa', 'boogiemom', 'bostonmarket', 'buitoniusa', 'clearasil', 'combos', 'crackerjackd', 'croftersorganic', 'crystallight', 'dacorkitchen', 'dasaniwater', 'dgskincare', 'drhauschka_usa', 'eatwholly', 'eckrichmeats', 'edgeshavegel', 'funkymonkeysnck', 'glominerals', 'glutinofoods', 'got2busa', 'greengiant', 'herbacinusa', 'honesttea', 'indelight', 'joseolecentral', 'naturespath', 'purell', 'qtips', 'quiltednorthern', 'realcaboodles', 'redbaronpizza']
34 ( 7 ): ['18rabbits', 'alimapure', 'auracacia', 'baby_magic', 'bumgenius', 'bummis', 'caneandaustin', 'carabnaturally', 'celadrin1', 'ciaobellagelato', 'cleanwell', 'cosmedix', 'customnails', 'dermorganic', 'drbronner', 'ecodiscoveries', 'elementbars', 'estroven', 'ferrocosmetics', 'fischernwieser', 'fmchocolate', 'frs', 'goldenpath', 'grabgreen', 'guayaki', 'hdnaturals', 'holisticselect', 'homefreetreats', 'indigowild', 'iqnatural', 'junebeebaby', 'kavajavacoffee', 'reedsgingerbrew', 'renefurtererus']
32 ( 2 ): ['34degrees', 'bertolli', 'birdseye', 'bolthousefarms', 'bosciaskincare', 'coola_suncare', 'cream_of_wheat', 'cuisinart', 'davesgourmet', 'delmonte', 'dermadoctor', 'dermalogica', 'doletweets', 'duwopcosmetics', 'earthboundfarm', 'faithinnature', 'fishernutsbrand', 'fisherpaykelus', 'flatoutbread', 'food_for_life', 'fstg_chips', 'hannaford', 'hellmanns', 'herban_cowboy', 'hillshirefarm', 'hodgsonmill', 'itsa10haircare', 'jewelosco', 'jrwatkins', 'propel_water', 'pr_organicsusa', 'repechage']
29 ( 9 ): ['alvaradostreet', 'amanabrand', 'aubreyorganicsi', 'babobotanicals', 'babyganics', 'bakeryonmain', 'bambinomio', 'bbuttonsbabies', 'biooiluk', 'caswellmassey', 'caudalieus', 'celazome', 'crabtreeevelyn', 'earthsbest', 'eccobella', 'feelgoodfoods', 'footsmart', 'fuzzibunz', 'gdiapers', 'gf_insider', 'ghdnorthamerica', 'goddessgarden', 'goodcleanlove', 'hichew', 'hylandshealth', 'jabra_us', 'prttypeaushun', 'realpurity', 'thedivacup']
27 ( 15 ): ['activia', 'aquafina', 'artisanafoods', 'barilla', 'bodyglide', 'cartenoireuk', 'cheezit', 'chipsahoy', 'corazonas', 'daisyhealthrd', 'dannon', 'diapersdotcom', 'elemis', 'ellentracynyc', 'eukanuba', 'evianwater', 'fancyfeast', 'formaggio', 'generalmills', 'homeruninn', 'illyissimo', 'islandseasoning', 'jif', 'kashifoods', 'kraftheinzco', 'pukkaherbs', 'vichy_usa']
27 ( 16 ): ['adidas', 'americanapparel', 'armani', 'bentleymotors', 'blackberry', 'burberry', 'cadillac', 'canonusa', 'chanel', 'chrysler', 'cocacola', 'dell', 'disney', 'dolcegabbana', 'doritos', 'electrolux', 'fanta', 'hollisterco', 'honda', 'htcusa', 'ibm', 'jackdaniels_us', 'jvc_usa', 'kia', 'phyto_usa', 'ralphlauren', 'redbull']
26 ( 6 ): ['astonmartin', 'att', 'axe', 'benandjerrys', 'bmwusa', 'bose', 'bugatti', 'buick', 'calvinklein', 'clairolcolor', 'dietcoke', 'dior', 'dodge', 'drpepper', 'duracell', 'fageusa', 'faygo', 'gatorade', 'givenchy', 'hyundai', 'instyle', 'jeep', 'juicycouture', 'no7usa', 'powerade', 'pringles']
26 ( 17 ): ['100percentpure', 'afterglow', 'artistryus', 'bareminerals', 'bathbodyworks', 'benefitbeauty', 'bhcosmetics', 'biodermalabuk', 'blissspa', 'bumble', 'carolsdaughter', 'chinaglaze', 'coastalscents', 'deliskincare', 'ecotools', 'evelom', 'groominglounge', 'hydropeptide', 'illamasqua', 'itcosmetics', 'joico', 'julepmaven', 'kaplanmd', 'kenra_haircare', 'kevyn_aucoin', 'lorealparisusa']
26 ( 18 ): ['acureorganics', 'alaffiaskincare', 'ancientharvest', 'bahlsenbiscuits', 'bayescleaners', 'cascadianfarm', 'droppslaundry', 'drpraegers', 'ecolips', 'eco_me', 'edenfoods', 'farmrichsnacks', 'freemanbeauty', 'gonecrackers', 'goodearthtea', 'gopicnic', 'herbalwater', 'hiballenergy', 'ito_en', 'janmarini', 'jennairusa', 'jimmydean', 'monogramappl', 'obagi', 'reallunchables', 'realrevivalabs']
25 ( 0 ): ['alternahaircare', 'arcona_la', 'aveneusa', 'barbasolshave', 'barsfoods', 'bauschlomb', 'bestfoods', 'bettylousinc', 'bumboosa', 'campbellschunky', 'cedarlanefoods', 'chuaochocoholic', 'claim_jumper', 'cremeofnature', 'dum_dums', 'durex_usa', 'eatliquidgold', 'fyhmarket', 'gardein', 'getolympus', 'graftobian', 'hubertslemonade', 'jonessodaco', 'kikkomankitchen', 'redvines']
25 ( 11 ): ['american_girl', 'balancebar', 'bmsnews', 'bulldogskincare', 'cardinalhealth', 'caribou_coffee', 'carmex', 'conairbeauty', 'delallofoods', 'dial', 'eatsmartscales', 'ellaskitchenusa', 'eucerinus', 'flatearthbrew', 'frenchmeadow', 'frenchsuk', 'ge_reports', 'gmtgiftbaskets', 'gortonsseafood', 'hickoryfarms', 'hormelfoods', 'jacklinks', 'kelloggcompany', 'kettlebrand', 'prana']
24 ( 4 ): ['5hourenergy', 'breyers', 'cabotcheese', 'canidaepetfood', 'coffee_mate', 'colorescience', 'cosmermaid', 'cottonelle', 'derma_e', 'dietpepsi', 'dlink', 'dovechocolate', 'essentiaphwater', 'freschetta', 'genesistoday', 'gnclivewell', 'healthy_choice', 'huggies', 'iansnaturalfood', 'jblaudio', 'jollytimepops', 'josie_maran', 'joyfulbathco', 'pretzelcrisps']
23 ( 1 ): ['allure_magazine', 'ardell_lashes', 'butterlondon', 'candiesbrand', 'clarisonic', 'cleanandclear', 'covergirl', 'cvsbeautyclub', 'cwhairlondon', 'deborahlippmann', 'elfcosmetics', 'elizabetharden', 'embryolisseusa', 'fendi', 'fusion_beauty', 'guerlain', 'guess', 'hourglassmakeup', 'hugoboss', 'kerastaseusa', 'kiehls', 'powerbar', 'redken5thave']
23 ( 13 ): ['annieshomegrown', 'aveda', 'babiesrus', 'bluediamond', 'bobsredmill', 'chobani', 'crackerbarrel', 'ctcsquares', 'dove', 'eas', 'fiberone', 'firstaidbeauty', 'fisherprice', 'ford', 'garmin', 'godiva', 'hboats', 'horizon_organic', 'jaguarusa', 'johnfriedaus', 'kerrygoldusa', 'kindsnacks', 'pritinyc']
22 ( 19 ): ['advilrelief', 'anntaylor', 'belkin', 'bigelowtea', 'clifbar', 'coldeeze', 'discover', 'dreft', 'drinktampico', 'febreze_fresh', 'flavorice_pops', 'freepeople', 'gain', 'greenworks', 'hansensnatural', 'hydroxatone', 'jello', 'jergensus', 'johnsonville', 'proactiv', 'purinaonedog', 'redflowernyc']
16 ( 20 ): ['acneorg', 'anthropologie', 'biokleenhome', 'bronnerbros', 'caress', 'chapstick', 'chefboyardee', 'clorox', 'curve', 'doctorsmiths', 'downy', 'fosterfarms', 'friskies', 'glade', 'honeystinger', 'purex']
15 ( 8 ): ['7up', '8thcontinentsoy', 'bettycrocker', 'burtsbees', 'butterfinger', 'cadburyuk', 'celestialtea', 'chexcereal', 'dunkindonuts', 'fritolay', 'ghostfragrances', 'honeymaidsnacks', 'huntschef', 'minutemaid', 'shopritestores']
15 ( 12 ): ['ampenergy', 'avoninsider', 'barielle', 'blue_bunny', 'digiornopizza', 'everymanjack', 'frigidaire', 'govoskos', 'haagendazs_us', 'hostess_snacks', 'ivory', 'jouercosmetics', 'puresilkshave', 'quaker', 'republicoftea']
15 ( 14 ): ['abreva', 'airheads', 'antimonkeybutt', 'athenos', 'bdbrows', 'brazilianblwout', 'cheerios', 'ecotouch', 'glutenfreeda', 'harneytea', 'hersheys', 'hotpockets', 'jarritosnation', 'jurliqueusa', 'killerbread']
14 ( 5 ): ['always', 'audi', 'blinc', 'colgate', 'dawndish', 'decleorskincare', 'fekkai', 'ferrariusa', 'gillette', 'h2oplususa', 'herbalessences', 'iams', 'prescriptives', 'puffs']
6 ( 21 ): ['acer', 'asus', 'chevrolet', 'cisco', 'hp', 'thecoffeebean']
Clustering Completed in time 0:00:00.817550
Cluster Size: 23
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
60 ( 20 ): ['7daysinutopia', 'allegraotc', 'aprioribeauty', 'arbonne', 'arcona_la', 'ballaformen', 'basic4veg', 'bayerus', 'bblondehair', 'beauticontrol', 'beneful', 'billyjealousy', 'bluebeardsusa', 'blueqness', 'bodyimage', 'braunus', 'bravesldier', 'brazilianblwout', 'bulbrite', 'caffesanora', 'casbahhamilton', 'claussenpickles', 'crest', 'crushfoods', 'cuddleclones', 'davinesofficial', 'ddfskincare', 'deans_beans', 'dentek', 'devotedcreation', 'domtarcorp', 'dpolaner', 'dragonage', 'drinkcheerwine', 'earthlite', 'eckounltd', 'eggplantpeople', 'eltamd', 'empirekosher', 'evolvekefir', 'fagorind_eng', 'farouksystems', 'foodsalive', 'foxandjane', 'freepeople', 'fttv', 'gardentime1', 'glennys', 'grandmamauds', 'hairformula37', 'headblade', 'hennahut', 'hotpockets', 'humminbirdfish', 'hypehair', 'isseymiyakenyc', 'kingbiodotcom', 'kyanicorp', 'purityvodka', 'regenepureqanda']
46 ( 14 ): ['18rabbits', 'ancientharvest', 'athenos', 'auracacia', 'baby_magic', 'bahlsenbiscuits', 'bayescleaners', 'bumgenius', 'bummis', 'caneandaustin', 'carabnaturally', 'celadrin1', 'ciaobellagelato', 'cleanwell', 'customnails', 'drbronner', 'droppslaundry', 'ecodiscoveries', 'ecolips', 'eco_me', 'ecotouch', 'elementbars', 'estroven', 'ferrocosmetics', 'fischernwieser', 'fmchocolate', 'frs', 'goldenpath', 'goodearthtea', 'gopicnic', 'grabgreen', 'guayaki', 'hdnaturals', 'herbalwater', 'hiballenergy', 'holisticselect', 'homefreetreats', 'iqnatural', 'ito_en', 'jarritosnation', 'jennairusa', 'junebeebaby', 'kavajavacoffee', 'obagi', 'reedsgingerbrew', 'renefurtererus']
41 ( 2 ): ['34degrees', 'abreva', 'alaffiaskincare', 'bdbrows', 'bertolli', 'birdseye', 'bolthousefarms', 'bosciaskincare', 'cascadianfarm', 'coola_suncare', 'cream_of_wheat', 'cuisinart', 'davesgourmet', 'dermadoctor', 'dermalogica', 'doletweets', 'drpraegers', 'duwopcosmetics', 'earthboundfarm', 'faithinnature', 'fancyfeast', 'fishernutsbrand', 'flatoutbread', 'food_for_life', 'freemanbeauty', 'fstg_chips', 'gortonsseafood', 'hannaford', 'hellmanns', 'herban_cowboy', 'hodgsonmill', 'itsa10haircare', 'jewelosco', 'jrwatkins', 'jurliqueusa', 'monogramappl', 'propel_water', 'pr_organicsusa', 'reallunchables', 'realrevivalabs', 'repechage']
34 ( 3 ): ['activia', 'allegrocoffee', 'aveneusa', 'azzaro', 'benetton', 'bestfoods', 'blackopalbeauty', 'bumboosa', 'casio_usa', 'cedarlanefoods', 'chuaochocoholic', 'claim_jumper', 'cobigelowny', 'cremeofnature', 'danieleinc', 'dreamdrystyle', 'drmiracles', 'droetkerbaking', 'durex_usa', 'finlandiavodka', 'formaggio', 'fyhmarket', 'gabrielcosmetic', 'gardein', 'graftobian', 'harmankardon', 'hitachi_us', 'jouercosmetics', 'kibblesnbits', 'minutemaid', 'phyto_usa', 'premierdeadsea_', 'quornus', 'realpurity']
31 ( 4 ): ['5hourenergy', 'acureorganics', 'always', 'balancebar', 'bissellclean', 'boogiemom', 'chapstick', 'clorox', 'conairbeauty', 'cottonelle', 'crystallight', 'dawndish', 'decleorskincare', 'delallofoods', 'dial', 'digiornopizza', 'dlink', 'eatsmartscales', 'eatwholly', 'everymanjack', 'fosterfarms', 'ghostfragrances', 'glade', 'gmtgiftbaskets', 'hickoryfarms', 'iams', 'kindsnacks', 'naturespath', 'prana', 'puffs', 'realcaboodles']
29 ( 6 ): ['8oclockcoffee', 'alternahaircare', 'bananaboat', 'barbasolshave', 'bauschlomb', 'belkin', 'bmsnews', 'cheerios', 'coffee_mate', 'dasaniwater', 'dietpepsi', 'drhauschka_usa', 'dum_dums', 'eckrichmeats', 'edgeshavegel', 'essentiaphwater', 'garmin', 'getolympus', 'glutinofoods', 'hansensnatural', 'healthy_choice', 'hersheys', 'jacklinks', 'jblaudio', 'jonessodaco', 'joseolecentral', 'kikkomankitchen', 'qtips', 'redvines']
28 ( 8 ): ['alvaradostreet', 'amanabrand', 'aubreyorganicsi', 'babobotanicals', 'babyganics', 'bakeryonmain', 'bambinomio', 'bbuttonsbabies', 'biooiluk', 'caswellmassey', 'caudalieus', 'celazome', 'crabtreeevelyn', 'earthsbest', 'eccobella', 'feelgoodfoods', 'fisherpaykelus', 'footsmart', 'fuzzibunz', 'gdiapers', 'gf_insider', 'ghdnorthamerica', 'goddessgarden', 'goodcleanlove', 'hichew', 'hylandshealth', 'jabra_us', 'thedivacup']
28 ( 9 ): ['airheads', 'aquafina', 'artisanafoods', 'barilla', 'biokleenhome', 'bodyglide', 'cartenoireuk', 'cheezit', 'chipsahoy', 'corazonas', 'daisyhealthrd', 'dannon', 'diapersdotcom', 'elemis', 'ellentracynyc', 'eukanuba', 'evianwater', 'generalmills', 'homeruninn', 'illyissimo', 'islandseasoning', 'jif', 'kashifoods', 'killerbread', 'kraftheinzco', 'pukkaherbs', 'puresilkshave', 'vichy_usa']
27 ( 12 ): ['alchimieforever', 'aquaphorus', 'barbarasbakery', 'barkeeperfriend', 'barsfoods', 'better_oats', 'bettylousinc', 'bioelements', 'boironusa', 'bostonmarket', 'combos', 'cosmedix', 'crackerjackd', 'croftersorganic', 'dacorkitchen', 'dgskincare', 'flavorice_pops', 'funkymonkeysnck', 'glominerals', 'got2busa', 'greengiant', 'h2oplususa', 'herbacinusa', 'honesttea', 'purell', 'quiltednorthern', 'redbaronpizza']
24 ( 13 ): ['allure_magazine', 'ardell_lashes', 'avoninsider', 'butterlondon', 'candiesbrand', 'clarisonic', 'cleanandclear', 'covergirl', 'cvsbeautyclub', 'cwhairlondon', 'deborahlippmann', 'elfcosmetics', 'elizabetharden', 'embryolisseusa', 'fendi', 'fusion_beauty', 'guerlain', 'guess', 'hourglassmakeup', 'josie_maran', 'kerastaseusa', 'kiehls', 'powerbar', 'redken5thave']
23 ( 7 ): ['american_girl', 'bobsredmill', 'bulldogskincare', 'caribou_coffee', 'carmex', 'chobani', 'colorescience', 'crackerbarrel', 'ctcsquares', 'discover', 'ellaskitchenusa', 'eucerinus', 'fisherprice', 'flatearthbrew', 'frenchmeadow', 'frenchsuk', 'ge_reports', 'hboats', 'huggies', 'kelloggcompany', 'prescriptives', 'pritinyc', 'shopritestores']
23 ( 15 ): ['afterglow', 'artistryus', 'bareminerals', 'bathbodyworks', 'benefitbeauty', 'bhcosmetics', 'biodermalabuk', 'blissspa', 'bumble', 'chinaglaze', 'coastalscents', 'deliskincare', 'ecotools', 'evelom', 'groominglounge', 'illamasqua', 'itcosmetics', 'joico', 'julepmaven', 'kaplanmd', 'kenra_haircare', 'kevyn_aucoin', 'lorealparisusa']
22 ( 19 ): ['adidas', 'americanapparel', 'armani', 'astonmartin', 'bentleymotors', 'blackberry', 'cadillac', 'canonusa', 'chanel', 'chrysler', 'cocacola', 'dell', 'disney', 'dolcegabbana', 'electrolux', 'hollisterco', 'honda', 'htcusa', 'ibm', 'jackdaniels_us', 'ralphlauren', 'redbull']
20 ( 11 ): ['alimapure', 'ampenergy', 'antimonkeybutt', 'babyblanketgift', 'benandjerrys', 'buitoniusa', 'bumblebar', 'cardinalhealth', 'dermorganic', 'drinktampico', 'eaglepack', 'fab', 'frigidaire', 'greenworks', 'hinoderice', 'hubertslemonade', 'ivory', 'izze', 'prttypeaushun', 'redflowernyc']
20 ( 17 ): ['8thcontinentsoy', 'advilrelief', 'annieshomegrown', 'aveda', 'bluediamond', 'delmonte', 'dove', 'eas', 'edenfoods', 'farmrichsnacks', 'febreze_fresh', 'fiberone', 'firstaidbeauty', 'hillshirefarm', 'honeymaidsnacks', 'hormelfoods', 'jello', 'jergensus', 'johnfriedaus', 'kerrygoldusa']
20 ( 18 ): ['audi', 'bugatti', 'burberry', 'calvinklein', 'chevrolet', 'colgate', 'dior', 'dodge', 'doritos', 'fanta', 'fekkai', 'ferrariusa', 'ford', 'gillette', 'givenchy', 'govoskos', 'herbalessences', 'instyle', 'jaguarusa', 'kettlebrand']
18 ( 16 ): ['100percentpure', 'acneorg', 'anthropologie', 'bronnerbros', 'campbellschunky', 'caress', 'carolsdaughter', 'chefboyardee', 'clearasil', 'curve', 'downy', 'faygo', 'friskies', 'glutenfreeda', 'harneytea', 'honeystinger', 'hydropeptide', 'purex']
17 ( 0 ): ['7up', 'barielle', 'bettycrocker', 'blue_bunny', 'butterfinger', 'cadburyuk', 'celestialtea', 'chexcereal', 'doctorsmiths', 'dunkindonuts', 'fritolay', 'gonecrackers', 'haagendazs_us', 'hostess_snacks', 'hugoboss', 'huntschef', 'republicoftea']
15 ( 21 ): ['anntaylor', 'babiesrus', 'bigelowtea', 'blinc', 'burtsbees', 'clifbar', 'coldeeze', 'dreft', 'gain', 'horizon_organic', 'hydroxatone', 'iansnaturalfood', 'johnsonville', 'proactiv', 'purinaonedog']
13 ( 5 ): ['breyers', 'cabotcheese', 'canidaepetfood', 'derma_e', 'dovechocolate', 'freschetta', 'genesistoday', 'indigowild', 'janmarini', 'jimmydean', 'jollytimepops', 'joyfulbathco', 'pretzelcrisps']
13 ( 10 ): ['axe', 'bmwusa', 'bose', 'clairolcolor', 'cosmermaid', 'dietcoke', 'duracell', 'eatliquidgold', 'fageusa', 'gnclivewell', 'hyundai', 'juicycouture', 'powerade']
10 ( 22 ): ['att', 'buick', 'drpepper', 'gatorade', 'godiva', 'indelight', 'jeep', 'no7usa', 'pringles', 'quaker']
7 ( 1 ): ['acer', 'asus', 'cisco', 'hp', 'jvc_usa', 'kia', 'thecoffeebean']
Clustering Completed in time 0:00:00.849564
Cluster Size: 24
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
54 ( 3 ): ['7daysinutopia', 'acer', 'allegraotc', 'aprioribeauty', 'arbonne', 'azzaro', 'ballaformen', 'beauticontrol', 'billyjealousy', 'blackopalbeauty', 'bluebeardsusa', 'blueqness', 'bodyimage', 'bravesldier', 'brazilianblwout', 'casbahhamilton', 'claussenpickles', 'crushfoods', 'cuddleclones', 'danieleinc', 'davinesofficial', 'ddfskincare', 'deans_beans', 'devotedcreation', 'domtarcorp', 'dpolaner', 'dragonage', 'dreamdrystyle', 'drinkcheerwine', 'drinktampico', 'drmiracles', 'droetkerbaking', 'eaglepack', 'earthlite', 'eggplantpeople', 'eltamd', 'empirekosher', 'evolvekefir', 'fab', 'fagorind_eng', 'foxandjane', 'freepeople', 'fttv', 'gardentime1', 'grandmamauds', 'hairformula37', 'hinoderice', 'humminbirdfish', 'izze', 'kingbiodotcom', 'kyanicorp', 'premierdeadsea_', 'quornus', 'regenepureqanda']
41 ( 5 ): ['8oclockcoffee', 'alternahaircare', 'aquaphorus', 'bananaboat', 'barbarasbakery', 'barbasolshave', 'barkeeperfriend', 'bauschlomb', 'belkin', 'better_oats', 'bioelements', 'boironusa', 'bostonmarket', 'buitoniusa', 'clearasil', 'combos', 'crackerjackd', 'croftersorganic', 'dacorkitchen', 'dasaniwater', 'dietpepsi', 'dum_dums', 'earthsbest', 'eckrichmeats', 'edgeshavegel', 'flavorice_pops', 'friskies', 'funkymonkeysnck', 'glominerals', 'glutinofoods', 'got2busa', 'greengiant', 'hansensnatural', 'honesttea', 'jonessodaco', 'kikkomankitchen', 'purell', 'qtips', 'quiltednorthern', 'redbaronpizza', 'redvines']
41 ( 19 ): ['8thcontinentsoy', 'alchimieforever', 'athenos', 'bayescleaners', 'bodyglide', 'bumboosa', 'bummis', 'cabotcheese', 'caffesanora', 'caneandaustin', 'cosmedix', 'customnails', 'dermorganic', 'ecodiscoveries', 'estroven', 'eukanuba', 'faithinnature', 'fmchocolate', 'foodsalive', 'frs', 'getolympus', 'glennys', 'goldenpath', 'goodearthtea', 'groominglounge', 'guayaki', 'hennahut', 'holisticselect', 'homeruninn', 'indigowild', 'ito_en', 'jarritosnation', 'joseolecentral', 'junebeebaby', 'kaplanmd', 'kavajavacoffee', 'killerbread', 'pukkaherbs', 'puresilkshave', 'realrevivalabs', 'renefurtererus']
32 ( 1 ): ['abreva', 'acureorganics', 'amanabrand', 'ardell_lashes', 'aubreyorganicsi', 'babiesrus', 'babyganics', 'bambinomio', 'bettylousinc', 'biokleenhome', 'boogiemom', 'butterlondon', 'diapersdotcom', 'dovechocolate', 'ecotouch', 'fisherpaykelus', 'frenchsuk', 'fstg_chips', 'ghostfragrances', 'gonecrackers', 'goodcleanlove', 'gortonsseafood', 'hannaford', 'herban_cowboy', 'hillshirefarm', 'iansnaturalfood', 'josie_maran', 'jrwatkins', 'jurliqueusa', 'prescriptives', 'propel_water', 'realpurity']
31 ( 15 ): ['asus', 'audi', 'blue_bunny', 'bugatti', 'buick', 'calvinklein', 'caswellmassey', 'cheerios', 'chevrolet', 'cisco', 'conairbeauty', 'digiornopizza', 'dior', 'dodge', 'doritos', 'fanta', 'ferrariusa', 'ford', 'givenchy', 'govoskos', 'haagendazs_us', 'hersheys', 'hostess_snacks', 'hp', 'hyundai', 'instyle', 'jaguarusa', 'jeep', 'kettlebrand', 'kia', 'quaker']
29 ( 16 ): ['advilrelief', 'annieshomegrown', 'aveda', 'bluediamond', 'breyers', 'canidaepetfood', 'coffee_mate', 'dove', 'drpepper', 'eas', 'essentiaphwater', 'freschetta', 'garmin', 'gatorade', 'godiva', 'healthy_choice', 'honeymaidsnacks', 'huggies', 'indelight', 'jblaudio', 'jello', 'johnfriedaus', 'jollytimepops', 'joyfulbathco', 'kerrygoldusa', 'pretzelcrisps', 'pringles', 'pritinyc', 'shopritestores']
28 ( 8 ): ['acneorg', 'alimapure', 'anthropologie', 'axe', 'bronnerbros', 'bumblebar', 'campbellschunky', 'chefboyardee', 'clairolcolor', 'cosmermaid', 'curve', 'delmonte', 'dietcoke', 'duracell', 'eatliquidgold', 'edenfoods', 'eucerinus', 'fageusa', 'farmrichsnacks', 'febreze_fresh', 'fiberone', 'hormelfoods', 'ivory', 'jergensus', 'juicycouture', 'no7usa', 'powerade', 'purex']
26 ( 23 ): ['34degrees', 'alaffiaskincare', 'bdbrows', 'bertolli', 'birdseye', 'bolthousefarms', 'bosciaskincare', 'cascadianfarm', 'cream_of_wheat', 'davesgourmet', 'dermadoctor', 'doletweets', 'drpraegers', 'earthboundfarm', 'fancyfeast', 'fishernutsbrand', 'flatoutbread', 'food_for_life', 'freemanbeauty', 'hellmanns', 'hodgsonmill', 'huntschef', 'itsa10haircare', 'monogramappl', 'reallunchables', 'repechage']
25 ( 11 ): ['allegrocoffee', 'alvaradostreet', 'babobotanicals', 'bakeryonmain', 'bbuttonsbabies', 'biooiluk', 'bulbrite', 'cedarlanefoods', 'celazome', 'cobigelowny', 'coola_suncare', 'crabtreeevelyn', 'cremeofnature', 'eccobella', 'feelgoodfoods', 'footsmart', 'fuzzibunz', 'gdiapers', 'ghdnorthamerica', 'goddessgarden', 'hichew', 'hylandshealth', 'minutemaid', 'phyto_usa', 'realcaboodles']
25 ( 12 ): ['airheads', 'aquafina', 'artisanafoods', 'barilla', 'cheezit', 'chipsahoy', 'chuaochocoholic', 'corazonas', 'daisyhealthrd', 'dannon', 'derma_e', 'evianwater', 'formaggio', 'gabrielcosmetic', 'generalmills', 'honeystinger', 'hotpockets', 'illyissimo', 'islandseasoning', 'jif', 'jimmydean', 'kashifoods', 'kraftheinzco', 'thecoffeebean', 'vichy_usa']
23 ( 4 ): ['ancientharvest', 'antimonkeybutt', 'babyblanketgift', 'baby_magic', 'bahlsenbiscuits', 'bumgenius', 'carabnaturally', 'deborahlippmann', 'drhauschka_usa', 'droppslaundry', 'eatsmartscales', 'ecolips', 'eco_me', 'ellaskitchenusa', 'frigidaire', 'greenworks', 'hdnaturals', 'hydropeptide', 'janmarini', 'kevyn_aucoin', 'pr_organicsusa', 'redflowernyc', 'thedivacup']
23 ( 14 ): ['5hourenergy', 'always', 'american_girl', 'balancebar', 'bissellclean', 'clorox', 'cottonelle', 'crystallight', 'dawndish', 'delallofoods', 'dgskincare', 'dial', 'dlink', 'eatwholly', 'everymanjack', 'fosterfarms', 'glade', 'gmtgiftbaskets', 'hickoryfarms', 'jabra_us', 'naturespath', 'prana', 'puffs']
21 ( 0 ): ['activia', 'ampenergy', 'aveneusa', 'barsfoods', 'bestfoods', 'caress', 'claim_jumper', 'durex_usa', 'faygo', 'fyhmarket', 'gardein', 'glutenfreeda', 'graftobian', 'harmankardon', 'harneytea', 'herbacinusa', 'hitachi_us', 'honda', 'hubertslemonade', 'jouercosmetics', 'kibblesnbits']
21 ( 10 ): ['basic4veg', 'bayerus', 'bblondehair', 'beneful', 'benetton', 'braunus', 'casio_usa', 'crest', 'dentek', 'eckounltd', 'elemis', 'ellentracynyc', 'farouksystems', 'finlandiavodka', 'headblade', 'hypehair', 'isseymiyakenyc', 'jewelosco', 'jvc_usa', 'kenra_haircare', 'purityvodka']
20 ( 13 ): ['100percentpure', 'afterglow', 'artistryus', 'bareminerals', 'bathbodyworks', 'benefitbeauty', 'bhcosmetics', 'biodermalabuk', 'blissspa', 'carolsdaughter', 'chinaglaze', 'coastalscents', 'deliskincare', 'ecotools', 'evelom', 'illamasqua', 'itcosmetics', 'joico', 'julepmaven', 'lorealparisusa']
19 ( 7 ): ['allure_magazine', 'avoninsider', 'candiesbrand', 'clarisonic', 'cleanandclear', 'covergirl', 'cvsbeautyclub', 'elfcosmetics', 'elizabetharden', 'embryolisseusa', 'fendi', 'guerlain', 'guess', 'hourglassmakeup', 'hugoboss', 'kerastaseusa', 'kiehls', 'powerbar', 'redken5thave']
19 ( 18 ): ['18rabbits', 'auracacia', 'celadrin1', 'ciaobellagelato', 'cleanwell', 'drbronner', 'elementbars', 'ferrocosmetics', 'fischernwieser', 'genesistoday', 'gopicnic', 'grabgreen', 'herbalwater', 'hiballenergy', 'homefreetreats', 'iqnatural', 'jennairusa', 'obagi', 'reedsgingerbrew']
18 ( 22 ): ['arcona_la', 'benandjerrys', 'bmsnews', 'bulldogskincare', 'cardinalhealth', 'caribou_coffee', 'carmex', 'caudalieus', 'colorescience', 'discover', 'flatearthbrew', 'frenchmeadow', 'ge_reports', 'gnclivewell', 'hboats', 'jacklinks', 'kelloggcompany', 'prttypeaushun']
17 ( 6 ): ['anntaylor', 'bigelowtea', 'bose', 'burtsbees', 'clifbar', 'coldeeze', 'crackerbarrel', 'dreft', 'firstaidbeauty', 'fisherprice', 'gain', 'gf_insider', 'horizon_organic', 'hydroxatone', 'johnsonville', 'proactiv', 'purinaonedog']
16 ( 21 ): ['adidas', 'astonmartin', 'att', 'bentleymotors', 'blackberry', 'cadillac', 'canonusa', 'chrysler', 'cocacola', 'dell', 'disney', 'electrolux', 'htcusa', 'ibm', 'jackdaniels_us', 'redbull']
12 ( 2 ): ['barielle', 'bumble', 'cartenoireuk', 'chapstick', 'cuisinart', 'cwhairlondon', 'dermalogica', 'doctorsmiths', 'downy', 'duwopcosmetics', 'fusion_beauty', 'republicoftea']
12 ( 9 ): ['7up', 'bettycrocker', 'bobsredmill', 'butterfinger', 'cadburyuk', 'celestialtea', 'chexcereal', 'chobani', 'ctcsquares', 'dunkindonuts', 'fritolay', 'kindsnacks']
8 ( 17 ): ['blinc', 'colgate', 'decleorskincare', 'fekkai', 'gillette', 'h2oplususa', 'herbalessences', 'iams']
8 ( 20 ): ['americanapparel', 'armani', 'bmwusa', 'burberry', 'chanel', 'dolcegabbana', 'hollisterco', 'ralphlauren']
Clustering Completed in time 0:00:00.883590
Cluster Size: 25
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
60 ( 2 ): ['7daysinutopia', 'allegraotc', 'aprioribeauty', 'arbonne', 'arcona_la', 'artistryus', 'ballaformen', 'basic4veg', 'bathbodyworks', 'beauticontrol', 'billyjealousy', 'bluebeardsusa', 'blueqness', 'bodyimage', 'braunus', 'bravesldier', 'caneandaustin', 'cardinalhealth', 'carolsdaughter', 'casbahhamilton', 'celadrin1', 'claussenpickles', 'crushfoods', 'cuddleclones', 'davinesofficial', 'deans_beans', 'devotedcreation', 'domtarcorp', 'dpolaner', 'dragonage', 'drinkcheerwine', 'droetkerbaking', 'earthlite', 'eggplantpeople', 'eltamd', 'empirekosher', 'evolvekefir', 'fagorind_eng', 'farouksystems', 'finlandiavodka', 'foodsalive', 'foxandjane', 'freepeople', 'fttv', 'fyhmarket', 'gardentime1', 'glennys', 'grandmamauds', 'hairformula37', 'hinoderice', 'honeystinger', 'humminbirdfish', 'hypehair', 'kenra_haircare', 'kingbiodotcom', 'kyanicorp', 'lorealparisusa', 'obagi', 'purityvodka', 'regenepureqanda']
45 ( 16 ): ['8thcontinentsoy', 'acureorganics', 'amanabrand', 'aubreyorganicsi', 'babiesrus', 'babyganics', 'bambinomio', 'bayescleaners', 'bettylousinc', 'biokleenhome', 'bodyglide', 'boogiemom', 'bumboosa', 'cabotcheese', 'caffesanora', 'cosmedix', 'customnails', 'dermorganic', 'diapersdotcom', 'dovechocolate', 'ecodiscoveries', 'ecotouch', 'estroven', 'getolympus', 'goldenpath', 'gonecrackers', 'goodcleanlove', 'groominglounge', 'hennahut', 'herban_cowboy', 'hillshirefarm', 'holisticselect', 'homeruninn', 'iansnaturalfood', 'jarritosnation', 'joseolecentral', 'jrwatkins', 'junebeebaby', 'jurliqueusa', 'killerbread', 'prescriptives', 'propel_water', 'realpurity', 'realrevivalabs', 'renefurtererus']
33 ( 5 ): ['100percentpure', 'alimapure', 'bahlsenbiscuits', 'bareminerals', 'bblondehair', 'benefitbeauty', 'bhcosmetics', 'biodermalabuk', 'blissspa', 'bumble', 'cartenoireuk', 'chinaglaze', 'chuaochocoholic', 'cwhairlondon', 'deborahlippmann', 'deliskincare', 'dermadoctor', 'derma_e', 'ecotools', 'essentiaphwater', 'evelom', 'fab', 'fendi', 'gardein', 'graftobian', 'h2oplususa', 'itcosmetics', 'julepmaven', 'kaplanmd', 'kevyn_aucoin', 'phyto_usa', 'pritinyc', 'pukkaherbs']
32 ( 11 ): ['alaffiaskincare', 'americanapparel', 'anthropologie', 'ardell_lashes', 'barielle', 'butterlondon', 'caudalieus', 'coastalscents', 'conairbeauty', 'dermalogica', 'dgskincare', 'duwopcosmetics', 'elemis', 'elfcosmetics', 'everymanjack', 'firstaidbeauty', 'fisherpaykelus', 'fmchocolate', 'frenchsuk', 'fusion_beauty', 'gf_insider', 'ghostfragrances', 'givenchy', 'guerlain', 'hollisterco', 'hourglassmakeup', 'instyle', 'joico', 'josie_maran', 'jouercosmetics', 'juicycouture', 'puresilkshave']
29 ( 1 ): ['34degrees', 'abreva', 'athenos', 'bdbrows', 'bertolli', 'birdseye', 'bolthousefarms', 'carmex', 'cream_of_wheat', 'davesgourmet', 'doletweets', 'earthboundfarm', 'ellentracynyc', 'faithinnature', 'fancyfeast', 'flatearthbrew', 'flatoutbread', 'food_for_life', 'freemanbeauty', 'fstg_chips', 'gortonsseafood', 'hannaford', 'hodgsonmill', 'ito_en', 'itsa10haircare', 'jewelosco', 'monogramappl', 'reallunchables', 'repechage']
25 ( 12 ): ['afterglow', 'ancientharvest', 'antimonkeybutt', 'babyblanketgift', 'baby_magic', 'bumgenius', 'carabnaturally', 'cascadianfarm', 'cedarlanefoods', 'drhauschka_usa', 'droppslaundry', 'drpraegers', 'eatsmartscales', 'ecolips', 'eco_me', 'ellaskitchenusa', 'greenworks', 'hdnaturals', 'hydropeptide', 'janmarini', 'jimmydean', 'pr_organicsusa', 'realcaboodles', 'redflowernyc', 'thedivacup']
25 ( 14 ): ['7up', 'american_girl', 'annieshomegrown', 'bettycrocker', 'bobsredmill', 'burtsbees', 'butterfinger', 'cadburyuk', 'caribou_coffee', 'celestialtea', 'chexcereal', 'chobani', 'ctcsquares', 'cuisinart', 'dunkindonuts', 'fishernutsbrand', 'fisherprice', 'frenchmeadow', 'fritolay', 'hboats', 'hellmanns', 'huntschef', 'kelloggcompany', 'kindsnacks', 'shopritestores']
24 ( 9 ): ['activia', 'alvaradostreet', 'azzaro', 'blackopalbeauty', 'bulbrite', 'casio_usa', 'claim_jumper', 'cobigelowny', 'cremeofnature', 'danieleinc', 'dreamdrystyle', 'drmiracles', 'durex_usa', 'eaglepack', 'eckounltd', 'footsmart', 'formaggio', 'ghdnorthamerica', 'harmankardon', 'headblade', 'hubertslemonade', 'kibblesnbits', 'premierdeadsea_', 'quornus']
23 ( 8 ): ['18rabbits', 'auracacia', 'bummis', 'ciaobellagelato', 'cleanwell', 'drbronner', 'elementbars', 'eukanuba', 'ferrocosmetics', 'fischernwieser', 'frs', 'goodearthtea', 'gopicnic', 'grabgreen', 'guayaki', 'herbalwater', 'hiballenergy', 'homefreetreats', 'indigowild', 'iqnatural', 'jennairusa', 'kavajavacoffee', 'reedsgingerbrew']
23 ( 17 ): ['8oclockcoffee', 'alternahaircare', 'bananaboat', 'barbasolshave', 'bauschlomb', 'belkin', 'bostonmarket', 'buitoniusa', 'combos', 'dasaniwater', 'dietpepsi', 'eckrichmeats', 'edgeshavegel', 'fanta', 'flavorice_pops', 'glutinofoods', 'hansensnatural', 'jonessodaco', 'kettlebrand', 'kikkomankitchen', 'purell', 'qtips', 'redvines']
22 ( 3 ): ['audi', 'blinc', 'bosciaskincare', 'buick', 'burberry', 'cadillac', 'calvinklein', 'chanel', 'chevrolet', 'colgate', 'decleorskincare', 'dolcegabbana', 'doritos', 'fekkai', 'ferrariusa', 'gillette', 'herbalessences', 'horizon_organic', 'illamasqua', 'jaguarusa', 'jeep', 'kia']
22 ( 15 ): ['5hourenergy', 'always', 'balancebar', 'bissellclean', 'chapstick', 'clorox', 'cottonelle', 'crystallight', 'dawndish', 'delallofoods', 'dial', 'digiornopizza', 'dlink', 'eatwholly', 'fosterfarms', 'glade', 'gmtgiftbaskets', 'hickoryfarms', 'iams', 'naturespath', 'prana', 'puffs']
19 ( 10 ): ['adidas', 'armani', 'astonmartin', 'bentleymotors', 'blackberry', 'bugatti', 'canonusa', 'chrysler', 'cocacola', 'dell', 'disney', 'dodge', 'electrolux', 'ge_reports', 'honda', 'ibm', 'jackdaniels_us', 'ralphlauren', 'redbull']
19 ( 20 ): ['anntaylor', 'asus', 'bigelowtea', 'bose', 'caswellmassey', 'cisco', 'clifbar', 'coldeeze', 'discover', 'dreft', 'drinktampico', 'earthsbest', 'gain', 'hp', 'hydroxatone', 'johnsonville', 'proactiv', 'prttypeaushun', 'purinaonedog']
19 ( 21 ): ['airheads', 'aveneusa', 'bayerus', 'beneful', 'bestfoods', 'brazilianblwout', 'cheerios', 'crest', 'ddfskincare', 'dum_dums', 'gabrielcosmetic', 'genesistoday', 'glutenfreeda', 'harneytea', 'hersheys', 'hitachi_us', 'hotpockets', 'isseymiyakenyc', 'jacklinks']
18 ( 6 ): ['allure_magazine', 'avoninsider', 'bmsnews', 'candiesbrand', 'clarisonic', 'cleanandclear', 'covergirl', 'cvsbeautyclub', 'elizabetharden', 'embryolisseusa', 'guess', 'htcusa', 'hugoboss', 'jvc_usa', 'kerastaseusa', 'kiehls', 'powerbar', 'redken5thave']
18 ( 13 ): ['aquafina', 'artisanafoods', 'barilla', 'benetton', 'cheezit', 'chipsahoy', 'corazonas', 'daisyhealthrd', 'dannon', 'evianwater', 'generalmills', 'illyissimo', 'islandseasoning', 'jif', 'kashifoods', 'kraftheinzco', 'thecoffeebean', 'vichy_usa']
18 ( 19 ): ['allegrocoffee', 'babobotanicals', 'bakeryonmain', 'bbuttonsbabies', 'biooiluk', 'celazome', 'coola_suncare', 'crabtreeevelyn', 'doctorsmiths', 'eccobella', 'feelgoodfoods', 'fuzzibunz', 'gdiapers', 'goddessgarden', 'hichew', 'hylandshealth', 'jabra_us', 'minutemaid']
17 ( 7 ): ['alchimieforever', 'aquaphorus', 'barbarasbakery', 'barkeeperfriend', 'better_oats', 'bioelements', 'boironusa', 'crackerjackd', 'croftersorganic', 'dacorkitchen', 'funkymonkeysnck', 'glominerals', 'got2busa', 'greengiant', 'honesttea', 'quiltednorthern', 'redbaronpizza']
16 ( 0 ): ['acer', 'aveda', 'breyers', 'canidaepetfood', 'coffee_mate', 'colorescience', 'eas', 'freschetta', 'garmin', 'healthy_choice', 'huggies', 'jblaudio', 'jollytimepops', 'joyfulbathco', 'kerrygoldusa', 'pretzelcrisps']
16 ( 23 ): ['acneorg', 'bronnerbros', 'bumblebar', 'campbellschunky', 'caress', 'chefboyardee', 'clearasil', 'curve', 'delmonte', 'dentek', 'downy', 'edenfoods', 'eucerinus', 'friskies', 'izze', 'purex']
14 ( 22 ): ['att', 'benandjerrys', 'bulldogskincare', 'crackerbarrel', 'dior', 'drpepper', 'ford', 'gatorade', 'godiva', 'indelight', 'johnfriedaus', 'no7usa', 'pringles', 'quaker']
12 ( 4 ): ['advilrelief', 'bluediamond', 'dove', 'farmrichsnacks', 'febreze_fresh', 'fiberone', 'frigidaire', 'honeymaidsnacks', 'hormelfoods', 'ivory', 'jello', 'jergensus']
12 ( 18 ): ['axe', 'bmwusa', 'clairolcolor', 'cosmermaid', 'dietcoke', 'duracell', 'eatliquidgold', 'fageusa', 'faygo', 'gnclivewell', 'hyundai', 'powerade']
8 ( 24 ): ['ampenergy', 'barsfoods', 'blue_bunny', 'govoskos', 'haagendazs_us', 'herbacinusa', 'hostess_snacks', 'republicoftea']
Clustering Completed in time 0:00:00.930623
Cluster Size: 26
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
68 ( 1 ): ['7daysinutopia', 'allegraotc', 'aprioribeauty', 'arbonne', 'arcona_la', 'artistryus', 'azzaro', 'babyblanketgift', 'ballaformen', 'bathbodyworks', 'beauticontrol', 'billyjealousy', 'bluebeardsusa', 'blueqness', 'bodyimage', 'braunus', 'bravesldier', 'bronnerbros', 'carolsdaughter', 'casbahhamilton', 'casio_usa', 'celadrin1', 'claussenpickles', 'crushfoods', 'cuddleclones', 'danieleinc', 'davinesofficial', 'deans_beans', 'devotedcreation', 'disney', 'domtarcorp', 'dpolaner', 'dragonage', 'dreamdrystyle', 'drinkcheerwine', 'drmiracles', 'droetkerbaking', 'earthlite', 'eckounltd', 'eggplantpeople', 'eltamd', 'empirekosher', 'evolvekefir', 'fagorind_eng', 'finlandiavodka', 'formaggio', 'foxandjane', 'freepeople', 'fttv', 'fyhmarket', 'gardentime1', 'glennys', 'grandmamauds', 'hairformula37', 'headblade', 'hinoderice', 'honeystinger', 'humminbirdfish', 'hypehair', 'illamasqua', 'islandseasoning', 'kenra_haircare', 'kingbiodotcom', 'kyanicorp', 'lorealparisusa', 'premierdeadsea_', 'purityvodka', 'regenepureqanda']
33 ( 5 ): ['afterglow', 'barsfoods', 'bauschlomb', 'bayerus', 'beneful', 'blackopalbeauty', 'bmsnews', 'bumblebar', 'campbellschunky', 'cardinalhealth', 'coldeeze', 'cosmedix', 'discover', 'eaglepack', 'eckrichmeats', 'eukanuba', 'evelom', 'flatearthbrew', 'foodsalive', 'garmin', 'glutinofoods', 'hansensnatural', 'harneytea', 'hillshirefarm', 'hitachi_us', 'jacklinks', 'jergensus', 'jewelosco', 'kerrygoldusa', 'kibblesnbits', 'no7usa', 'puresilkshave', 'shopritestores']
32 ( 11 ): ['8thcontinentsoy', 'acureorganics', 'alchimieforever', 'aubreyorganicsi', 'babiesrus', 'babyganics', 'bayescleaners', 'bettylousinc', 'biokleenhome', 'bodyglide', 'boogiemom', 'bumboosa', 'caffesanora', 'dermorganic', 'diapersdotcom', 'ecodiscoveries', 'ecotouch', 'getolympus', 'gonecrackers', 'goodcleanlove', 'groominglounge', 'hennahut', 'herban_cowboy', 'homeruninn', 'jarritosnation', 'joseolecentral', 'jrwatkins', 'junebeebaby', 'killerbread', 'propel_water', 'realpurity', 'renefurtererus']
27 ( 9 ): ['100percentpure', 'alimapure', 'bahlsenbiscuits', 'bareminerals', 'bblondehair', 'benefitbeauty', 'bhcosmetics', 'biodermalabuk', 'blissspa', 'bumble', 'cartenoireuk', 'chinaglaze', 'chuaochocoholic', 'cwhairlondon', 'deborahlippmann', 'deliskincare', 'dlink', 'ecotools', 'essentiaphwater', 'fendi', 'graftobian', 'itcosmetics', 'julepmaven', 'kaplanmd', 'kevyn_aucoin', 'phyto_usa', 'pritinyc']
27 ( 13 ): ['adidas', 'armani', 'astonmartin', 'bentleymotors', 'blackberry', 'bugatti', 'burberry', 'cadillac', 'canonusa', 'chanel', 'chrysler', 'cocacola', 'dell', 'dodge', 'dolcegabbana', 'doritos', 'electrolux', 'ge_reports', 'honda', 'htcusa', 'ibm', 'jackdaniels_us', 'jaguarusa', 'kettlebrand', 'kia', 'ralphlauren', 'redbull']
27 ( 19 ): ['8oclockcoffee', 'alternahaircare', 'bananaboat', 'barbarasbakery', 'barbasolshave', 'barkeeperfriend', 'better_oats', 'bioelements', 'boironusa', 'bostonmarket', 'buitoniusa', 'claim_jumper', 'crackerjackd', 'croftersorganic', 'dasaniwater', 'edgeshavegel', 'friskies', 'funkymonkeysnck', 'glominerals', 'got2busa', 'greengiant', 'indelight', 'jonessodaco', 'purell', 'qtips', 'quiltednorthern', 'redbaronpizza']
27 ( 23 ): ['7up', 'airheads', 'american_girl', 'aquaphorus', 'benandjerrys', 'bigelowtea', 'burtsbees', 'canidaepetfood', 'chipsahoy', 'clarisonic', 'combos', 'cuisinart', 'daisyhealthrd', 'dum_dums', 'fisherpaykelus', 'flavorice_pops', 'genesistoday', 'glutenfreeda', 'godiva', 'govoskos', 'haagendazs_us', 'horizon_organic', 'hormelfoods', 'hydropeptide', 'jollytimepops', 'prescriptives', 'pretzelcrisps']
26 ( 18 ): ['acer', 'advilrelief', 'asus', 'axe', 'bluediamond', 'bmwusa', 'cisco', 'clairolcolor', 'coffee_mate', 'cosmermaid', 'dietcoke', 'dove', 'duracell', 'eas', 'eatliquidgold', 'fageusa', 'febreze_fresh', 'fiberone', 'gnclivewell', 'healthy_choice', 'honeymaidsnacks', 'hp', 'hyundai', 'ivory', 'jello', 'purex']
25 ( 4 ): ['5hourenergy', 'amanabrand', 'blinc', 'blue_bunny', 'coola_suncare', 'delallofoods', 'derma_e', 'dgskincare', 'dovechocolate', 'eatwholly', 'embryolisseusa', 'eucerinus', 'fanta', 'feelgoodfoods', 'fosterfarms', 'h2oplususa', 'hellmanns', 'honesttea', 'hostess_snacks', 'hourglassmakeup', 'iansnaturalfood', 'jimmydean', 'johnsonville', 'naturespath', 'realcaboodles']
24 ( 10 ): ['34degrees', 'abreva', 'bdbrows', 'bertolli', 'birdseye', 'bolthousefarms', 'cream_of_wheat', 'davesgourmet', 'delmonte', 'doletweets', 'earthboundfarm', 'faithinnature', 'food_for_life', 'freemanbeauty', 'fstg_chips', 'hannaford', 'hodgsonmill', 'huntschef', 'ito_en', 'itsa10haircare', 'jurliqueusa', 'monogramappl', 'reallunchables', 'repechage']
24 ( 17 ): ['18rabbits', 'athenos', 'auracacia', 'bummis', 'caneandaustin', 'cleanwell', 'customnails', 'elementbars', 'estroven', 'ferrocosmetics', 'fischernwieser', 'fmchocolate', 'frs', 'goldenpath', 'goodearthtea', 'gopicnic', 'grabgreen', 'guayaki', 'herbalwater', 'hiballenergy', 'holisticselect', 'indigowild', 'kavajavacoffee', 'reedsgingerbrew']
22 ( 6 ): ['annieshomegrown', 'bettycrocker', 'bobsredmill', 'butterfinger', 'caribou_coffee', 'carmex', 'celestialtea', 'chexcereal', 'chobani', 'crackerbarrel', 'ctcsquares', 'dunkindonuts', 'fishernutsbrand', 'fisherprice', 'flatoutbread', 'frenchmeadow', 'fritolay', 'gortonsseafood', 'hboats', 'johnfriedaus', 'kelloggcompany', 'kindsnacks']
21 ( 12 ): ['activia', 'alvaradostreet', 'artisanafoods', 'basic4veg', 'brazilianblwout', 'caudalieus', 'cobigelowny', 'colorescience', 'ddfskincare', 'dermalogica', 'duwopcosmetics', 'elemis', 'ellentracynyc', 'fancyfeast', 'farouksystems', 'hollisterco', 'isseymiyakenyc', 'juicycouture', 'obagi', 'quornus', 'vichy_usa']
21 ( 25 ): ['alaffiaskincare', 'americanapparel', 'anthropologie', 'ardell_lashes', 'aveda', 'barielle', 'butterlondon', 'cadburyuk', 'coastalscents', 'elfcosmetics', 'firstaidbeauty', 'frenchsuk', 'fusion_beauty', 'gf_insider', 'ghostfragrances', 'givenchy', 'guerlain', 'instyle', 'joico', 'josie_maran', 'jouercosmetics']
20 ( 22 ): ['ancientharvest', 'antimonkeybutt', 'baby_magic', 'bumgenius', 'carabnaturally', 'drhauschka_usa', 'droppslaundry', 'drpraegers', 'eatsmartscales', 'ecolips', 'eco_me', 'ellaskitchenusa', 'greenworks', 'hdnaturals', 'huggies', 'iqnatural', 'janmarini', 'pr_organicsusa', 'redflowernyc', 'thedivacup']
19 ( 8 ): ['acneorg', 'ampenergy', 'aveneusa', 'bestfoods', 'caress', 'chefboyardee', 'clearasil', 'curve', 'durex_usa', 'faygo', 'gardein', 'harmankardon', 'herbacinusa', 'hersheys', 'homefreetreats', 'hubertslemonade', 'izze', 'kikkomankitchen', 'redvines']
19 ( 21 ): ['att', 'audi', 'breyers', 'buick', 'calvinklein', 'cheerios', 'chevrolet', 'dietpepsi', 'dior', 'drpepper', 'ferrariusa', 'ford', 'freschetta', 'gatorade', 'hotpockets', 'jblaudio', 'jeep', 'joyfulbathco', 'pringles']
17 ( 16 ): ['allegrocoffee', 'babobotanicals', 'bakeryonmain', 'bbuttonsbabies', 'biooiluk', 'bulbrite', 'cedarlanefoods', 'celazome', 'crabtreeevelyn', 'cremeofnature', 'eccobella', 'footsmart', 'gdiapers', 'goddessgarden', 'hichew', 'hylandshealth', 'minutemaid']
14 ( 20 ): ['aquafina', 'barilla', 'benetton', 'cheezit', 'corazonas', 'dannon', 'evianwater', 'gabrielcosmetic', 'generalmills', 'illyissimo', 'jif', 'kashifoods', 'kraftheinzco', 'thecoffeebean']
14 ( 24 ): ['always', 'bissellclean', 'bosciaskincare', 'colgate', 'cottonelle', 'crystallight', 'dawndish', 'decleorskincare', 'downy', 'fekkai', 'gillette', 'herbalessences', 'iams', 'puffs']
13 ( 0 ): ['balancebar', 'chapstick', 'clorox', 'conairbeauty', 'dial', 'digiornopizza', 'doctorsmiths', 'everymanjack', 'glade', 'gmtgiftbaskets', 'hickoryfarms', 'prana', 'republicoftea']
13 ( 7 ): ['allure_magazine', 'avoninsider', 'candiesbrand', 'cleanandclear', 'covergirl', 'cvsbeautyclub', 'elizabetharden', 'guess', 'hugoboss', 'kerastaseusa', 'kiehls', 'powerbar', 'redken5thave']
12 ( 3 ): ['anntaylor', 'cascadianfarm', 'ciaobellagelato', 'dermadoctor', 'drbronner', 'edenfoods', 'fab', 'farmrichsnacks', 'frigidaire', 'jennairusa', 'powerade', 'quaker']
9 ( 14 ): ['belkin', 'bose', 'clifbar', 'dacorkitchen', 'dreft', 'drinktampico', 'gain', 'proactiv', 'purinaonedog']
8 ( 15 ): ['bambinomio', 'caswellmassey', 'earthsbest', 'fuzzibunz', 'ghdnorthamerica', 'hydroxatone', 'jabra_us', 'prttypeaushun']
7 ( 2 ): ['bulldogskincare', 'cabotcheese', 'crest', 'dentek', 'jvc_usa', 'pukkaherbs', 'realrevivalabs']
Clustering Completed in time 0:00:00.957643
Cluster Size: 27
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
59 ( 15 ): ['7daysinutopia', 'allegraotc', 'aprioribeauty', 'arbonne', 'azzaro', 'babyblanketgift', 'ballaformen', 'basic4veg', 'beauticontrol', 'billyjealousy', 'bluebeardsusa', 'blueqness', 'bodyimage', 'braunus', 'bravesldier', 'casbahhamilton', 'casio_usa', 'celadrin1', 'claim_jumper', 'claussenpickles', 'cobigelowny', 'crushfoods', 'cuddleclones', 'danieleinc', 'davinesofficial', 'deans_beans', 'devotedcreation', 'domtarcorp', 'dpolaner', 'dragonage', 'dreamdrystyle', 'drinkcheerwine', 'droetkerbaking', 'earthlite', 'eckounltd', 'eggplantpeople', 'empirekosher', 'evolvekefir', 'fagorind_eng', 'farouksystems', 'finlandiavodka', 'formaggio', 'foxandjane', 'fttv', 'fyhmarket', 'gardentime1', 'grandmamauds', 'hairformula37', 'harmankardon', 'headblade', 'hinoderice', 'honeystinger', 'humminbirdfish', 'kingbiodotcom', 'kyanicorp', 'lorealparisusa', 'premierdeadsea_', 'purityvodka', 'regenepureqanda']
41 ( 8 ): ['afterglow', 'alaffiaskincare', 'americanapparel', 'ardell_lashes', 'artistryus', 'auracacia', 'aveda', 'bahlsenbiscuits', 'barielle', 'bathbodyworks', 'blackopalbeauty', 'blinc', 'blissspa', 'bronnerbros', 'butterlondon', 'carolsdaughter', 'caudalieus', 'coastalscents', 'colorescience', 'deliskincare', 'dermalogica', 'dgskincare', 'drmiracles', 'embryolisseusa', 'evelom', 'everymanjack', 'fekkai', 'fendi', 'fusion_beauty', 'gf_insider', 'graftobian', 'guerlain', 'hourglassmakeup', 'itsa10haircare', 'janmarini', 'joico', 'josie_maran', 'jouercosmetics', 'joyfulbathco', 'obagi', 'puresilkshave']
31 ( 0 ): ['adidas', 'anthropologie', 'arcona_la', 'bentleymotors', 'blackberry', 'brazilianblwout', 'caneandaustin', 'canonusa', 'disney', 'electrolux', 'elemis', 'elfcosmetics', 'ellentracynyc', 'eltamd', 'faithinnature', 'firstaidbeauty', 'freepeople', 'frenchsuk', 'ghdnorthamerica', 'ghostfragrances', 'givenchy', 'hollisterco', 'hubertslemonade', 'hypehair', 'instyle', 'isseymiyakenyc', 'jackdaniels_us', 'juicycouture', 'kenra_haircare', 'prttypeaushun', 'redbull']
31 ( 4 ): ['advilrelief', 'axe', 'barbasolshave', 'bauschlomb', 'belkin', 'bluediamond', 'bose', 'buitoniusa', 'bumblebar', 'campbellschunky', 'clifbar', 'coffee_mate', 'cosmermaid', 'dietpepsi', 'dreft', 'drinktampico', 'eatliquidgold', 'eckrichmeats', 'edgeshavegel', 'febreze_fresh', 'hansensnatural', 'healthy_choice', 'htcusa', 'indelight', 'ivory', 'jblaudio', 'jergensus', 'no7usa', 'proactiv', 'purinaonedog', 'qtips']
30 ( 3 ): ['5hourenergy', 'amanabrand', 'barsfoods', 'bayerus', 'beneful', 'bmsnews', 'cardinalhealth', 'coldeeze', 'cosmedix', 'dovechocolate', 'eaglepack', 'eatwholly', 'eucerinus', 'eukanuba', 'fanta', 'feelgoodfoods', 'food_for_life', 'foodsalive', 'fosterfarms', 'garmin', 'hitachi_us', 'honesttea', 'iansnaturalfood', 'jacklinks', 'jewelosco', 'jimmydean', 'johnsonville', 'jvc_usa', 'kerrygoldusa', 'realcaboodles']
30 ( 7 ): ['100percentpure', 'alimapure', 'bareminerals', 'bblondehair', 'bhcosmetics', 'biodermalabuk', 'bulldogskincare', 'bumble', 'cartenoireuk', 'caswellmassey', 'chinaglaze', 'chuaochocoholic', 'clarisonic', 'deborahlippmann', 'dermadoctor', 'derma_e', 'dlink', 'essentiaphwater', 'glutenfreeda', 'glutinofoods', 'horizon_organic', 'hotpockets', 'illamasqua', 'itcosmetics', 'julepmaven', 'kevyn_aucoin', 'prescriptives', 'pritinyc', 'pukkaherbs', 'renefurtererus']
24 ( 10 ): ['7up', 'american_girl', 'aquaphorus', 'benandjerrys', 'bigelowtea', 'canidaepetfood', 'ciaobellagelato', 'combos', 'crackerbarrel', 'dum_dums', 'ecotools', 'fab', 'fisherpaykelus', 'flavorice_pops', 'genesistoday', 'godiva', 'govoskos', 'haagendazs_us', 'hormelfoods', 'hydropeptide', 'iams', 'jollytimepops', 'kaplanmd', 'pretzelcrisps']
23 ( 11 ): ['armani', 'astonmartin', 'bosciaskincare', 'bugatti', 'burberry', 'cadburyuk', 'cadillac', 'chanel', 'chevrolet', 'chrysler', 'colgate', 'decleorskincare', 'dell', 'dolcegabbana', 'downy', 'dunkindonuts', 'ford', 'fritolay', 'gain', 'gillette', 'herbalessences', 'jaguarusa', 'kia']
22 ( 2 ): ['athenos', 'bayescleaners', 'bummis', 'caffesanora', 'customnails', 'ecodiscoveries', 'estroven', 'fmchocolate', 'frs', 'glennys', 'goldenpath', 'groominglounge', 'guayaki', 'hennahut', 'holisticselect', 'homeruninn', 'indigowild', 'jarritosnation', 'junebeebaby', 'kavajavacoffee', 'killerbread', 'monogramappl']
22 ( 18 ): ['att', 'audi', 'bmwusa', 'buick', 'calvinklein', 'cheerios', 'clairolcolor', 'dietcoke', 'dior', 'dodge', 'drpepper', 'duracell', 'fageusa', 'faygo', 'ferrariusa', 'freschetta', 'gatorade', 'honda', 'hyundai', 'jeep', 'powerade', 'pringles']
20 ( 16 ): ['8thcontinentsoy', 'aubreyorganicsi', 'babiesrus', 'babyganics', 'bambinomio', 'bettylousinc', 'biokleenhome', 'bodyglide', 'boogiemom', 'bumboosa', 'dermorganic', 'diapersdotcom', 'earthsbest', 'ecotouch', 'fuzzibunz', 'getolympus', 'goodcleanlove', 'herban_cowboy', 'hydroxatone', 'realpurity']
19 ( 5 ): ['antimonkeybutt', 'baby_magic', 'bumgenius', 'carabnaturally', 'cascadianfarm', 'cedarlanefoods', 'drhauschka_usa', 'droppslaundry', 'eatsmartscales', 'ecolips', 'eco_me', 'ellaskitchenusa', 'greenworks', 'hdnaturals', 'huggies', 'minutemaid', 'pr_organicsusa', 'redflowernyc', 'thedivacup']
19 ( 21 ): ['always', 'balancebar', 'bissellclean', 'bobsredmill', 'chapstick', 'clorox', 'cottonelle', 'crystallight', 'cuisinart', 'dawndish', 'dial', 'doctorsmiths', 'glade', 'gmtgiftbaskets', 'hickoryfarms', 'kindsnacks', 'naturespath', 'prana', 'puffs']
18 ( 13 ): ['bdbrows', 'bertolli', 'birdseye', 'bolthousefarms', 'coola_suncare', 'cream_of_wheat', 'davesgourmet', 'delmonte', 'doletweets', 'drpraegers', 'earthboundfarm', 'freemanbeauty', 'hellmanns', 'hodgsonmill', 'huntschef', 'reallunchables', 'repechage', 'shopritestores']
17 ( 1 ): ['allure_magazine', 'avoninsider', 'benefitbeauty', 'candiesbrand', 'cleanandclear', 'covergirl', 'cvsbeautyclub', 'cwhairlondon', 'elizabetharden', 'guess', 'hugoboss', 'kerastaseusa', 'kiehls', 'phyto_usa', 'powerbar', 'ralphlauren', 'redken5thave']
17 ( 22 ): ['allegrocoffee', 'alvaradostreet', 'babobotanicals', 'bakeryonmain', 'bbuttonsbabies', 'biooiluk', 'bulbrite', 'celazome', 'crabtreeevelyn', 'duwopcosmetics', 'eccobella', 'footsmart', 'gdiapers', 'goddessgarden', 'hichew', 'hylandshealth', 'jabra_us']
17 ( 23 ): ['18rabbits', 'cleanwell', 'drbronner', 'edenfoods', 'elementbars', 'farmrichsnacks', 'ferrocosmetics', 'fischernwieser', 'goodearthtea', 'gopicnic', 'grabgreen', 'herbalwater', 'hiballenergy', 'homefreetreats', 'iqnatural', 'jennairusa', 'reedsgingerbrew']
16 ( 12 ): ['alchimieforever', 'barbarasbakery', 'barkeeperfriend', 'better_oats', 'bioelements', 'boironusa', 'bostonmarket', 'croftersorganic', 'dacorkitchen', 'delallofoods', 'glominerals', 'got2busa', 'greengiant', 'h2oplususa', 'quiltednorthern', 'redbaronpizza']
15 ( 6 ): ['34degrees', 'abreva', 'acureorganics', 'cabotcheese', 'flatoutbread', 'fstg_chips', 'gonecrackers', 'gortonsseafood', 'hannaford', 'hillshirefarm', 'ito_en', 'jrwatkins', 'jurliqueusa', 'propel_water', 'realrevivalabs']
15 ( 25 ): ['activia', 'airheads', 'ampenergy', 'artisanafoods', 'aveneusa', 'barilla', 'benetton', 'bestfoods', 'cheezit', 'chipsahoy', 'daisyhealthrd', 'ddfskincare', 'fancyfeast', 'quornus', 'vichy_usa']
14 ( 14 ): ['acneorg', 'alternahaircare', 'caress', 'chefboyardee', 'cremeofnature', 'crest', 'curve', 'dentek', 'durex_usa', 'gardein', 'harneytea', 'hersheys', 'izze', 'kibblesnbits']
14 ( 19 ): ['8oclockcoffee', 'bananaboat', 'clearasil', 'crackerjackd', 'dasaniwater', 'friskies', 'funkymonkeysnck', 'herbacinusa', 'jonessodaco', 'joseolecentral', 'kikkomankitchen', 'purell', 'purex', 'redvines']
13 ( 9 ): ['annieshomegrown', 'anntaylor', 'burtsbees', 'butterfinger', 'chexcereal', 'ctcsquares', 'dove', 'eas', 'fiberone', 'frigidaire', 'honeymaidsnacks', 'jello', 'johnfriedaus']
13 ( 20 ): ['bettycrocker', 'caribou_coffee', 'carmex', 'celestialtea', 'chobani', 'fishernutsbrand', 'fisherprice', 'flatearthbrew', 'frenchmeadow', 'ge_reports', 'hboats', 'ibm', 'kelloggcompany']
12 ( 26 ): ['ancientharvest', 'aquafina', 'corazonas', 'dannon', 'evianwater', 'gabrielcosmetic', 'generalmills', 'illyissimo', 'islandseasoning', 'jif', 'kashifoods', 'kraftheinzco']
9 ( 17 ): ['blue_bunny', 'cocacola', 'conairbeauty', 'digiornopizza', 'doritos', 'hostess_snacks', 'kettlebrand', 'quaker', 'republicoftea']
8 ( 24 ): ['acer', 'asus', 'breyers', 'cisco', 'discover', 'gnclivewell', 'hp', 'thecoffeebean']
Clustering Completed in time 0:00:00.849567
Cluster Size: 28
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
53 ( 16 ): ['7daysinutopia', 'anthropologie', 'athenos', 'azzaro', 'babyblanketgift', 'ballaformen', 'basic4veg', 'billyjealousy', 'bluebeardsusa', 'blueqness', 'bodyimage', 'braunus', 'bravesldier', 'brazilianblwout', 'caneandaustin', 'casbahhamilton', 'claussenpickles', 'crushfoods', 'cuddleclones', 'danieleinc', 'deans_beans', 'devotedcreation', 'disney', 'domtarcorp', 'dpolaner', 'dragonage', 'drinkcheerwine', 'droetkerbaking', 'earthlite', 'eckounltd', 'eggplantpeople', 'empirekosher', 'evolvekefir', 'fagorind_eng', 'farouksystems', 'finlandiavodka', 'foxandjane', 'freepeople', 'fttv', 'fyhmarket', 'gardentime1', 'glennys', 'hairformula37', 'hinoderice', 'hubertslemonade', 'humminbirdfish', 'juicycouture', 'kingbiodotcom', 'kyanicorp', 'lorealparisusa', 'premierdeadsea_', 'purityvodka', 'quornus']
38 ( 8 ): ['34degrees', 'acneorg', 'alchimieforever', 'aquaphorus', 'arbonne', 'artisanafoods', 'aveneusa', 'biokleenhome', 'boironusa', 'bulldogskincare', 'burtsbees', 'carmex', 'clarisonic', 'conairbeauty', 'ddfskincare', 'decleorskincare', 'deliskincare', 'dermalogica', 'dove', 'earthsbest', 'elemis', 'ellentracynyc', 'eltamd', 'estroven', 'fab', 'footsmart', 'frenchsuk', 'ghostfragrances', 'givenchy', 'huggies', 'janmarini', 'jvc_usa', 'kaplanmd', 'kavajavacoffee', 'minutemaid', 'proactiv', 'propel_water', 'repechage']
31 ( 9 ): ['abreva', 'amanabrand', 'bahlsenbiscuits', 'balancebar', 'barielle', 'bdbrows', 'bodyglide', 'caswellmassey', 'caudalieus', 'chapstick', 'coldeeze', 'colorescience', 'coola_suncare', 'cwhairlondon', 'eucerinus', 'fekkai', 'fendi', 'flatoutbread', 'food_for_life', 'freemanbeauty', 'goldenpath', 'hboats', 'hiballenergy', 'hillshirefarm', 'honeystinger', 'johnfriedaus', 'jurliqueusa', 'ralphlauren', 'realcaboodles', 'reallunchables', 'realrevivalabs']
27 ( 14 ): ['advilrelief', 'axe', 'bluediamond', 'bmwusa', 'bose', 'bumblebar', 'campbellschunky', 'chefboyardee', 'clairolcolor', 'coffee_mate', 'cosmermaid', 'curve', 'dietcoke', 'duracell', 'eatliquidgold', 'fageusa', 'faygo', 'febreze_fresh', 'gnclivewell', 'healthy_choice', 'hyundai', 'ivory', 'jblaudio', 'jergensus', 'powerade', 'purex', 'redvines']
26 ( 2 ): ['acureorganics', 'aubreyorganicsi', 'babiesrus', 'babyganics', 'bayescleaners', 'bumboosa', 'bummis', 'cabotcheese', 'caffesanora', 'customnails', 'dermorganic', 'diapersdotcom', 'ecodiscoveries', 'ecotouch', 'frs', 'gonecrackers', 'goodcleanlove', 'groominglounge', 'hennahut', 'herban_cowboy', 'holisticselect', 'jarritosnation', 'jrwatkins', 'junebeebaby', 'killerbread', 'realpurity']
25 ( 26 ): ['astonmartin', 'asus', 'audi', 'buick', 'cadburyuk', 'calvinklein', 'chevrolet', 'cisco', 'clifbar', 'dior', 'dodge', 'doritos', 'dreft', 'elfcosmetics', 'ferrariusa', 'ford', 'fritolay', 'gain', 'hersheys', 'honda', 'hp', 'instyle', 'jaguarusa', 'jeep', 'kia']
24 ( 24 ): ['8thcontinentsoy', 'activia', 'allegraotc', 'aprioribeauty', 'arcona_la', 'beauticontrol', 'celadrin1', 'cobigelowny', 'corazonas', 'davinesofficial', 'dentek', 'dreamdrystyle', 'elementbars', 'faithinnature', 'fancyfeast', 'fmchocolate', 'grandmamauds', 'guayaki', 'harmankardon', 'homeruninn', 'indigowild', 'izze', 'joico', 'regenepureqanda']
22 ( 19 ): ['5hourenergy', 'barsfoods', 'blue_bunny', 'bmsnews', 'dacorkitchen', 'delallofoods', 'derma_e', 'dovechocolate', 'eatwholly', 'fanta', 'feelgoodfoods', 'fosterfarms', 'hellmanns', 'honesttea', 'hostess_snacks', 'huntschef', 'iansnaturalfood', 'jewelosco', 'jimmydean', 'johnsonville', 'naturespath', 'republicoftea']
21 ( 12 ): ['7up', 'american_girl', 'ampenergy', 'annieshomegrown', 'anntaylor', 'benandjerrys', 'butterfinger', 'celestialtea', 'chexcereal', 'combos', 'ctcsquares', 'dunkindonuts', 'fiberone', 'flavorice_pops', 'frigidaire', 'godiva', 'govoskos', 'haagendazs_us', 'honeymaidsnacks', 'hormelfoods', 'jello']
21 ( 21 ): ['bananaboat', 'bettylousinc', 'bioelements', 'buitoniusa', 'caress', 'clearasil', 'cosmedix', 'crackerjackd', 'dasaniwater', 'ghdnorthamerica', 'glominerals', 'got2busa', 'hansensnatural', 'herbacinusa', 'hydroxatone', 'kikkomankitchen', 'phyto_usa', 'prttypeaushun', 'qtips', 'quiltednorthern', 'redbaronpizza']
20 ( 4 ): ['afterglow', 'ardell_lashes', 'auracacia', 'blackopalbeauty', 'blinc', 'blissspa', 'butterlondon', 'carolsdaughter', 'coastalscents', 'dgskincare', 'embryolisseusa', 'evelom', 'fusion_beauty', 'gf_insider', 'graftobian', 'hourglassmakeup', 'itsa10haircare', 'josie_maran', 'jouercosmetics', 'puresilkshave']
20 ( 27 ): ['airheads', 'barilla', 'bestfoods', 'cheezit', 'chipsahoy', 'ciaobellagelato', 'cleanwell', 'daisyhealthrd', 'drbronner', 'edenfoods', 'fischernwieser', 'generalmills', 'goodearthtea', 'grabgreen', 'herbalwater', 'homefreetreats', 'jennairusa', 'jif', 'reedsgingerbrew', 'vichy_usa']
19 ( 7 ): ['ancientharvest', 'antimonkeybutt', 'baby_magic', 'bumgenius', 'carabnaturally', 'cascadianfarm', 'cedarlanefoods', 'drhauschka_usa', 'droppslaundry', 'eatsmartscales', 'ecolips', 'eco_me', 'ellaskitchenusa', 'gopicnic', 'greenworks', 'hdnaturals', 'iqnatural', 'pr_organicsusa', 'thedivacup']
19 ( 22 ): ['alaffiaskincare', 'alvaradostreet', 'americanapparel', 'artistryus', 'aveda', 'bathbodyworks', 'bosciaskincare', 'bronnerbros', 'celazome', 'drmiracles', 'duwopcosmetics', 'eas', 'everymanjack', 'fisherpaykelus', 'guerlain', 'joyfulbathco', 'monogramappl', 'obagi', 'redflowernyc']
18 ( 10 ): ['bettycrocker', 'bobsredmill', 'burberry', 'caribou_coffee', 'chanel', 'chobani', 'cuisinart', 'dial', 'dolcegabbana', 'fishernutsbrand', 'fisherprice', 'frenchmeadow', 'gmtgiftbaskets', 'gortonsseafood', 'hickoryfarms', 'kelloggcompany', 'kindsnacks', 'prana']
17 ( 1 ): ['allegrocoffee', 'aquafina', 'bakeryonmain', 'benetton', 'bulbrite', 'casio_usa', 'claim_jumper', 'cremeofnature', 'crest', 'durex_usa', 'evianwater', 'formaggio', 'gabrielcosmetic', 'headblade', 'hotpockets', 'hypehair', 'isseymiyakenyc']
17 ( 13 ): ['100percentpure', 'bblondehair', 'biodermalabuk', 'bumble', 'cartenoireuk', 'chinaglaze', 'chuaochocoholic', 'deborahlippmann', 'dermadoctor', 'dlink', 'essentiaphwater', 'horizon_organic', 'hydropeptide', 'julepmaven', 'pritinyc', 'pukkaherbs', 'renefurtererus']
17 ( 15 ): ['barbasolshave', 'barkeeperfriend', 'bauschlomb', 'belkin', 'better_oats', 'bostonmarket', 'drinktampico', 'eckrichmeats', 'edgeshavegel', 'friskies', 'garmin', 'greengiant', 'indelight', 'jonessodaco', 'kerrygoldusa', 'no7usa', 'purell']
17 ( 17 ): ['adidas', 'armani', 'att', 'bentleymotors', 'blackberry', 'bugatti', 'cadillac', 'canonusa', 'chrysler', 'cocacola', 'dell', 'electrolux', 'hollisterco', 'htcusa', 'ibm', 'jackdaniels_us', 'redbull']
15 ( 5 ): ['alimapure', 'alternahaircare', 'bareminerals', 'bhcosmetics', 'doctorsmiths', 'ferrocosmetics', 'firstaidbeauty', 'glutenfreeda', 'glutinofoods', 'h2oplususa', 'illamasqua', 'itcosmetics', 'kenra_haircare', 'kevyn_aucoin', 'prescriptives']
15 ( 11 ): ['acer', 'bayerus', 'beneful', 'dannon', 'eaglepack', 'eukanuba', 'foodsalive', 'harneytea', 'hitachi_us', 'illyissimo', 'islandseasoning', 'kashifoods', 'kibblesnbits', 'kraftheinzco', 'thecoffeebean']
15 ( 23 ): ['bertolli', 'birdseye', 'bolthousefarms', 'cream_of_wheat', 'davesgourmet', 'delmonte', 'doletweets', 'drpraegers', 'earthboundfarm', 'farmrichsnacks', 'fstg_chips', 'hannaford', 'hodgsonmill', 'ito_en', 'shopritestores']
14 ( 3 ): ['babobotanicals', 'bambinomio', 'barbarasbakery', 'bbuttonsbabies', 'biooiluk', 'crabtreeevelyn', 'croftersorganic', 'eccobella', 'fuzzibunz', 'gdiapers', 'goddessgarden', 'hichew', 'hylandshealth', 'jabra_us']
14 ( 6 ): ['18rabbits', 'cardinalhealth', 'cheerios', 'dietpepsi', 'discover', 'drpepper', 'flatearthbrew', 'gatorade', 'ge_reports', 'jacklinks', 'kettlebrand', 'pringles', 'purinaonedog', 'quaker']
14 ( 18 ): ['allure_magazine', 'avoninsider', 'benefitbeauty', 'candiesbrand', 'cleanandclear', 'covergirl', 'cvsbeautyclub', 'elizabetharden', 'guess', 'hugoboss', 'kerastaseusa', 'kiehls', 'powerbar', 'redken5thave']
14 ( 25 ): ['always', 'bissellclean', 'clorox', 'colgate', 'cottonelle', 'crystallight', 'dawndish', 'digiornopizza', 'downy', 'gillette', 'glade', 'herbalessences', 'iams', 'puffs']
10 ( 0 ): ['bigelowtea', 'breyers', 'canidaepetfood', 'crackerbarrel', 'dum_dums', 'ecotools', 'freschetta', 'genesistoday', 'jollytimepops', 'pretzelcrisps']
6 ( 20 ): ['8oclockcoffee', 'boogiemom', 'funkymonkeysnck', 'gardein', 'getolympus', 'joseolecentral']
Clustering Completed in time 0:00:00.737492
Cluster Size: 29
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
63 ( 2 ): ['7daysinutopia', 'arcona_la', 'azzaro', 'babyblanketgift', 'ballaformen', 'basic4veg', 'beauticontrol', 'billyjealousy', 'bluebeardsusa', 'blueqness', 'bodyimage', 'braunus', 'bravesldier', 'bulbrite', 'casbahhamilton', 'casio_usa', 'claim_jumper', 'claussenpickles', 'cobigelowny', 'cremeofnature', 'crest', 'crushfoods', 'cuddleclones', 'danieleinc', 'davesgourmet', 'deans_beans', 'dentek', 'devotedcreation', 'domtarcorp', 'dpolaner', 'dragonage', 'dreamdrystyle', 'drinkcheerwine', 'droetkerbaking', 'durex_usa', 'earthlite', 'eckounltd', 'eggplantpeople', 'empirekosher', 'evolvekefir', 'fagorind_eng', 'farouksystems', 'finlandiavodka', 'formaggio', 'foxandjane', 'freepeople', 'fttv', 'fyhmarket', 'gardentime1', 'grandmamauds', 'hairformula37', 'harmankardon', 'headblade', 'hinoderice', 'humminbirdfish', 'hypehair', 'islandseasoning', 'kingbiodotcom', 'kyanicorp', 'lorealparisusa', 'premierdeadsea_', 'purityvodka', 'regenepureqanda']
35 ( 18 ): ['8thcontinentsoy', 'amanabrand', 'balancebar', 'bdbrows', 'bettylousinc', 'bioelements', 'bodyglide', 'buitoniusa', 'caress', 'caswellmassey', 'coldeeze', 'coola_suncare', 'dasaniwater', 'eucerinus', 'firstaidbeauty', 'food_for_life', 'freemanbeauty', 'ghdnorthamerica', 'glominerals', 'goldenpath', 'got2busa', 'hansensnatural', 'hboats', 'herbacinusa', 'hiballenergy', 'hillshirefarm', 'honeystinger', 'hydroxatone', 'johnfriedaus', 'jurliqueusa', 'phyto_usa', 'qtips', 'quiltednorthern', 'realcaboodles', 'realrevivalabs']
34 ( 1 ): ['34degrees', 'alaffiaskincare', 'alchimieforever', 'aquafina', 'aquaphorus', 'arbonne', 'artisanafoods', 'aveda', 'aveneusa', 'boironusa', 'burtsbees', 'carmex', 'celazome', 'conairbeauty', 'crackerbarrel', 'ddfskincare', 'deliskincare', 'dermalogica', 'dove', 'drmiracles', 'ellentracynyc', 'eltamd', 'estroven', 'fab', 'footsmart', 'guerlain', 'huggies', 'janmarini', 'jvc_usa', 'kaplanmd', 'minutemaid', 'proactiv', 'propel_water', 'repechage']
32 ( 20 ): ['adidas', 'armani', 'astonmartin', 'bentleymotors', 'blackberry', 'bugatti', 'cadillac', 'calvinklein', 'canonusa', 'chanel', 'chevrolet', 'chrysler', 'cocacola', 'dell', 'dior', 'disney', 'dodge', 'dolcegabbana', 'doritos', 'electrolux', 'elfcosmetics', 'ferrariusa', 'honda', 'htcusa', 'ibm', 'instyle', 'jackdaniels_us', 'jaguarusa', 'jeep', 'kettlebrand', 'kia', 'redbull']
29 ( 7 ): ['ancientharvest', 'anthropologie', 'auracacia', 'barilla', 'bauschlomb', 'bblondehair', 'benetton', 'biooiluk', 'bosciaskincare', 'bulldogskincare', 'cadburyuk', 'canidaepetfood', 'colorescience', 'ecotools', 'elemis', 'evianwater', 'faithinnature', 'fmchocolate', 'frenchsuk', 'ghostfragrances', 'givenchy', 'guess', 'hollisterco', 'isseymiyakenyc', 'itsa10haircare', 'jblaudio', 'joyfulbathco', 'juicycouture', 'pukkaherbs']
25 ( 8 ): ['acer', 'acneorg', 'bluediamond', 'bumblebar', 'campbellschunky', 'chefboyardee', 'clairolcolor', 'coffee_mate', 'cosmermaid', 'curve', 'dannon', 'dietcoke', 'duracell', 'earthsbest', 'eatliquidgold', 'fageusa', 'febreze_fresh', 'freschetta', 'friskies', 'healthy_choice', 'hyundai', 'illyissimo', 'ivory', 'jergensus', 'purex']
24 ( 13 ): ['bayescleaners', 'bumboosa', 'bummis', 'cabotcheese', 'caffesanora', 'customnails', 'dermorganic', 'ecodiscoveries', 'ecotouch', 'funkymonkeysnck', 'getolympus', 'glennys', 'goodearthtea', 'groominglounge', 'hennahut', 'holisticselect', 'homeruninn', 'indigowild', 'ito_en', 'jarritosnation', 'joseolecentral', 'junebeebaby', 'killerbread', 'monogramappl']
22 ( 14 ): ['afterglow', 'americanapparel', 'ardell_lashes', 'artistryus', 'bathbodyworks', 'blackopalbeauty', 'blissspa', 'bronnerbros', 'carolsdaughter', 'coastalscents', 'embryolisseusa', 'evelom', 'everymanjack', 'fusion_beauty', 'gf_insider', 'graftobian', 'hourglassmakeup', 'josie_maran', 'jouercosmetics', 'obagi', 'puresilkshave', 'redflowernyc']
21 ( 11 ): ['always', 'audi', 'bissellclean', 'clorox', 'colgate', 'cottonelle', 'croftersorganic', 'crystallight', 'dawndish', 'dial', 'digiornopizza', 'downy', 'gillette', 'glade', 'gmtgiftbaskets', 'herbalessences', 'hickoryfarms', 'iams', 'jabra_us', 'prana', 'puffs']
21 ( 24 ): ['activia', 'airheads', 'ampenergy', 'bestfoods', 'brazilianblwout', 'cheerios', 'cheezit', 'chipsahoy', 'corazonas', 'dum_dums', 'faygo', 'gardein', 'generalmills', 'hersheys', 'hubertslemonade', 'izze', 'jif', 'powerade', 'quornus', 'redvines', 'vichy_usa']
20 ( 15 ): ['barsfoods', 'bayerus', 'beneful', 'bmsnews', 'cardinalhealth', 'eaglepack', 'eukanuba', 'flatearthbrew', 'foodsalive', 'garmin', 'hannaford', 'hitachi_us', 'jacklinks', 'jewelosco', 'kashifoods', 'kerrygoldusa', 'kibblesnbits', 'kraftheinzco', 'no7usa', 'shopritestores']
19 ( 16 ): ['100percentpure', 'biodermalabuk', 'bumble', 'chinaglaze', 'chuaochocoholic', 'clarisonic', 'dacorkitchen', 'deborahlippmann', 'decleorskincare', 'dermadoctor', 'derma_e', 'dlink', 'essentiaphwater', 'horizon_organic', 'hotpockets', 'hydropeptide', 'julepmaven', 'pritinyc', 'renefurtererus']
18 ( 12 ): ['18rabbits', 'athenos', 'caneandaustin', 'ciaobellagelato', 'cleanwell', 'drbronner', 'edenfoods', 'farmrichsnacks', 'ferrocosmetics', 'fischernwieser', 'frs', 'gopicnic', 'grabgreen', 'herbalwater', 'homefreetreats', 'jennairusa', 'kavajavacoffee', 'reedsgingerbrew']
17 ( 6 ): ['7up', 'american_girl', 'anntaylor', 'barbarasbakery', 'benandjerrys', 'bigelowtea', 'combos', 'daisyhealthrd', 'flavorice_pops', 'frigidaire', 'genesistoday', 'godiva', 'govoskos', 'haagendazs_us', 'hormelfoods', 'jollytimepops', 'pretzelcrisps']
17 ( 10 ): ['8oclockcoffee', 'bananaboat', 'barbasolshave', 'barkeeperfriend', 'better_oats', 'bostonmarket', 'clearasil', 'crackerjackd', 'eckrichmeats', 'edgeshavegel', 'greengiant', 'harneytea', 'indelight', 'jonessodaco', 'kikkomankitchen', 'purell', 'redbaronpizza']
17 ( 28 ): ['5hourenergy', 'bertolli', 'blue_bunny', 'delallofoods', 'dovechocolate', 'eatwholly', 'fanta', 'feelgoodfoods', 'fosterfarms', 'hellmanns', 'honesttea', 'hostess_snacks', 'iansnaturalfood', 'jimmydean', 'johnsonville', 'naturespath', 'republicoftea']
15 ( 25 ): ['acureorganics', 'babiesrus', 'babyganics', 'bambinomio', 'biokleenhome', 'boogiemom', 'diapersdotcom', 'fstg_chips', 'fuzzibunz', 'gonecrackers', 'goodcleanlove', 'gortonsseafood', 'herban_cowboy', 'jrwatkins', 'realpurity']
15 ( 26 ): ['antimonkeybutt', 'baby_magic', 'bumgenius', 'carabnaturally', 'cascadianfarm', 'drhauschka_usa', 'droppslaundry', 'eatsmartscales', 'ecolips', 'eco_me', 'ellaskitchenusa', 'greenworks', 'hdnaturals', 'iqnatural', 'pr_organicsusa']
14 ( 3 ): ['abreva', 'allegraotc', 'aprioribeauty', 'barielle', 'butterlondon', 'celadrin1', 'davinesofficial', 'dgskincare', 'elementbars', 'fancyfeast', 'fekkai', 'guayaki', 'joico', 'reallunchables']
14 ( 17 ): ['allegrocoffee', 'babobotanicals', 'bakeryonmain', 'bbuttonsbabies', 'cedarlanefoods', 'chapstick', 'crabtreeevelyn', 'doctorsmiths', 'eccobella', 'gdiapers', 'goddessgarden', 'hichew', 'hylandshealth', 'thedivacup']
14 ( 19 ): ['alvaradostreet', 'aubreyorganicsi', 'bahlsenbiscuits', 'blinc', 'burberry', 'cartenoireuk', 'caudalieus', 'cosmedix', 'cwhairlondon', 'duwopcosmetics', 'fendi', 'fisherpaykelus', 'hugoboss', 'ralphlauren']
14 ( 22 ): ['alimapure', 'alternahaircare', 'bareminerals', 'bhcosmetics', 'gabrielcosmetic', 'glutenfreeda', 'glutinofoods', 'h2oplususa', 'illamasqua', 'itcosmetics', 'kenra_haircare', 'kevyn_aucoin', 'prescriptives', 'prttypeaushun']
13 ( 5 ): ['advilrelief', 'axe', 'belkin', 'bose', 'breyers', 'clifbar', 'discover', 'dreft', 'drinktampico', 'gain', 'ge_reports', 'gnclivewell', 'purinaonedog']
12 ( 4 ): ['allure_magazine', 'avoninsider', 'benefitbeauty', 'candiesbrand', 'cleanandclear', 'covergirl', 'cvsbeautyclub', 'elizabetharden', 'kerastaseusa', 'kiehls', 'powerbar', 'redken5thave']
12 ( 9 ): ['birdseye', 'bolthousefarms', 'cream_of_wheat', 'cuisinart', 'delmonte', 'doletweets', 'drpraegers', 'earthboundfarm', 'fishernutsbrand', 'flatoutbread', 'hodgsonmill', 'huntschef']
11 ( 0 ): ['bettycrocker', 'bobsredmill', 'caribou_coffee', 'celestialtea', 'chobani', 'dunkindonuts', 'fisherprice', 'frenchmeadow', 'fritolay', 'kelloggcompany', 'kindsnacks']
8 ( 27 ): ['annieshomegrown', 'butterfinger', 'chexcereal', 'ctcsquares', 'eas', 'fiberone', 'honeymaidsnacks', 'jello']
7 ( 23 ): ['att', 'dietpepsi', 'drpepper', 'ford', 'gatorade', 'pringles', 'quaker']
6 ( 21 ): ['asus', 'bmwusa', 'buick', 'cisco', 'hp', 'thecoffeebean']
Clustering Completed in time 0:00:00.937623
Cluster Size: 30
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
55 ( 14 ): ['7daysinutopia', 'activia', 'arcona_la', 'azzaro', 'ballaformen', 'basic4veg', 'beauticontrol', 'billyjealousy', 'bluebeardsusa', 'blueqness', 'bodyimage', 'braunus', 'bravesldier', 'bulbrite', 'casbahhamilton', 'casio_usa', 'claussenpickles', 'cobigelowny', 'crushfoods', 'cuddleclones', 'danieleinc', 'davinesofficial', 'deans_beans', 'dentek', 'devotedcreation', 'domtarcorp', 'dpolaner', 'dragonage', 'dreamdrystyle', 'drinktampico', 'droetkerbaking', 'earthlite', 'eckounltd', 'eggplantpeople', 'empirekosher', 'evolvekefir', 'farouksystems', 'finlandiavodka', 'formaggio', 'foxandjane', 'fttv', 'fyhmarket', 'gardentime1', 'grandmamauds', 'hairformula37', 'headblade', 'hinoderice', 'humminbirdfish', 'hypehair', 'kingbiodotcom', 'kyanicorp', 'lorealparisusa', 'purityvodka', 'quornus', 'regenepureqanda']
42 ( 3 ): ['8thcontinentsoy', 'amanabrand', 'aprioribeauty', 'balancebar', 'bananaboat', 'barbasolshave', 'barielle', 'bdbrows', 'bettylousinc', 'bioelements', 'bodyglide', 'buitoniusa', 'caress', 'caswellmassey', 'celadrin1', 'clearasil', 'coldeeze', 'coola_suncare', 'dasaniwater', 'elementbars', 'eucerinus', 'fekkai', 'food_for_life', 'freemanbeauty', 'ghdnorthamerica', 'got2busa', 'hansensnatural', 'harneytea', 'herbacinusa', 'hiballenergy', 'hillshirefarm', 'honeystinger', 'hydroxatone', 'indelight', 'izze', 'johnfriedaus', 'joico', 'jurliqueusa', 'qtips', 'quiltednorthern', 'realcaboodles', 'redbaronpizza']
26 ( 6 ): ['8oclockcoffee', 'acureorganics', 'babiesrus', 'babyganics', 'bayescleaners', 'biokleenhome', 'boogiemom', 'bumboosa', 'bummis', 'cabotcheese', 'caffesanora', 'diapersdotcom', 'ecodiscoveries', 'ecotouch', 'funkymonkeysnck', 'getolympus', 'gonecrackers', 'goodcleanlove', 'hennahut', 'herban_cowboy', 'jarritosnation', 'joseolecentral', 'jrwatkins', 'junebeebaby', 'killerbread', 'realpurity']
26 ( 28 ): ['18rabbits', 'ancientharvest', 'auracacia', 'bauschlomb', 'bblondehair', 'belkin', 'biooiluk', 'bosciaskincare', 'bulldogskincare', 'canidaepetfood', 'colorescience', 'drhauschka_usa', 'ecotools', 'evianwater', 'faithinnature', 'feelgoodfoods', 'fmchocolate', 'frenchsuk', 'gf_insider', 'ghostfragrances', 'grabgreen', 'itsa10haircare', 'joyfulbathco', 'obagi', 'pukkaherbs', 'realrevivalabs']
25 ( 18 ): ['34degrees', 'alaffiaskincare', 'alchimieforever', 'aquaphorus', 'artisanafoods', 'aveda', 'aveneusa', 'boironusa', 'burtsbees', 'carmex', 'celazome', 'clarisonic', 'conairbeauty', 'ddfskincare', 'dermalogica', 'dove', 'eltamd', 'footsmart', 'huggies', 'janmarini', 'jvc_usa', 'kaplanmd', 'minutemaid', 'proactiv', 'propel_water']
24 ( 11 ): ['5hourenergy', 'barsfoods', 'bayerus', 'beneful', 'bmsnews', 'cardinalhealth', 'dovechocolate', 'eatwholly', 'eckrichmeats', 'eukanuba', 'fanta', 'flatearthbrew', 'foodsalive', 'fosterfarms', 'garmin', 'hitachi_us', 'honesttea', 'iansnaturalfood', 'jacklinks', 'jewelosco', 'jimmydean', 'johnsonville', 'kerrygoldusa', 'kibblesnbits']
24 ( 16 ): ['airheads', 'ampenergy', 'benandjerrys', 'bestfoods', 'bigelowtea', 'cheezit', 'chipsahoy', 'ciaobellagelato', 'combos', 'crackerjackd', 'daisyhealthrd', 'dum_dums', 'flavorice_pops', 'frigidaire', 'genesistoday', 'godiva', 'govoskos', 'haagendazs_us', 'hormelfoods', 'jello', 'jennairusa', 'jollytimepops', 'kikkomankitchen', 'pretzelcrisps']
23 ( 21 ): ['acer', 'advilrelief', 'bluediamond', 'breyers', 'clairolcolor', 'coffee_mate', 'cosmermaid', 'dietcoke', 'duracell', 'eas', 'eatliquidgold', 'fageusa', 'faygo', 'febreze_fresh', 'freschetta', 'gnclivewell', 'healthy_choice', 'hyundai', 'ivory', 'jergensus', 'purell', 'purex', 'redvines']
21 ( 12 ): ['afterglow', 'americanapparel', 'ardell_lashes', 'artistryus', 'bathbodyworks', 'blackopalbeauty', 'blissspa', 'bronnerbros', 'butterlondon', 'carolsdaughter', 'coastalscents', 'dgskincare', 'embryolisseusa', 'evelom', 'everymanjack', 'fusion_beauty', 'graftobian', 'hourglassmakeup', 'josie_maran', 'jouercosmetics', 'puresilkshave']
19 ( 1 ): ['allegraotc', 'athenos', 'cleanwell', 'corazonas', 'customnails', 'drbronner', 'edenfoods', 'fancyfeast', 'goldenpath', 'goodearthtea', 'gopicnic', 'guayaki', 'herbalwater', 'holisticselect', 'homeruninn', 'indigowild', 'ito_en', 'reallunchables', 'reedsgingerbrew']
19 ( 15 ): ['asus', 'axe', 'bmwusa', 'bose', 'bugatti', 'buick', 'cheerios', 'chevrolet', 'cisco', 'dietpepsi', 'discover', 'dreft', 'drpepper', 'gatorade', 'hotpockets', 'hp', 'powerade', 'pringles', 'purinaonedog']
18 ( 2 ): ['anthropologie', 'barilla', 'benetton', 'cadburyuk', 'disney', 'elemis', 'elfcosmetics', 'freepeople', 'ge_reports', 'givenchy', 'guess', 'hollisterco', 'instyle', 'isseymiyakenyc', 'jblaudio', 'juicycouture', 'redbull', 'thecoffeebean']
18 ( 5 ): ['allure_magazine', 'audi', 'avoninsider', 'candiesbrand', 'chanel', 'cleanandclear', 'covergirl', 'cvsbeautyclub', 'dodge', 'dolcegabbana', 'elizabetharden', 'ferrariusa', 'ford', 'guerlain', 'kerastaseusa', 'kiehls', 'powerbar', 'redken5thave']
17 ( 10 ): ['adidas', 'armani', 'astonmartin', 'babyblanketgift', 'bentleymotors', 'cadillac', 'chrysler', 'cocacola', 'crest', 'electrolux', 'harmankardon', 'hersheys', 'honda', 'jackdaniels_us', 'jaguarusa', 'redflowernyc', 'vichy_usa']
17 ( 13 ): ['alvaradostreet', 'aubreyorganicsi', 'bahlsenbiscuits', 'blinc', 'cartenoireuk', 'caudalieus', 'cwhairlondon', 'davesgourmet', 'deliskincare', 'drmiracles', 'duwopcosmetics', 'fagorind_eng', 'fisherpaykelus', 'groominglounge', 'islandseasoning', 'premierdeadsea_', 'repechage']
17 ( 24 ): ['alimapure', 'alternahaircare', 'brazilianblwout', 'cosmedix', 'dermorganic', 'farmrichsnacks', 'ferrocosmetics', 'firstaidbeauty', 'gardein', 'glominerals', 'glutenfreeda', 'glutinofoods', 'h2oplususa', 'homefreetreats', 'hubertslemonade', 'kenra_haircare', 'prttypeaushun']
17 ( 27 ): ['always', 'clorox', 'colgate', 'cottonelle', 'croftersorganic', 'crystallight', 'dawndish', 'dial', 'dior', 'gain', 'gillette', 'glade', 'herbalessences', 'iams', 'jeep', 'kia', 'puffs']
16 ( 4 ): ['100percentpure', 'anntaylor', 'biodermalabuk', 'bumble', 'chinaglaze', 'chuaochocoholic', 'crackerbarrel', 'deborahlippmann', 'dermadoctor', 'derma_e', 'dlink', 'essentiaphwater', 'horizon_organic', 'hydropeptide', 'julepmaven', 'pritinyc']
14 ( 8 ): ['bertolli', 'birdseye', 'bolthousefarms', 'cream_of_wheat', 'delmonte', 'doletweets', 'drpraegers', 'earthboundfarm', 'fstg_chips', 'hannaford', 'hellmanns', 'hodgsonmill', 'huntschef', 'shopritestores']
14 ( 22 ): ['7up', 'american_girl', 'annieshomegrown', 'butterfinger', 'cascadianfarm', 'celestialtea', 'chexcereal', 'ctcsquares', 'cuisinart', 'dunkindonuts', 'fiberone', 'flatoutbread', 'fritolay', 'honeymaidsnacks']
13 ( 0 ): ['acneorg', 'bumblebar', 'campbellschunky', 'chefboyardee', 'claim_jumper', 'cremeofnature', 'curve', 'durex_usa', 'eaglepack', 'edgeshavegel', 'friskies', 'jonessodaco', 'no7usa']
13 ( 7 ): ['allegrocoffee', 'babobotanicals', 'bakeryonmain', 'bbuttonsbabies', 'cedarlanefoods', 'crabtreeevelyn', 'eccobella', 'fuzzibunz', 'gdiapers', 'goddessgarden', 'hichew', 'hylandshealth', 'thedivacup']
13 ( 17 ): ['antimonkeybutt', 'baby_magic', 'bumgenius', 'carabnaturally', 'droppslaundry', 'eatsmartscales', 'ecolips', 'eco_me', 'ellaskitchenusa', 'greenworks', 'hdnaturals', 'iqnatural', 'pr_organicsusa']
13 ( 19 ): ['bareminerals', 'benefitbeauty', 'bhcosmetics', 'burberry', 'calvinklein', 'fendi', 'hugoboss', 'illamasqua', 'itcosmetics', 'kevyn_aucoin', 'phyto_usa', 'prescriptives', 'ralphlauren']
13 ( 20 ): ['bambinomio', 'barbarasbakery', 'barkeeperfriend', 'better_oats', 'bissellclean', 'dacorkitchen', 'decleorskincare', 'delallofoods', 'earthsbest', 'fisherprice', 'greengiant', 'jabra_us', 'naturespath']
13 ( 23 ): ['bettycrocker', 'bobsredmill', 'caribou_coffee', 'chobani', 'fishernutsbrand', 'frenchmeadow', 'gmtgiftbaskets', 'gortonsseafood', 'hboats', 'hickoryfarms', 'kelloggcompany', 'kindsnacks', 'prana']
12 ( 9 ): ['arbonne', 'caneandaustin', 'drinkcheerwine', 'ellentracynyc', 'estroven', 'fab', 'fischernwieser', 'frs', 'glennys', 'kavajavacoffee', 'monogramappl', 'renefurtererus']
12 ( 25 ): ['abreva', 'blue_bunny', 'bostonmarket', 'chapstick', 'digiornopizza', 'doctorsmiths', 'doritos', 'downy', 'hostess_snacks', 'kettlebrand', 'quaker', 'republicoftea']
9 ( 26 ): ['aquafina', 'clifbar', 'dannon', 'gabrielcosmetic', 'generalmills', 'illyissimo', 'jif', 'kashifoods', 'kraftheinzco']
6 ( 29 ): ['att', 'blackberry', 'canonusa', 'dell', 'htcusa', 'ibm']
Clustering Completed in time 0:00:01.009674
Cluster Size: 31
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
41 ( 2 ): ['7daysinutopia', 'babyblanketgift', 'ballaformen', 'basic4veg', 'beauticontrol', 'bluebeardsusa', 'blueqness', 'bodyimage', 'braunus', 'bravesldier', 'casbahhamilton', 'casio_usa', 'claussenpickles', 'crest', 'crushfoods', 'cuddleclones', 'davinesofficial', 'deans_beans', 'devotedcreation', 'domtarcorp', 'dpolaner', 'dragonage', 'drinkcheerwine', 'droetkerbaking', 'earthlite', 'eckounltd', 'eggplantpeople', 'empirekosher', 'evolvekefir', 'farouksystems', 'finlandiavodka', 'foxandjane', 'fttv', 'gardentime1', 'grandmamauds', 'hairformula37', 'humminbirdfish', 'kyanicorp', 'lorealparisusa', 'purityvodka', 'regenepureqanda']
31 ( 4 ): ['advilrelief', 'axe', 'bluediamond', 'bmwusa', 'breyers', 'bugatti', 'campbellschunky', 'chefboyardee', 'clairolcolor', 'coffee_mate', 'cosmermaid', 'curve', 'dietcoke', 'dodge', 'duracell', 'eas', 'eatliquidgold', 'fageusa', 'faygo', 'febreze_fresh', 'fiberone', 'freschetta', 'friskies', 'gnclivewell', 'healthy_choice', 'hyundai', 'ivory', 'jergensus', 'purell', 'purex', 'redvines']
28 ( 0 ): ['amanabrand', 'balancebar', 'bananaboat', 'barbasolshave', 'bettylousinc', 'bioelements', 'bodyglide', 'buitoniusa', 'caswellmassey', 'clearasil', 'coldeeze', 'dasaniwater', 'eucerinus', 'firstaidbeauty', 'freemanbeauty', 'glominerals', 'goldenpath', 'got2busa', 'greenworks', 'hansensnatural', 'herbacinusa', 'hydroxatone', 'indelight', 'johnfriedaus', 'qtips', 'quiltednorthern', 'realcaboodles', 'redbaronpizza']
27 ( 6 ): ['18rabbits', 'ancientharvest', 'auracacia', 'bambinomio', 'bauschlomb', 'bblondehair', 'belkin', 'biooiluk', 'bosciaskincare', 'bulldogskincare', 'canidaepetfood', 'colorescience', 'decleorskincare', 'delallofoods', 'drhauschka_usa', 'evianwater', 'faithinnature', 'fisherprice', 'fmchocolate', 'frenchsuk', 'ghostfragrances', 'grabgreen', 'herban_cowboy', 'itsa10haircare', 'joyfulbathco', 'obagi', 'pukkaherbs']
27 ( 15 ): ['7up', 'airheads', 'american_girl', 'ampenergy', 'benandjerrys', 'bestfoods', 'bigelowtea', 'cheezit', 'chipsahoy', 'ciaobellagelato', 'combos', 'daisyhealthrd', 'dum_dums', 'fancyfeast', 'flavorice_pops', 'frigidaire', 'genesistoday', 'godiva', 'govoskos', 'haagendazs_us', 'hormelfoods', 'jello', 'jennairusa', 'jif', 'jollytimepops', 'pretzelcrisps', 'vichy_usa']
27 ( 18 ): ['100percentpure', 'alimapure', 'anthropologie', 'biodermalabuk', 'bumble', 'chinaglaze', 'chuaochocoholic', 'deborahlippmann', 'dermadoctor', 'derma_e', 'dlink', 'doctorsmiths', 'ecotools', 'elemis', 'essentiaphwater', 'freepeople', 'glutenfreeda', 'glutinofoods', 'gonecrackers', 'h2oplususa', 'homefreetreats', 'horizon_organic', 'hotpockets', 'hydropeptide', 'julepmaven', 'pritinyc', 'realrevivalabs']
25 ( 29 ): ['abreva', 'antimonkeybutt', 'aprioribeauty', 'baby_magic', 'bakeryonmain', 'bdbrows', 'caress', 'celadrin1', 'chapstick', 'coola_suncare', 'dentek', 'elementbars', 'food_for_life', 'ghdnorthamerica', 'harmankardon', 'harneytea', 'hiballenergy', 'hillshirefarm', 'honeystinger', 'hypehair', 'izze', 'joico', 'jurliqueusa', 'kikkomankitchen', 'reallunchables']
24 ( 28 ): ['activia', 'allegraotc', 'alternahaircare', 'arcona_la', 'azzaro', 'billyjealousy', 'brazilianblwout', 'bulbrite', 'corazonas', 'danieleinc', 'drinktampico', 'durex_usa', 'fagorind_eng', 'formaggio', 'fyhmarket', 'gabrielcosmetic', 'headblade', 'hinoderice', 'hubertslemonade', 'iqnatural', 'kenra_haircare', 'kingbiodotcom', 'prttypeaushun', 'quornus']
22 ( 8 ): ['8thcontinentsoy', 'babiesrus', 'babyganics', 'bayescleaners', 'boogiemom', 'bumboosa', 'bummis', 'cabotcheese', 'caffesanora', 'diapersdotcom', 'ecodiscoveries', 'ecotouch', 'getolympus', 'goodcleanlove', 'goodearthtea', 'hennahut', 'homeruninn', 'jarritosnation', 'joseolecentral', 'junebeebaby', 'killerbread', 'realpurity']
21 ( 9 ): ['afterglow', 'alaffiaskincare', 'allegrocoffee', 'barielle', 'blinc', 'bobsredmill', 'bronnerbros', 'butterlondon', 'cobigelowny', 'dgskincare', 'dreamdrystyle', 'drpraegers', 'earthboundfarm', 'everymanjack', 'feelgoodfoods', 'fekkai', 'gf_insider', 'guayaki', 'hichew', 'illyissimo', 'puresilkshave']
21 ( 10 ): ['alchimieforever', 'aquaphorus', 'arbonne', 'aveneusa', 'biokleenhome', 'burtsbees', 'carmex', 'clarisonic', 'conairbeauty', 'crackerbarrel', 'cuisinart', 'ddfskincare', 'dermalogica', 'dove', 'fab', 'huggies', 'janmarini', 'kaplanmd', 'proactiv', 'propel_water', 'renefurtererus']
20 ( 3 ): ['acneorg', 'alvaradostreet', 'aquafina', 'artisanafoods', 'bmsnews', 'boironusa', 'bumblebar', 'celazome', 'claim_jumper', 'cremeofnature', 'drmiracles', 'eccobella', 'ellentracynyc', 'eltamd', 'footsmart', 'jabra_us', 'jvc_usa', 'minutemaid', 'no7usa', 'republicoftea']
19 ( 11 ): ['always', 'bissellclean', 'clorox', 'colgate', 'cottonelle', 'crabtreeevelyn', 'crystallight', 'dawndish', 'dial', 'digiornopizza', 'downy', 'gillette', 'glade', 'gmtgiftbaskets', 'herbalessences', 'hickoryfarms', 'iams', 'prana', 'puffs']
18 ( 22 ): ['aubreyorganicsi', 'bahlsenbiscuits', 'cartenoireuk', 'caudalieus', 'cosmedix', 'cwhairlondon', 'davesgourmet', 'deliskincare', 'dermorganic', 'duwopcosmetics', 'farmrichsnacks', 'fisherpaykelus', 'groominglounge', 'guerlain', 'islandseasoning', 'ito_en', 'premierdeadsea_', 'repechage']
18 ( 25 ): ['adidas', 'armani', 'astonmartin', 'bentleymotors', 'blackberry', 'cadillac', 'canonusa', 'chanel', 'chrysler', 'cocacola', 'dell', 'disney', 'electrolux', 'elfcosmetics', 'honda', 'htcusa', 'ibm', 'jackdaniels_us']
17 ( 12 ): ['barsfoods', 'bayerus', 'beneful', 'cardinalhealth', 'eaglepack', 'eckrichmeats', 'eukanuba', 'foodsalive', 'garmin', 'hitachi_us', 'honesttea', 'iansnaturalfood', 'jacklinks', 'kashifoods', 'kerrygoldusa', 'kibblesnbits', 'kraftheinzco']
17 ( 14 ): ['babobotanicals', 'bbuttonsbabies', 'bumgenius', 'carabnaturally', 'cascadianfarm', 'cedarlanefoods', 'droppslaundry', 'eatsmartscales', 'ecolips', 'eco_me', 'ellaskitchenusa', 'gdiapers', 'goddessgarden', 'hdnaturals', 'hylandshealth', 'pr_organicsusa', 'thedivacup']
17 ( 23 ): ['americanapparel', 'ardell_lashes', 'artistryus', 'aveda', 'bathbodyworks', 'blackopalbeauty', 'blissspa', 'carolsdaughter', 'coastalscents', 'embryolisseusa', 'evelom', 'fusion_beauty', 'graftobian', 'hourglassmakeup', 'josie_maran', 'jouercosmetics', 'redflowernyc']
17 ( 27 ): ['annieshomegrown', 'bettycrocker', 'butterfinger', 'cadburyuk', 'celestialtea', 'chevrolet', 'chexcereal', 'chobani', 'ctcsquares', 'dior', 'dunkindonuts', 'ferrariusa', 'flatoutbread', 'fritolay', 'honeymaidsnacks', 'jaguarusa', 'kindsnacks']
15 ( 20 ): ['acureorganics', 'athenos', 'caneandaustin', 'cleanwell', 'customnails', 'estroven', 'fischernwieser', 'frs', 'glennys', 'herbalwater', 'holisticselect', 'indigowild', 'kavajavacoffee', 'monogramappl', 'reedsgingerbrew']
15 ( 24 ): ['8oclockcoffee', 'barbarasbakery', 'better_oats', 'bostonmarket', 'crackerjackd', 'croftersorganic', 'dietpepsi', 'doritos', 'edgeshavegel', 'funkymonkeysnck', 'gardein', 'greengiant', 'jonessodaco', 'kettlebrand', 'quaker']
14 ( 16 ): ['34degrees', 'birdseye', 'bolthousefarms', 'cream_of_wheat', 'dannon', 'delmonte', 'doletweets', 'fishernutsbrand', 'fstg_chips', 'gortonsseafood', 'hannaford', 'hodgsonmill', 'huntschef', 'jrwatkins']
13 ( 5 ): ['buick', 'burberry', 'calvinklein', 'dolcegabbana', 'drbronner', 'edenfoods', 'fendi', 'ferrocosmetics', 'generalmills', 'gopicnic', 'hugoboss', 'jeep', 'ralphlauren']
12 ( 21 ): ['bertolli', 'blue_bunny', 'dovechocolate', 'eatwholly', 'fanta', 'fosterfarms', 'hellmanns', 'hostess_snacks', 'jewelosco', 'jimmydean', 'johnsonville', 'shopritestores']
11 ( 7 ): ['5hourenergy', 'audi', 'barkeeperfriend', 'clifbar', 'dacorkitchen', 'dreft', 'earthsbest', 'fuzzibunz', 'gain', 'naturespath', 'purinaonedog']
11 ( 13 ): ['anntaylor', 'barilla', 'benetton', 'ge_reports', 'givenchy', 'guess', 'instyle', 'isseymiyakenyc', 'jblaudio', 'juicycouture', 'redbull']
10 ( 1 ): ['allure_magazine', 'avoninsider', 'candiesbrand', 'cleanandclear', 'covergirl', 'cvsbeautyclub', 'elizabetharden', 'kerastaseusa', 'powerbar', 'redken5thave']
10 ( 17 ): ['acer', 'asus', 'cheerios', 'cisco', 'ford', 'hersheys', 'hollisterco', 'hp', 'kia', 'thecoffeebean']
9 ( 19 ): ['bareminerals', 'benefitbeauty', 'bhcosmetics', 'illamasqua', 'itcosmetics', 'kevyn_aucoin', 'kiehls', 'phyto_usa', 'prescriptives']
6 ( 26 ): ['caribou_coffee', 'discover', 'flatearthbrew', 'frenchmeadow', 'hboats', 'kelloggcompany']
6 ( 30 ): ['att', 'bose', 'drpepper', 'gatorade', 'powerade', 'pringles']
Clustering Completed in time 0:00:01.076724
Cluster Size: 32
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
48 ( 1 ): ['7daysinutopia', 'athenos', 'azzaro', 'ballaformen', 'beauticontrol', 'billyjealousy', 'bluebeardsusa', 'blueqness', 'bodyimage', 'braunus', 'bravesldier', 'bulbrite', 'casbahhamilton', 'casio_usa', 'claussenpickles', 'cremeofnature', 'crushfoods', 'cuddleclones', 'danieleinc', 'davinesofficial', 'deans_beans', 'devotedcreation', 'domtarcorp', 'dpolaner', 'dragonage', 'drinkcheerwine', 'droetkerbaking', 'earthlite', 'eckounltd', 'eggplantpeople', 'empirekosher', 'evolvekefir', 'farouksystems', 'finlandiavodka', 'formaggio', 'foxandjane', 'fttv', 'gardentime1', 'hairformula37', 'headblade', 'hinoderice', 'hubertslemonade', 'humminbirdfish', 'iqnatural', 'kyanicorp', 'lorealparisusa', 'purityvodka', 'regenepureqanda']
36 ( 7 ): ['amanabrand', 'antimonkeybutt', 'aprioribeauty', 'arcona_la', 'baby_magic', 'balancebar', 'bananaboat', 'bdbrows', 'bioelements', 'bodyglide', 'buitoniusa', 'caress', 'caswellmassey', 'celadrin1', 'coldeeze', 'coola_suncare', 'corazonas', 'dasaniwater', 'dentek', 'eucerinus', 'freemanbeauty', 'ghdnorthamerica', 'got2busa', 'greenworks', 'hansensnatural', 'herbacinusa', 'hiballenergy', 'hillshirefarm', 'honeystinger', 'hydroxatone', 'johnfriedaus', 'joico', 'qtips', 'quiltednorthern', 'realcaboodles', 'reallunchables']
31 ( 20 ): ['armani', 'astonmartin', 'att', 'audi', 'bmwusa', 'bose', 'breyers', 'bugatti', 'buick', 'calvinklein', 'cheerios', 'chevrolet', 'clifbar', 'crest', 'dell', 'dior', 'dodge', 'dreft', 'drpepper', 'ferrariusa', 'ford', 'freschetta', 'gatorade', 'generalmills', 'hersheys', 'htcusa', 'jblaudio', 'jeep', 'kia', 'pringles', 'purinaonedog']
29 ( 3 ): ['acer', 'acneorg', 'advilrelief', 'axe', 'bluediamond', 'bumblebar', 'campbellschunky', 'chefboyardee', 'clairolcolor', 'cleanwell', 'coffee_mate', 'cosmermaid', 'curve', 'dannon', 'dietcoke', 'duracell', 'eas', 'eatliquidgold', 'fageusa', 'faygo', 'febreze_fresh', 'friskies', 'gnclivewell', 'healthy_choice', 'hyundai', 'ivory', 'jergensus', 'purex', 'redvines']
28 ( 23 ): ['5hourenergy', 'barsfoods', 'bayerus', 'beneful', 'bmsnews', 'cardinalhealth', 'dietpepsi', 'discover', 'dovechocolate', 'eaglepack', 'eatwholly', 'eukanuba', 'fanta', 'flatearthbrew', 'fosterfarms', 'gabrielcosmetic', 'garmin', 'hitachi_us', 'honesttea', 'jacklinks', 'jewelosco', 'jimmydean', 'johnsonville', 'kashifoods', 'kerrygoldusa', 'kibblesnbits', 'kraftheinzco', 'no7usa']
25 ( 16 ): ['34degrees', 'abreva', 'activia', 'allegrocoffee', 'alvaradostreet', 'artisanafoods', 'bakeryonmain', 'basic4veg', 'bobsredmill', 'ciaobellagelato', 'daisyhealthrd', 'drhauschka_usa', 'earthboundfarm', 'elementbars', 'feelgoodfoods', 'fisherpaykelus', 'fyhmarket', 'gf_insider', 'glennys', 'goddessgarden', 'grandmamauds', 'guayaki', 'indigowild', 'izze', 'shopritestores']
24 ( 2 ): ['18rabbits', 'ancientharvest', 'auracacia', 'bauschlomb', 'bblondehair', 'belkin', 'biooiluk', 'bosciaskincare', 'bulldogskincare', 'canidaepetfood', 'colorescience', 'decleorskincare', 'delallofoods', 'evianwater', 'faithinnature', 'fisherprice', 'fmchocolate', 'frenchsuk', 'ghostfragrances', 'itsa10haircare', 'joyfulbathco', 'jurliqueusa', 'obagi', 'pukkaherbs']
22 ( 28 ): ['airheads', 'ampenergy', 'benandjerrys', 'bestfoods', 'bigelowtea', 'cheezit', 'chipsahoy', 'combos', 'dum_dums', 'fancyfeast', 'flavorice_pops', 'frigidaire', 'genesistoday', 'godiva', 'govoskos', 'haagendazs_us', 'hormelfoods', 'jello', 'jif', 'jollytimepops', 'powerade', 'pretzelcrisps']
21 ( 9 ): ['alimapure', 'allegraotc', 'alternahaircare', 'aubreyorganicsi', 'bahlsenbiscuits', 'cartenoireuk', 'caudalieus', 'cosmedix', 'cwhairlondon', 'deliskincare', 'dermorganic', 'duwopcosmetics', 'farmrichsnacks', 'firstaidbeauty', 'glominerals', 'goldenpath', 'hboats', 'ito_en', 'kenra_haircare', 'premierdeadsea_', 'prttypeaushun']
19 ( 31 ): ['8oclockcoffee', 'barbasolshave', 'barkeeperfriend', 'better_oats', 'bostonmarket', 'claim_jumper', 'clearasil', 'crackerjackd', 'drinktampico', 'durex_usa', 'eckrichmeats', 'edgeshavegel', 'greengiant', 'harneytea', 'indelight', 'jonessodaco', 'kikkomankitchen', 'purell', 'redbaronpizza']
18 ( 0 ): ['7up', 'american_girl', 'annieshomegrown', 'bettycrocker', 'butterfinger', 'caribou_coffee', 'celestialtea', 'chexcereal', 'chobani', 'ctcsquares', 'dunkindonuts', 'fiberone', 'flatoutbread', 'frenchmeadow', 'fritolay', 'honeymaidsnacks', 'kelloggcompany', 'kindsnacks']
18 ( 6 ): ['alaffiaskincare', 'aquaphorus', 'aveneusa', 'boironusa', 'burtsbees', 'carmex', 'celazome', 'conairbeauty', 'ddfskincare', 'dermalogica', 'dove', 'elizabetharden', 'footsmart', 'huggies', 'janmarini', 'jvc_usa', 'minutemaid', 'republicoftea']
18 ( 21 ): ['babiesrus', 'bayescleaners', 'boogiemom', 'bumboosa', 'bummis', 'caffesanora', 'customnails', 'drbronner', 'ecodiscoveries', 'ecotouch', 'funkymonkeysnck', 'gardein', 'getolympus', 'groominglounge', 'hennahut', 'homeruninn', 'junebeebaby', 'realpurity']
17 ( 5 ): ['8thcontinentsoy', 'bettylousinc', 'chapstick', 'dacorkitchen', 'davesgourmet', 'edenfoods', 'fagorind_eng', 'food_for_life', 'foodsalive', 'glutenfreeda', 'glutinofoods', 'gonecrackers', 'homefreetreats', 'iansnaturalfood', 'islandseasoning', 'naturespath', 'quornus']
17 ( 8 ): ['adidas', 'babyblanketgift', 'bentleymotors', 'blackberry', 'cadillac', 'caneandaustin', 'canonusa', 'chrysler', 'disney', 'electrolux', 'elfcosmetics', 'harmankardon', 'honda', 'ibm', 'jackdaniels_us', 'jaguarusa', 'vichy_usa']
17 ( 11 ): ['ardell_lashes', 'artistryus', 'aveda', 'bathbodyworks', 'blackopalbeauty', 'blissspa', 'carolsdaughter', 'coastalscents', 'cvsbeautyclub', 'embryolisseusa', 'evelom', 'fusion_beauty', 'graftobian', 'guerlain', 'hourglassmakeup', 'josie_maran', 'jouercosmetics']
17 ( 14 ): ['always', 'bissellclean', 'clorox', 'colgate', 'cottonelle', 'crystallight', 'dawndish', 'dial', 'downy', 'gain', 'gillette', 'glade', 'gmtgiftbaskets', 'herbalessences', 'hickoryfarms', 'iams', 'puffs']
17 ( 18 ): ['alchimieforever', 'aquafina', 'arbonne', 'crackerbarrel', 'cuisinart', 'drmiracles', 'ellentracynyc', 'eltamd', 'estroven', 'fab', 'kaplanmd', 'kavajavacoffee', 'monogramappl', 'proactiv', 'propel_water', 'renefurtererus', 'repechage']
16 ( 10 ): ['100percentpure', 'biodermalabuk', 'bumble', 'chinaglaze', 'chuaochocoholic', 'clarisonic', 'croftersorganic', 'deborahlippmann', 'dermadoctor', 'derma_e', 'dlink', 'essentiaphwater', 'horizon_organic', 'hydropeptide', 'julepmaven', 'pritinyc']
16 ( 12 ): ['allure_magazine', 'avoninsider', 'bareminerals', 'benefitbeauty', 'bhcosmetics', 'candiesbrand', 'cleanandclear', 'covergirl', 'itcosmetics', 'kerastaseusa', 'kevyn_aucoin', 'kiehls', 'phyto_usa', 'powerbar', 'prescriptives', 'redken5thave']
14 ( 19 ): ['americanapparel', 'anthropologie', 'brazilianblwout', 'cadburyuk', 'doctorsmiths', 'ecotools', 'elemis', 'freepeople', 'h2oplususa', 'hollisterco', 'hotpockets', 'hypehair', 'prana', 'realrevivalabs']
13 ( 24 ): ['afterglow', 'barielle', 'blinc', 'bronnerbros', 'butterlondon', 'cobigelowny', 'dgskincare', 'dreamdrystyle', 'everymanjack', 'fekkai', 'illamasqua', 'illyissimo', 'puresilkshave']
13 ( 29 ): ['ferrocosmetics', 'fischernwieser', 'frs', 'goodearthtea', 'gopicnic', 'grabgreen', 'herbalwater', 'holisticselect', 'jennairusa', 'joseolecentral', 'killerbread', 'kingbiodotcom', 'reedsgingerbrew']
12 ( 30 ): ['acureorganics', 'babyganics', 'biokleenhome', 'cabotcheese', 'diapersdotcom', 'fstg_chips', 'goodcleanlove', 'gortonsseafood', 'hannaford', 'herban_cowboy', 'jarritosnation', 'jrwatkins']
10 ( 17 ): ['anntaylor', 'barilla', 'benetton', 'ge_reports', 'givenchy', 'guess', 'instyle', 'isseymiyakenyc', 'juicycouture', 'redbull']
10 ( 22 ): ['bertolli', 'birdseye', 'bolthousefarms', 'cream_of_wheat', 'delmonte', 'doletweets', 'fishernutsbrand', 'hellmanns', 'hodgsonmill', 'huntschef']
10 ( 26 ): ['bbuttonsbabies', 'bumgenius', 'cedarlanefoods', 'eatsmartscales', 'ecolips', 'gdiapers', 'hylandshealth', 'pr_organicsusa', 'redflowernyc', 'thedivacup']
9 ( 15 ): ['babobotanicals', 'bambinomio', 'barbarasbakery', 'crabtreeevelyn', 'earthsbest', 'eccobella', 'fuzzibunz', 'hichew', 'jabra_us']
7 ( 4 ): ['carabnaturally', 'cascadianfarm', 'droppslaundry', 'drpraegers', 'eco_me', 'ellaskitchenusa', 'hdnaturals']
7 ( 13 ): ['blue_bunny', 'cocacola', 'digiornopizza', 'doritos', 'hostess_snacks', 'kettlebrand', 'quaker']
6 ( 27 ): ['burberry', 'chanel', 'dolcegabbana', 'fendi', 'hugoboss', 'ralphlauren']
4 ( 25 ): ['asus', 'cisco', 'hp', 'thecoffeebean']
Clustering Completed in time 0:00:01.087726
Cluster Size: 33
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
43 ( 4 ): ['7daysinutopia', 'azzaro', 'ballaformen', 'billyjealousy', 'bluebeardsusa', 'bodyimage', 'braunus', 'bravesldier', 'casbahhamilton', 'casio_usa', 'claussenpickles', 'corazonas', 'crest', 'crushfoods', 'cuddleclones', 'danieleinc', 'davinesofficial', 'deans_beans', 'devotedcreation', 'domtarcorp', 'dpolaner', 'dragonage', 'drinkcheerwine', 'drinktampico', 'droetkerbaking', 'earthlite', 'eckounltd', 'eggplantpeople', 'empirekosher', 'evolvekefir', 'farouksystems', 'finlandiavodka', 'foxandjane', 'fttv', 'gardentime1', 'headblade', 'hinoderice', 'hitachi_us', 'humminbirdfish', 'kyanicorp', 'lorealparisusa', 'purityvodka', 'regenepureqanda']
41 ( 5 ): ['18rabbits', '8thcontinentsoy', 'alaffiaskincare', 'allegraotc', 'antimonkeybutt', 'arcona_la', 'aubreyorganicsi', 'auracacia', 'bayescleaners', 'bumboosa', 'cascadianfarm', 'caswellmassey', 'cleanwell', 'davesgourmet', 'droppslaundry', 'drpraegers', 'ecodiscoveries', 'ecolips', 'eco_me', 'ecotouch', 'ellaskitchenusa', 'genesistoday', 'goldenpath', 'govoskos', 'grabgreen', 'hairformula37', 'hboats', 'hdnaturals', 'herbalwater', 'herban_cowboy', 'hodgsonmill', 'iams', 'iqnatural', 'ito_en', 'jrwatkins', 'killerbread', 'kingbiodotcom', 'realpurity', 'realrevivalabs', 'reedsgingerbrew', 'vichy_usa']
27 ( 18 ): ['babyblanketgift', 'baby_magic', 'biokleenhome', 'dacorkitchen', 'daisyhealthrd', 'doctorsmiths', 'dreft', 'drhauschka_usa', 'earthsbest', 'eckrichmeats', 'eukanuba', 'fisherprice', 'footsmart', 'formaggio', 'fstg_chips', 'hickoryfarms', 'hillshirefarm', 'hylandshealth', 'illyissimo', 'jabra_us', 'joyfulbathco', 'jurliqueusa', 'kavajavacoffee', 'kibblesnbits', 'prana', 'quornus', 'redflowernyc']
23 ( 9 ): ['airheads', 'american_girl', 'ampenergy', 'benandjerrys', 'bestfoods', 'bigelowtea', 'bugatti', 'cheezit', 'chipsahoy', 'combos', 'dum_dums', 'flavorice_pops', 'ford', 'frigidaire', 'godiva', 'haagendazs_us', 'hollisterco', 'homeruninn', 'hormelfoods', 'jello', 'jif', 'jollytimepops', 'pretzelcrisps']
23 ( 14 ): ['100percentpure', 'anthropologie', 'biodermalabuk', 'bissellclean', 'brazilianblwout', 'bumble', 'chinaglaze', 'chuaochocoholic', 'crackerbarrel', 'deborahlippmann', 'dermadoctor', 'derma_e', 'dlink', 'ecotools', 'elemis', 'essentiaphwater', 'freepeople', 'h2oplususa', 'horizon_organic', 'hotpockets', 'hydropeptide', 'julepmaven', 'pritinyc']
23 ( 16 ): ['balancebar', 'bdbrows', 'bodyglide', 'buitoniusa', 'carabnaturally', 'celadrin1', 'coldeeze', 'coola_suncare', 'eucerinus', 'firstaidbeauty', 'freemanbeauty', 'ghdnorthamerica', 'got2busa', 'greenworks', 'hansensnatural', 'herbacinusa', 'hiballenergy', 'honeystinger', 'hydroxatone', 'hypehair', 'johnfriedaus', 'joico', 'qtips']
23 ( 28 ): ['acneorg', 'alchimieforever', 'aquaphorus', 'arbonne', 'aveneusa', 'burtsbees', 'caneandaustin', 'carmex', 'celazome', 'clarisonic', 'conairbeauty', 'ddfskincare', 'dermalogica', 'dove', 'ellentracynyc', 'eltamd', 'fab', 'fischernwieser', 'huggies', 'janmarini', 'kaplanmd', 'proactiv', 'renefurtererus']
22 ( 3 ): ['5hourenergy', 'audi', 'barkeeperfriend', 'beneful', 'bmsnews', 'breyers', 'chevrolet', 'dannon', 'dovechocolate', 'eatwholly', 'fanta', 'ferrariusa', 'gabrielcosmetic', 'garmin', 'generalmills', 'honesttea', 'jewelosco', 'johnsonville', 'kashifoods', 'kerrygoldusa', 'kraftheinzco', 'purinaonedog']
21 ( 6 ): ['activia', 'alvaradostreet', 'aquafina', 'artisanafoods', 'barbasolshave', 'blueqness', 'bulbrite', 'ciaobellagelato', 'drbronner', 'eaglepack', 'eccobella', 'elementbars', 'fisherpaykelus', 'funkymonkeysnck', 'fyhmarket', 'glennys', 'goddessgarden', 'grandmamauds', 'guayaki', 'indigowild', 'repechage']
21 ( 10 ): ['alimapure', 'amanabrand', 'aprioribeauty', 'babiesrus', 'babyganics', 'beauticontrol', 'bioelements', 'boogiemom', 'cosmedix', 'customnails', 'dasaniwater', 'dentek', 'dermorganic', 'flatoutbread', 'getolympus', 'groominglounge', 'hubertslemonade', 'prttypeaushun', 'quiltednorthern', 'realcaboodles', 'reallunchables']
20 ( 23 ): ['armani', 'att', 'bentleymotors', 'cadillac', 'cardinalhealth', 'caribou_coffee', 'cheerios', 'dietpepsi', 'discover', 'drpepper', 'flatearthbrew', 'frenchmeadow', 'freschetta', 'fuzzibunz', 'gatorade', 'jackdaniels_us', 'jacklinks', 'jeep', 'pringles', 'quaker']
19 ( 0 ): ['ancientharvest', 'bambinomio', 'bauschlomb', 'bblondehair', 'belkin', 'biooiluk', 'bosciaskincare', 'bulldogskincare', 'canidaepetfood', 'colorescience', 'decleorskincare', 'delallofoods', 'evianwater', 'faithinnature', 'fmchocolate', 'frenchsuk', 'ghostfragrances', 'itsa10haircare', 'pukkaherbs']
19 ( 13 ): ['axe', 'bmwusa', 'campbellschunky', 'chefboyardee', 'clairolcolor', 'cosmermaid', 'curve', 'delmonte', 'dietcoke', 'duracell', 'eatliquidgold', 'fageusa', 'faygo', 'friskies', 'gnclivewell', 'hyundai', 'powerade', 'purex', 'redvines']
17 ( 1 ): ['acureorganics', 'athenos', 'bummis', 'cabotcheese', 'caffesanora', 'diapersdotcom', 'estroven', 'frs', 'goodcleanlove', 'goodearthtea', 'hannaford', 'hennahut', 'holisticselect', 'jarritosnation', 'junebeebaby', 'monogramappl', 'propel_water']
16 ( 8 ): ['americanapparel', 'ardell_lashes', 'artistryus', 'aveda', 'bathbodyworks', 'blackopalbeauty', 'blissspa', 'carolsdaughter', 'coastalscents', 'embryolisseusa', 'evelom', 'fusion_beauty', 'graftobian', 'hourglassmakeup', 'josie_maran', 'jouercosmetics']
16 ( 24 ): ['bettylousinc', 'chapstick', 'edenfoods', 'ferrocosmetics', 'food_for_life', 'foodsalive', 'glutenfreeda', 'glutinofoods', 'gonecrackers', 'gopicnic', 'homefreetreats', 'iansnaturalfood', 'islandseasoning', 'jennairusa', 'joseolecentral', 'naturespath']
15 ( 2 ): ['allure_magazine', 'avoninsider', 'benefitbeauty', 'buick', 'candiesbrand', 'cleanandclear', 'covergirl', 'cvsbeautyclub', 'elizabetharden', 'kerastaseusa', 'kia', 'kiehls', 'phyto_usa', 'powerbar', 'redken5thave']
14 ( 19 ): ['always', 'clorox', 'colgate', 'cottonelle', 'crystallight', 'dawndish', 'dial', 'digiornopizza', 'doritos', 'gain', 'gillette', 'glade', 'herbalessences', 'puffs']
14 ( 20 ): ['afterglow', 'barielle', 'blinc', 'bronnerbros', 'butterlondon', 'cobigelowny', 'dgskincare', 'dreamdrystyle', 'drmiracles', 'everymanjack', 'fekkai', 'hichew', 'obagi', 'puresilkshave']
14 ( 21 ): ['7up', 'annieshomegrown', 'bettycrocker', 'butterfinger', 'cadburyuk', 'celestialtea', 'chexcereal', 'chobani', 'ctcsquares', 'cuisinart', 'dunkindonuts', 'fritolay', 'kelloggcompany', 'kindsnacks']
14 ( 25 ): ['adidas', 'astonmartin', 'blackberry', 'canonusa', 'chrysler', 'cocacola', 'dell', 'disney', 'dodge', 'elfcosmetics', 'honda', 'htcusa', 'ibm', 'jaguarusa']
14 ( 32 ): ['alternahaircare', 'bahlsenbiscuits', 'cartenoireuk', 'caudalieus', 'croftersorganic', 'cwhairlondon', 'deliskincare', 'duwopcosmetics', 'fagorind_eng', 'farmrichsnacks', 'glominerals', 'guerlain', 'kenra_haircare', 'premierdeadsea_']
13 ( 7 ): ['8oclockcoffee', 'bananaboat', 'caress', 'clearasil', 'crackerjackd', 'downy', 'gardein', 'harmankardon', 'harneytea', 'hersheys', 'kettlebrand', 'kikkomankitchen', 'redbaronpizza']
12 ( 11 ): ['anntaylor', 'barilla', 'benetton', 'dior', 'ge_reports', 'givenchy', 'guess', 'instyle', 'isseymiyakenyc', 'jblaudio', 'juicycouture', 'redbull']
12 ( 17 ): ['34degrees', 'abreva', 'allegrocoffee', 'bakeryonmain', 'basic4veg', 'bobsredmill', 'earthboundfarm', 'fancyfeast', 'feelgoodfoods', 'gf_insider', 'izze', 'shopritestores']
12 ( 26 ): ['advilrelief', 'bluediamond', 'bose', 'clifbar', 'coffee_mate', 'eas', 'febreze_fresh', 'fiberone', 'honeymaidsnacks', 'ivory', 'jergensus', 'purell']
12 ( 30 ): ['barbarasbakery', 'better_oats', 'bostonmarket', 'claim_jumper', 'cremeofnature', 'durex_usa', 'edgeshavegel', 'greengiant', 'healthy_choice', 'indelight', 'jonessodaco', 'no7usa']
12 ( 31 ): ['bertolli', 'birdseye', 'blue_bunny', 'bolthousefarms', 'cream_of_wheat', 'doletweets', 'fishernutsbrand', 'gmtgiftbaskets', 'gortonsseafood', 'hellmanns', 'hostess_snacks', 'huntschef']
10 ( 12 ): ['barsfoods', 'bayerus', 'boironusa', 'bumblebar', 'electrolux', 'fosterfarms', 'jimmydean', 'jvc_usa', 'minutemaid', 'republicoftea']
9 ( 15 ): ['babobotanicals', 'bbuttonsbabies', 'bumgenius', 'cedarlanefoods', 'crabtreeevelyn', 'eatsmartscales', 'gdiapers', 'pr_organicsusa', 'thedivacup']
7 ( 27 ): ['burberry', 'calvinklein', 'chanel', 'dolcegabbana', 'fendi', 'hugoboss', 'ralphlauren']
6 ( 29 ): ['bareminerals', 'bhcosmetics', 'illamasqua', 'itcosmetics', 'kevyn_aucoin', 'prescriptives']
5 ( 22 ): ['acer', 'asus', 'cisco', 'hp', 'thecoffeebean']
Clustering Completed in time 0:00:01.008673
Cluster Size: 34
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
44 ( 15 ): ['18rabbits', 'activia', 'acureorganics', 'alaffiaskincare', 'allegraotc', 'alvaradostreet', 'antimonkeybutt', 'arcona_la', 'aubreyorganicsi', 'auracacia', 'barbasolshave', 'blueqness', 'bulbrite', 'bumblebar', 'bumboosa', 'cascadianfarm', 'cleanwell', 'droppslaundry', 'drpraegers', 'ecodiscoveries', 'eco_me', 'ecotouch', 'elementbars', 'ellaskitchenusa', 'estroven', 'fisherpaykelus', 'fyhmarket', 'genesistoday', 'goddessgarden', 'govoskos', 'grandmamauds', 'hairformula37', 'hboats', 'hdnaturals', 'herban_cowboy', 'iams', 'indigowild', 'ito_en', 'jrwatkins', 'minutemaid', 'propel_water', 'realpurity', 'repechage', 'vichy_usa']
42 ( 24 ): ['7daysinutopia', 'athenos', 'azzaro', 'ballaformen', 'billyjealousy', 'bluebeardsusa', 'bodyimage', 'braunus', 'bravesldier', 'casbahhamilton', 'claussenpickles', 'cobigelowny', 'crushfoods', 'cuddleclones', 'danieleinc', 'davinesofficial', 'deans_beans', 'devotedcreation', 'domtarcorp', 'dpolaner', 'dragonage', 'drinkcheerwine', 'drinktampico', 'droetkerbaking', 'durex_usa', 'earthlite', 'eckounltd', 'eggplantpeople', 'empirekosher', 'evolvekefir', 'farouksystems', 'finlandiavodka', 'foxandjane', 'fttv', 'gardentime1', 'headblade', 'hinoderice', 'humminbirdfish', 'kyanicorp', 'lorealparisusa', 'purityvodka', 'regenepureqanda']
29 ( 11 ): ['babyblanketgift', 'babyganics', 'baby_magic', 'biokleenhome', 'boogiemom', 'dacorkitchen', 'daisyhealthrd', 'dermorganic', 'doctorsmiths', 'dreft', 'drhauschka_usa', 'earthsbest', 'eckrichmeats', 'eukanuba', 'fisherprice', 'footsmart', 'formaggio', 'fstg_chips', 'hillshirefarm', 'hylandshealth', 'illyissimo', 'izze', 'jabra_us', 'jello', 'joyfulbathco', 'kavajavacoffee', 'kibblesnbits', 'quornus', 'redflowernyc']
28 ( 2 ): ['alimapure', 'amanabrand', 'aprioribeauty', 'babiesrus', 'balancebar', 'beauticontrol', 'beneful', 'bioelements', 'buitoniusa', 'caress', 'clearasil', 'cosmedix', 'dasaniwater', 'dentek', 'getolympus', 'ghdnorthamerica', 'glominerals', 'got2busa', 'hansensnatural', 'harneytea', 'hubertslemonade', 'hydroxatone', 'jonessodaco', 'prttypeaushun', 'quiltednorthern', 'realcaboodles', 'reallunchables', 'redbaronpizza']
21 ( 21 ): ['advilrelief', 'att', 'axe', 'bluediamond', 'bmwusa', 'bose', 'cisco', 'clairolcolor', 'curve', 'dietcoke', 'duracell', 'eatliquidgold', 'fageusa', 'febreze_fresh', 'fiberone', 'gnclivewell', 'hyundai', 'ivory', 'jergensus', 'powerade', 'purinaonedog']
21 ( 32 ): ['always', 'annieshomegrown', 'armani', 'astonmartin', 'bugatti', 'butterfinger', 'chanel', 'chevrolet', 'chexcereal', 'chobani', 'colgate', 'ctcsquares', 'dell', 'downy', 'dunkindonuts', 'eas', 'fritolay', 'herbalessences', 'honeymaidsnacks', 'jaguarusa', 'kindsnacks']
20 ( 29 ): ['alchimieforever', 'aquaphorus', 'aveneusa', 'boironusa', 'burtsbees', 'carmex', 'celazome', 'clifbar', 'conairbeauty', 'ddfskincare', 'dermalogica', 'dove', 'ellentracynyc', 'eltamd', 'fab', 'huggies', 'janmarini', 'jvc_usa', 'kaplanmd', 'proactiv']
19 ( 1 ): ['acer', 'adidas', 'bentleymotors', 'blackberry', 'buick', 'cadillac', 'canonusa', 'cocacola', 'drpepper', 'electrolux', 'fanta', 'faygo', 'garmin', 'harmankardon', 'hersheys', 'htcusa', 'ibm', 'jackdaniels_us', 'redbull']
19 ( 3 ): ['8thcontinentsoy', 'bayescleaners', 'bettylousinc', 'cabotcheese', 'davesgourmet', 'ecolips', 'edenfoods', 'goldenpath', 'goodearthtea', 'grabgreen', 'herbalwater', 'hodgsonmill', 'holisticselect', 'iqnatural', 'jarritosnation', 'killerbread', 'kingbiodotcom', 'realrevivalabs', 'reedsgingerbrew']
19 ( 6 ): ['ancientharvest', 'bambinomio', 'bauschlomb', 'bblondehair', 'belkin', 'biooiluk', 'bosciaskincare', 'bulldogskincare', 'canidaepetfood', 'decleorskincare', 'delallofoods', 'evianwater', 'faithinnature', 'fmchocolate', 'frenchsuk', 'ghostfragrances', 'itsa10haircare', 'obagi', 'pukkaherbs']
19 ( 14 ): ['audi', 'bettycrocker', 'bolthousefarms', 'calvinklein', 'celestialtea', 'cream_of_wheat', 'cuisinart', 'delmonte', 'dior', 'dodge', 'doletweets', 'ferrariusa', 'fishernutsbrand', 'flatoutbread', 'ford', 'fuzzibunz', 'gortonsseafood', 'huntschef', 'kia']
19 ( 16 ): ['100percentpure', 'biodermalabuk', 'bissellclean', 'bumble', 'chinaglaze', 'chuaochocoholic', 'clarisonic', 'crackerbarrel', 'deborahlippmann', 'dermadoctor', 'derma_e', 'dlink', 'essentiaphwater', 'horizon_organic', 'hotpockets', 'hydropeptide', 'julepmaven', 'pritinyc', 'renefurtererus']
19 ( 20 ): ['5hourenergy', 'asus', 'bertolli', 'bmsnews', 'cardinalhealth', 'caribou_coffee', 'discover', 'dovechocolate', 'eatwholly', 'flatearthbrew', 'frenchmeadow', 'hannaford', 'hellmanns', 'hp', 'jacklinks', 'jewelosco', 'johnsonville', 'kelloggcompany', 'shopritestores']
18 ( 5 ): ['afterglow', 'ardell_lashes', 'artistryus', 'barielle', 'blinc', 'blissspa', 'bronnerbros', 'butterlondon', 'carolsdaughter', 'dgskincare', 'dreamdrystyle', 'drmiracles', 'everymanjack', 'fekkai', 'fusion_beauty', 'hichew', 'josie_maran', 'puresilkshave']
17 ( 12 ): ['airheads', 'american_girl', 'benandjerrys', 'bigelowtea', 'cheezit', 'chipsahoy', 'combos', 'dum_dums', 'fancyfeast', 'flavorice_pops', 'godiva', 'haagendazs_us', 'homeruninn', 'hormelfoods', 'jif', 'jollytimepops', 'pretzelcrisps']
17 ( 25 ): ['bananaboat', 'bdbrows', 'bodyglide', 'carabnaturally', 'caswellmassey', 'celadrin1', 'coldeeze', 'corazonas', 'eucerinus', 'firstaidbeauty', 'freemanbeauty', 'greenworks', 'herbacinusa', 'hiballenergy', 'honeystinger', 'johnfriedaus', 'qtips']
16 ( 23 ): ['8oclockcoffee', 'acneorg', 'barkeeperfriend', 'better_oats', 'bostonmarket', 'campbellschunky', 'chefboyardee', 'cosmermaid', 'edgeshavegel', 'friskies', 'greengiant', 'honesttea', 'indelight', 'kerrygoldusa', 'purell', 'purex']
15 ( 8 ): ['34degrees', 'abreva', 'allegrocoffee', 'artisanafoods', 'bakeryonmain', 'basic4veg', 'bobsredmill', 'ciaobellagelato', 'drbronner', 'earthboundfarm', 'feelgoodfoods', 'funkymonkeysnck', 'gf_insider', 'glennys', 'guayaki']
15 ( 28 ): ['7up', 'ampenergy', 'barbarasbakery', 'bestfoods', 'cheerios', 'chrysler', 'crackerjackd', 'doritos', 'frigidaire', 'honda', 'jeep', 'kettlebrand', 'kikkomankitchen', 'quaker', 'redvines']
13 ( 22 ): ['aquafina', 'bayerus', 'casio_usa', 'claim_jumper', 'crest', 'dannon', 'eaglepack', 'eccobella', 'gabrielcosmetic', 'generalmills', 'hitachi_us', 'kashifoods', 'kraftheinzco']
12 ( 10 ): ['allure_magazine', 'avoninsider', 'benefitbeauty', 'candiesbrand', 'cleanandclear', 'covergirl', 'cvsbeautyclub', 'elizabetharden', 'kerastaseusa', 'kiehls', 'powerbar', 'redken5thave']
12 ( 13 ): ['fagorind_eng', 'ferrocosmetics', 'foodsalive', 'glutenfreeda', 'glutinofoods', 'gonecrackers', 'gopicnic', 'homefreetreats', 'islandseasoning', 'jennairusa', 'joseolecentral', 'naturespath']
12 ( 18 ): ['alternahaircare', 'bahlsenbiscuits', 'cartenoireuk', 'caudalieus', 'croftersorganic', 'cwhairlondon', 'deliskincare', 'duwopcosmetics', 'farmrichsnacks', 'guerlain', 'kenra_haircare', 'premierdeadsea_']
12 ( 33 ): ['clorox', 'cottonelle', 'crystallight', 'dawndish', 'dial', 'digiornopizza', 'gain', 'gillette', 'glade', 'gmtgiftbaskets', 'prana', 'puffs']
11 ( 0 ): ['arbonne', 'bummis', 'caffesanora', 'caneandaustin', 'customnails', 'diapersdotcom', 'fischernwieser', 'groominglounge', 'hennahut', 'junebeebaby', 'monogramappl']
11 ( 4 ): ['anthropologie', 'brazilianblwout', 'cadburyuk', 'ecotools', 'elemis', 'elfcosmetics', 'freepeople', 'h2oplususa', 'hollisterco', 'hypehair', 'jblaudio']
11 ( 27 ): ['anntaylor', 'barilla', 'benetton', 'disney', 'ge_reports', 'givenchy', 'guess', 'instyle', 'isseymiyakenyc', 'juicycouture', 'thecoffeebean']
11 ( 31 ): ['americanapparel', 'aveda', 'bathbodyworks', 'blackopalbeauty', 'coastalscents', 'embryolisseusa', 'evelom', 'graftobian', 'hourglassmakeup', 'joico', 'jouercosmetics']
10 ( 26 ): ['bareminerals', 'bhcosmetics', 'cremeofnature', 'gardein', 'illamasqua', 'itcosmetics', 'kevyn_aucoin', 'no7usa', 'phyto_usa', 'prescriptives']
9 ( 9 ): ['barsfoods', 'blue_bunny', 'fosterfarms', 'frs', 'goodcleanlove', 'hostess_snacks', 'iansnaturalfood', 'jimmydean', 'republicoftea']
8 ( 19 ): ['birdseye', 'cedarlanefoods', 'chapstick', 'colorescience', 'coola_suncare', 'food_for_life', 'hickoryfarms', 'jurliqueusa']
8 ( 30 ): ['babobotanicals', 'bbuttonsbabies', 'bumgenius', 'crabtreeevelyn', 'eatsmartscales', 'gdiapers', 'pr_organicsusa', 'thedivacup']
7 ( 7 ): ['breyers', 'coffee_mate', 'dietpepsi', 'freschetta', 'gatorade', 'healthy_choice', 'pringles']
5 ( 17 ): ['burberry', 'dolcegabbana', 'fendi', 'hugoboss', 'ralphlauren']
Clustering Completed in time 0:00:00.856572
Cluster Size: 35
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
41 ( 12 ): ['7daysinutopia', 'azzaro', 'ballaformen', 'billyjealousy', 'bluebeardsusa', 'bodyimage', 'braunus', 'bravesldier', 'casbahhamilton', 'casio_usa', 'caudalieus', 'claim_jumper', 'claussenpickles', 'cobigelowny', 'crushfoods', 'cuddleclones', 'danieleinc', 'davinesofficial', 'deans_beans', 'devotedcreation', 'domtarcorp', 'dpolaner', 'dragonage', 'drinkcheerwine', 'droetkerbaking', 'earthlite', 'eckounltd', 'eggplantpeople', 'empirekosher', 'evolvekefir', 'farouksystems', 'finlandiavodka', 'foxandjane', 'fttv', 'gardentime1', 'headblade', 'hinoderice', 'humminbirdfish', 'kyanicorp', 'purityvodka', 'regenepureqanda']
38 ( 6 ): ['18rabbits', '8thcontinentsoy', 'alaffiaskincare', 'antimonkeybutt', 'arcona_la', 'auracacia', 'bayescleaners', 'bumblebar', 'bumboosa', 'cascadianfarm', 'cleanwell', 'davesgourmet', 'droppslaundry', 'drpraegers', 'ecodiscoveries', 'ecolips', 'eco_me', 'ecotouch', 'ellaskitchenusa', 'genesistoday', 'goldenpath', 'goodearthtea', 'grabgreen', 'hboats', 'hdnaturals', 'herbalwater', 'herban_cowboy', 'hodgsonmill', 'iqnatural', 'jarritosnation', 'jrwatkins', 'killerbread', 'kingbiodotcom', 'minutemaid', 'realpurity', 'realrevivalabs', 'reedsgingerbrew', 'vichy_usa']
30 ( 11 ): ['babobotanicals', 'babyblanketgift', 'babyganics', 'baby_magic', 'barbarasbakery', 'biokleenhome', 'boogiemom', 'cremeofnature', 'dacorkitchen', 'daisyhealthrd', 'doctorsmiths', 'dreft', 'earthsbest', 'eckrichmeats', 'fisherprice', 'footsmart', 'formaggio', 'fstg_chips', 'hickoryfarms', 'hillshirefarm', 'hylandshealth', 'illyissimo', 'jabra_us', 'joyfulbathco', 'jurliqueusa', 'kavajavacoffee', 'kibblesnbits', 'prana', 'quornus', 'redflowernyc']
29 ( 14 ): ['advilrelief', 'att', 'axe', 'bluediamond', 'bmwusa', 'bose', 'campbellschunky', 'chefboyardee', 'clairolcolor', 'coffee_mate', 'cosmermaid', 'curve', 'dannon', 'dietcoke', 'duracell', 'eas', 'eatliquidgold', 'fageusa', 'febreze_fresh', 'fiberone', 'freschetta', 'friskies', 'healthy_choice', 'hyundai', 'ivory', 'jeep', 'jergensus', 'purell', 'purex']
25 ( 25 ): ['armani', 'audi', 'bugatti', 'butterfinger', 'cadburyuk', 'chanel', 'chevrolet', 'chexcereal', 'chrysler', 'colgate', 'dodge', 'dolcegabbana', 'downy', 'dunkindonuts', 'elfcosmetics', 'ferrariusa', 'ford', 'fritolay', 'fuzzibunz', 'herbalessences', 'hollisterco', 'jaguarusa', 'kia', 'lorealparisusa', 'redbull']
22 ( 26 ): ['activia', 'allegraotc', 'alvaradostreet', 'artisanafoods', 'barbasolshave', 'blueqness', 'bulbrite', 'ciaobellagelato', 'drbronner', 'earthboundfarm', 'elementbars', 'fisherpaykelus', 'funkymonkeysnck', 'fyhmarket', 'glennys', 'goddessgarden', 'govoskos', 'grandmamauds', 'guayaki', 'hairformula37', 'indigowild', 'ito_en']
21 ( 0 ): ['ancientharvest', 'bambinomio', 'bauschlomb', 'bblondehair', 'belkin', 'biooiluk', 'bosciaskincare', 'bulldogskincare', 'canidaepetfood', 'colorescience', 'decleorskincare', 'delallofoods', 'evianwater', 'faithinnature', 'fmchocolate', 'frenchsuk', 'ghostfragrances', 'hydropeptide', 'itsa10haircare', 'obagi', 'pukkaherbs']
21 ( 21 ): ['acneorg', 'alchimieforever', 'aquaphorus', 'arbonne', 'aveneusa', 'burtsbees', 'carmex', 'celazome', 'clarisonic', 'conairbeauty', 'cuisinart', 'ddfskincare', 'dermalogica', 'dove', 'eltamd', 'fab', 'huggies', 'janmarini', 'jvc_usa', 'kaplanmd', 'proactiv']
20 ( 9 ): ['abreva', 'always', 'balancebar', 'bdbrows', 'bodyglide', 'caswellmassey', 'coldeeze', 'coola_suncare', 'corazonas', 'eucerinus', 'firstaidbeauty', 'freemanbeauty', 'got2busa', 'greenworks', 'herbacinusa', 'hiballenergy', 'honeystinger', 'hydroxatone', 'hypehair', 'qtips']
20 ( 17 ): ['7up', 'ampenergy', 'annieshomegrown', 'bestfoods', 'bettycrocker', 'cheerios', 'clifbar', 'crackerbarrel', 'doritos', 'gnclivewell', 'godiva', 'iams', 'indelight', 'johnfriedaus', 'kettlebrand', 'no7usa', 'pretzelcrisps', 'pringles', 'redvines', 'thecoffeebean']
19 ( 1 ): ['alimapure', 'alternahaircare', 'amanabrand', 'aprioribeauty', 'babiesrus', 'bioelements', 'cosmedix', 'dasaniwater', 'dermorganic', 'flatoutbread', 'getolympus', 'ghdnorthamerica', 'glominerals', 'groominglounge', 'hubertslemonade', 'jonessodaco', 'prttypeaushun', 'realcaboodles', 'reallunchables']
18 ( 3 ): ['airheads', 'american_girl', 'benandjerrys', 'bigelowtea', 'cheezit', 'chipsahoy', 'combos', 'dum_dums', 'fancyfeast', 'flavorice_pops', 'frigidaire', 'generalmills', 'haagendazs_us', 'homeruninn', 'hormelfoods', 'jello', 'jif', 'jollytimepops']
18 ( 29 ): ['100percentpure', 'anthropologie', 'biodermalabuk', 'bumble', 'chinaglaze', 'chuaochocoholic', 'deborahlippmann', 'dermadoctor', 'derma_e', 'dlink', 'ecotools', 'elemis', 'essentiaphwater', 'freepeople', 'horizon_organic', 'hotpockets', 'julepmaven', 'pritinyc']
18 ( 31 ): ['adidas', 'astonmartin', 'bayerus', 'blackberry', 'buick', 'cadillac', 'canonusa', 'cocacola', 'dell', 'disney', 'electrolux', 'faygo', 'garmin', 'ge_reports', 'hitachi_us', 'htcusa', 'ibm', 'jackdaniels_us']
17 ( 10 ): ['americanapparel', 'ardell_lashes', 'artistryus', 'aveda', 'bathbodyworks', 'blackopalbeauty', 'blissspa', 'carolsdaughter', 'coastalscents', 'embryolisseusa', 'evelom', 'fusion_beauty', 'graftobian', 'hourglassmakeup', 'joico', 'josie_maran', 'jouercosmetics']
16 ( 13 ): ['5hourenergy', 'barkeeperfriend', 'beneful', 'bmsnews', 'breyers', 'cardinalhealth', 'dovechocolate', 'eatwholly', 'honesttea', 'jacklinks', 'jewelosco', 'johnsonville', 'kashifoods', 'kerrygoldusa', 'kraftheinzco', 'purinaonedog']
15 ( 8 ): ['aquafina', 'crystallight', 'ctcsquares', 'dietpepsi', 'digiornopizza', 'discover', 'drpepper', 'eukanuba', 'fanta', 'gatorade', 'hellmanns', 'hersheys', 'honeymaidsnacks', 'powerade', 'quaker']
15 ( 28 ): ['8oclockcoffee', 'bananaboat', 'better_oats', 'bostonmarket', 'buitoniusa', 'caress', 'clearasil', 'crackerjackd', 'edgeshavegel', 'greengiant', 'hansensnatural', 'harneytea', 'kikkomankitchen', 'quiltednorthern', 'redbaronpizza']
14 ( 2 ): ['acureorganics', 'athenos', 'aubreyorganicsi', 'boironusa', 'duwopcosmetics', 'eaglepack', 'eccobella', 'ellentracynyc', 'estroven', 'guerlain', 'jimmydean', 'monogramappl', 'propel_water', 'repechage']
13 ( 30 ): ['bettylousinc', 'edenfoods', 'fagorind_eng', 'food_for_life', 'foodsalive', 'glutenfreeda', 'glutinofoods', 'gonecrackers', 'hichew', 'homefreetreats', 'iansnaturalfood', 'islandseasoning', 'naturespath']
12 ( 18 ): ['bahlsenbiscuits', 'brazilianblwout', 'cartenoireuk', 'croftersorganic', 'cwhairlondon', 'deliskincare', 'farmrichsnacks', 'gabrielcosmetic', 'h2oplususa', 'kenra_haircare', 'premierdeadsea_', 'renefurtererus']
11 ( 4 ): ['afterglow', 'barielle', 'blinc', 'bronnerbros', 'butterlondon', 'dgskincare', 'dreamdrystyle', 'drmiracles', 'everymanjack', 'fekkai', 'puresilkshave']
11 ( 5 ): ['acer', 'beauticontrol', 'bentleymotors', 'carabnaturally', 'celadrin1', 'crest', 'customnails', 'dentek', 'drinktampico', 'durex_usa', 'harmankardon']
11 ( 20 ): ['allure_magazine', 'avoninsider', 'candiesbrand', 'cleanandclear', 'covergirl', 'cvsbeautyclub', 'elizabetharden', 'kerastaseusa', 'kiehls', 'powerbar', 'redken5thave']
10 ( 7 ): ['bertolli', 'birdseye', 'bolthousefarms', 'cream_of_wheat', 'delmonte', 'doletweets', 'fishernutsbrand', 'hannaford', 'huntschef', 'shopritestores']
10 ( 22 ): ['bbuttonsbabies', 'bumgenius', 'cedarlanefoods', 'chapstick', 'crabtreeevelyn', 'eatsmartscales', 'gdiapers', 'gmtgiftbaskets', 'pr_organicsusa', 'thedivacup']
10 ( 23 ): ['asus', 'caneandaustin', 'cisco', 'ferrocosmetics', 'fischernwieser', 'frs', 'gopicnic', 'honda', 'hp', 'jennairusa']
10 ( 32 ): ['bummis', 'cabotcheese', 'caffesanora', 'diapersdotcom', 'goodcleanlove', 'gortonsseafood', 'hennahut', 'holisticselect', 'joseolecentral', 'junebeebaby']
10 ( 34 ): ['34degrees', 'allegrocoffee', 'bakeryonmain', 'basic4veg', 'bobsredmill', 'drhauschka_usa', 'feelgoodfoods', 'gf_insider', 'izze', 'kindsnacks']
9 ( 15 ): ['anntaylor', 'barilla', 'benetton', 'givenchy', 'guess', 'instyle', 'isseymiyakenyc', 'jblaudio', 'juicycouture']
9 ( 16 ): ['bareminerals', 'benefitbeauty', 'bhcosmetics', 'gardein', 'illamasqua', 'itcosmetics', 'kevyn_aucoin', 'phyto_usa', 'prescriptives']
9 ( 27 ): ['bissellclean', 'clorox', 'cottonelle', 'dawndish', 'dial', 'gain', 'gillette', 'glade', 'puffs']
6 ( 24 ): ['burberry', 'calvinklein', 'dior', 'fendi', 'hugoboss', 'ralphlauren']
6 ( 33 ): ['caribou_coffee', 'celestialtea', 'chobani', 'flatearthbrew', 'frenchmeadow', 'kelloggcompany']
5 ( 19 ): ['barsfoods', 'blue_bunny', 'fosterfarms', 'hostess_snacks', 'republicoftea']
Clustering Completed in time 0:00:00.750500
Cluster Size: 36
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
54 ( 25 ): ['7daysinutopia', 'acer', 'athenos', 'azzaro', 'ballaformen', 'billyjealousy', 'bluebeardsusa', 'bodyimage', 'braunus', 'bravesldier', 'brazilianblwout', 'carabnaturally', 'casbahhamilton', 'casio_usa', 'chefboyardee', 'claim_jumper', 'claussenpickles', 'cobigelowny', 'crushfoods', 'cuddleclones', 'danieleinc', 'deans_beans', 'devotedcreation', 'domtarcorp', 'dpolaner', 'dragonage', 'drinkcheerwine', 'drinktampico', 'droetkerbaking', 'eaglepack', 'earthlite', 'eckounltd', 'eggplantpeople', 'empirekosher', 'evolvekefir', 'farouksystems', 'finlandiavodka', 'foxandjane', 'friskies', 'fttv', 'gabrielcosmetic', 'gardentime1', 'harneytea', 'headblade', 'hinoderice', 'humminbirdfish', 'hypehair', 'iams', 'jimmydean', 'kenra_haircare', 'kyanicorp', 'purityvodka', 'regenepureqanda', 'vichy_usa']
31 ( 12 ): ['18rabbits', '8thcontinentsoy', 'acureorganics', 'alaffiaskincare', 'auracacia', 'bayescleaners', 'bumboosa', 'cleanwell', 'davesgourmet', 'doletweets', 'ecodiscoveries', 'ecolips', 'eco_me', 'ecotouch', 'ellaskitchenusa', 'fosterfarms', 'genesistoday', 'goldenpath', 'grabgreen', 'hboats', 'herbalwater', 'herban_cowboy', 'hodgsonmill', 'jarritosnation', 'jrwatkins', 'killerbread', 'kingbiodotcom', 'minutemaid', 'realpurity', 'realrevivalabs', 'reedsgingerbrew']
28 ( 17 ): ['armani', 'astonmartin', 'audi', 'bbuttonsbabies', 'buick', 'bumgenius', 'burberry', 'chanel', 'cream_of_wheat', 'crest', 'dodge', 'dolcegabbana', 'downy', 'eatsmartscales', 'elfcosmetics', 'fendi', 'ferrariusa', 'ford', 'fuzzibunz', 'gdiapers', 'generalmills', 'honda', 'hugoboss', 'jaguarusa', 'kia', 'pr_organicsusa', 'ralphlauren', 'thedivacup']
27 ( 2 ): ['activia', 'allegraotc', 'alvaradostreet', 'antimonkeybutt', 'arcona_la', 'aubreyorganicsi', 'barbasolshave', 'blueqness', 'bulbrite', 'bumblebar', 'cascadianfarm', 'ciaobellagelato', 'droppslaundry', 'drpraegers', 'elementbars', 'fisherpaykelus', 'fyhmarket', 'goddessgarden', 'govoskos', 'grandmamauds', 'guayaki', 'hairformula37', 'hdnaturals', 'indigowild', 'iqnatural', 'ito_en', 'repechage']
25 ( 5 ): ['babobotanicals', 'babyganics', 'baby_magic', 'biokleenhome', 'boogiemom', 'cremeofnature', 'daisyhealthrd', 'dermorganic', 'doctorsmiths', 'dreft', 'drhauschka_usa', 'earthsbest', 'eckrichmeats', 'fisherprice', 'footsmart', 'formaggio', 'fstg_chips', 'hylandshealth', 'illyissimo', 'jabra_us', 'joyfulbathco', 'jurliqueusa', 'kavajavacoffee', 'prana', 'redflowernyc']
24 ( 34 ): ['amanabrand', 'babiesrus', 'balancebar', 'bdbrows', 'bioelements', 'bodyglide', 'buitoniusa', 'caress', 'caswellmassey', 'coldeeze', 'coola_suncare', 'corazonas', 'eucerinus', 'firstaidbeauty', 'freemanbeauty', 'got2busa', 'greenworks', 'hansensnatural', 'herbacinusa', 'hiballenergy', 'honeystinger', 'hydroxatone', 'qtips', 'realcaboodles']
23 ( 3 ): ['ancientharvest', 'bambinomio', 'bauschlomb', 'bblondehair', 'belkin', 'biooiluk', 'birdseye', 'bosciaskincare', 'bulldogskincare', 'canidaepetfood', 'colorescience', 'decleorskincare', 'delallofoods', 'evianwater', 'faithinnature', 'fishernutsbrand', 'fmchocolate', 'frenchsuk', 'ghostfragrances', 'hydropeptide', 'itsa10haircare', 'obagi', 'pukkaherbs']
22 ( 14 ): ['100percentpure', 'anthropologie', 'biodermalabuk', 'bumble', 'cadburyuk', 'chinaglaze', 'chuaochocoholic', 'deborahlippmann', 'dermadoctor', 'derma_e', 'dlink', 'ecotools', 'elemis', 'essentiaphwater', 'freepeople', 'h2oplususa', 'hollisterco', 'horizon_organic', 'hotpockets', 'jblaudio', 'julepmaven', 'pritinyc']
22 ( 26 ): ['7up', 'ampenergy', 'annieshomegrown', 'bestfoods', 'bettycrocker', 'bmsnews', 'candiesbrand', 'cheerios', 'chobani', 'clifbar', 'crackerbarrel', 'dasaniwater', 'doritos', 'gnclivewell', 'godiva', 'indelight', 'johnfriedaus', 'kettlebrand', 'no7usa', 'pretzelcrisps', 'redvines', 'thecoffeebean']
19 ( 24 ): ['advilrelief', 'bluediamond', 'campbellschunky', 'clairolcolor', 'coffee_mate', 'cosmermaid', 'delmonte', 'dietcoke', 'duracell', 'eas', 'eatliquidgold', 'fageusa', 'febreze_fresh', 'freschetta', 'healthy_choice', 'hyundai', 'ivory', 'jergensus', 'purex']
18 ( 32 ): ['adidas', 'bayerus', 'blackberry', 'bugatti', 'cadillac', 'canonusa', 'cocacola', 'dell', 'disney', 'electrolux', 'faygo', 'garmin', 'ge_reports', 'hitachi_us', 'htcusa', 'ibm', 'jackdaniels_us', 'redbull']
17 ( 6 ): ['afterglow', 'allure_magazine', 'avoninsider', 'barielle', 'benefitbeauty', 'blinc', 'bronnerbros', 'butterlondon', 'covergirl', 'cvsbeautyclub', 'dgskincare', 'earthboundfarm', 'everymanjack', 'fekkai', 'kerastaseusa', 'puresilkshave', 'redken5thave']
16 ( 8 ): ['bananaboat', 'beneful', 'bigelowtea', 'crabtreeevelyn', 'eccobella', 'eukanuba', 'fancyfeast', 'flatoutbread', 'funkymonkeysnck', 'ghdnorthamerica', 'hickoryfarms', 'hillshirefarm', 'huntschef', 'jennairusa', 'kibblesnbits', 'purinaonedog']
16 ( 9 ): ['alimapure', 'alternahaircare', 'bahlsenbiscuits', 'cartenoireuk', 'caudalieus', 'cosmedix', 'curve', 'cwhairlondon', 'deliskincare', 'duwopcosmetics', 'farmrichsnacks', 'glominerals', 'groominglounge', 'hubertslemonade', 'premierdeadsea_', 'prttypeaushun']
16 ( 10 ): ['americanapparel', 'ardell_lashes', 'artistryus', 'aveda', 'blackopalbeauty', 'blissspa', 'carolsdaughter', 'coastalscents', 'embryolisseusa', 'evelom', 'fusion_beauty', 'graftobian', 'guerlain', 'hourglassmakeup', 'josie_maran', 'jouercosmetics']
15 ( 4 ): ['acneorg', 'arbonne', 'celazome', 'cuisinart', 'drmiracles', 'ellentracynyc', 'eltamd', 'estroven', 'fab', 'gortonsseafood', 'kaplanmd', 'monogramappl', 'proactiv', 'propel_water', 'renefurtererus']
15 ( 22 ): ['alchimieforever', 'aquaphorus', 'aveneusa', 'boironusa', 'burtsbees', 'carmex', 'clarisonic', 'conairbeauty', 'ddfskincare', 'dermalogica', 'dove', 'elizabetharden', 'huggies', 'janmarini', 'jvc_usa']
15 ( 23 ): ['8oclockcoffee', 'barbarasbakery', 'better_oats', 'bostonmarket', 'clearasil', 'crackerjackd', 'durex_usa', 'edgeshavegel', 'gardein', 'greengiant', 'jonessodaco', 'kikkomankitchen', 'purell', 'quiltednorthern', 'redbaronpizza']
15 ( 28 ): ['always', 'bissellclean', 'clorox', 'colgate', 'cottonelle', 'croftersorganic', 'dawndish', 'dial', 'gain', 'gillette', 'glade', 'gmtgiftbaskets', 'herbalessences', 'naturespath', 'puffs']
14 ( 18 ): ['bettylousinc', 'edenfoods', 'ferrocosmetics', 'frs', 'glutenfreeda', 'glutinofoods', 'gonecrackers', 'goodcleanlove', 'goodearthtea', 'gopicnic', 'holisticselect', 'homefreetreats', 'iansnaturalfood', 'joseolecentral']
14 ( 27 ): ['airheads', 'american_girl', 'benandjerrys', 'cheezit', 'chipsahoy', 'cleanandclear', 'combos', 'dum_dums', 'flavorice_pops', 'frigidaire', 'haagendazs_us', 'hormelfoods', 'jif', 'jollytimepops']
13 ( 1 ): ['aprioribeauty', 'babyblanketgift', 'beauticontrol', 'celadrin1', 'davinesofficial', 'dentek', 'dreamdrystyle', 'fiberone', 'getolympus', 'harmankardon', 'izze', 'jello', 'reallunchables']
13 ( 16 ): ['5hourenergy', 'barkeeperfriend', 'barsfoods', 'breyers', 'cardinalhealth', 'dovechocolate', 'eatwholly', 'honesttea', 'jacklinks', 'jewelosco', 'johnsonville', 'kerrygoldusa', 'kraftheinzco']
12 ( 0 ): ['34degrees', 'abreva', 'allegrocoffee', 'artisanafoods', 'bakeryonmain', 'basic4veg', 'bobsredmill', 'feelgoodfoods', 'gf_insider', 'glennys', 'kindsnacks', 'shopritestores']
12 ( 29 ): ['bummis', 'cabotcheese', 'caffesanora', 'caneandaustin', 'customnails', 'diapersdotcom', 'drbronner', 'fischernwieser', 'hannaford', 'hennahut', 'homeruninn', 'junebeebaby']
11 ( 15 ): ['aquafina', 'crystallight', 'dannon', 'dietpepsi', 'discover', 'drpepper', 'fanta', 'gatorade', 'hellmanns', 'hersheys', 'powerade']
11 ( 21 ): ['bolthousefarms', 'cedarlanefoods', 'chapstick', 'dacorkitchen', 'fagorind_eng', 'food_for_life', 'foodsalive', 'hichew', 'islandseasoning', 'kashifoods', 'quornus']
9 ( 13 ): ['att', 'axe', 'bentleymotors', 'bmwusa', 'bose', 'chevrolet', 'chrysler', 'jeep', 'pringles']
9 ( 19 ): ['anntaylor', 'barilla', 'benetton', 'givenchy', 'guess', 'isseymiyakenyc', 'juicycouture', 'kiehls', 'powerbar']
7 ( 11 ): ['bareminerals', 'bhcosmetics', 'illamasqua', 'itcosmetics', 'kevyn_aucoin', 'phyto_usa', 'prescriptives']
7 ( 35 ): ['butterfinger', 'celestialtea', 'chexcereal', 'ctcsquares', 'dunkindonuts', 'fritolay', 'honeymaidsnacks']
6 ( 31 ): ['bertolli', 'blue_bunny', 'digiornopizza', 'hostess_snacks', 'quaker', 'republicoftea']
4 ( 20 ): ['caribou_coffee', 'flatearthbrew', 'frenchmeadow', 'kelloggcompany']
3 ( 7 ): ['bathbodyworks', 'joico', 'lorealparisusa']
3 ( 30 ): ['asus', 'cisco', 'hp']
3 ( 33 ): ['calvinklein', 'dior', 'instyle']
Clustering Completed in time 0:00:00.742497
Cluster Size: 37
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
37 ( 21 ): ['7daysinutopia', 'athenos', 'azzaro', 'ballaformen', 'beauticontrol', 'bodyimage', 'braunus', 'bravesldier', 'casbahhamilton', 'casio_usa', 'celadrin1', 'claim_jumper', 'claussenpickles', 'crushfoods', 'cuddleclones', 'danieleinc', 'deans_beans', 'devotedcreation', 'domtarcorp', 'dpolaner', 'dragonage', 'drinkcheerwine', 'droetkerbaking', 'earthlite', 'eggplantpeople', 'ellentracynyc', 'empirekosher', 'evolvekefir', 'finlandiavodka', 'foxandjane', 'fttv', 'gardentime1', 'headblade', 'humminbirdfish', 'kyanicorp', 'purityvodka', 'regenepureqanda']
31 ( 16 ): ['8thcontinentsoy', 'acureorganics', 'afterglow', 'alaffiaskincare', 'antimonkeybutt', 'aubreyorganicsi', 'auracacia', 'bayescleaners', 'bettylousinc', 'bumboosa', 'cleanwell', 'davesgourmet', 'ecodiscoveries', 'ecolips', 'eco_me', 'ecotouch', 'ellaskitchenusa', 'genesistoday', 'goldenpath', 'goodearthtea', 'grabgreen', 'hboats', 'herbalwater', 'hodgsonmill', 'jarritosnation', 'jrwatkins', 'killerbread', 'kingbiodotcom', 'realpurity', 'realrevivalabs', 'reedsgingerbrew']
24 ( 4 ): ['acneorg', 'alchimieforever', 'aquaphorus', 'artistryus', 'aveneusa', 'boironusa', 'burtsbees', 'carmex', 'conairbeauty', 'ddfskincare', 'dermalogica', 'dove', 'drmiracles', 'elizabetharden', 'eltamd', 'estroven', 'fab', 'gortonsseafood', 'huggies', 'janmarini', 'jvc_usa', 'kaplanmd', 'propel_water', 'republicoftea']
24 ( 13 ): ['babobotanicals', 'babyblanketgift', 'biokleenhome', 'cremeofnature', 'dacorkitchen', 'daisyhealthrd', 'doctorsmiths', 'dreft', 'earthsbest', 'eatsmartscales', 'eckrichmeats', 'fisherprice', 'footsmart', 'formaggio', 'fstg_chips', 'hylandshealth', 'illyissimo', 'jabra_us', 'jello', 'joyfulbathco', 'kavajavacoffee', 'pr_organicsusa', 'quornus', 'redflowernyc']
22 ( 25 ): ['allure_magazine', 'asus', 'audi', 'avoninsider', 'benefitbeauty', 'burberry', 'candiesbrand', 'cisco', 'cleanandclear', 'covergirl', 'crest', 'cvsbeautyclub', 'dolcegabbana', 'fendi', 'ferrariusa', 'hp', 'hugoboss', 'jaguarusa', 'kerastaseusa', 'powerbar', 'ralphlauren', 'redken5thave']
20 ( 3 ): ['18rabbits', 'allegraotc', 'alvaradostreet', 'arcona_la', 'artisanafoods', 'cascadianfarm', 'ciaobellagelato', 'delallofoods', 'droppslaundry', 'drpraegers', 'elementbars', 'fisherpaykelus', 'fyhmarket', 'goddessgarden', 'grandmamauds', 'guayaki', 'hdnaturals', 'herban_cowboy', 'indigowild', 'ito_en']
20 ( 5 ): ['balancebar', 'bdbrows', 'bodyglide', 'buitoniusa', 'caress', 'caswellmassey', 'coldeeze', 'coola_suncare', 'corazonas', 'eucerinus', 'firstaidbeauty', 'freemanbeauty', 'got2busa', 'greenworks', 'hansensnatural', 'herbacinusa', 'hiballenergy', 'honeystinger', 'hydroxatone', 'qtips']
20 ( 10 ): ['7up', 'ampenergy', 'annieshomegrown', 'bathbodyworks', 'bestfoods', 'bettycrocker', 'cheerios', 'clifbar', 'crackerbarrel', 'doritos', 'gnclivewell', 'godiva', 'indelight', 'johnfriedaus', 'kettlebrand', 'no7usa', 'pretzelcrisps', 'pringles', 'redvines', 'thecoffeebean']
20 ( 17 ): ['5hourenergy', 'barsfoods', 'bayerus', 'blue_bunny', 'bmsnews', 'cardinalhealth', 'dovechocolate', 'eatwholly', 'flatearthbrew', 'fosterfarms', 'hannaford', 'hitachi_us', 'honesttea', 'hostess_snacks', 'jacklinks', 'jewelosco', 'johnsonville', 'kashifoods', 'kerrygoldusa', 'kraftheinzco']
19 ( 9 ): ['ancientharvest', 'bambinomio', 'bauschlomb', 'bblondehair', 'belkin', 'biooiluk', 'bosciaskincare', 'bulldogskincare', 'canidaepetfood', 'colorescience', 'decleorskincare', 'evianwater', 'faithinnature', 'fmchocolate', 'frenchsuk', 'ghostfragrances', 'hydropeptide', 'itsa10haircare', 'pukkaherbs']
17 ( 15 ): ['advilrelief', 'axe', 'bluediamond', 'campbellschunky', 'clairolcolor', 'cosmermaid', 'dannon', 'delmonte', 'dietcoke', 'duracell', 'eatliquidgold', 'fageusa', 'febreze_fresh', 'hyundai', 'ivory', 'jergensus', 'purex']
17 ( 34 ): ['abreva', 'always', 'bananaboat', 'beneful', 'bigelowtea', 'crabtreeevelyn', 'eukanuba', 'fancyfeast', 'flatoutbread', 'funkymonkeysnck', 'ghdnorthamerica', 'hickoryfarms', 'hillshirefarm', 'huntschef', 'jennairusa', 'kibblesnbits', 'purinaonedog']
16 ( 14 ): ['activia', 'billyjealousy', 'bluebeardsusa', 'blueqness', 'bulbrite', 'bumblebar', 'carabnaturally', 'cobigelowny', 'eckounltd', 'farouksystems', 'govoskos', 'hairformula37', 'hinoderice', 'iqnatural', 'kenra_haircare', 'vichy_usa']
15 ( 0 ): ['8oclockcoffee', 'bummis', 'cabotcheese', 'caffesanora', 'customnails', 'diapersdotcom', 'frs', 'getolympus', 'goodcleanlove', 'hennahut', 'holisticselect', 'homeruninn', 'joseolecentral', 'junebeebaby', 'monogramappl']
15 ( 6 ): ['alimapure', 'alternahaircare', 'bahlsenbiscuits', 'cartenoireuk', 'cosmedix', 'curve', 'cwhairlondon', 'deliskincare', 'duwopcosmetics', 'farmrichsnacks', 'glominerals', 'groominglounge', 'jonessodaco', 'premierdeadsea_', 'prttypeaushun']
15 ( 23 ): ['100percentpure', 'biodermalabuk', 'bumble', 'chuaochocoholic', 'deborahlippmann', 'dlink', 'drbronner', 'essentiaphwater', 'freepeople', 'h2oplususa', 'horizon_organic', 'hotpockets', 'hypehair', 'julepmaven', 'pritinyc']
15 ( 27 ): ['airheads', 'benandjerrys', 'cheezit', 'chipsahoy', 'combos', 'dum_dums', 'flavorice_pops', 'frigidaire', 'gardein', 'generalmills', 'haagendazs_us', 'hormelfoods', 'jif', 'jollytimepops', 'kikkomankitchen']
15 ( 31 ): ['amanabrand', 'aprioribeauty', 'babiesrus', 'babyganics', 'baby_magic', 'bioelements', 'boogiemom', 'dasaniwater', 'dermorganic', 'drhauschka_usa', 'izze', 'jurliqueusa', 'quiltednorthern', 'realcaboodles', 'reallunchables']
15 ( 33 ): ['cedarlanefoods', 'chapstick', 'edenfoods', 'fagorind_eng', 'ferrocosmetics', 'food_for_life', 'foodsalive', 'glutenfreeda', 'glutinofoods', 'gonecrackers', 'gopicnic', 'hichew', 'homefreetreats', 'iansnaturalfood', 'islandseasoning']
14 ( 11 ): ['aquafina', 'att', 'crystallight', 'dietpepsi', 'digiornopizza', 'discover', 'drpepper', 'fanta', 'gatorade', 'hellmanns', 'hersheys', 'honeymaidsnacks', 'powerade', 'quaker']
14 ( 12 ): ['ardell_lashes', 'caudalieus', 'celestialtea', 'davinesofficial', 'dgskincare', 'embryolisseusa', 'evelom', 'everymanjack', 'guerlain', 'jouercosmetics', 'kiehls', 'obagi', 'puresilkshave', 'repechage']
14 ( 19 ): ['blackberry', 'bugatti', 'buick', 'cadillac', 'canonusa', 'chevrolet', 'dell', 'electrolux', 'garmin', 'htcusa', 'ibm', 'jblaudio', 'kia', 'redbull']
13 ( 7 ): ['acer', 'arbonne', 'breyers', 'caneandaustin', 'coffee_mate', 'dodge', 'eas', 'elfcosmetics', 'faygo', 'fischernwieser', 'freschetta', 'healthy_choice', 'proactiv']
13 ( 22 ): ['american_girl', 'butterfinger', 'caribou_coffee', 'chexcereal', 'chobani', 'ctcsquares', 'cuisinart', 'dunkindonuts', 'frenchmeadow', 'fritolay', 'kelloggcompany', 'kindsnacks', 'prana']
13 ( 28 ): ['barielle', 'blinc', 'blissspa', 'bronnerbros', 'butterlondon', 'carolsdaughter', 'celazome', 'dreamdrystyle', 'earthboundfarm', 'fekkai', 'fusion_beauty', 'josie_maran', 'phyto_usa']
13 ( 35 ): ['barbasolshave', 'brazilianblwout', 'chefboyardee', 'dentek', 'drinktampico', 'eaglepack', 'fiberone', 'friskies', 'gabrielcosmetic', 'harneytea', 'hubertslemonade', 'iams', 'jimmydean']
12 ( 26 ): ['americanapparel', 'anthropologie', 'aveda', 'blackopalbeauty', 'cadburyuk', 'coastalscents', 'ecotools', 'elemis', 'graftobian', 'hollisterco', 'hourglassmakeup', 'joico']
12 ( 32 ): ['bmwusa', 'bose', 'calvinklein', 'chrysler', 'colgate', 'dior', 'downy', 'ford', 'herbalessences', 'honda', 'jeep', 'lorealparisusa']
11 ( 24 ): ['barbarasbakery', 'barkeeperfriend', 'better_oats', 'bostonmarket', 'clearasil', 'crackerjackd', 'durex_usa', 'edgeshavegel', 'greengiant', 'purell', 'redbaronpizza']
11 ( 36 ): ['bissellclean', 'clorox', 'cottonelle', 'dawndish', 'dial', 'gain', 'gillette', 'glade', 'gmtgiftbaskets', 'naturespath', 'puffs']
9 ( 18 ): ['adidas', 'armani', 'astonmartin', 'bentleymotors', 'chanel', 'cocacola', 'disney', 'harmankardon', 'jackdaniels_us']
9 ( 20 ): ['anntaylor', 'barilla', 'benetton', 'ge_reports', 'givenchy', 'guess', 'instyle', 'isseymiyakenyc', 'juicycouture']
9 ( 29 ): ['bakeryonmain', 'bbuttonsbabies', 'bumgenius', 'croftersorganic', 'eccobella', 'fuzzibunz', 'gdiapers', 'minutemaid', 'thedivacup']
8 ( 1 ): ['34degrees', 'allegrocoffee', 'basic4veg', 'bobsredmill', 'feelgoodfoods', 'gf_insider', 'glennys', 'shopritestores']
6 ( 2 ): ['bertolli', 'birdseye', 'bolthousefarms', 'cream_of_wheat', 'doletweets', 'fishernutsbrand']
6 ( 8 ): ['chinaglaze', 'clarisonic', 'dermadoctor', 'derma_e', 'kevyn_aucoin', 'renefurtererus']
5 ( 30 ): ['bareminerals', 'bhcosmetics', 'illamasqua', 'itcosmetics', 'prescriptives']
Clustering Completed in time 0:00:00.710473
Cluster Size: 38
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
50 ( 2 ): ['7daysinutopia', 'azzaro', 'ballaformen', 'beauticontrol', 'billyjealousy', 'bodyimage', 'braunus', 'bravesldier', 'brazilianblwout', 'carabnaturally', 'casbahhamilton', 'casio_usa', 'celadrin1', 'claim_jumper', 'claussenpickles', 'cobigelowny', 'crushfoods', 'cuddleclones', 'danieleinc', 'deans_beans', 'devotedcreation', 'domtarcorp', 'dpolaner', 'dragonage', 'drinkcheerwine', 'drmiracles', 'droetkerbaking', 'eaglepack', 'earthlite', 'eckounltd', 'eggplantpeople', 'empirekosher', 'evolvekefir', 'farouksystems', 'faygo', 'flatearthbrew', 'foxandjane', 'friskies', 'fttv', 'gabrielcosmetic', 'gardentime1', 'headblade', 'hitachi_us', 'hubertslemonade', 'humminbirdfish', 'iams', 'kenra_haircare', 'kyanicorp', 'lorealparisusa', 'regenepureqanda']
37 ( 0 ): ['8thcontinentsoy', 'acureorganics', 'afterglow', 'alaffiaskincare', 'allegraotc', 'alvaradostreet', 'antimonkeybutt', 'arcona_la', 'auracacia', 'bayescleaners', 'bumboosa', 'cascadianfarm', 'cleanwell', 'davesgourmet', 'droppslaundry', 'drpraegers', 'ecodiscoveries', 'ecolips', 'eco_me', 'ecotouch', 'ellaskitchenusa', 'genesistoday', 'goddessgarden', 'goldenpath', 'grabgreen', 'hdnaturals', 'herbalwater', 'herban_cowboy', 'hodgsonmill', 'indigowild', 'jarritosnation', 'jrwatkins', 'killerbread', 'kingbiodotcom', 'realpurity', 'realrevivalabs', 'reedsgingerbrew']
34 ( 8 ): ['18rabbits', '34degrees', '7up', 'abreva', 'ancientharvest', 'aquafina', 'athenos', 'barsfoods', 'bigelowtea', 'boironusa', 'cosmermaid', 'delallofoods', 'doletweets', 'drbronner', 'earthboundfarm', 'eas', 'everymanjack', 'farmrichsnacks', 'fiberone', 'fmchocolate', 'fosterfarms', 'goodearthtea', 'greenworks', 'hannaford', 'hboats', 'hellmanns', 'herbacinusa', 'huntschef', 'indelight', 'jewelosco', 'jimmydean', 'kikkomankitchen', 'minutemaid', 'purityvodka']
23 ( 19 ): ['activia', 'aubreyorganicsi', 'bluebeardsusa', 'blueqness', 'bulbrite', 'bumblebar', 'caffesanora', 'elementbars', 'ellentracynyc', 'estroven', 'fisherpaykelus', 'fyhmarket', 'govoskos', 'grandmamauds', 'guayaki', 'hairformula37', 'hennahut', 'hinoderice', 'iqnatural', 'ito_en', 'propel_water', 'repechage', 'vichy_usa']
23 ( 37 ): ['bettycrocker', 'blackberry', 'bmsnews', 'bugatti', 'cadillac', 'canonusa', 'caribou_coffee', 'cheerios', 'chobani', 'clifbar', 'cocacola', 'crackerbarrel', 'dell', 'dodge', 'doritos', 'dunkindonuts', 'electrolux', 'frenchmeadow', 'garmin', 'ge_reports', 'htcusa', 'ibm', 'kelloggcompany']
22 ( 7 ): ['aprioribeauty', 'babyblanketgift', 'baby_magic', 'biokleenhome', 'cremeofnature', 'daisyhealthrd', 'doctorsmiths', 'dreft', 'drhauschka_usa', 'earthsbest', 'footsmart', 'formaggio', 'fstg_chips', 'hylandshealth', 'illyissimo', 'izze', 'jello', 'kavajavacoffee', 'prana', 'prttypeaushun', 'realcaboodles', 'reallunchables']
20 ( 14 ): ['alchimieforever', 'aquaphorus', 'arbonne', 'artistryus', 'aveneusa', 'burtsbees', 'caneandaustin', 'carmex', 'celazome', 'conairbeauty', 'ddfskincare', 'dermalogica', 'dove', 'eltamd', 'fab', 'huggies', 'janmarini', 'jvc_usa', 'kaplanmd', 'proactiv']
20 ( 17 ): ['ampenergy', 'artisanafoods', 'barbasolshave', 'barkeeperfriend', 'bestfoods', 'chuaochocoholic', 'coldeeze', 'corazonas', 'drinktampico', 'durex_usa', 'finlandiavodka', 'hillshirefarm', 'homeruninn', 'hostess_snacks', 'jacklinks', 'jif', 'jollytimepops', 'kettlebrand', 'pretzelcrisps', 'republicoftea']
20 ( 21 ): ['8oclockcoffee', 'amanabrand', 'babiesrus', 'babyganics', 'bioelements', 'boogiemom', 'bummis', 'clearasil', 'customnails', 'dasaniwater', 'dentek', 'dermorganic', 'diapersdotcom', 'gardein', 'getolympus', 'groominglounge', 'jonessodaco', 'joseolecentral', 'junebeebaby', 'quiltednorthern']
19 ( 16 ): ['acneorg', 'campbellschunky', 'chefboyardee', 'coffee_mate', 'curve', 'delmonte', 'dietcoke', 'duracell', 'eatliquidgold', 'fageusa', 'febreze_fresh', 'fischernwieser', 'gnclivewell', 'healthy_choice', 'ivory', 'jergensus', 'no7usa', 'purex', 'redvines']
16 ( 25 ): ['bettylousinc', 'bolthousefarms', 'edenfoods', 'fagorind_eng', 'ferrocosmetics', 'foodsalive', 'frs', 'glutenfreeda', 'glutinofoods', 'gonecrackers', 'goodcleanlove', 'gopicnic', 'holisticselect', 'homefreetreats', 'iansnaturalfood', 'islandseasoning']
14 ( 1 ): ['100percentpure', 'alimapure', 'biodermalabuk', 'bumble', 'deborahlippmann', 'dlink', 'essentiaphwater', 'firstaidbeauty', 'freepeople', 'h2oplususa', 'hotpockets', 'hypehair', 'julepmaven', 'pritinyc']
14 ( 4 ): ['birdseye', 'butterfinger', 'celestialtea', 'chexcereal', 'cream_of_wheat', 'ctcsquares', 'cuisinart', 'fishernutsbrand', 'flatoutbread', 'gortonsseafood', 'horizon_organic', 'hydropeptide', 'monogramappl', 'naturespath']
14 ( 9 ): ['americanapparel', 'anthropologie', 'aveda', 'bathbodyworks', 'blackopalbeauty', 'cadburyuk', 'coastalscents', 'derma_e', 'ecotools', 'elemis', 'graftobian', 'hollisterco', 'hourglassmakeup', 'joico']
14 ( 27 ): ['balancebar', 'bdbrows', 'bodyglide', 'buitoniusa', 'caress', 'caswellmassey', 'eucerinus', 'freemanbeauty', 'got2busa', 'hansensnatural', 'hiballenergy', 'honeystinger', 'hydroxatone', 'qtips']
13 ( 5 ): ['babobotanicals', 'bauschlomb', 'dacorkitchen', 'decleorskincare', 'eckrichmeats', 'fisherprice', 'jabra_us', 'joyfulbathco', 'jurliqueusa', 'kibblesnbits', 'puresilkshave', 'quornus', 'redflowernyc']
13 ( 6 ): ['audi', 'calvinklein', 'colgate', 'downy', 'ferrariusa', 'ford', 'fritolay', 'fuzzibunz', 'gillette', 'herbalessences', 'jaguarusa', 'johnfriedaus', 'kia']
13 ( 10 ): ['acer', 'advilrelief', 'asus', 'bayerus', 'bluediamond', 'breyers', 'buick', 'cabotcheese', 'cisco', 'freschetta', 'hp', 'kerrygoldusa', 'thecoffeebean']
13 ( 22 ): ['bambinomio', 'bblondehair', 'belkin', 'biooiluk', 'bosciaskincare', 'bulldogskincare', 'canidaepetfood', 'evianwater', 'faithinnature', 'frenchsuk', 'ghostfragrances', 'itsa10haircare', 'pukkaherbs']
13 ( 34 ): ['airheads', 'american_girl', 'annieshomegrown', 'benandjerrys', 'cheezit', 'chipsahoy', 'combos', 'dum_dums', 'flavorice_pops', 'frigidaire', 'godiva', 'haagendazs_us', 'hormelfoods']
13 ( 36 ): ['always', 'bananaboat', 'beneful', 'bissellclean', 'crabtreeevelyn', 'eccobella', 'eukanuba', 'fancyfeast', 'funkymonkeysnck', 'ghdnorthamerica', 'hickoryfarms', 'jennairusa', 'purinaonedog']
12 ( 24 ): ['att', 'axe', 'bentleymotors', 'bmwusa', 'bose', 'chevrolet', 'chrysler', 'clairolcolor', 'dannon', 'generalmills', 'hyundai', 'jeep']
11 ( 15 ): ['barielle', 'blinc', 'blissspa', 'bronnerbros', 'butterlondon', 'carolsdaughter', 'dreamdrystyle', 'fekkai', 'fusion_beauty', 'josie_maran', 'phyto_usa']
10 ( 3 ): ['allure_magazine', 'avoninsider', 'candiesbrand', 'cleanandclear', 'covergirl', 'cvsbeautyclub', 'elizabetharden', 'kerastaseusa', 'powerbar', 'redken5thave']
10 ( 20 ): ['5hourenergy', 'bertolli', 'blue_bunny', 'cardinalhealth', 'dovechocolate', 'eatwholly', 'honesttea', 'johnsonville', 'kashifoods', 'kraftheinzco']
10 ( 23 ): ['allegrocoffee', 'bakeryonmain', 'basic4veg', 'bobsredmill', 'ciaobellagelato', 'feelgoodfoods', 'gf_insider', 'glennys', 'kindsnacks', 'shopritestores']
10 ( 28 ): ['adidas', 'armani', 'astonmartin', 'dior', 'disney', 'elfcosmetics', 'honda', 'instyle', 'jackdaniels_us', 'pringles']
10 ( 30 ): ['alternahaircare', 'ardell_lashes', 'caudalieus', 'davinesofficial', 'dgskincare', 'embryolisseusa', 'evelom', 'guerlain', 'jouercosmetics', 'obagi']
10 ( 31 ): ['crystallight', 'dietpepsi', 'discover', 'drpepper', 'fanta', 'gatorade', 'hersheys', 'honeymaidsnacks', 'powerade', 'quaker']
9 ( 11 ): ['cedarlanefoods', 'chapstick', 'colorescience', 'coola_suncare', 'eatsmartscales', 'food_for_life', 'harmankardon', 'harneytea', 'hichew']
9 ( 12 ): ['barilla', 'benetton', 'crest', 'givenchy', 'guess', 'isseymiyakenyc', 'jblaudio', 'juicycouture', 'redbull']
9 ( 13 ): ['barbarasbakery', 'better_oats', 'bostonmarket', 'crackerjackd', 'croftersorganic', 'edgeshavegel', 'greengiant', 'purell', 'redbaronpizza']
9 ( 18 ): ['clorox', 'cottonelle', 'dawndish', 'dial', 'digiornopizza', 'gain', 'glade', 'gmtgiftbaskets', 'puffs']
8 ( 32 ): ['bahlsenbiscuits', 'cartenoireuk', 'cosmedix', 'cwhairlondon', 'deliskincare', 'duwopcosmetics', 'glominerals', 'premierdeadsea_']
7 ( 35 ): ['anntaylor', 'bhcosmetics', 'chinaglaze', 'clarisonic', 'dermadoctor', 'kevyn_aucoin', 'renefurtererus']
6 ( 26 ): ['bareminerals', 'benefitbeauty', 'illamasqua', 'itcosmetics', 'kiehls', 'prescriptives']
6 ( 29 ): ['burberry', 'chanel', 'dolcegabbana', 'fendi', 'hugoboss', 'ralphlauren']
5 ( 33 ): ['bbuttonsbabies', 'bumgenius', 'gdiapers', 'pr_organicsusa', 'thedivacup']
Clustering Completed in time 0:00:00.521348
Cluster Size: 39
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
45 ( 3 ): ['7daysinutopia', 'azzaro', 'ballaformen', 'beauticontrol', 'billyjealousy', 'bluebeardsusa', 'blueqness', 'bodyimage', 'braunus', 'bravesldier', 'brazilianblwout', 'casbahhamilton', 'casio_usa', 'celadrin1', 'claim_jumper', 'claussenpickles', 'cobigelowny', 'crushfoods', 'danieleinc', 'deans_beans', 'devotedcreation', 'domtarcorp', 'dpolaner', 'dragonage', 'drinkcheerwine', 'droetkerbaking', 'earthlite', 'eckounltd', 'eggplantpeople', 'empirekosher', 'evolvekefir', 'farouksystems', 'faygo', 'foxandjane', 'fttv', 'gardentime1', 'headblade', 'hinoderice', 'hitachi_us', 'hubertslemonade', 'humminbirdfish', 'kenra_haircare', 'kyanicorp', 'regenepureqanda', 'vichy_usa']
34 ( 33 ): ['8thcontinentsoy', 'acureorganics', 'alaffiaskincare', 'antimonkeybutt', 'arcona_la', 'aubreyorganicsi', 'auracacia', 'bayescleaners', 'bumblebar', 'bumboosa', 'cascadianfarm', 'cleanwell', 'davesgourmet', 'droppslaundry', 'ecodiscoveries', 'ecolips', 'eco_me', 'ecotouch', 'ellaskitchenusa', 'freemanbeauty', 'genesistoday', 'goldenpath', 'grabgreen', 'herbalwater', 'hodgsonmill', 'iqnatural', 'ito_en', 'jrwatkins', 'killerbread', 'kingbiodotcom', 'minutemaid', 'realpurity', 'realrevivalabs', 'reedsgingerbrew']
33 ( 34 ): ['18rabbits', '34degrees', 'ancientharvest', 'aquafina', 'athenos', 'barsfoods', 'bigelowtea', 'boironusa', 'caswellmassey', 'cosmermaid', 'delallofoods', 'doletweets', 'drbronner', 'earthboundfarm', 'eas', 'everymanjack', 'farmrichsnacks', 'fiberone', 'fmchocolate', 'fosterfarms', 'frigidaire', 'friskies', 'goodearthtea', 'greenworks', 'hboats', 'hellmanns', 'herbacinusa', 'huntschef', 'jewelosco', 'jimmydean', 'joyfulbathco', 'kikkomankitchen', 'purityvodka']
31 ( 1 ): ['acneorg', 'advilrelief', 'bayerus', 'better_oats', 'bluediamond', 'bmsnews', 'bostonmarket', 'breyers', 'campbellschunky', 'chefboyardee', 'coffee_mate', 'crest', 'curve', 'delmonte', 'dietcoke', 'duracell', 'eatliquidgold', 'edgeshavegel', 'fageusa', 'febreze_fresh', 'fischernwieser', 'freschetta', 'gnclivewell', 'healthy_choice', 'honesttea', 'ivory', 'jergensus', 'kerrygoldusa', 'no7usa', 'purex', 'redvines']
28 ( 10 ): ['aprioribeauty', 'babobotanicals', 'babyganics', 'baby_magic', 'biokleenhome', 'boogiemom', 'dacorkitchen', 'daisyhealthrd', 'doctorsmiths', 'dreft', 'drhauschka_usa', 'earthsbest', 'fisherprice', 'footsmart', 'formaggio', 'fstg_chips', 'groominglounge', 'hylandshealth', 'illyissimo', 'izze', 'jabra_us', 'jello', 'jurliqueusa', 'kavajavacoffee', 'prana', 'prttypeaushun', 'reallunchables', 'redflowernyc']
23 ( 11 ): ['acer', 'adidas', 'astonmartin', 'bentleymotors', 'blackberry', 'bugatti', 'cadillac', 'canonusa', 'chevrolet', 'cocacola', 'dell', 'disney', 'dodge', 'dunkindonuts', 'electrolux', 'garmin', 'ge_reports', 'harmankardon', 'htcusa', 'ibm', 'jackdaniels_us', 'jaguarusa', 'redbull']
21 ( 9 ): ['barkeeperfriend', 'celestialtea', 'chapstick', 'chexcereal', 'chuaochocoholic', 'corazonas', 'ctcsquares', 'durex_usa', 'finlandiavodka', 'fishernutsbrand', 'funkymonkeysnck', 'gortonsseafood', 'hillshirefarm', 'homeruninn', 'horizon_organic', 'hydropeptide', 'jacklinks', 'kettlebrand', 'monogramappl', 'naturespath', 'republicoftea']
20 ( 12 ): ['8oclockcoffee', 'barbarasbakery', 'caress', 'cosmedix', 'crackerjackd', 'dentek', 'dermorganic', 'eckrichmeats', 'gardein', 'glominerals', 'greengiant', 'hansensnatural', 'indelight', 'jonessodaco', 'joseolecentral', 'kibblesnbits', 'purell', 'quiltednorthern', 'quornus', 'redbaronpizza']
19 ( 4 ): ['activia', 'allegraotc', 'alvaradostreet', 'artisanafoods', 'bulbrite', 'ciaobellagelato', 'drpraegers', 'elementbars', 'fisherpaykelus', 'fyhmarket', 'glennys', 'goddessgarden', 'govoskos', 'grandmamauds', 'guayaki', 'hairformula37', 'hdnaturals', 'herban_cowboy', 'indigowild']
17 ( 2 ): ['amanabrand', 'babiesrus', 'balancebar', 'bioelements', 'bodyglide', 'buitoniusa', 'clearasil', 'dasaniwater', 'eucerinus', 'firstaidbeauty', 'getolympus', 'got2busa', 'hiballenergy', 'honeystinger', 'hydroxatone', 'qtips', 'realcaboodles']
15 ( 5 ): ['bettylousinc', 'bolthousefarms', 'edenfoods', 'fagorind_eng', 'ferrocosmetics', 'foodsalive', 'glutenfreeda', 'glutinofoods', 'gonecrackers', 'goodcleanlove', 'gopicnic', 'holisticselect', 'homefreetreats', 'iansnaturalfood', 'islandseasoning']
15 ( 14 ): ['100percentpure', 'alimapure', 'biodermalabuk', 'bumble', 'chinaglaze', 'croftersorganic', 'deborahlippmann', 'dlink', 'essentiaphwater', 'freepeople', 'h2oplususa', 'hotpockets', 'hypehair', 'julepmaven', 'pritinyc']
15 ( 21 ): ['annieshomegrown', 'audi', 'bathbodyworks', 'bettycrocker', 'butterfinger', 'cabotcheese', 'chobani', 'clifbar', 'crackerbarrel', 'doritos', 'ford', 'godiva', 'johnfriedaus', 'pringles', 'shopritestores']
15 ( 28 ): ['bambinomio', 'bauschlomb', 'bblondehair', 'belkin', 'biooiluk', 'bosciaskincare', 'bulldogskincare', 'canidaepetfood', 'decleorskincare', 'evianwater', 'faithinnature', 'frenchsuk', 'ghostfragrances', 'itsa10haircare', 'pukkaherbs']
15 ( 29 ): ['airheads', 'american_girl', 'ampenergy', 'benandjerrys', 'bestfoods', 'cheerios', 'chipsahoy', 'combos', 'dum_dums', 'flavorice_pops', 'haagendazs_us', 'hormelfoods', 'jif', 'jollytimepops', 'pretzelcrisps']
15 ( 30 ): ['alchimieforever', 'aquaphorus', 'aveneusa', 'burtsbees', 'carmex', 'conairbeauty', 'ddfskincare', 'dermalogica', 'dove', 'eltamd', 'fab', 'huggies', 'janmarini', 'jvc_usa', 'kaplanmd']
14 ( 36 ): ['clorox', 'colgate', 'cottonelle', 'crystallight', 'dawndish', 'dial', 'digiornopizza', 'downy', 'gain', 'gillette', 'glade', 'gmtgiftbaskets', 'herbalessences', 'puffs']
13 ( 16 ): ['afterglow', 'artistryus', 'blinc', 'blissspa', 'butterlondon', 'carolsdaughter', 'dreamdrystyle', 'drmiracles', 'fekkai', 'fusion_beauty', 'hichew', 'josie_maran', 'puresilkshave']
13 ( 19 ): ['bertolli', 'blue_bunny', 'buick', 'calvinklein', 'dietpepsi', 'dior', 'drpepper', 'fanta', 'ferrariusa', 'gatorade', 'honda', 'hostess_snacks', 'quaker']
13 ( 25 ): ['7up', 'allure_magazine', 'avoninsider', 'candiesbrand', 'cleanandclear', 'covergirl', 'cvsbeautyclub', 'elizabetharden', 'fritolay', 'kerastaseusa', 'kia', 'powerbar', 'redken5thave']
12 ( 0 ): ['americanapparel', 'anthropologie', 'aveda', 'blackopalbeauty', 'cadburyuk', 'coastalscents', 'derma_e', 'ecotools', 'elemis', 'graftobian', 'hourglassmakeup', 'joico']
12 ( 37 ): ['bummis', 'caffesanora', 'caneandaustin', 'customnails', 'diapersdotcom', 'estroven', 'frs', 'hannaford', 'hennahut', 'jarritosnation', 'junebeebaby', 'propel_water']
10 ( 8 ): ['arbonne', 'clairolcolor', 'discover', 'hersheys', 'hollisterco', 'honeymaidsnacks', 'hyundai', 'lorealparisusa', 'proactiv', 'renefurtererus']
10 ( 24 ): ['alternahaircare', 'ardell_lashes', 'caudalieus', 'davinesofficial', 'dgskincare', 'embryolisseusa', 'evelom', 'guerlain', 'jouercosmetics', 'obagi']
10 ( 26 ): ['always', 'bananaboat', 'bissellclean', 'crabtreeevelyn', 'eccobella', 'eukanuba', 'fancyfeast', 'ghdnorthamerica', 'jennairusa', 'purinaonedog']
10 ( 32 ): ['babyblanketgift', 'barbasolshave', 'coldeeze', 'cuddleclones', 'drinktampico', 'eaglepack', 'ellentracynyc', 'gabrielcosmetic', 'harneytea', 'iams']
9 ( 6 ): ['5hourenergy', 'cardinalhealth', 'caribou_coffee', 'dovechocolate', 'eatwholly', 'flatearthbrew', 'frenchmeadow', 'johnsonville', 'kelloggcompany']
9 ( 22 ): ['anntaylor', 'barielle', 'bdbrows', 'bhcosmetics', 'bronnerbros', 'clarisonic', 'cremeofnature', 'kevyn_aucoin', 'phyto_usa']
8 ( 7 ): ['beneful', 'birdseye', 'colorescience', 'coola_suncare', 'eatsmartscales', 'flatoutbread', 'food_for_life', 'hickoryfarms']
8 ( 15 ): ['abreva', 'allegrocoffee', 'bakeryonmain', 'basic4veg', 'bobsredmill', 'feelgoodfoods', 'gf_insider', 'kindsnacks']
8 ( 18 ): ['barilla', 'benetton', 'givenchy', 'guess', 'instyle', 'isseymiyakenyc', 'jblaudio', 'juicycouture']
8 ( 38 ): ['bbuttonsbabies', 'bumgenius', 'carabnaturally', 'cedarlanefoods', 'elfcosmetics', 'gdiapers', 'pr_organicsusa', 'thedivacup']
7 ( 17 ): ['att', 'axe', 'bmwusa', 'bose', 'chrysler', 'jeep', 'powerade']
7 ( 23 ): ['armani', 'burberry', 'chanel', 'dolcegabbana', 'fendi', 'hugoboss', 'ralphlauren']
7 ( 31 ): ['bahlsenbiscuits', 'cartenoireuk', 'cwhairlondon', 'deliskincare', 'duwopcosmetics', 'premierdeadsea_', 'repechage']
6 ( 27 ): ['bareminerals', 'benefitbeauty', 'illamasqua', 'itcosmetics', 'kiehls', 'prescriptives']
5 ( 13 ): ['cheezit', 'dannon', 'generalmills', 'kashifoods', 'kraftheinzco']
5 ( 20 ): ['celazome', 'cream_of_wheat', 'cuisinart', 'dermadoctor', 'fuzzibunz']
4 ( 35 ): ['asus', 'cisco', 'hp', 'thecoffeebean']
Clustering Completed in time 0:00:00.529353
Cluster Size: 40
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
38 ( 25 ): ['7daysinutopia', 'azzaro', 'ballaformen', 'beauticontrol', 'billyjealousy', 'bluebeardsusa', 'blueqness', 'bodyimage', 'braunus', 'bravesldier', 'casbahhamilton', 'casio_usa', 'celadrin1', 'claim_jumper', 'claussenpickles', 'cobigelowny', 'crushfoods', 'danieleinc', 'deans_beans', 'devotedcreation', 'domtarcorp', 'dpolaner', 'dragonage', 'dreamdrystyle', 'drmiracles', 'droetkerbaking', 'earthlite', 'eggplantpeople', 'empirekosher', 'evolvekefir', 'farouksystems', 'foxandjane', 'fttv', 'gardentime1', 'headblade', 'kyanicorp', 'regenepureqanda', 'vichy_usa']
31 ( 2 ): ['aprioribeauty', 'babobotanicals', 'babyganics', 'baby_magic', 'biokleenhome', 'boogiemom', 'dacorkitchen', 'daisyhealthrd', 'dermorganic', 'doctorsmiths', 'dreft', 'drhauschka_usa', 'earthsbest', 'eckrichmeats', 'fisherprice', 'footsmart', 'formaggio', 'fstg_chips', 'hylandshealth', 'illyissimo', 'izze', 'jabra_us', 'jello', 'jurliqueusa', 'kavajavacoffee', 'prana', 'pr_organicsusa', 'prttypeaushun', 'realcaboodles', 'reallunchables', 'redflowernyc']
26 ( 35 ): ['8thcontinentsoy', 'acureorganics', 'alaffiaskincare', 'allegraotc', 'arcona_la', 'aubreyorganicsi', 'bayescleaners', 'bumblebar', 'bumboosa', 'cleanwell', 'davesgourmet', 'ecodiscoveries', 'eco_me', 'ecotouch', 'ellaskitchenusa', 'goldenpath', 'grabgreen', 'hairformula37', 'herbalwater', 'indigowild', 'ito_en', 'jrwatkins', 'killerbread', 'kingbiodotcom', 'realpurity', 'reedsgingerbrew']
25 ( 5 ): ['barkeeperfriend', 'birdseye', 'celestialtea', 'chapstick', 'chexcereal', 'chuaochocoholic', 'coldeeze', 'colorescience', 'corazonas', 'ctcsquares', 'eatsmartscales', 'finlandiavodka', 'gortonsseafood', 'hillshirefarm', 'homeruninn', 'horizon_organic', 'hydropeptide', 'jacklinks', 'jif', 'jollytimepops', 'kettlebrand', 'monogramappl', 'naturespath', 'pretzelcrisps', 'republicoftea']
25 ( 18 ): ['7up', 'armani', 'att', 'benandjerrys', 'bentleymotors', 'bugatti', 'buick', 'chanel', 'chevrolet', 'chrysler', 'cleanandclear', 'crest', 'crystallight', 'dell', 'digiornopizza', 'dolcegabbana', 'dunkindonuts', 'elfcosmetics', 'fuzzibunz', 'hersheys', 'hollisterco', 'honda', 'jackdaniels_us', 'quaker', 'redbull']
24 ( 36 ): ['18rabbits', '34degrees', 'abreva', 'athenos', 'barsfoods', 'bigelowtea', 'boironusa', 'cosmermaid', 'delallofoods', 'earthboundfarm', 'eas', 'everymanjack', 'farmrichsnacks', 'fmchocolate', 'fosterfarms', 'goodearthtea', 'hboats', 'hellmanns', 'huntschef', 'jewelosco', 'jimmydean', 'joyfulbathco', 'kibblesnbits', 'purityvodka']
20 ( 6 ): ['8oclockcoffee', 'barbarasbakery', 'caswellmassey', 'crackerjackd', 'dentek', 'fiberone', 'frigidaire', 'friskies', 'gardein', 'glominerals', 'greenworks', 'hansensnatural', 'herbacinusa', 'indelight', 'jonessodaco', 'kikkomankitchen', 'purell', 'quiltednorthern', 'quornus', 'redbaronpizza']
20 ( 9 ): ['acer', 'adidas', 'alternahaircare', 'astonmartin', 'bayerus', 'blackberry', 'bmsnews', 'cadillac', 'canonusa', 'cocacola', 'disney', 'dodge', 'electrolux', 'faygo', 'garmin', 'ge_reports', 'hitachi_us', 'htcusa', 'ibm', 'kia']
19 ( 4 ): ['alchimieforever', 'aquaphorus', 'arbonne', 'artistryus', 'aveneusa', 'burtsbees', 'carmex', 'celazome', 'conairbeauty', 'ddfskincare', 'dermalogica', 'dove', 'eltamd', 'fab', 'huggies', 'janmarini', 'jvc_usa', 'kaplanmd', 'proactiv']
19 ( 21 ): ['amanabrand', 'balancebar', 'bdbrows', 'bioelements', 'bodyglide', 'buitoniusa', 'caress', 'clearasil', 'coola_suncare', 'dasaniwater', 'eucerinus', 'firstaidbeauty', 'freemanbeauty', 'getolympus', 'got2busa', 'hiballenergy', 'honeystinger', 'hydroxatone', 'qtips']
18 ( 31 ): ['annieshomegrown', 'audi', 'bathbodyworks', 'bettycrocker', 'bluediamond', 'cheerios', 'chobani', 'clifbar', 'colgate', 'crackerbarrel', 'doritos', 'ferrariusa', 'fritolay', 'jaguarusa', 'jblaudio', 'johnfriedaus', 'pringles', 'shopritestores']
17 ( 3 ): ['afterglow', 'antimonkeybutt', 'bbuttonsbabies', 'bulbrite', 'bumgenius', 'cascadianfarm', 'croftersorganic', 'droppslaundry', 'ecolips', 'gdiapers', 'genesistoday', 'goddessgarden', 'hdnaturals', 'hodgsonmill', 'iqnatural', 'minutemaid', 'thedivacup']
17 ( 7 ): ['activia', 'allegrocoffee', 'alvaradostreet', 'basic4veg', 'bobsredmill', 'ciaobellagelato', 'drbronner', 'elementbars', 'feelgoodfoods', 'fisherpaykelus', 'fyhmarket', 'gf_insider', 'glennys', 'govoskos', 'grandmamauds', 'guayaki', 'repechage']
17 ( 15 ): ['acneorg', 'better_oats', 'bostonmarket', 'campbellschunky', 'chefboyardee', 'cremeofnature', 'curve', 'downy', 'durex_usa', 'edgeshavegel', 'fischernwieser', 'greengiant', 'healthy_choice', 'herbalessences', 'no7usa', 'purex', 'redvines']
16 ( 14 ): ['ancientharvest', 'bambinomio', 'bauschlomb', 'bblondehair', 'belkin', 'biooiluk', 'bosciaskincare', 'bulldogskincare', 'canidaepetfood', 'decleorskincare', 'evianwater', 'faithinnature', 'frenchsuk', 'ghostfragrances', 'itsa10haircare', 'pukkaherbs']
16 ( 26 ): ['bettylousinc', 'cedarlanefoods', 'edenfoods', 'fagorind_eng', 'ferrocosmetics', 'food_for_life', 'foodsalive', 'glutenfreeda', 'glutinofoods', 'gonecrackers', 'gopicnic', 'hichew', 'homefreetreats', 'iansnaturalfood', 'islandseasoning', 'joseolecentral']
15 ( 17 ): ['babyblanketgift', 'carabnaturally', 'cuddleclones', 'drinkcheerwine', 'drinktampico', 'eaglepack', 'eckounltd', 'ellentracynyc', 'flavorice_pops', 'gabrielcosmetic', 'harmankardon', 'harneytea', 'hinoderice', 'humminbirdfish', 'iams']
14 ( 12 ): ['5hourenergy', 'blue_bunny', 'breyers', 'cardinalhealth', 'caribou_coffee', 'discover', 'dovechocolate', 'eatwholly', 'flatearthbrew', 'frenchmeadow', 'honesttea', 'johnsonville', 'kelloggcompany', 'kerrygoldusa']
14 ( 13 ): ['always', 'bakeryonmain', 'bananaboat', 'beneful', 'crabtreeevelyn', 'eccobella', 'eukanuba', 'fancyfeast', 'flatoutbread', 'funkymonkeysnck', 'ghdnorthamerica', 'hickoryfarms', 'jennairusa', 'purinaonedog']
14 ( 16 ): ['bummis', 'caffesanora', 'caneandaustin', 'customnails', 'diapersdotcom', 'estroven', 'frs', 'goodcleanlove', 'hannaford', 'hennahut', 'holisticselect', 'jarritosnation', 'junebeebaby', 'propel_water']
14 ( 24 ): ['advilrelief', 'axe', 'bmwusa', 'bose', 'clairolcolor', 'dietcoke', 'duracell', 'eatliquidgold', 'fageusa', 'febreze_fresh', 'gnclivewell', 'hyundai', 'ivory', 'jergensus']
13 ( 22 ): ['100percentpure', 'alimapure', 'biodermalabuk', 'bumble', 'chinaglaze', 'deborahlippmann', 'dlink', 'essentiaphwater', 'h2oplususa', 'hotpockets', 'hypehair', 'julepmaven', 'pritinyc']
12 ( 32 ): ['american_girl', 'babiesrus', 'clorox', 'cottonelle', 'dawndish', 'dial', 'gain', 'gillette', 'glade', 'gmtgiftbaskets', 'kindsnacks', 'puffs']
12 ( 33 ): ['americanapparel', 'aveda', 'blackopalbeauty', 'cadburyuk', 'clarisonic', 'dermadoctor', 'derma_e', 'ecotools', 'elemis', 'graftobian', 'hourglassmakeup', 'joico']
11 ( 8 ): ['barielle', 'blinc', 'blissspa', 'bronnerbros', 'butterlondon', 'carolsdaughter', 'coastalscents', 'fekkai', 'fusion_beauty', 'josie_maran', 'phyto_usa']
11 ( 34 ): ['anntaylor', 'barilla', 'benetton', 'bhcosmetics', 'givenchy', 'guess', 'isseymiyakenyc', 'jeep', 'juicycouture', 'kevyn_aucoin', 'prescriptives']
10 ( 28 ): ['airheads', 'ampenergy', 'bestfoods', 'cheezit', 'chipsahoy', 'combos', 'dum_dums', 'godiva', 'haagendazs_us', 'hormelfoods']
10 ( 39 ): ['allure_magazine', 'avoninsider', 'benefitbeauty', 'candiesbrand', 'covergirl', 'cvsbeautyclub', 'elizabetharden', 'kerastaseusa', 'powerbar', 'redken5thave']
9 ( 10 ): ['artisanafoods', 'auracacia', 'barbasolshave', 'bissellclean', 'cabotcheese', 'drpraegers', 'fishernutsbrand', 'herban_cowboy', 'realrevivalabs']
9 ( 29 ): ['aquafina', 'coffee_mate', 'dietpepsi', 'drpepper', 'fanta', 'freschetta', 'gatorade', 'hostess_snacks', 'powerade']
8 ( 19 ): ['bahlsenbiscuits', 'cartenoireuk', 'cosmedix', 'cwhairlondon', 'deliskincare', 'duwopcosmetics', 'groominglounge', 'premierdeadsea_']
8 ( 23 ): ['ardell_lashes', 'bareminerals', 'evelom', 'guerlain', 'illamasqua', 'itcosmetics', 'kiehls', 'obagi']
7 ( 1 ): ['anthropologie', 'brazilianblwout', 'freepeople', 'hubertslemonade', 'kenra_haircare', 'lorealparisusa', 'renefurtererus']
6 ( 11 ): ['caudalieus', 'davinesofficial', 'dgskincare', 'embryolisseusa', 'jouercosmetics', 'puresilkshave']
6 ( 27 ): ['butterfinger', 'dannon', 'generalmills', 'honeymaidsnacks', 'kashifoods', 'kraftheinzco']
6 ( 38 ): ['bertolli', 'bolthousefarms', 'cream_of_wheat', 'cuisinart', 'delmonte', 'doletweets']
4 ( 20 ): ['burberry', 'fendi', 'hugoboss', 'ralphlauren']
4 ( 30 ): ['asus', 'cisco', 'hp', 'thecoffeebean']
3 ( 37 ): ['calvinklein', 'dior', 'instyle']
1 ( 0 ): ['ford']
Clustering Completed in time 0:00:00.531355
Cluster Size: 41
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
35 ( 9 ): ['8thcontinentsoy', 'acureorganics', 'afterglow', 'alaffiaskincare', 'alvaradostreet', 'arcona_la', 'artisanafoods', 'aubreyorganicsi', 'auracacia', 'bayescleaners', 'bumblebar', 'bumboosa', 'cleanwell', 'davesgourmet', 'drpraegers', 'ecodiscoveries', 'ecolips', 'eco_me', 'ecotouch', 'ellaskitchenusa', 'estroven', 'fisherpaykelus', 'fyhmarket', 'grabgreen', 'grandmamauds', 'herbalwater', 'herban_cowboy', 'indigowild', 'jarritosnation', 'jrwatkins', 'killerbread', 'kingbiodotcom', 'realpurity', 'reedsgingerbrew', 'repechage']
34 ( 29 ): ['7daysinutopia', 'azzaro', 'ballaformen', 'beauticontrol', 'billyjealousy', 'bluebeardsusa', 'blueqness', 'bodyimage', 'bravesldier', 'caffesanora', 'casbahhamilton', 'claussenpickles', 'cobigelowny', 'crushfoods', 'danieleinc', 'deans_beans', 'devotedcreation', 'domtarcorp', 'dpolaner', 'dragonage', 'dreamdrystyle', 'drinkcheerwine', 'drmiracles', 'earthlite', 'eggplantpeople', 'evolvekefir', 'farouksystems', 'foxandjane', 'gardentime1', 'headblade', 'humminbirdfish', 'kyanicorp', 'regenepureqanda', 'vichy_usa']
26 ( 2 ): ['aprioribeauty', 'babobotanicals', 'babyganics', 'baby_magic', 'biokleenhome', 'boogiemom', 'daisyhealthrd', 'dermorganic', 'doctorsmiths', 'dreft', 'drhauschka_usa', 'earthsbest', 'eckrichmeats', 'fisherprice', 'footsmart', 'formaggio', 'fstg_chips', 'hylandshealth', 'illyissimo', 'izze', 'jabra_us', 'jurliqueusa', 'kavajavacoffee', 'prana', 'realcaboodles', 'redflowernyc']
24 ( 4 ): ['barkeeperfriend', 'birdseye', 'celestialtea', 'chapstick', 'chexcereal', 'chuaochocoholic', 'colorescience', 'corazonas', 'ctcsquares', 'durex_usa', 'finlandiavodka', 'fishernutsbrand', 'food_for_life', 'hillshirefarm', 'homeruninn', 'hydropeptide', 'jacklinks', 'jif', 'jollytimepops', 'kettlebrand', 'monogramappl', 'pretzelcrisps', 'prttypeaushun', 'republicoftea']
24 ( 26 ): ['7up', 'armani', 'att', 'audi', 'benandjerrys', 'bmwusa', 'buick', 'cadburyuk', 'chrysler', 'cleanandclear', 'crest', 'dannon', 'dunkindonuts', 'ferrariusa', 'ford', 'fritolay', 'fuzzibunz', 'hersheys', 'hollisterco', 'honda', 'honeymaidsnacks', 'jackdaniels_us', 'lorealparisusa', 'redbull']
21 ( 31 ): ['aquafina', 'babyblanketgift', 'barilla', 'caneandaustin', 'cedarlanefoods', 'celazome', 'claim_jumper', 'cremeofnature', 'dum_dums', 'freschetta', 'frs', 'gardein', 'gortonsseafood', 'healthy_choice', 'hellmanns', 'jennairusa', 'kashifoods', 'puresilkshave', 'reallunchables', 'renefurtererus', 'thecoffeebean']
19 ( 5 ): ['bigelowtea', 'dentek', 'eas', 'farmrichsnacks', 'fiberone', 'fmchocolate', 'frigidaire', 'friskies', 'goodearthtea', 'greenworks', 'hansensnatural', 'hboats', 'herbacinusa', 'jimmydean', 'joyfulbathco', 'kibblesnbits', 'kikkomankitchen', 'quiltednorthern', 'quornus']
19 ( 12 ): ['advilrelief', 'ampenergy', 'bakeryonmain', 'barbasolshave', 'bertolli', 'bestfoods', 'celadrin1', 'coffee_mate', 'combos', 'crabtreeevelyn', 'crystallight', 'dacorkitchen', 'dasaniwater', 'delmonte', 'evianwater', 'ghdnorthamerica', 'horizon_organic', 'naturespath', 'redbaronpizza']
18 ( 8 ): ['100percentpure', 'alimapure', 'anthropologie', 'biodermalabuk', 'bumble', 'chinaglaze', 'croftersorganic', 'deborahlippmann', 'derma_e', 'dlink', 'elemis', 'essentiaphwater', 'freepeople', 'h2oplususa', 'hotpockets', 'hypehair', 'julepmaven', 'pritinyc']
18 ( 19 ): ['18rabbits', '34degrees', 'abreva', 'athenos', 'barsfoods', 'boironusa', 'cardinalhealth', 'cosmermaid', 'delallofoods', 'drbronner', 'earthboundfarm', 'fosterfarms', 'hannaford', 'huntschef', 'indelight', 'jewelosco', 'minutemaid', 'purityvodka']
17 ( 7 ): ['americanapparel', 'aveda', 'barielle', 'bathbodyworks', 'blackopalbeauty', 'blinc', 'blissspa', 'bronnerbros', 'butterlondon', 'carolsdaughter', 'coastalscents', 'ecotools', 'fusion_beauty', 'graftobian', 'hourglassmakeup', 'joico', 'josie_maran']
16 ( 1 ): ['activia', 'allegraotc', 'bayerus', 'brazilianblwout', 'bulbrite', 'casio_usa', 'coldeeze', 'drinktampico', 'eaglepack', 'eckounltd', 'fttv', 'hairformula37', 'harneytea', 'hinoderice', 'hitachi_us', 'kenra_haircare']
16 ( 24 ): ['ancientharvest', 'antimonkeybutt', 'carabnaturally', 'cascadianfarm', 'doletweets', 'droppslaundry', 'elementbars', 'genesistoday', 'goddessgarden', 'goldenpath', 'govoskos', 'hdnaturals', 'hodgsonmill', 'iqnatural', 'ito_en', 'realrevivalabs']
16 ( 27 ): ['annieshomegrown', 'bettycrocker', 'bluediamond', 'bolthousefarms', 'breyers', 'butterfinger', 'cabotcheese', 'caribou_coffee', 'cheerios', 'chobani', 'crackerbarrel', 'cream_of_wheat', 'doritos', 'johnfriedaus', 'kelloggcompany', 'shopritestores']
15 ( 3 ): ['acneorg', 'alchimieforever', 'aquaphorus', 'arbonne', 'artistryus', 'burtsbees', 'ddfskincare', 'dermalogica', 'dove', 'eltamd', 'fab', 'janmarini', 'kaplanmd', 'proactiv', 'propel_water']
14 ( 6 ): ['bambinomio', 'bauschlomb', 'bblondehair', 'belkin', 'biooiluk', 'bosciaskincare', 'bulldogskincare', 'canidaepetfood', 'decleorskincare', 'faithinnature', 'frenchsuk', 'ghostfragrances', 'itsa10haircare', 'pukkaherbs']
14 ( 20 ): ['axe', 'bostonmarket', 'campbellschunky', 'chefboyardee', 'edgeshavegel', 'febreze_fresh', 'fischernwieser', 'ivory', 'jergensus', 'kerrygoldusa', 'kraftheinzco', 'no7usa', 'pringles', 'purex']
14 ( 33 ): ['balancebar', 'bdbrows', 'bodyglide', 'buitoniusa', 'caswellmassey', 'coola_suncare', 'eucerinus', 'fekkai', 'freemanbeauty', 'got2busa', 'hiballenergy', 'honeystinger', 'hydroxatone', 'qtips']
14 ( 36 ): ['alternahaircare', 'blackberry', 'bmsnews', 'bugatti', 'cadillac', 'canonusa', 'chevrolet', 'clifbar', 'dell', 'garmin', 'htcusa', 'ibm', 'jblaudio', 'kia']
13 ( 38 ): ['ardell_lashes', 'bareminerals', 'caudalieus', 'dgskincare', 'embryolisseusa', 'evelom', 'firstaidbeauty', 'guerlain', 'illamasqua', 'itcosmetics', 'jouercosmetics', 'kiehls', 'obagi']
12 ( 21 ): ['bissellclean', 'clorox', 'colgate', 'cottonelle', 'dawndish', 'dial', 'digiornopizza', 'downy', 'gillette', 'glade', 'herbalessences', 'puffs']
12 ( 23 ): ['acer', 'adidas', 'astonmartin', 'bentleymotors', 'cocacola', 'disney', 'dodge', 'electrolux', 'faygo', 'ge_reports', 'harmankardon', 'jeep']
12 ( 40 ): ['asus', 'bose', 'cisco', 'dietpepsi', 'discover', 'drpepper', 'fanta', 'gatorade', 'hostess_snacks', 'hp', 'powerade', 'quaker']
11 ( 0 ): ['bettylousinc', 'edenfoods', 'ferrocosmetics', 'glutenfreeda', 'glutinofoods', 'gonecrackers', 'goodcleanlove', 'gopicnic', 'homefreetreats', 'iansnaturalfood', 'islandseasoning']
11 ( 14 ): ['cuddleclones', 'davinesofficial', 'empirekosher', 'fagorind_eng', 'flatearthbrew', 'foodsalive', 'frenchmeadow', 'gabrielcosmetic', 'hichew', 'hubertslemonade', 'iams']
11 ( 15 ): ['8oclockcoffee', 'barbarasbakery', 'better_oats', 'bioelements', 'caress', 'clearasil', 'crackerjackd', 'glominerals', 'greengiant', 'jonessodaco', 'purell']
10 ( 17 ): ['airheads', 'american_girl', 'cheezit', 'chipsahoy', 'flavorice_pops', 'generalmills', 'godiva', 'haagendazs_us', 'hormelfoods', 'jello']
10 ( 18 ): ['allure_magazine', 'avoninsider', 'benefitbeauty', 'candiesbrand', 'covergirl', 'cvsbeautyclub', 'elizabetharden', 'kerastaseusa', 'powerbar', 'redken5thave']
10 ( 34 ): ['always', 'bananaboat', 'beneful', 'eccobella', 'eukanuba', 'fancyfeast', 'flatoutbread', 'funkymonkeysnck', 'hickoryfarms', 'purinaonedog']
10 ( 35 ): ['babiesrus', 'bummis', 'customnails', 'diapersdotcom', 'getolympus', 'groominglounge', 'hennahut', 'holisticselect', 'joseolecentral', 'junebeebaby']
9 ( 11 ): ['allegrocoffee', 'basic4veg', 'bobsredmill', 'ciaobellagelato', 'feelgoodfoods', 'gf_insider', 'glennys', 'guayaki', 'kindsnacks']
9 ( 28 ): ['clairolcolor', 'curve', 'dietcoke', 'duracell', 'eatliquidgold', 'fageusa', 'gnclivewell', 'hyundai', 'redvines']
7 ( 22 ): ['anntaylor', 'bhcosmetics', 'clarisonic', 'dermadoctor', 'kevyn_aucoin', 'phyto_usa', 'prescriptives']
7 ( 25 ): ['5hourenergy', 'amanabrand', 'blue_bunny', 'dovechocolate', 'eatwholly', 'honesttea', 'johnsonville']
7 ( 32 ): ['aveneusa', 'carmex', 'conairbeauty', 'cuisinart', 'ellentracynyc', 'huggies', 'jvc_usa']
7 ( 37 ): ['bahlsenbiscuits', 'cartenoireuk', 'cosmedix', 'cwhairlondon', 'deliskincare', 'duwopcosmetics', 'premierdeadsea_']
7 ( 39 ): ['bbuttonsbabies', 'bumgenius', 'eatsmartscales', 'gdiapers', 'gmtgiftbaskets', 'pr_organicsusa', 'thedivacup']
6 ( 16 ): ['burberry', 'chanel', 'dolcegabbana', 'fendi', 'hugoboss', 'ralphlauren']
5 ( 10 ): ['braunus', 'droetkerbaking', 'everymanjack', 'gain', 'jaguarusa']
5 ( 13 ): ['benetton', 'givenchy', 'guess', 'isseymiyakenyc', 'juicycouture']
4 ( 30 ): ['calvinklein', 'dior', 'elfcosmetics', 'instyle']
Clustering Completed in time 0:00:01.198807
Cluster Size: 42
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
47 ( 8 ): ['7daysinutopia', 'activia', 'arbonne', 'azzaro', 'ballaformen', 'beauticontrol', 'billyjealousy', 'bluebeardsusa', 'blueqness', 'bodyimage', 'braunus', 'bravesldier', 'bulbrite', 'bumblebar', 'caffesanora', 'casbahhamilton', 'casio_usa', 'claussenpickles', 'crushfoods', 'cuddleclones', 'davinesofficial', 'deans_beans', 'devotedcreation', 'domtarcorp', 'dpolaner', 'dragonage', 'drinkcheerwine', 'droetkerbaking', 'eaglepack', 'earthlite', 'eckounltd', 'eggplantpeople', 'estroven', 'evolvekefir', 'fagorind_eng', 'flatearthbrew', 'foxandjane', 'fttv', 'gardentime1', 'hairformula37', 'hinoderice', 'humminbirdfish', 'iams', 'kyanicorp', 'premierdeadsea_', 'proactiv', 'regenepureqanda']
36 ( 12 ): ['alchimieforever', 'alimapure', 'alternahaircare', 'amanabrand', 'babiesrus', 'balancebar', 'barbarasbakery', 'caudalieus', 'clarisonic', 'coola_suncare', 'cosmedix', 'crabtreeevelyn', 'cuisinart', 'customnails', 'dacorkitchen', 'daisyhealthrd', 'dermadoctor', 'derma_e', 'dial', 'dreamdrystyle', 'drhauschka_usa', 'edgeshavegel', 'fekkai', 'firstaidbeauty', 'footsmart', 'gmtgiftbaskets', 'harneytea', 'honesttea', 'hydroxatone', 'islandseasoning', 'jonessodaco', 'jvc_usa', 'kavajavacoffee', 'no7usa', 'phyto_usa', 'prana']
25 ( 9 ): ['5hourenergy', 'barkeeperfriend', 'birdseye', 'bissellclean', 'chuaochocoholic', 'colorescience', 'decleorskincare', 'dgskincare', 'eatsmartscales', 'fischernwieser', 'fisherpaykelus', 'gortonsseafood', 'h2oplususa', 'hickoryfarms', 'horizon_organic', 'johnfriedaus', 'kerrygoldusa', 'kiehls', 'monogramappl', 'naturespath', 'obagi', 'prescriptives', 'pretzelcrisps', 'prttypeaushun', 'republicoftea']
24 ( 29 ): ['antimonkeybutt', 'arcona_la', 'bayescleaners', 'bumboosa', 'cascadianfarm', 'cleanwell', 'davesgourmet', 'droppslaundry', 'drpraegers', 'ecodiscoveries', 'ecolips', 'eco_me', 'ecotouch', 'ellaskitchenusa', 'goldenpath', 'grabgreen', 'hdnaturals', 'herbalwater', 'iqnatural', 'jrwatkins', 'killerbread', 'kingbiodotcom', 'realpurity', 'reedsgingerbrew']
22 ( 2 ): ['acneorg', 'barsfoods', 'better_oats', 'cardinalhealth', 'caress', 'claim_jumper', 'danieleinc', 'delallofoods', 'empirekosher', 'foodsalive', 'frs', 'hannaford', 'headblade', 'hichew', 'holisticselect', 'hubertslemonade', 'jewelosco', 'kashifoods', 'minutemaid', 'propel_water', 'purityvodka', 'quornus']
22 ( 10 ): ['aprioribeauty', 'babobotanicals', 'babyganics', 'baby_magic', 'bioelements', 'biokleenhome', 'boogiemom', 'dasaniwater', 'dermorganic', 'doctorsmiths', 'dreft', 'earthsbest', 'eckrichmeats', 'fisherprice', 'formaggio', 'fstg_chips', 'hylandshealth', 'izze', 'jabra_us', 'jurliqueusa', 'realcaboodles', 'redflowernyc']
22 ( 31 ): ['aquafina', 'babyblanketgift', 'barilla', 'caneandaustin', 'cedarlanefoods', 'chipsahoy', 'cremeofnature', 'ddfskincare', 'dum_dums', 'eltamd', 'food_for_life', 'freschetta', 'gardein', 'healthy_choice', 'hellmanns', 'hitachi_us', 'illyissimo', 'jennairusa', 'puresilkshave', 'reallunchables', 'renefurtererus', 'thecoffeebean']
21 ( 7 ): ['acer', 'adidas', 'astonmartin', 'bayerus', 'bentleymotors', 'blackberry', 'bmsnews', 'cadillac', 'canonusa', 'cheerios', 'cocacola', 'crest', 'disney', 'electrolux', 'elfcosmetics', 'faygo', 'garmin', 'ge_reports', 'harmankardon', 'htcusa', 'ibm']
19 ( 22 ): ['allegraotc', 'celestialtea', 'chapstick', 'chefboyardee', 'chexcereal', 'coldeeze', 'corazonas', 'ctcsquares', 'drinktampico', 'durex_usa', 'finlandiavodka', 'flatoutbread', 'hillshirefarm', 'homeruninn', 'hydropeptide', 'jacklinks', 'jif', 'jollytimepops', 'kettlebrand']
19 ( 35 ): ['audi', 'axe', 'bmwusa', 'buick', 'campbellschunky', 'clairolcolor', 'curve', 'dietcoke', 'duracell', 'eatliquidgold', 'fageusa', 'ferrariusa', 'gnclivewell', 'honda', 'hyundai', 'jackdaniels_us', 'pringles', 'purex', 'redvines']
18 ( 11 ): ['18rabbits', 'cosmermaid', 'crackerjackd', 'croftersorganic', 'dentek', 'drbronner', 'earthboundfarm', 'everymanjack', 'farmrichsnacks', 'friskies', 'goodearthtea', 'govoskos', 'greenworks', 'hansensnatural', 'herbacinusa', 'joyfulbathco', 'kikkomankitchen', 'quiltednorthern']
18 ( 17 ): ['7up', 'att', 'benandjerrys', 'bugatti', 'chevrolet', 'cleanandclear', 'dell', 'dunkindonuts', 'flavorice_pops', 'ford', 'fritolay', 'fuzzibunz', 'hersheys', 'hollisterco', 'honeymaidsnacks', 'hormelfoods', 'quaker', 'redbull']
16 ( 19 ): ['ampenergy', 'bakeryonmain', 'barbasolshave', 'bertolli', 'bestfoods', 'bostonmarket', 'celadrin1', 'coffee_mate', 'combos', 'cottonelle', 'crystallight', 'evianwater', 'ghdnorthamerica', 'haagendazs_us', 'redbaronpizza', 'shopritestores']
14 ( 15 ): ['ancientharvest', 'bambinomio', 'bauschlomb', 'bblondehair', 'belkin', 'biooiluk', 'bosciaskincare', 'bulldogskincare', 'canidaepetfood', 'faithinnature', 'frenchsuk', 'ghostfragrances', 'itsa10haircare', 'pukkaherbs']
13 ( 21 ): ['anntaylor', 'armani', 'benetton', 'dodge', 'fab', 'givenchy', 'guess', 'instyle', 'isseymiyakenyc', 'jblaudio', 'jeep', 'juicycouture', 'kia']
12 ( 20 ): ['americanapparel', 'anthropologie', 'aveda', 'bathbodyworks', 'blackopalbeauty', 'cadburyuk', 'coastalscents', 'deliskincare', 'ecotools', 'elemis', 'graftobian', 'hourglassmakeup']
12 ( 23 ): ['100percentpure', 'biodermalabuk', 'bumble', 'chinaglaze', 'deborahlippmann', 'dlink', 'essentiaphwater', 'freepeople', 'hotpockets', 'hypehair', 'julepmaven', 'pritinyc']
12 ( 39 ): ['abreva', 'athenos', 'bigelowtea', 'eas', 'fmchocolate', 'fosterfarms', 'hboats', 'hodgsonmill', 'huntschef', 'indelight', 'jimmydean', 'kibblesnbits']
11 ( 0 ): ['bolthousefarms', 'cabotcheese', 'chanel', 'cream_of_wheat', 'dannon', 'delmonte', 'dolcegabbana', 'doletweets', 'fiberone', 'frigidaire', 'kindsnacks']
11 ( 13 ): ['alvaradostreet', 'artisanafoods', 'ciaobellagelato', 'elementbars', 'fyhmarket', 'glennys', 'goddessgarden', 'grandmamauds', 'guayaki', 'herban_cowboy', 'ito_en']
11 ( 16 ): ['afterglow', 'blinc', 'boironusa', 'bronnerbros', 'caswellmassey', 'celazome', 'cobigelowny', 'drmiracles', 'farouksystems', 'joseolecentral', 'vichy_usa']
11 ( 26 ): ['bettylousinc', 'edenfoods', 'ferrocosmetics', 'fishernutsbrand', 'glutenfreeda', 'glutinofoods', 'gonecrackers', 'goodcleanlove', 'gopicnic', 'homefreetreats', 'iansnaturalfood']
11 ( 37 ): ['aubreyorganicsi', 'bahlsenbiscuits', 'brazilianblwout', 'cartenoireuk', 'cwhairlondon', 'duwopcosmetics', 'ellentracynyc', 'gabrielcosmetic', 'kaplanmd', 'kenra_haircare', 'repechage']
10 ( 33 ): ['bdbrows', 'bodyglide', 'buitoniusa', 'clearasil', 'eucerinus', 'glominerals', 'got2busa', 'hiballenergy', 'honeystinger', 'qtips']
10 ( 40 ): ['8oclockcoffee', 'american_girl', 'bummis', 'diapersdotcom', 'getolympus', 'greengiant', 'groominglounge', 'hennahut', 'jaguarusa', 'junebeebaby']
9 ( 3 ): ['8thcontinentsoy', 'acureorganics', 'alaffiaskincare', 'auracacia', 'freemanbeauty', 'genesistoday', 'indigowild', 'jarritosnation', 'realrevivalabs']
9 ( 14 ): ['advilrelief', 'bluediamond', 'bose', 'clifbar', 'febreze_fresh', 'ivory', 'jello', 'jergensus', 'purell']
9 ( 24 ): ['allure_magazine', 'avoninsider', 'candiesbrand', 'covergirl', 'cvsbeautyclub', 'elizabetharden', 'kerastaseusa', 'powerbar', 'redken5thave']
9 ( 32 ): ['clorox', 'colgate', 'dawndish', 'digiornopizza', 'downy', 'gillette', 'glade', 'herbalessences', 'puffs']
9 ( 36 ): ['airheads', 'cheezit', 'dietpepsi', 'drpepper', 'fanta', 'gatorade', 'generalmills', 'hostess_snacks', 'powerade']
8 ( 4 ): ['burberry', 'calvinklein', 'dior', 'fendi', 'hugoboss', 'joico', 'lorealparisusa', 'ralphlauren']
8 ( 5 ): ['aquaphorus', 'aveneusa', 'burtsbees', 'carmex', 'conairbeauty', 'dove', 'huggies', 'janmarini']
8 ( 6 ): ['blue_bunny', 'breyers', 'discover', 'dovechocolate', 'eatwholly', 'gain', 'johnsonville', 'kraftheinzco']
8 ( 18 ): ['always', 'bananaboat', 'beneful', 'eccobella', 'eukanuba', 'fancyfeast', 'funkymonkeysnck', 'purinaonedog']
8 ( 28 ): ['artistryus', 'barielle', 'blissspa', 'butterlondon', 'carolsdaughter', 'dermalogica', 'fusion_beauty', 'josie_maran']
7 ( 27 ): ['annieshomegrown', 'bettycrocker', 'butterfinger', 'chobani', 'crackerbarrel', 'doritos', 'godiva']
6 ( 25 ): ['34degrees', 'allegrocoffee', 'basic4veg', 'bobsredmill', 'feelgoodfoods', 'gf_insider']
6 ( 30 ): ['bareminerals', 'benefitbeauty', 'bhcosmetics', 'illamasqua', 'itcosmetics', 'kevyn_aucoin']
6 ( 34 ): ['bbuttonsbabies', 'bumgenius', 'carabnaturally', 'gdiapers', 'pr_organicsusa', 'thedivacup']
5 ( 1 ): ['ardell_lashes', 'embryolisseusa', 'evelom', 'guerlain', 'jouercosmetics']
4 ( 38 ): ['asus', 'chrysler', 'cisco', 'hp']
3 ( 41 ): ['caribou_coffee', 'frenchmeadow', 'kelloggcompany']
Clustering Completed in time 0:00:01.366911
Cluster Size: 43
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
30 ( 6 ): ['8thcontinentsoy', 'alaffiaskincare', 'antimonkeybutt', 'arcona_la', 'auracacia', 'bayescleaners', 'bumboosa', 'cleanwell', 'davesgourmet', 'droppslaundry', 'ecodiscoveries', 'ecolips', 'eco_me', 'ecotouch', 'ellaskitchenusa', 'genesistoday', 'goldenpath', 'grabgreen', 'hdnaturals', 'herbalwater', 'herban_cowboy', 'hodgsonmill', 'ito_en', 'jarritosnation', 'jrwatkins', 'killerbread', 'kingbiodotcom', 'realpurity', 'realrevivalabs', 'reedsgingerbrew']
30 ( 23 ): ['7daysinutopia', 'acneorg', 'arbonne', 'azzaro', 'ballaformen', 'beauticontrol', 'bravesldier', 'casbahhamilton', 'claussenpickles', 'cremeofnature', 'crushfoods', 'cuddleclones', 'curve', 'daisyhealthrd', 'davinesofficial', 'deans_beans', 'devotedcreation', 'dpolaner', 'drinkcheerwine', 'earthlite', 'fagorind_eng', 'foxandjane', 'fttv', 'gardentime1', 'groominglounge', 'headblade', 'hubertslemonade', 'humminbirdfish', 'kyanicorp', 'premierdeadsea_']
24 ( 7 ): ['better_oats', 'caress', 'crabtreeevelyn', 'croftersorganic', 'cuisinart', 'customnails', 'dacorkitchen', 'dentek', 'dermorganic', 'dial', 'drbronner', 'earthboundfarm', 'farmrichsnacks', 'footsmart', 'gmtgiftbaskets', 'goodearthtea', 'govoskos', 'greenworks', 'honesttea', 'islandseasoning', 'kikkomankitchen', 'no7usa', 'quiltednorthern', 'redbaronpizza']
23 ( 42 ): ['5hourenergy', 'barbasolshave', 'barkeeperfriend', 'birdseye', 'bissellclean', 'boironusa', 'cartenoireuk', 'chuaochocoholic', 'cwhairlondon', 'dlink', 'eatliquidgold', 'eatsmartscales', 'fisherpaykelus', 'gortonsseafood', 'h2oplususa', 'hickoryfarms', 'horizon_organic', 'huggies', 'joseolecentral', 'kerrygoldusa', 'monogramappl', 'naturespath', 'pretzelcrisps']
21 ( 15 ): ['afterglow', 'aubreyorganicsi', 'bareminerals', 'blinc', 'cobigelowny', 'colorescience', 'decleorskincare', 'dgskincare', 'duwopcosmetics', 'ellentracynyc', 'freemanbeauty', 'indigowild', 'kaplanmd', 'kenra_haircare', 'kiehls', 'obagi', 'prescriptives', 'prttypeaushun', 'repechage', 'republicoftea', 'vichy_usa']
20 ( 0 ): ['acer', 'adidas', 'astonmartin', 'bayerus', 'blackberry', 'bmsnews', 'cadillac', 'canonusa', 'clifbar', 'cocacola', 'dell', 'disney', 'dodge', 'electrolux', 'faygo', 'garmin', 'ge_reports', 'htcusa', 'ibm', 'kia']
20 ( 5 ): ['acureorganics', 'airheads', 'allegraotc', 'caffesanora', 'cedarlanefoods', 'celazome', 'chipsahoy', 'dannon', 'ddfskincare', 'drmiracles', 'eltamd', 'fab', 'fstg_chips', 'healthy_choice', 'illyissimo', 'izze', 'jennairusa', 'kindsnacks', 'redflowernyc', 'redvines']
20 ( 37 ): ['asus', 'axe', 'bentleymotors', 'bmwusa', 'bose', 'calvinklein', 'campbellschunky', 'cisco', 'clairolcolor', 'dietcoke', 'duracell', 'fageusa', 'febreze_fresh', 'gnclivewell', 'hp', 'illamasqua', 'jeep', 'lorealparisusa', 'pringles', 'quaker']
18 ( 11 ): ['advilrelief', 'ampenergy', 'bakeryonmain', 'bananaboat', 'bertolli', 'bestfoods', 'cabotcheese', 'celadrin1', 'coffee_mate', 'combos', 'crystallight', 'dasaniwater', 'delmonte', 'evianwater', 'ghdnorthamerica', 'haagendazs_us', 'johnsonville', 'shopritestores']
18 ( 14 ): ['bodyimage', 'braunus', 'cardinalhealth', 'casio_usa', 'crest', 'danieleinc', 'domtarcorp', 'droetkerbaking', 'eckounltd', 'empirekosher', 'evolvekefir', 'flatearthbrew', 'foodsalive', 'hichew', 'hinoderice', 'hitachi_us', 'purityvodka', 'regenepureqanda']
18 ( 19 ): ['amanabrand', 'babiesrus', 'balancebar', 'bdbrows', 'bioelements', 'bodyglide', 'buitoniusa', 'clearasil', 'coola_suncare', 'eucerinus', 'firstaidbeauty', 'glominerals', 'got2busa', 'hansensnatural', 'hiballenergy', 'honeystinger', 'hydroxatone', 'realcaboodles']
17 ( 1 ): ['activia', 'bahlsenbiscuits', 'billyjealousy', 'bluebeardsusa', 'blueqness', 'brazilianblwout', 'bulbrite', 'bumblebar', 'eaglepack', 'eggplantpeople', 'estroven', 'farouksystems', 'flavorice_pops', 'grandmamauds', 'hairformula37', 'iams', 'iqnatural']
17 ( 4 ): ['alchimieforever', 'alternahaircare', 'blissspa', 'caudalieus', 'clarisonic', 'cosmedix', 'dermadoctor', 'derma_e', 'dreamdrystyle', 'drhauschka_usa', 'edgeshavegel', 'fekkai', 'friskies', 'jergensus', 'kavajavacoffee', 'phyto_usa', 'prana']
17 ( 8 ): ['beneful', 'celestialtea', 'chapstick', 'chexcereal', 'corazonas', 'ctcsquares', 'drpraegers', 'eccobella', 'finlandiavodka', 'fishernutsbrand', 'funkymonkeysnck', 'hillshirefarm', 'homeruninn', 'jacklinks', 'jif', 'jollytimepops', 'kettlebrand']
17 ( 18 ): ['aquaphorus', 'aveneusa', 'blue_bunny', 'bostonmarket', 'burtsbees', 'carmex', 'conairbeauty', 'crackerbarrel', 'digiornopizza', 'dove', 'dovechocolate', 'goodcleanlove', 'jabra_us', 'janmarini', 'jvc_usa', 'proactiv', 'purex']
16 ( 2 ): ['alimapure', 'annieshomegrown', 'bluediamond', 'bolthousefarms', 'cascadianfarm', 'caswellmassey', 'chobani', 'eatwholly', 'everymanjack', 'fiberone', 'freschetta', 'frigidaire', 'hostess_snacks', 'ivory', 'johnfriedaus', 'qtips']
16 ( 30 ): ['aquafina', 'barsfoods', 'canidaepetfood', 'claim_jumper', 'delallofoods', 'dum_dums', 'essentiaphwater', 'frs', 'gardein', 'hannaford', 'hellmanns', 'holisticselect', 'kashifoods', 'propel_water', 'renefurtererus', 'thecoffeebean']
14 ( 21 ): ['americanapparel', 'artistryus', 'aveda', 'bathbodyworks', 'blackopalbeauty', 'carolsdaughter', 'coastalscents', 'deliskincare', 'dermalogica', 'fusion_beauty', 'graftobian', 'hourglassmakeup', 'joico', 'josie_maran']
14 ( 35 ): ['armani', 'audi', 'cheerios', 'chevrolet', 'dior', 'doritos', 'ferrariusa', 'ford', 'fuzzibunz', 'gain', 'godiva', 'hyundai', 'jaguarusa', 'jblaudio']
13 ( 10 ): ['34degrees', 'abreva', 'athenos', 'bigelowtea', 'doletweets', 'eas', 'fosterfarms', 'hboats', 'huntschef', 'indelight', 'jewelosco', 'jimmydean', 'kibblesnbits']
13 ( 22 ): ['anntaylor', 'barielle', 'benetton', 'bhcosmetics', 'bugatti', 'butterlondon', 'givenchy', 'guess', 'instyle', 'isseymiyakenyc', 'juicycouture', 'kevyn_aucoin', 'redbull']
13 ( 27 ): ['allegrocoffee', 'alvaradostreet', 'artisanafoods', 'basic4veg', 'bobsredmill', 'ciaobellagelato', 'elementbars', 'feelgoodfoods', 'fyhmarket', 'gf_insider', 'glennys', 'goddessgarden', 'guayaki']
12 ( 34 ): ['bambinomio', 'bauschlomb', 'bblondehair', 'belkin', 'biooiluk', 'bosciaskincare', 'bulldogskincare', 'faithinnature', 'frenchsuk', 'ghostfragrances', 'itsa10haircare', 'pukkaherbs']
11 ( 12 ): ['babobotanicals', 'barbarasbakery', 'crackerjackd', 'eckrichmeats', 'formaggio', 'greengiant', 'jello', 'jonessodaco', 'joyfulbathco', 'purell', 'quornus']
11 ( 29 ): ['aprioribeauty', 'babyganics', 'baby_magic', 'biokleenhome', 'boogiemom', 'doctorsmiths', 'dreft', 'earthsbest', 'fisherprice', 'hylandshealth', 'jurliqueusa']
10 ( 13 ): ['allure_magazine', 'avoninsider', 'benefitbeauty', 'candiesbrand', 'covergirl', 'cvsbeautyclub', 'elizabetharden', 'kerastaseusa', 'powerbar', 'redken5thave']
10 ( 20 ): ['always', 'clorox', 'colgate', 'cottonelle', 'dawndish', 'downy', 'gillette', 'glade', 'herbalessences', 'puffs']
10 ( 40 ): ['100percentpure', 'biodermalabuk', 'bumble', 'chinaglaze', 'deborahlippmann', 'hotpockets', 'hypehair', 'itcosmetics', 'julepmaven', 'pritinyc']
9 ( 25 ): ['7up', 'att', 'benandjerrys', 'cleanandclear', 'dragonage', 'dunkindonuts', 'hersheys', 'hollisterco', 'minutemaid']
9 ( 32 ): ['american_girl', 'bettycrocker', 'butterfinger', 'cream_of_wheat', 'flatoutbread', 'food_for_life', 'fritolay', 'hormelfoods', 'reallunchables']
9 ( 36 ): ['babyblanketgift', 'barilla', 'bronnerbros', 'caneandaustin', 'fischernwieser', 'gabrielcosmetic', 'honeymaidsnacks', 'hydropeptide', 'puresilkshave']
9 ( 41 ): ['bettylousinc', 'edenfoods', 'ferrocosmetics', 'glutenfreeda', 'glutinofoods', 'gonecrackers', 'gopicnic', 'homefreetreats', 'iansnaturalfood']
8 ( 17 ): ['chefboyardee', 'coldeeze', 'drinktampico', 'durex_usa', 'generalmills', 'harmankardon', 'harneytea', 'kraftheinzco']
6 ( 3 ): ['8oclockcoffee', 'bummis', 'diapersdotcom', 'getolympus', 'hennahut', 'junebeebaby']
6 ( 24 ): ['anthropologie', 'cadburyuk', 'ecotools', 'elemis', 'elfcosmetics', 'freepeople']
6 ( 28 ): ['burberry', 'chanel', 'dolcegabbana', 'fendi', 'hugoboss', 'ralphlauren']
6 ( 33 ): ['bbuttonsbabies', 'bumgenius', 'carabnaturally', 'gdiapers', 'pr_organicsusa', 'thedivacup']
5 ( 9 ): ['18rabbits', 'ancientharvest', 'cosmermaid', 'fmchocolate', 'herbacinusa']
5 ( 16 ): ['ardell_lashes', 'embryolisseusa', 'evelom', 'guerlain', 'jouercosmetics']
5 ( 26 ): ['breyers', 'caribou_coffee', 'discover', 'frenchmeadow', 'kelloggcompany']
5 ( 38 ): ['buick', 'chrysler', 'gatorade', 'honda', 'jackdaniels_us']
5 ( 39 ): ['cheezit', 'dietpepsi', 'drpepper', 'fanta', 'powerade']
3 ( 31 ): ['eukanuba', 'fancyfeast', 'purinaonedog']
Clustering Completed in time 0:00:01.410939
Cluster Size: 44
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
35 ( 15 ): ['5hourenergy', 'babyblanketgift', 'barkeeperfriend', 'birdseye', 'bissellclean', 'boironusa', 'caneandaustin', 'cascadianfarm', 'chuaochocoholic', 'dlink', 'eatliquidgold', 'eatsmartscales', 'fischernwieser', 'fisherpaykelus', 'frenchmeadow', 'frigidaire', 'gabrielcosmetic', 'glennys', 'gortonsseafood', 'h2oplususa', 'hickoryfarms', 'honeymaidsnacks', 'horizon_organic', 'hotpockets', 'huggies', 'hydropeptide', 'johnfriedaus', 'joseolecentral', 'kerrygoldusa', 'monogramappl', 'naturespath', 'pretzelcrisps', 'puresilkshave', 'qtips', 'republicoftea']
33 ( 32 ): ['7daysinutopia', 'acneorg', 'azzaro', 'ballaformen', 'barsfoods', 'beauticontrol', 'bodyimage', 'bravesldier', 'cardinalhealth', 'casbahhamilton', 'claussenpickles', 'crushfoods', 'cuddleclones', 'davinesofficial', 'deans_beans', 'dpolaner', 'dragonage', 'drinkcheerwine', 'earthlite', 'empirekosher', 'fagorind_eng', 'flatearthbrew', 'foodsalive', 'foxandjane', 'fttv', 'gardentime1', 'hannaford', 'headblade', 'hichew', 'hubertslemonade', 'humminbirdfish', 'kashifoods', 'kyanicorp']
25 ( 19 ): ['att', 'audi', 'bhcosmetics', 'bugatti', 'buick', 'bumgenius', 'calvinklein', 'chrysler', 'crest', 'dell', 'dietpepsi', 'dior', 'drpepper', 'fanta', 'ferrariusa', 'ford', 'fuzzibunz', 'greengiant', 'honda', 'jackdaniels_us', 'jaguarusa', 'jeep', 'kevyn_aucoin', 'pringles', 'quaker']
22 ( 7 ): ['aquafina', 'arbonne', 'barbarasbakery', 'claim_jumper', 'cremeofnature', 'curve', 'daisyhealthrd', 'drbronner', 'dum_dums', 'frs', 'gardein', 'groominglounge', 'harneytea', 'healthy_choice', 'hellmanns', 'izze', 'jonessodaco', 'no7usa', 'propel_water', 'reallunchables', 'renefurtererus', 'thecoffeebean']
20 ( 11 ): ['allegraotc', 'artisanafoods', 'beneful', 'celestialtea', 'chapstick', 'chefboyardee', 'chexcereal', 'coldeeze', 'corazonas', 'ctcsquares', 'drinktampico', 'durex_usa', 'eccobella', 'finlandiavodka', 'food_for_life', 'goodcleanlove', 'hillshirefarm', 'homeruninn', 'jacklinks', 'kettlebrand']
20 ( 12 ): ['acureorganics', 'afterglow', 'aprioribeauty', 'bareminerals', 'blinc', 'cedarlanefoods', 'celazome', 'cobigelowny', 'colorescience', 'decleorskincare', 'dgskincare', 'drmiracles', 'duwopcosmetics', 'ellentracynyc', 'kiehls', 'obagi', 'prescriptives', 'prttypeaushun', 'redflowernyc', 'repechage']
20 ( 43 ): ['acer', 'adidas', 'astonmartin', 'bayerus', 'bentleymotors', 'blackberry', 'bmsnews', 'cadillac', 'canonusa', 'clifbar', 'cocacola', 'disney', 'dodge', 'electrolux', 'garmin', 'ge_reports', 'harmankardon', 'htcusa', 'ibm', 'kia']
19 ( 23 ): ['arcona_la', 'bayescleaners', 'bumboosa', 'ecodiscoveries', 'eco_me', 'ecotouch', 'ellaskitchenusa', 'goldenpath', 'grabgreen', 'herbalwater', 'herban_cowboy', 'ito_en', 'jarritosnation', 'jrwatkins', 'killerbread', 'kingbiodotcom', 'realpurity', 'realrevivalabs', 'reedsgingerbrew']
19 ( 24 ): ['activia', 'billyjealousy', 'bluebeardsusa', 'blueqness', 'brazilianblwout', 'bulbrite', 'bumblebar', 'caffesanora', 'casio_usa', 'droetkerbaking', 'eaglepack', 'eggplantpeople', 'estroven', 'farouksystems', 'flavorice_pops', 'fyhmarket', 'hairformula37', 'iams', 'iqnatural']
18 ( 3 ): ['anntaylor', 'bdbrows', 'better_oats', 'caress', 'crackerjackd', 'croftersorganic', 'customnails', 'dentek', 'dermorganic', 'earthboundfarm', 'farmrichsnacks', 'goodearthtea', 'govoskos', 'greenworks', 'hansensnatural', 'islandseasoning', 'kikkomankitchen', 'quiltednorthern']
18 ( 9 ): ['airheads', 'blue_bunny', 'bostonmarket', 'carmex', 'cheezit', 'chipsahoy', 'dacorkitchen', 'dannon', 'digiornopizza', 'fancyfeast', 'faygo', 'funkymonkeysnck', 'indelight', 'jennairusa', 'kindsnacks', 'powerade', 'redbaronpizza', 'redvines']
18 ( 17 ): ['alchimieforever', 'alimapure', 'alternahaircare', 'carabnaturally', 'caudalieus', 'clarisonic', 'cosmedix', 'dermadoctor', 'derma_e', 'drhauschka_usa', 'edgeshavegel', 'ferrocosmetics', 'gopicnic', 'ivory', 'joico', 'jouercosmetics', 'phyto_usa', 'quornus']
17 ( 6 ): ['amanabrand', 'babiesrus', 'balancebar', 'bioelements', 'bodyglide', 'buitoniusa', 'clearasil', 'coola_suncare', 'eucerinus', 'firstaidbeauty', 'flatoutbread', 'glominerals', 'got2busa', 'hiballenergy', 'honeystinger', 'hydroxatone', 'realcaboodles']
15 ( 30 ): ['7up', 'anthropologie', 'aveda', 'blackopalbeauty', 'cadburyuk', 'chinaglaze', 'dunkindonuts', 'elemis', 'elfcosmetics', 'freepeople', 'fritolay', 'hersheys', 'hollisterco', 'julepmaven', 'redbull']
14 ( 25 ): ['ampenergy', 'bananaboat', 'barbasolshave', 'bertolli', 'bestfoods', 'celadrin1', 'coffee_mate', 'combos', 'cottonelle', 'crystallight', 'dasaniwater', 'evianwater', 'ghdnorthamerica', 'haagendazs_us']
13 ( 29 ): ['crabtreeevelyn', 'cuisinart', 'dial', 'footsmart', 'fstg_chips', 'gmtgiftbaskets', 'honesttea', 'hylandshealth', 'illyissimo', 'jabra_us', 'jollytimepops', 'kavajavacoffee', 'prana']
13 ( 31 ): ['babobotanicals', 'babyganics', 'baby_magic', 'biokleenhome', 'boogiemom', 'doctorsmiths', 'dreft', 'earthsbest', 'eckrichmeats', 'fisherprice', 'formaggio', 'jurliqueusa', 'pr_organicsusa']
12 ( 2 ): ['annieshomegrown', 'cabotcheese', 'caribou_coffee', 'chobani', 'cream_of_wheat', 'discover', 'fishernutsbrand', 'freschetta', 'friskies', 'gatorade', 'hostess_snacks', 'kelloggcompany']
12 ( 5 ): ['34degrees', 'bigelowtea', 'bolthousefarms', 'bosciaskincare', 'caswellmassey', 'doletweets', 'eas', 'everymanjack', 'fiberone', 'hboats', 'huntschef', 'jewelosco']
12 ( 13 ): ['advilrelief', 'bluediamond', 'breyers', 'campbellschunky', 'delmonte', 'dovechocolate', 'eatwholly', 'febreze_fresh', 'jergensus', 'johnsonville', 'purex', 'shopritestores']
12 ( 14 ): ['8thcontinentsoy', 'alaffiaskincare', 'aubreyorganicsi', 'auracacia', 'cleanwell', 'drpraegers', 'freemanbeauty', 'genesistoday', 'hdnaturals', 'indigowild', 'kenra_haircare', 'vichy_usa']
12 ( 28 ): ['100percentpure', 'aquaphorus', 'aveneusa', 'burtsbees', 'conairbeauty', 'ddfskincare', 'dove', 'eltamd', 'fab', 'janmarini', 'kaplanmd', 'proactiv']
12 ( 37 ): ['axe', 'bmwusa', 'bose', 'cheerios', 'clairolcolor', 'dietcoke', 'doritos', 'duracell', 'fageusa', 'gnclivewell', 'hyundai', 'purell']
12 ( 39 ): ['18rabbits', 'abreva', 'athenos', 'cosmermaid', 'fmchocolate', 'fosterfarms', 'herbacinusa', 'hodgsonmill', 'jimmydean', 'joyfulbathco', 'kibblesnbits', 'purityvodka']
11 ( 1 ): ['barilla', 'braunus', 'danieleinc', 'devotedcreation', 'domtarcorp', 'eckounltd', 'evolvekefir', 'hinoderice', 'hitachi_us', 'premierdeadsea_', 'regenepureqanda']
11 ( 18 ): ['allure_magazine', 'avoninsider', 'benefitbeauty', 'candiesbrand', 'cleanandclear', 'covergirl', 'cvsbeautyclub', 'elizabetharden', 'kerastaseusa', 'powerbar', 'redken5thave']
11 ( 27 ): ['bambinomio', 'bauschlomb', 'bblondehair', 'belkin', 'biooiluk', 'bulldogskincare', 'faithinnature', 'frenchsuk', 'ghostfragrances', 'itsa10haircare', 'pukkaherbs']
11 ( 36 ): ['ardell_lashes', 'biodermalabuk', 'bumble', 'deborahlippmann', 'embryolisseusa', 'evelom', 'guerlain', 'hypehair', 'illamasqua', 'itcosmetics', 'pritinyc']
10 ( 8 ): ['ancientharvest', 'canidaepetfood', 'ciaobellagelato', 'delallofoods', 'elementbars', 'essentiaphwater', 'goddessgarden', 'grandmamauds', 'guayaki', 'minutemaid']
10 ( 38 ): ['artistryus', 'blissspa', 'butterlondon', 'carolsdaughter', 'dermalogica', 'dreamdrystyle', 'fekkai', 'fusion_beauty', 'josie_maran', 'jvc_usa']
9 ( 40 ): ['american_girl', 'bathbodyworks', 'benandjerrys', 'bettycrocker', 'butterfinger', 'crackerbarrel', 'godiva', 'hormelfoods', 'jello']
8 ( 4 ): ['alvaradostreet', 'antimonkeybutt', 'bbuttonsbabies', 'davesgourmet', 'droppslaundry', 'ecolips', 'gdiapers', 'thedivacup']
8 ( 16 ): ['always', 'clorox', 'dawndish', 'eukanuba', 'gain', 'glade', 'puffs', 'purinaonedog']
7 ( 10 ): ['americanapparel', 'barielle', 'bronnerbros', 'coastalscents', 'ecotools', 'graftobian', 'hourglassmakeup']
7 ( 20 ): ['bettylousinc', 'edenfoods', 'glutenfreeda', 'glutinofoods', 'gonecrackers', 'homefreetreats', 'iansnaturalfood']
7 ( 33 ): ['8oclockcoffee', 'bummis', 'diapersdotcom', 'getolympus', 'hennahut', 'holisticselect', 'junebeebaby']
7 ( 42 ): ['benetton', 'givenchy', 'guess', 'instyle', 'isseymiyakenyc', 'jblaudio', 'juicycouture']
6 ( 34 ): ['allegrocoffee', 'bakeryonmain', 'basic4veg', 'bobsredmill', 'feelgoodfoods', 'gf_insider']
5 ( 35 ): ['colgate', 'downy', 'gillette', 'herbalessences', 'lorealparisusa']
4 ( 0 ): ['bahlsenbiscuits', 'cartenoireuk', 'cwhairlondon', 'deliskincare']
4 ( 22 ): ['burberry', 'fendi', 'hugoboss', 'ralphlauren']
4 ( 26 ): ['asus', 'chevrolet', 'cisco', 'hp']
3 ( 21 ): ['armani', 'chanel', 'dolcegabbana']
3 ( 41 ): ['generalmills', 'jif', 'kraftheinzco']
Clustering Completed in time 0:00:01.466980
Cluster Size: 45
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
34 ( 9 ): ['5hourenergy', 'babyblanketgift', 'barkeeperfriend', 'birdseye', 'bissellclean', 'boironusa', 'caneandaustin', 'carabnaturally', 'cartenoireuk', 'cascadianfarm', 'chuaochocoholic', 'cwhairlondon', 'eatliquidgold', 'eatsmartscales', 'eatwholly', 'everymanjack', 'ferrocosmetics', 'fischernwieser', 'frigidaire', 'gabrielcosmetic', 'glennys', 'gortonsseafood', 'h2oplususa', 'hickoryfarms', 'horizon_organic', 'huggies', 'hydropeptide', 'johnfriedaus', 'joseolecentral', 'kerrygoldusa', 'naturespath', 'pretzelcrisps', 'qtips', 'republicoftea']
29 ( 19 ): ['7daysinutopia', 'azzaro', 'ballaformen', 'beauticontrol', 'bodyimage', 'bravesldier', 'cardinalhealth', 'casbahhamilton', 'casio_usa', 'claussenpickles', 'crushfoods', 'cuddleclones', 'danieleinc', 'deans_beans', 'devotedcreation', 'domtarcorp', 'dpolaner', 'dragonage', 'drinkcheerwine', 'earthlite', 'empirekosher', 'evolvekefir', 'flatearthbrew', 'foxandjane', 'gardentime1', 'harmankardon', 'humminbirdfish', 'kyanicorp', 'regenepureqanda']
23 ( 23 ): ['100percentpure', 'acureorganics', 'afterglow', 'aubreyorganicsi', 'cedarlanefoods', 'celazome', 'cobigelowny', 'colorescience', 'decleorskincare', 'dgskincare', 'drmiracles', 'duwopcosmetics', 'eccobella', 'ellentracynyc', 'freemanbeauty', 'indigowild', 'kaplanmd', 'kenra_haircare', 'kiehls', 'obagi', 'prescriptives', 'prttypeaushun', 'repechage']
22 ( 1 ): ['8thcontinentsoy', 'alaffiaskincare', 'alvaradostreet', 'antimonkeybutt', 'arcona_la', 'auracacia', 'bumboosa', 'cleanwell', 'droppslaundry', 'ecodiscoveries', 'ecolips', 'eco_me', 'ecotouch', 'ellaskitchenusa', 'genesistoday', 'grabgreen', 'hdnaturals', 'herbalwater', 'herban_cowboy', 'realpurity', 'realrevivalabs', 'reedsgingerbrew']
22 ( 13 ): ['ancientharvest', 'babiesrus', 'balancebar', 'better_oats', 'canidaepetfood', 'caress', 'crackerjackd', 'croftersorganic', 'customnails', 'dentek', 'earthboundfarm', 'essentiaphwater', 'farmrichsnacks', 'firstaidbeauty', 'gmtgiftbaskets', 'goodearthtea', 'govoskos', 'greenworks', 'hansensnatural', 'islandseasoning', 'kikkomankitchen', 'quiltednorthern']
22 ( 39 ): ['7up', 'armani', 'att', 'benandjerrys', 'bugatti', 'buick', 'chanel', 'chrysler', 'cleanandclear', 'crest', 'dolcegabbana', 'dunkindonuts', 'elfcosmetics', 'ford', 'fritolay', 'fuzzibunz', 'greengiant', 'hollisterco', 'honda', 'hormelfoods', 'jackdaniels_us', 'redbull']
20 ( 29 ): ['alchimieforever', 'alimapure', 'alternahaircare', 'caudalieus', 'clarisonic', 'clifbar', 'coola_suncare', 'cosmedix', 'dermadoctor', 'derma_e', 'dreamdrystyle', 'drhauschka_usa', 'edgeshavegel', 'fekkai', 'hydroxatone', 'ivory', 'jergensus', 'jonessodaco', 'jouercosmetics', 'phyto_usa']
18 ( 15 ): ['airheads', 'blue_bunny', 'bostonmarket', 'cheezit', 'chipsahoy', 'dannon', 'dietpepsi', 'digiornopizza', 'drpepper', 'fancyfeast', 'fanta', 'honeymaidsnacks', 'indelight', 'jif', 'kindsnacks', 'powerade', 'purinaonedog', 'redbaronpizza']
16 ( 12 ): ['8oclockcoffee', 'axe', 'bmwusa', 'bose', 'campbellschunky', 'cisco', 'clairolcolor', 'dietcoke', 'duracell', 'fageusa', 'febreze_fresh', 'gnclivewell', 'hp', 'hyundai', 'pringles', 'purell']
16 ( 20 ): ['aquafina', 'barilla', 'claim_jumper', 'dum_dums', 'food_for_life', 'fttv', 'gardein', 'healthy_choice', 'hellmanns', 'hichew', 'hinoderice', 'hitachi_us', 'puresilkshave', 'reallunchables', 'renefurtererus', 'thecoffeebean']
15 ( 30 ): ['bakeryonmain', 'bettycrocker', 'bmsnews', 'cheerios', 'crackerbarrel', 'dacorkitchen', 'doritos', 'faygo', 'funkymonkeysnck', 'godiva', 'jvc_usa', 'kettlebrand', 'kraftheinzco', 'no7usa', 'redvines']
14 ( 32 ): ['beneful', 'celestialtea', 'chapstick', 'chefboyardee', 'chexcereal', 'coldeeze', 'ctcsquares', 'drinktampico', 'durex_usa', 'finlandiavodka', 'hillshirefarm', 'homeruninn', 'jacklinks', 'jollytimepops']
14 ( 38 ): ['asus', 'bentleymotors', 'breyers', 'caribou_coffee', 'cocacola', 'discover', 'dodge', 'dovechocolate', 'frenchmeadow', 'jeep', 'johnsonville', 'kelloggcompany', 'kia', 'quaker']
13 ( 10 ): ['american_girl', 'bdbrows', 'bioelements', 'bodyglide', 'buitoniusa', 'clearasil', 'eucerinus', 'flatoutbread', 'getolympus', 'glominerals', 'got2busa', 'hiballenergy', 'realcaboodles']
13 ( 18 ): ['activia', 'allegraotc', 'caffesanora', 'davinesofficial', 'electrolux', 'estroven', 'goddessgarden', 'grandmamauds', 'ito_en', 'jrwatkins', 'kingbiodotcom', 'minutemaid', 'propel_water']
13 ( 21 ): ['babyganics', 'baby_magic', 'biokleenhome', 'boogiemom', 'dasaniwater', 'doctorsmiths', 'dreft', 'earthsbest', 'eckrichmeats', 'fisherprice', 'joyfulbathco', 'jurliqueusa', 'kibblesnbits']
12 ( 6 ): ['billyjealousy', 'bluebeardsusa', 'blueqness', 'brazilianblwout', 'eaglepack', 'eckounltd', 'eggplantpeople', 'elementbars', 'farouksystems', 'hairformula37', 'iams', 'vichy_usa']
12 ( 8 ): ['bambinomio', 'bauschlomb', 'bblondehair', 'belkin', 'biooiluk', 'bosciaskincare', 'bulldogskincare', 'faithinnature', 'frenchsuk', 'ghostfragrances', 'itsa10haircare', 'pukkaherbs']
12 ( 11 ): ['adidas', 'blackberry', 'cadillac', 'canonusa', 'chevrolet', 'dell', 'disney', 'garmin', 'ge_reports', 'htcusa', 'ibm', 'jblaudio']
12 ( 14 ): ['arbonne', 'artisanafoods', 'bayerus', 'bulbrite', 'bumblebar', 'ciaobellagelato', 'drpraegers', 'fishernutsbrand', 'flavorice_pops', 'fyhmarket', 'gf_insider', 'guayaki']
12 ( 16 ): ['advilrelief', 'ampenergy', 'barbasolshave', 'bertolli', 'bestfoods', 'coffee_mate', 'combos', 'crystallight', 'delmonte', 'evianwater', 'ghdnorthamerica', 'haagendazs_us']
12 ( 22 ): ['18rabbits', 'athenos', 'barsfoods', 'cosmermaid', 'delallofoods', 'fmchocolate', 'fosterfarms', 'herbacinusa', 'hodgsonmill', 'huntschef', 'jimmydean', 'purityvodka']
12 ( 33 ): ['34degrees', 'amanabrand', 'aprioribeauty', 'barbarasbakery', 'bobsredmill', 'celadrin1', 'corazonas', 'fisherpaykelus', 'friskies', 'honesttea', 'monogramappl', 'powerbar']
12 ( 43 ): ['abreva', 'bigelowtea', 'bluediamond', 'bolthousefarms', 'caswellmassey', 'cream_of_wheat', 'doletweets', 'eas', 'fiberone', 'hboats', 'jewelosco', 'quornus']
11 ( 0 ): ['annieshomegrown', 'drbronner', 'feelgoodfoods', 'foodsalive', 'glutinofoods', 'gonecrackers', 'harneytea', 'homefreetreats', 'honeystinger', 'jennairusa', 'killerbread']
11 ( 24 ): ['bananaboat', 'butterfinger', 'cabotcheese', 'chobani', 'colgate', 'freschetta', 'gatorade', 'herbalessences', 'hostess_snacks', 'jaguarusa', 'shopritestores']
11 ( 31 ): ['americanapparel', 'anthropologie', 'aveda', 'bathbodyworks', 'blackopalbeauty', 'cadburyuk', 'coastalscents', 'ecotools', 'elemis', 'graftobian', 'hourglassmakeup']
11 ( 42 ): ['aquaphorus', 'aveneusa', 'burtsbees', 'carmex', 'conairbeauty', 'ddfskincare', 'dove', 'eltamd', 'fab', 'janmarini', 'purex']
10 ( 2 ): ['allegrocoffee', 'basic4veg', 'cremeofnature', 'daisyhealthrd', 'formaggio', 'groominglounge', 'illyissimo', 'izze', 'jello', 'kavajavacoffee']
10 ( 4 ): ['crabtreeevelyn', 'cuisinart', 'dermorganic', 'dial', 'footsmart', 'fstg_chips', 'hylandshealth', 'jabra_us', 'prana', 'redflowernyc']
10 ( 25 ): ['always', 'clorox', 'cottonelle', 'dawndish', 'downy', 'eukanuba', 'gain', 'gillette', 'glade', 'puffs']
10 ( 41 ): ['bayescleaners', 'bummis', 'diapersdotcom', 'frs', 'goodcleanlove', 'hannaford', 'hennahut', 'holisticselect', 'jarritosnation', 'junebeebaby']
9 ( 7 ): ['biodermalabuk', 'bumble', 'chinaglaze', 'deborahlippmann', 'dlink', 'hotpockets', 'hypehair', 'julepmaven', 'pritinyc']
9 ( 17 ): ['acneorg', 'bahlsenbiscuits', 'curve', 'deliskincare', 'fagorind_eng', 'headblade', 'hubertslemonade', 'kashifoods', 'premierdeadsea_']
8 ( 28 ): ['audi', 'burberry', 'calvinklein', 'dior', 'fendi', 'ferrariusa', 'hugoboss', 'ralphlauren']
8 ( 35 ): ['allure_magazine', 'avoninsider', 'candiesbrand', 'covergirl', 'cvsbeautyclub', 'elizabetharden', 'kerastaseusa', 'redken5thave']
8 ( 40 ): ['bettylousinc', 'davesgourmet', 'edenfoods', 'glutenfreeda', 'goldenpath', 'gopicnic', 'iansnaturalfood', 'iqnatural']
7 ( 3 ): ['acer', 'braunus', 'droetkerbaking', 'freepeople', 'generalmills', 'hersheys', 'proactiv']
7 ( 34 ): ['anntaylor', 'benetton', 'givenchy', 'guess', 'instyle', 'isseymiyakenyc', 'juicycouture']
6 ( 26 ): ['artistryus', 'blissspa', 'carolsdaughter', 'dermalogica', 'fusion_beauty', 'josie_maran']
6 ( 27 ): ['barielle', 'bhcosmetics', 'blinc', 'bronnerbros', 'butterlondon', 'kevyn_aucoin']
6 ( 37 ): ['babobotanicals', 'bbuttonsbabies', 'bumgenius', 'gdiapers', 'pr_organicsusa', 'thedivacup']
4 ( 36 ): ['bareminerals', 'benefitbeauty', 'illamasqua', 'itcosmetics']
4 ( 44 ): ['ardell_lashes', 'embryolisseusa', 'evelom', 'guerlain']
3 ( 5 ): ['astonmartin', 'joico', 'lorealparisusa']
Clustering Completed in time 0:00:01.399941
Cluster Size: 46
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
33 ( 42 ): ['7daysinutopia', 'azzaro', 'beauticontrol', 'billyjealousy', 'bluebeardsusa', 'braunus', 'bravesldier', 'cardinalhealth', 'casbahhamilton', 'claussenpickles', 'crushfoods', 'cuddleclones', 'danieleinc', 'davinesofficial', 'devotedcreation', 'dpolaner', 'dragonage', 'earthlite', 'eggplantpeople', 'electrolux', 'empirekosher', 'evolvekefir', 'fagorind_eng', 'foxandjane', 'fttv', 'hairformula37', 'headblade', 'hichew', 'hubertslemonade', 'humminbirdfish', 'kingbiodotcom', 'kyanicorp', 'regenepureqanda']
29 ( 32 ): ['5hourenergy', 'babyblanketgift', 'barkeeperfriend', 'birdseye', 'bissellclean', 'boironusa', 'boogiemom', 'caneandaustin', 'cascadianfarm', 'chuaochocoholic', 'dlink', 'eatliquidgold', 'eatsmartscales', 'eatwholly', 'fischernwieser', 'gabrielcosmetic', 'glennys', 'gortonsseafood', 'h2oplususa', 'hickoryfarms', 'honeymaidsnacks', 'horizon_organic', 'hydropeptide', 'johnfriedaus', 'joseolecentral', 'kerrygoldusa', 'naturespath', 'pretzelcrisps', 'republicoftea']
22 ( 0 ): ['8thcontinentsoy', 'alaffiaskincare', 'alvaradostreet', 'antimonkeybutt', 'arcona_la', 'auracacia', 'bumboosa', 'cleanwell', 'droppslaundry', 'ecodiscoveries', 'ecolips', 'eco_me', 'ecotouch', 'ellaskitchenusa', 'grabgreen', 'hdnaturals', 'herban_cowboy', 'hodgsonmill', 'jrwatkins', 'realpurity', 'realrevivalabs', 'reedsgingerbrew']
21 ( 5 ): ['18rabbits', '34degrees', 'arbonne', 'artisanafoods', 'barbarasbakery', 'bobsredmill', 'bumblebar', 'corazonas', 'croftersorganic', 'drpraegers', 'flavorice_pops', 'friskies', 'funkymonkeysnck', 'fyhmarket', 'glutenfreeda', 'goldenpath', 'goodcleanlove', 'guayaki', 'honesttea', 'iansnaturalfood', 'powerbar']
20 ( 24 ): ['alchimieforever', 'alternahaircare', 'artistryus', 'blissspa', 'caudalieus', 'clarisonic', 'clifbar', 'coola_suncare', 'cosmedix', 'dermadoctor', 'derma_e', 'dermalogica', 'dreamdrystyle', 'drhauschka_usa', 'edgeshavegel', 'fekkai', 'hydroxatone', 'jonessodaco', 'jouercosmetics', 'phyto_usa']
19 ( 7 ): ['audi', 'bluediamond', 'bugatti', 'calvinklein', 'cheerios', 'chevrolet', 'chinaglaze', 'chobani', 'chrysler', 'dell', 'dior', 'ferrariusa', 'ford', 'freschetta', 'gatorade', 'hostess_snacks', 'jaguarusa', 'jblaudio', 'pringles']
19 ( 44 ): ['acer', 'armani', 'astonmartin', 'asus', 'breyers', 'chanel', 'cisco', 'cocacola', 'discover', 'dodge', 'dolcegabbana', 'dovechocolate', 'gain', 'generalmills', 'greengiant', 'hp', 'jeep', 'kia', 'quaker']
18 ( 6 ): ['airheads', 'bettycrocker', 'blue_bunny', 'bostonmarket', 'carmex', 'cheezit', 'chipsahoy', 'crackerbarrel', 'dannon', 'digiornopizza', 'godiva', 'hormelfoods', 'indelight', 'jif', 'kindsnacks', 'powerade', 'redbaronpizza', 'redvines']
17 ( 3 ): ['balancebar', 'better_oats', 'caress', 'cedarlanefoods', 'clearasil', 'customnails', 'dermorganic', 'flatoutbread', 'footsmart', 'fstg_chips', 'illyissimo', 'izze', 'jabra_us', 'jollytimepops', 'prana', 'realcaboodles', 'redflowernyc']
16 ( 35 ): ['allegraotc', 'beneful', 'campbellschunky', 'chefboyardee', 'coldeeze', 'drinktampico', 'durex_usa', 'finlandiavodka', 'food_for_life', 'harneytea', 'hillshirefarm', 'homeruninn', 'jacklinks', 'kettlebrand', 'kraftheinzco', 'no7usa']
16 ( 36 ): ['crabtreeevelyn', 'dacorkitchen', 'dentek', 'dial', 'earthboundfarm', 'farmrichsnacks', 'gmtgiftbaskets', 'goodearthtea', 'govoskos', 'greenworks', 'hansensnatural', 'islandseasoning', 'jvc_usa', 'kavajavacoffee', 'kikkomankitchen', 'quiltednorthern']
15 ( 11 ): ['bmwusa', 'bose', 'buick', 'clairolcolor', 'curve', 'dietcoke', 'duracell', 'fageusa', 'febreze_fresh', 'gnclivewell', 'honda', 'hyundai', 'jackdaniels_us', 'purell', 'purex']
15 ( 40 ): ['acneorg', 'aquafina', 'babiesrus', 'barsfoods', 'canidaepetfood', 'ciaobellagelato', 'cosmermaid', 'delallofoods', 'essentiaphwater', 'frs', 'hannaford', 'holisticselect', 'kashifoods', 'minutemaid', 'propel_water']
14 ( 9 ): ['100percentpure', 'afterglow', 'aubreyorganicsi', 'colorescience', 'decleorskincare', 'dgskincare', 'ellentracynyc', 'freemanbeauty', 'kaplanmd', 'kiehls', 'obagi', 'prescriptives', 'prttypeaushun', 'repechage']
14 ( 13 ): ['7up', 'american_girl', 'att', 'benandjerrys', 'butterfinger', 'celestialtea', 'chapstick', 'chexcereal', 'cleanandclear', 'ctcsquares', 'dunkindonuts', 'fritolay', 'hersheys', 'hollisterco']
14 ( 14 ): ['barilla', 'claim_jumper', 'cremeofnature', 'daisyhealthrd', 'dum_dums', 'gardein', 'groominglounge', 'healthy_choice', 'hellmanns', 'hinoderice', 'puresilkshave', 'reallunchables', 'renefurtererus', 'thecoffeebean']
14 ( 20 ): ['activia', 'ballaformen', 'basic4veg', 'bodyimage', 'casio_usa', 'crest', 'deans_beans', 'domtarcorp', 'drinkcheerwine', 'droetkerbaking', 'eaglepack', 'eckounltd', 'gardentime1', 'iams']
14 ( 21 ): ['adidas', 'bayerus', 'blackberry', 'bmsnews', 'cadillac', 'canonusa', 'disney', 'faygo', 'garmin', 'ge_reports', 'harmankardon', 'hitachi_us', 'htcusa', 'ibm']
13 ( 8 ): ['babobotanicals', 'babyganics', 'baby_magic', 'bioelements', 'biokleenhome', 'doctorsmiths', 'dreft', 'earthsbest', 'eckrichmeats', 'fisherprice', 'formaggio', 'hylandshealth', 'jurliqueusa']
13 ( 23 ): ['athenos', 'bigelowtea', 'caswellmassey', 'eas', 'fmchocolate', 'fosterfarms', 'hboats', 'huntschef', 'jewelosco', 'jimmydean', 'joyfulbathco', 'kibblesnbits', 'purityvodka']
13 ( 37 ): ['acureorganics', 'blueqness', 'brazilianblwout', 'caffesanora', 'celazome', 'cobigelowny', 'drmiracles', 'duwopcosmetics', 'farouksystems', 'genesistoday', 'indigowild', 'kenra_haircare', 'vichy_usa']
12 ( 10 ): ['amanabrand', 'aprioribeauty', 'buitoniusa', 'bulbrite', 'celadrin1', 'fisherpaykelus', 'gopicnic', 'hiballenergy', 'iqnatural', 'ivory', 'jergensus', 'monogramappl']
12 ( 31 ): ['bambinomio', 'bauschlomb', 'bblondehair', 'belkin', 'biooiluk', 'bosciaskincare', 'bulldogskincare', 'faithinnature', 'frenchsuk', 'ghostfragrances', 'itsa10haircare', 'pukkaherbs']
12 ( 43 ): ['ampenergy', 'bananaboat', 'barbasolshave', 'bertolli', 'bestfoods', 'coffee_mate', 'combos', 'crystallight', 'dasaniwater', 'evianwater', 'ghdnorthamerica', 'haagendazs_us']
11 ( 12 ): ['americanapparel', 'anthropologie', 'aveda', 'bathbodyworks', 'blackopalbeauty', 'cadburyuk', 'ecotools', 'elemis', 'elfcosmetics', 'freepeople', 'lorealparisusa']
11 ( 29 ): ['aquaphorus', 'aveneusa', 'burtsbees', 'conairbeauty', 'ddfskincare', 'dove', 'eltamd', 'estroven', 'fab', 'janmarini', 'proactiv']
11 ( 34 ): ['annieshomegrown', 'cabotcheese', 'cuisinart', 'drbronner', 'feelgoodfoods', 'foodsalive', 'glutinofoods', 'gonecrackers', 'homefreetreats', 'honeystinger', 'killerbread']
11 ( 41 ): ['ardell_lashes', 'biodermalabuk', 'bumble', 'deborahlippmann', 'embryolisseusa', 'evelom', 'guerlain', 'hotpockets', 'hypehair', 'julepmaven', 'pritinyc']
10 ( 25 ): ['always', 'clorox', 'colgate', 'cottonelle', 'dawndish', 'downy', 'gillette', 'glade', 'herbalessences', 'puffs']
10 ( 33 ): ['barielle', 'blinc', 'bronnerbros', 'butterlondon', 'carolsdaughter', 'coastalscents', 'fusion_beauty', 'graftobian', 'hourglassmakeup', 'josie_maran']
10 ( 39 ): ['anntaylor', 'benetton', 'bentleymotors', 'givenchy', 'guess', 'instyle', 'isseymiyakenyc', 'juicycouture', 'kevyn_aucoin', 'redbull']
9 ( 2 ): ['alimapure', 'carabnaturally', 'everymanjack', 'ferrocosmetics', 'frigidaire', 'got2busa', 'jello', 'joico', 'qtips']
9 ( 16 ): ['allure_magazine', 'avoninsider', 'benefitbeauty', 'candiesbrand', 'covergirl', 'cvsbeautyclub', 'elizabetharden', 'kerastaseusa', 'redken5thave']
9 ( 26 ): ['allegrocoffee', 'ancientharvest', 'bakeryonmain', 'eccobella', 'elementbars', 'gf_insider', 'goddessgarden', 'grandmamauds', 'ito_en']
7 ( 15 ): ['bdbrows', 'bodyglide', 'crackerjackd', 'eucerinus', 'firstaidbeauty', 'glominerals', 'herbacinusa']
7 ( 17 ): ['bayescleaners', 'bettylousinc', 'davesgourmet', 'edenfoods', 'fishernutsbrand', 'herbalwater', 'jarritosnation']
6 ( 4 ): ['advilrelief', 'axe', 'doritos', 'fiberone', 'huggies', 'johnsonville']
6 ( 19 ): ['abreva', 'eukanuba', 'fancyfeast', 'jennairusa', 'purinaonedog', 'quornus']
6 ( 22 ): ['bolthousefarms', 'cream_of_wheat', 'delmonte', 'doletweets', 'fuzzibunz', 'shopritestores']
6 ( 27 ): ['8oclockcoffee', 'bummis', 'diapersdotcom', 'getolympus', 'hennahut', 'junebeebaby']
5 ( 1 ): ['bahlsenbiscuits', 'cartenoireuk', 'cwhairlondon', 'deliskincare', 'premierdeadsea_']
5 ( 18 ): ['bbuttonsbabies', 'bumgenius', 'gdiapers', 'pr_organicsusa', 'thedivacup']
4 ( 28 ): ['caribou_coffee', 'flatearthbrew', 'frenchmeadow', 'kelloggcompany']
4 ( 38 ): ['bareminerals', 'bhcosmetics', 'illamasqua', 'itcosmetics']
4 ( 45 ): ['burberry', 'fendi', 'hugoboss', 'ralphlauren']
3 ( 30 ): ['dietpepsi', 'drpepper', 'fanta']
Clustering Completed in time 0:00:01.543028
Cluster Size: 47
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
38 ( 6 ): ['7daysinutopia', 'allegraotc', 'azzaro', 'beauticontrol', 'bluebeardsusa', 'bravesldier', 'cardinalhealth', 'casbahhamilton', 'claussenpickles', 'coldeeze', 'cremeofnature', 'crushfoods', 'cuddleclones', 'dacorkitchen', 'daisyhealthrd', 'danieleinc', 'davinesofficial', 'devotedcreation', 'dpolaner', 'dragonage', 'drinkcheerwine', 'earthlite', 'electrolux', 'empirekosher', 'evolvekefir', 'fagorind_eng', 'flatearthbrew', 'foxandjane', 'fttv', 'gardentime1', 'groominglounge', 'harneytea', 'headblade', 'hubertslemonade', 'humminbirdfish', 'kyanicorp', 'no7usa', 'regenepureqanda']
30 ( 3 ): ['8thcontinentsoy', 'alaffiaskincare', 'alvaradostreet', 'antimonkeybutt', 'arcona_la', 'auracacia', 'bettylousinc', 'bumboosa', 'cleanwell', 'davesgourmet', 'droppslaundry', 'ecodiscoveries', 'ecolips', 'eco_me', 'ecotouch', 'elementbars', 'ellaskitchenusa', 'goddessgarden', 'grabgreen', 'grandmamauds', 'hdnaturals', 'herbalwater', 'herban_cowboy', 'hodgsonmill', 'ito_en', 'jrwatkins', 'kingbiodotcom', 'realpurity', 'realrevivalabs', 'reedsgingerbrew']
30 ( 25 ): ['7up', 'armani', 'att', 'audi', 'benandjerrys', 'bugatti', 'buick', 'caribou_coffee', 'chanel', 'chevrolet', 'chrysler', 'cleanandclear', 'dolcegabbana', 'dunkindonuts', 'elfcosmetics', 'ferrariusa', 'ford', 'freschetta', 'fritolay', 'fuzzibunz', 'gatorade', 'hersheys', 'hollisterco', 'honda', 'hostess_snacks', 'jackdaniels_us', 'jaguarusa', 'kelloggcompany', 'quaker', 'redbull']
25 ( 17 ): ['ancientharvest', 'better_oats', 'caress', 'crabtreeevelyn', 'cuisinart', 'customnails', 'dentek', 'dermorganic', 'dial', 'earthboundfarm', 'farmrichsnacks', 'footsmart', 'fstg_chips', 'gmtgiftbaskets', 'goodearthtea', 'govoskos', 'greenworks', 'illyissimo', 'islandseasoning', 'jabra_us', 'jollytimepops', 'kikkomankitchen', 'prana', 'quiltednorthern', 'redflowernyc']
22 ( 12 ): ['afterglow', 'aubreyorganicsi', 'bareminerals', 'blinc', 'cedarlanefoods', 'celazome', 'cobigelowny', 'colorescience', 'decleorskincare', 'dgskincare', 'duwopcosmetics', 'ellentracynyc', 'freemanbeauty', 'indigowild', 'kaplanmd', 'kenra_haircare', 'kiehls', 'obagi', 'prescriptives', 'prttypeaushun', 'repechage', 'vichy_usa']
22 ( 18 ): ['alchimieforever', 'alimapure', 'alternahaircare', 'artistryus', 'blissspa', 'caudalieus', 'clarisonic', 'coola_suncare', 'cosmedix', 'dermadoctor', 'derma_e', 'dermalogica', 'dreamdrystyle', 'drhauschka_usa', 'edgeshavegel', 'fekkai', 'hydroxatone', 'joico', 'jonessodaco', 'jouercosmetics', 'kavajavacoffee', 'phyto_usa']
22 ( 22 ): ['5hourenergy', 'barbasolshave', 'barkeeperfriend', 'birdseye', 'bissellclean', 'boironusa', 'cascadianfarm', 'chuaochocoholic', 'dlink', 'eatsmartscales', 'eatwholly', 'everymanjack', 'gortonsseafood', 'h2oplususa', 'hickoryfarms', 'horizon_organic', 'huggies', 'johnfriedaus', 'joseolecentral', 'kerrygoldusa', 'naturespath', 'qtips']
18 ( 9 ): ['acer', 'adidas', 'astonmartin', 'bentleymotors', 'blackberry', 'bmsnews', 'cadillac', 'canonusa', 'clifbar', 'cocacola', 'dell', 'disney', 'dodge', 'garmin', 'ge_reports', 'htcusa', 'ibm', 'kia']
18 ( 24 ): ['activia', 'ballaformen', 'basic4veg', 'billyjealousy', 'blueqness', 'bodyimage', 'brazilianblwout', 'casio_usa', 'crest', 'deans_beans', 'domtarcorp', 'droetkerbaking', 'eggplantpeople', 'hairformula37', 'harmankardon', 'hypehair', 'iams', 'lorealparisusa']
17 ( 32 ): ['18rabbits', '34degrees', 'arbonne', 'artisanafoods', 'barbarasbakery', 'bobsredmill', 'corazonas', 'croftersorganic', 'funkymonkeysnck', 'fyhmarket', 'gf_insider', 'glutenfreeda', 'goldenpath', 'guayaki', 'honesttea', 'iansnaturalfood', 'powerbar']
16 ( 7 ): ['amanabrand', 'aprioribeauty', 'bayescleaners', 'buitoniusa', 'celadrin1', 'edenfoods', 'ferrocosmetics', 'fishernutsbrand', 'fisherpaykelus', 'frigidaire', 'gopicnic', 'hiballenergy', 'iqnatural', 'ivory', 'jergensus', 'monogramappl']
16 ( 19 ): ['advilrelief', 'ampenergy', 'bakeryonmain', 'bananaboat', 'bertolli', 'bestfoods', 'chobani', 'coffee_mate', 'combos', 'crystallight', 'dasaniwater', 'delmonte', 'evianwater', 'ghdnorthamerica', 'haagendazs_us', 'shopritestores']
15 ( 11 ): ['aquafina', 'barsfoods', 'bdbrows', 'bummis', 'caffesanora', 'diapersdotcom', 'frs', 'hannaford', 'hennahut', 'holisticselect', 'jarritosnation', 'junebeebaby', 'kashifoods', 'kraftheinzco', 'propel_water']
14 ( 4 ): ['babyblanketgift', 'bluediamond', 'campbellschunky', 'caneandaustin', 'carabnaturally', 'eatliquidgold', 'eckounltd', 'fischernwieser', 'frenchmeadow', 'gabrielcosmetic', 'glennys', 'honeymaidsnacks', 'hotpockets', 'pritinyc']
14 ( 13 ): ['americanapparel', 'aveda', 'barielle', 'blackopalbeauty', 'bronnerbros', 'butterlondon', 'cadburyuk', 'carolsdaughter', 'coastalscents', 'ecotools', 'fusion_beauty', 'graftobian', 'hourglassmakeup', 'josie_maran']
14 ( 15 ): ['beneful', 'celestialtea', 'chapstick', 'chexcereal', 'ctcsquares', 'drinktampico', 'durex_usa', 'eccobella', 'finlandiavodka', 'goodcleanlove', 'hillshirefarm', 'homeruninn', 'jacklinks', 'kettlebrand']
14 ( 23 ): ['airheads', 'blue_bunny', 'bostonmarket', 'cheezit', 'chipsahoy', 'dannon', 'digiornopizza', 'faygo', 'generalmills', 'indelight', 'kindsnacks', 'powerade', 'redbaronpizza', 'redvines']
13 ( 14 ): ['babyganics', 'baby_magic', 'biokleenhome', 'boogiemom', 'doctorsmiths', 'dreft', 'earthsbest', 'eckrichmeats', 'fisherprice', 'formaggio', 'hylandshealth', 'jello', 'jurliqueusa']
13 ( 35 ): ['8oclockcoffee', 'acneorg', 'chefboyardee', 'clearasil', 'crackerjackd', 'curve', 'downy', 'fancyfeast', 'greengiant', 'izze', 'purell', 'purex', 'purinaonedog']
12 ( 1 ): ['barilla', 'claim_jumper', 'dum_dums', 'food_for_life', 'healthy_choice', 'hellmanns', 'hinoderice', 'hitachi_us', 'puresilkshave', 'reallunchables', 'renefurtererus', 'thecoffeebean']
12 ( 34 ): ['athenos', 'bigelowtea', 'caswellmassey', 'cosmermaid', 'eas', 'fiberone', 'fmchocolate', 'fosterfarms', 'hboats', 'huntschef', 'jimmydean', 'purityvodka']
11 ( 8 ): ['bambinomio', 'bblondehair', 'belkin', 'biooiluk', 'bosciaskincare', 'bulldogskincare', 'faithinnature', 'frenchsuk', 'ghostfragrances', 'itsa10haircare', 'pukkaherbs']
11 ( 21 ): ['annieshomegrown', 'cabotcheese', 'drbronner', 'feelgoodfoods', 'foodsalive', 'gardein', 'glutinofoods', 'gonecrackers', 'homefreetreats', 'honeystinger', 'killerbread']
11 ( 38 ): ['bayerus', 'bulbrite', 'bumblebar', 'canidaepetfood', 'ciaobellagelato', 'delallofoods', 'drpraegers', 'essentiaphwater', 'flavorice_pops', 'genesistoday', 'minutemaid']
10 ( 16 ): ['always', 'clorox', 'colgate', 'cottonelle', 'dawndish', 'gain', 'gillette', 'glade', 'herbalessences', 'puffs']
10 ( 20 ): ['abreva', 'allegrocoffee', 'bauschlomb', 'braunus', 'eaglepack', 'friskies', 'herbacinusa', 'jennairusa', 'jewelosco', 'quornus']
10 ( 36 ): ['bathbodyworks', 'bettycrocker', 'butterfinger', 'cheerios', 'crackerbarrel', 'doritos', 'gnclivewell', 'godiva', 'hormelfoods', 'pringles']
9 ( 0 ): ['allure_magazine', 'avoninsider', 'benefitbeauty', 'candiesbrand', 'covergirl', 'cvsbeautyclub', 'elizabetharden', 'kerastaseusa', 'redken5thave']
9 ( 2 ): ['acureorganics', 'anntaylor', 'ddfskincare', 'drmiracles', 'eltamd', 'estroven', 'fab', 'farouksystems', 'proactiv']
9 ( 30 ): ['bioelements', 'bodyglide', 'eucerinus', 'firstaidbeauty', 'getolympus', 'glominerals', 'got2busa', 'hansensnatural', 'realcaboodles']
8 ( 39 ): ['100percentpure', 'anthropologie', 'biodermalabuk', 'bumble', 'deborahlippmann', 'elemis', 'freepeople', 'julepmaven']
8 ( 40 ): ['aquaphorus', 'aveneusa', 'burtsbees', 'carmex', 'conairbeauty', 'dove', 'janmarini', 'jvc_usa']
8 ( 44 ): ['axe', 'bose', 'breyers', 'discover', 'dovechocolate', 'hyundai', 'jeep', 'johnsonville']
7 ( 27 ): ['babobotanicals', 'bbuttonsbabies', 'bumgenius', 'gdiapers', 'hichew', 'pr_organicsusa', 'thedivacup']
6 ( 33 ): ['benetton', 'givenchy', 'guess', 'isseymiyakenyc', 'jblaudio', 'juicycouture']
6 ( 37 ): ['bmwusa', 'clairolcolor', 'dietcoke', 'duracell', 'fageusa', 'febreze_fresh']
6 ( 45 ): ['ardell_lashes', 'embryolisseusa', 'evelom', 'guerlain', 'illamasqua', 'itcosmetics']
5 ( 43 ): ['bahlsenbiscuits', 'cartenoireuk', 'cwhairlondon', 'deliskincare', 'premierdeadsea_']
4 ( 5 ): ['american_girl', 'babiesrus', 'balancebar', 'flatoutbread']
4 ( 10 ): ['hydropeptide', 'jif', 'pretzelcrisps', 'republicoftea']
4 ( 31 ): ['burberry', 'fendi', 'hugoboss', 'ralphlauren']
3 ( 26 ): ['bolthousefarms', 'cream_of_wheat', 'doletweets']
3 ( 28 ): ['bhcosmetics', 'chinaglaze', 'kevyn_aucoin']
3 ( 29 ): ['calvinklein', 'dior', 'instyle']
3 ( 41 ): ['eukanuba', 'joyfulbathco', 'kibblesnbits']
3 ( 42 ): ['asus', 'cisco', 'hp']
3 ( 46 ): ['dietpepsi', 'drpepper', 'fanta']
Clustering Completed in time 0:00:01.540030
Cluster Size: 48
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
40 ( 4 ): ['7daysinutopia', 'activia', 'azzaro', 'ballaformen', 'beauticontrol', 'billyjealousy', 'blackberry', 'bluebeardsusa', 'blueqness', 'bodyimage', 'braunus', 'bravesldier', 'casbahhamilton', 'casio_usa', 'claussenpickles', 'crushfoods', 'cuddleclones', 'danieleinc', 'deans_beans', 'devotedcreation', 'domtarcorp', 'dpolaner', 'dragonage', 'drinkcheerwine', 'earthlite', 'eckounltd', 'eggplantpeople', 'empirekosher', 'evolvekefir', 'fagorind_eng', 'flatearthbrew', 'foxandjane', 'gardentime1', 'hairformula37', 'headblade', 'hubertslemonade', 'humminbirdfish', 'kyanicorp', 'premierdeadsea_', 'regenepureqanda']
25 ( 1 ): ['8thcontinentsoy', 'alaffiaskincare', 'antimonkeybutt', 'arcona_la', 'auracacia', 'bumboosa', 'cleanwell', 'droppslaundry', 'ecodiscoveries', 'ecolips', 'eco_me', 'ecotouch', 'ellaskitchenusa', 'goddessgarden', 'grabgreen', 'grandmamauds', 'hdnaturals', 'herban_cowboy', 'hodgsonmill', 'ito_en', 'jrwatkins', 'kingbiodotcom', 'realpurity', 'realrevivalabs', 'reedsgingerbrew']
22 ( 3 ): ['100percentpure', 'acureorganics', 'afterglow', 'aubreyorganicsi', 'blinc', 'cedarlanefoods', 'celazome', 'cobigelowny', 'colorescience', 'decleorskincare', 'dgskincare', 'duwopcosmetics', 'ellentracynyc', 'freemanbeauty', 'indigowild', 'kaplanmd', 'kiehls', 'obagi', 'prescriptives', 'prttypeaushun', 'redflowernyc', 'repechage']
21 ( 25 ): ['18rabbits', '34degrees', 'arbonne', 'artisanafoods', 'babiesrus', 'barbarasbakery', 'bobsredmill', 'corazonas', 'croftersorganic', 'drpraegers', 'funkymonkeysnck', 'fyhmarket', 'glutenfreeda', 'goldenpath', 'goodcleanlove', 'guayaki', 'holisticselect', 'honesttea', 'iansnaturalfood', 'kashifoods', 'powerbar']
19 ( 6 ): ['ancientharvest', 'balancebar', 'bdbrows', 'better_oats', 'bodyglide', 'clearasil', 'cuisinart', 'customnails', 'dermorganic', 'earthboundfarm', 'farmrichsnacks', 'glominerals', 'goodearthtea', 'govoskos', 'greenworks', 'hansensnatural', 'islandseasoning', 'kikkomankitchen', 'quiltednorthern']
19 ( 11 ): ['babyblanketgift', 'barkeeperfriend', 'birdseye', 'bolthousefarms', 'caneandaustin', 'chuaochocoholic', 'dlink', 'eatliquidgold', 'eatsmartscales', 'fischernwieser', 'gabrielcosmetic', 'gortonsseafood', 'h2oplususa', 'hickoryfarms', 'horizon_organic', 'hydropeptide', 'naturespath', 'pretzelcrisps', 'republicoftea']
19 ( 36 ): ['alchimieforever', 'alimapure', 'alternahaircare', 'artistryus', 'blissspa', 'caudalieus', 'clarisonic', 'coola_suncare', 'cosmedix', 'dermadoctor', 'derma_e', 'dermalogica', 'dreamdrystyle', 'drhauschka_usa', 'edgeshavegel', 'fekkai', 'hydroxatone', 'jvc_usa', 'phyto_usa']
18 ( 12 ): ['acer', 'bmsnews', 'bugatti', 'cadillac', 'canonusa', 'cheerios', 'clifbar', 'cocacola', 'crest', 'dodge', 'doritos', 'garmin', 'ge_reports', 'htcusa', 'ibm', 'jblaudio', 'jeep', 'kia']
18 ( 14 ): ['7up', 'anthropologie', 'armani', 'att', 'benandjerrys', 'bentleymotors', 'cadburyuk', 'chevrolet', 'cleanandclear', 'dell', 'droetkerbaking', 'dunkindonuts', 'elfcosmetics', 'ford', 'fritolay', 'hersheys', 'hollisterco', 'redbull']
18 ( 33 ): ['barilla', 'claim_jumper', 'dum_dums', 'faygo', 'food_for_life', 'fttv', 'gardein', 'harmankardon', 'healthy_choice', 'hellmanns', 'hinoderice', 'hitachi_us', 'kraftheinzco', 'puresilkshave', 'reallunchables', 'redvines', 'renefurtererus', 'thecoffeebean']
16 ( 20 ): ['audi', 'axe', 'bmwusa', 'buick', 'campbellschunky', 'clairolcolor', 'curve', 'dietcoke', 'duracell', 'fageusa', 'febreze_fresh', 'gnclivewell', 'honda', 'hyundai', 'jackdaniels_us', 'purex']
15 ( 7 ): ['beneful', 'chefboyardee', 'chexcereal', 'coldeeze', 'ctcsquares', 'drinktampico', 'durex_usa', 'eccobella', 'finlandiavodka', 'hillshirefarm', 'homeruninn', 'illyissimo', 'jacklinks', 'jollytimepops', 'kettlebrand']
14 ( 5 ): ['5hourenergy', 'barbasolshave', 'bissellclean', 'boironusa', 'cascadianfarm', 'caswellmassey', 'eaglepack', 'everymanjack', 'freschetta', 'friskies', 'huggies', 'johnfriedaus', 'joseolecentral', 'kerrygoldusa']
14 ( 47 ): ['adidas', 'burberry', 'colgate', 'cottonelle', 'dawndish', 'dior', 'dolcegabbana', 'fendi', 'gatorade', 'gillette', 'herbalessences', 'ivory', 'jergensus', 'ralphlauren']
13 ( 42 ): ['airheads', 'bostonmarket', 'cheezit', 'chipsahoy', 'dannon', 'dietpepsi', 'drpepper', 'fanta', 'generalmills', 'hormelfoods', 'jif', 'powerade', 'redbaronpizza']
12 ( 0 ): ['bioelements', 'cremeofnature', 'daisyhealthrd', 'formaggio', 'greengiant', 'groominglounge', 'harneytea', 'izze', 'jello', 'jonessodaco', 'no7usa', 'prana']
12 ( 8 ): ['bambinomio', 'bauschlomb', 'bblondehair', 'belkin', 'biooiluk', 'bosciaskincare', 'bulldogskincare', 'faithinnature', 'frenchsuk', 'ghostfragrances', 'itsa10haircare', 'pukkaherbs']
12 ( 16 ): ['acneorg', 'brazilianblwout', 'caffesanora', 'ddfskincare', 'discover', 'drmiracles', 'eltamd', 'estroven', 'fab', 'farouksystems', 'proactiv', 'propel_water']
12 ( 28 ): ['allegraotc', 'caress', 'crabtreeevelyn', 'davinesofficial', 'dentek', 'dial', 'flavorice_pops', 'footsmart', 'fstg_chips', 'gmtgiftbaskets', 'jabra_us', 'realcaboodles']
11 ( 2 ): ['astonmartin', 'biodermalabuk', 'bumble', 'chinaglaze', 'chrysler', 'deborahlippmann', 'elemis', 'ferrariusa', 'freepeople', 'hotpockets', 'julepmaven']
11 ( 19 ): ['american_girl', 'babyganics', 'baby_magic', 'biokleenhome', 'boogiemom', 'doctorsmiths', 'earthsbest', 'fisherprice', 'flatoutbread', 'hylandshealth', 'jurliqueusa']
11 ( 21 ): ['annieshomegrown', 'cabotcheese', 'chapstick', 'drbronner', 'feelgoodfoods', 'foodsalive', 'glutinofoods', 'gonecrackers', 'homefreetreats', 'honeystinger', 'killerbread']
11 ( 27 ): ['ampenergy', 'bertolli', 'bestfoods', 'combos', 'cream_of_wheat', 'crystallight', 'delmonte', 'doletweets', 'dovechocolate', 'ghdnorthamerica', 'johnsonville']
11 ( 30 ): ['amanabrand', 'aprioribeauty', 'buitoniusa', 'bulbrite', 'celadrin1', 'fisherpaykelus', 'frigidaire', 'gopicnic', 'hiballenergy', 'iqnatural', 'monogramappl']
11 ( 31 ): ['aquafina', 'bayerus', 'bumblebar', 'canidaepetfood', 'ciaobellagelato', 'delallofoods', 'essentiaphwater', 'frs', 'genesistoday', 'hannaford', 'minutemaid']
10 ( 9 ): ['bigelowtea', 'chobani', 'dreft', 'eas', 'eukanuba', 'gain', 'hboats', 'hostess_snacks', 'joyfulbathco', 'kibblesnbits']
10 ( 23 ): ['advilrelief', 'anntaylor', 'aveda', 'avoninsider', 'bose', 'candiesbrand', 'elizabetharden', 'fiberone', 'guess', 'purell']
10 ( 24 ): ['bareminerals', 'calvinklein', 'chanel', 'crackerjackd', 'disney', 'hugoboss', 'instyle', 'puffs', 'redken5thave', 'vichy_usa']
10 ( 32 ): ['americanapparel', 'blackopalbeauty', 'bronnerbros', 'carolsdaughter', 'coastalscents', 'ecotools', 'fusion_beauty', 'graftobian', 'hourglassmakeup', 'josie_maran']
10 ( 46 ): ['abreva', 'bluediamond', 'cardinalhealth', 'caribou_coffee', 'eatwholly', 'eckrichmeats', 'frenchmeadow', 'jewelosco', 'kelloggcompany', 'quornus']
9 ( 17 ): ['blue_bunny', 'butterfinger', 'celestialtea', 'clorox', 'digiornopizza', 'downy', 'glade', 'honeymaidsnacks', 'quaker']
9 ( 29 ): ['barielle', 'benetton', 'butterlondon', 'givenchy', 'hichew', 'iams', 'isseymiyakenyc', 'jaguarusa', 'juicycouture']
9 ( 43 ): ['athenos', 'barsfoods', 'cosmermaid', 'fmchocolate', 'fosterfarms', 'herbacinusa', 'huntschef', 'jimmydean', 'purityvodka']
8 ( 13 ): ['bayescleaners', 'bettylousinc', 'davesgourmet', 'edenfoods', 'ferrocosmetics', 'fishernutsbrand', 'herbalwater', 'jarritosnation']
8 ( 15 ): ['bakeryonmain', 'bananaboat', 'coffee_mate', 'evianwater', 'fancyfeast', 'haagendazs_us', 'purinaonedog', 'shopritestores']
8 ( 45 ): ['ardell_lashes', 'embryolisseusa', 'evelom', 'firstaidbeauty', 'guerlain', 'hypehair', 'jouercosmetics', 'pritinyc']
7 ( 26 ): ['babobotanicals', 'bbuttonsbabies', 'bumgenius', 'fuzzibunz', 'gdiapers', 'pr_organicsusa', 'thedivacup']
7 ( 37 ): ['allegrocoffee', 'alvaradostreet', 'basic4veg', 'carabnaturally', 'elementbars', 'gf_insider', 'glennys']
7 ( 40 ): ['aquaphorus', 'aveneusa', 'burtsbees', 'carmex', 'conairbeauty', 'dove', 'janmarini']
7 ( 41 ): ['bettycrocker', 'breyers', 'crackerbarrel', 'godiva', 'indelight', 'kindsnacks', 'pringles']
6 ( 22 ): ['always', 'dasaniwater', 'eucerinus', 'got2busa', 'joico', 'qtips']
6 ( 34 ): ['8oclockcoffee', 'bummis', 'diapersdotcom', 'getolympus', 'hennahut', 'junebeebaby']
5 ( 18 ): ['allure_magazine', 'benefitbeauty', 'covergirl', 'cvsbeautyclub', 'kerastaseusa']
5 ( 39 ): ['bahlsenbiscuits', 'cartenoireuk', 'cwhairlondon', 'deliskincare', 'kenra_haircare']
4 ( 10 ): ['dacorkitchen', 'electrolux', 'jennairusa', 'kavajavacoffee']
4 ( 38 ): ['bhcosmetics', 'illamasqua', 'itcosmetics', 'kevyn_aucoin']
3 ( 35 ): ['asus', 'cisco', 'hp']
2 ( 44 ): ['bathbodyworks', 'lorealparisusa']
Clustering Completed in time 0:00:01.342893
Cluster Size: 49
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
41 ( 4 ): ['7daysinutopia', 'azzaro', 'ballaformen', 'basic4veg', 'beauticontrol', 'billyjealousy', 'blackberry', 'bluebeardsusa', 'bodyimage', 'braunus', 'bravesldier', 'cardinalhealth', 'casbahhamilton', 'casio_usa', 'claussenpickles', 'crushfoods', 'cuddleclones', 'danieleinc', 'deans_beans', 'devotedcreation', 'domtarcorp', 'dpolaner', 'dragonage', 'dreamdrystyle', 'drinkcheerwine', 'earthlite', 'eggplantpeople', 'empirekosher', 'evolvekefir', 'fagorind_eng', 'flatearthbrew', 'foxandjane', 'fttv', 'gardentime1', 'hairformula37', 'headblade', 'hubertslemonade', 'humminbirdfish', 'kyanicorp', 'premierdeadsea_', 'regenepureqanda']
24 ( 27 ): ['alaffiaskincare', 'alvaradostreet', 'antimonkeybutt', 'arcona_la', 'auracacia', 'bumboosa', 'cleanwell', 'davesgourmet', 'droppslaundry', 'ecodiscoveries', 'ecolips', 'eco_me', 'ecotouch', 'ellaskitchenusa', 'genesistoday', 'grabgreen', 'hdnaturals', 'herban_cowboy', 'hodgsonmill', 'jrwatkins', 'kingbiodotcom', 'realpurity', 'realrevivalabs', 'reedsgingerbrew']
23 ( 17 ): ['100percentpure', 'acureorganics', 'afterglow', 'aubreyorganicsi', 'blinc', 'cedarlanefoods', 'celazome', 'cobigelowny', 'colorescience', 'decleorskincare', 'dgskincare', 'drmiracles', 'duwopcosmetics', 'eccobella', 'ellentracynyc', 'farouksystems', 'indigowild', 'kaplanmd', 'kiehls', 'obagi', 'prescriptives', 'prttypeaushun', 'repechage']
23 ( 29 ): ['acer', 'astonmartin', 'bmsnews', 'breyers', 'bugatti', 'cadillac', 'canonusa', 'cheerios', 'clifbar', 'cocacola', 'crest', 'dior', 'dodge', 'doritos', 'elfcosmetics', 'faygo', 'garmin', 'ge_reports', 'htcusa', 'ibm', 'jblaudio', 'jeep', 'kia']
21 ( 7 ): ['5hourenergy', 'barbasolshave', 'barkeeperfriend', 'birdseye', 'bissellclean', 'boironusa', 'chuaochocoholic', 'dlink', 'eatliquidgold', 'eatsmartscales', 'eatwholly', 'frigidaire', 'gortonsseafood', 'hickoryfarms', 'horizon_organic', 'huggies', 'johnfriedaus', 'joseolecentral', 'kerrygoldusa', 'naturespath', 'pretzelcrisps']
21 ( 41 ): ['18rabbits', '34degrees', 'arbonne', 'artisanafoods', 'babiesrus', 'barbarasbakery', 'bobsredmill', 'corazonas', 'drpraegers', 'flatoutbread', 'funkymonkeysnck', 'fyhmarket', 'glutenfreeda', 'goldenpath', 'goodcleanlove', 'guayaki', 'holisticselect', 'honesttea', 'iansnaturalfood', 'kashifoods', 'powerbar']
19 ( 45 ): ['balancebar', 'barsfoods', 'better_oats', 'clearasil', 'croftersorganic', 'customnails', 'earthboundfarm', 'essentiaphwater', 'farmrichsnacks', 'firstaidbeauty', 'frs', 'glominerals', 'gmtgiftbaskets', 'goodearthtea', 'hansensnatural', 'islandseasoning', 'kikkomankitchen', 'kraftheinzco', 'quiltednorthern']
18 ( 10 ): ['airheads', 'blue_bunny', 'bose', 'bostonmarket', 'celestialtea', 'cheezit', 'chrysler', 'dannon', 'dietpepsi', 'digiornopizza', 'drpepper', 'fendi', 'generalmills', 'gf_insider', 'indelight', 'jif', 'kindsnacks', 'redbaronpizza']
17 ( 14 ): ['alchimieforever', 'alimapure', 'allegrocoffee', 'alternahaircare', 'blissspa', 'caudalieus', 'clarisonic', 'cosmedix', 'dermadoctor', 'derma_e', 'drhauschka_usa', 'fekkai', 'ferrocosmetics', 'hydroxatone', 'joico', 'kavajavacoffee', 'phyto_usa']
15 ( 18 ): ['aquafina', 'barilla', 'claim_jumper', 'dum_dums', 'food_for_life', 'harmankardon', 'healthy_choice', 'hellmanns', 'hichew', 'hinoderice', 'hitachi_us', 'puresilkshave', 'reallunchables', 'renefurtererus', 'thecoffeebean']
14 ( 2 ): ['activia', 'blueqness', 'brazilianblwout', 'bummis', 'caffesanora', 'diapersdotcom', 'droetkerbaking', 'elementbars', 'estroven', 'grandmamauds', 'hennahut', 'iams', 'ito_en', 'junebeebaby']
14 ( 8 ): ['ampenergy', 'bananaboat', 'bertolli', 'bestfoods', 'coffee_mate', 'combos', 'crystallight', 'dasaniwater', 'delmonte', 'evianwater', 'ghdnorthamerica', 'haagendazs_us', 'johnsonville', 'shopritestores']
14 ( 13 ): ['8oclockcoffee', 'bahlsenbiscuits', 'bioelements', 'cremeofnature', 'daisyhealthrd', 'eckrichmeats', 'edgeshavegel', 'formaggio', 'getolympus', 'greengiant', 'groominglounge', 'jello', 'jonessodaco', 'quornus']
14 ( 47 ): ['7up', 'att', 'benandjerrys', 'bentleymotors', 'buick', 'chevrolet', 'cleanandclear', 'dunkindonuts', 'ford', 'fritolay', 'hersheys', 'hollisterco', 'jackdaniels_us', 'redbull']
13 ( 12 ): ['bayerus', 'bayescleaners', 'bettylousinc', 'bulbrite', 'bumblebar', 'ciaobellagelato', 'delallofoods', 'edenfoods', 'hannaford', 'herbalwater', 'iqnatural', 'jarritosnation', 'minutemaid']
13 ( 46 ): ['abreva', 'athenos', 'cosmermaid', 'eas', 'fmchocolate', 'fosterfarms', 'hboats', 'huntschef', 'jewelosco', 'jimmydean', 'joyfulbathco', 'kibblesnbits', 'purityvodka']
12 ( 11 ): ['advilrelief', 'aveda', 'bluediamond', 'cottonelle', 'dawndish', 'fiberone', 'gatorade', 'herbalessences', 'itcosmetics', 'ivory', 'jergensus', 'purell']
12 ( 33 ): ['americanapparel', 'artistryus', 'bathbodyworks', 'blackopalbeauty', 'carolsdaughter', 'coastalscents', 'deliskincare', 'dermalogica', 'fusion_beauty', 'graftobian', 'hourglassmakeup', 'josie_maran']
12 ( 36 ): ['aquaphorus', 'aveneusa', 'burtsbees', 'carmex', 'conairbeauty', 'ddfskincare', 'dove', 'eltamd', 'fab', 'janmarini', 'jvc_usa', 'proactiv']
12 ( 37 ): ['chapstick', 'chexcereal', 'coldeeze', 'ctcsquares', 'drinktampico', 'durex_usa', 'finlandiavodka', 'hillshirefarm', 'homeruninn', 'jacklinks', 'jollytimepops', 'kettlebrand']
12 ( 44 ): ['bambinomio', 'bauschlomb', 'bblondehair', 'belkin', 'biooiluk', 'bosciaskincare', 'bulldogskincare', 'faithinnature', 'frenchsuk', 'ghostfragrances', 'itsa10haircare', 'pukkaherbs']
11 ( 0 ): ['american_girl', 'bettycrocker', 'butterfinger', 'chipsahoy', 'crackerbarrel', 'dell', 'fanta', 'fuzzibunz', 'godiva', 'hormelfoods', 'pringles']
11 ( 1 ): ['acneorg', 'campbellschunky', 'chefboyardee', 'curve', 'downy', 'fageusa', 'fancyfeast', 'gnclivewell', 'purex', 'purinaonedog', 'redvines']
11 ( 9 ): ['dermorganic', 'discover', 'dovechocolate', 'footsmart', 'fstg_chips', 'illyissimo', 'izze', 'jabra_us', 'prana', 'realcaboodles', 'redflowernyc']
11 ( 15 ): ['annieshomegrown', 'cabotcheese', 'drbronner', 'feelgoodfoods', 'foodsalive', 'gardein', 'glutinofoods', 'gonecrackers', 'homefreetreats', 'honeystinger', 'killerbread']
11 ( 24 ): ['babobotanicals', 'babyganics', 'baby_magic', 'biokleenhome', 'boogiemom', 'doctorsmiths', 'dreft', 'earthsbest', 'fisherprice', 'hylandshealth', 'jurliqueusa']
11 ( 26 ): ['audi', 'axe', 'bmwusa', 'clairolcolor', 'colgate', 'dietcoke', 'duracell', 'febreze_fresh', 'honda', 'hyundai', 'lorealparisusa']
11 ( 28 ): ['caneandaustin', 'cartenoireuk', 'cascadianfarm', 'caswellmassey', 'cwhairlondon', 'eckounltd', 'everymanjack', 'gabrielcosmetic', 'h2oplususa', 'honeymaidsnacks', 'qtips']
11 ( 48 ): ['always', 'bareminerals', 'carabnaturally', 'crackerjackd', 'dentek', 'flavorice_pops', 'powerade', 'puffs', 'quaker', 'redken5thave', 'vichy_usa']
10 ( 30 ): ['allegraotc', 'bodyglide', 'caress', 'crabtreeevelyn', 'davinesofficial', 'dial', 'greenworks', 'harneytea', 'no7usa', 'propel_water']
10 ( 39 ): ['amanabrand', 'aprioribeauty', 'buitoniusa', 'celadrin1', 'cuisinart', 'fishernutsbrand', 'fisherpaykelus', 'gopicnic', 'hiballenergy', 'monogramappl']
9 ( 35 ): ['bigelowtea', 'chobani', 'clorox', 'eukanuba', 'freschetta', 'gain', 'gillette', 'glade', 'hostess_snacks']
9 ( 38 ): ['anthropologie', 'biodermalabuk', 'bumble', 'deborahlippmann', 'freepeople', 'hotpockets', 'hypehair', 'julepmaven', 'pritinyc']
7 ( 6 ): ['ardell_lashes', 'embryolisseusa', 'evelom', 'guerlain', 'illamasqua', 'jouercosmetics', 'kerastaseusa']
7 ( 16 ): ['babyblanketgift', 'fischernwieser', 'freemanbeauty', 'glennys', 'hydropeptide', 'kenra_haircare', 'republicoftea']
7 ( 19 ): ['armani', 'calvinklein', 'chanel', 'disney', 'ferrariusa', 'hugoboss', 'instyle']
7 ( 43 ): ['allure_magazine', 'avoninsider', 'benefitbeauty', 'candiesbrand', 'covergirl', 'cvsbeautyclub', 'elizabetharden']
6 ( 3 ): ['ancientharvest', 'anntaylor', 'canidaepetfood', 'goddessgarden', 'govoskos', 'jaguarusa']
6 ( 25 ): ['barielle', 'bdbrows', 'bhcosmetics', 'bronnerbros', 'butterlondon', 'kevyn_aucoin']
5 ( 5 ): ['8thcontinentsoy', 'bakeryonmain', 'dacorkitchen', 'electrolux', 'jennairusa']
5 ( 21 ): ['bbuttonsbabies', 'bumgenius', 'gdiapers', 'pr_organicsusa', 'thedivacup']
5 ( 42 ): ['benetton', 'givenchy', 'guess', 'isseymiyakenyc', 'juicycouture']
4 ( 22 ): ['cadburyuk', 'chinaglaze', 'ecotools', 'elemis']
4 ( 32 ): ['adidas', 'burberry', 'dolcegabbana', 'ralphlauren']
4 ( 40 ): ['beneful', 'eaglepack', 'friskies', 'herbacinusa']
3 ( 20 ): ['asus', 'cisco', 'hp']
3 ( 23 ): ['bolthousefarms', 'cream_of_wheat', 'doletweets']
3 ( 31 ): ['coola_suncare', 'eucerinus', 'got2busa']
3 ( 34 ): ['caribou_coffee', 'frenchmeadow', 'kelloggcompany']
Clustering Completed in time 0:00:01.637099
Cluster Size: 50
Clustering Algorithm: MySpectral with do_scale
Displaying Clusters by size...
40 ( 3 ): ['7daysinutopia', 'activia', 'azzaro', 'ballaformen', 'basic4veg', 'beauticontrol', 'billyjealousy', 'bluebeardsusa', 'bodyimage', 'bravesldier', 'brazilianblwout', 'casbahhamilton', 'casio_usa', 'claussenpickles', 'crushfoods', 'cuddleclones', 'danieleinc', 'davinesofficial', 'deans_beans', 'devotedcreation', 'domtarcorp', 'dpolaner', 'dragonage', 'drinkcheerwine', 'earthlite', 'eggplantpeople', 'empirekosher', 'evolvekefir', 'fagorind_eng', 'foxandjane', 'fttv', 'gardentime1', 'groominglounge', 'hairformula37', 'headblade', 'hubertslemonade', 'humminbirdfish', 'kyanicorp', 'premierdeadsea_', 'regenepureqanda']
33 ( 2 ): ['5hourenergy', 'babyblanketgift', 'barkeeperfriend', 'birdseye', 'bissellclean', 'boironusa', 'bolthousefarms', 'boogiemom', 'caneandaustin', 'cartenoireuk', 'caswellmassey', 'chuaochocoholic', 'cwhairlondon', 'dlink', 'eatliquidgold', 'eatsmartscales', 'eatwholly', 'eckounltd', 'everymanjack', 'fischernwieser', 'frenchmeadow', 'gabrielcosmetic', 'glennys', 'gortonsseafood', 'h2oplususa', 'hickoryfarms', 'honeymaidsnacks', 'horizon_organic', 'johnfriedaus', 'joseolecentral', 'kerrygoldusa', 'pretzelcrisps', 'qtips']
26 ( 17 ): ['8thcontinentsoy', 'alaffiaskincare', 'alvaradostreet', 'antimonkeybutt', 'arcona_la', 'auracacia', 'bumboosa', 'cleanwell', 'droppslaundry', 'ecodiscoveries', 'ecolips', 'eco_me', 'ecotouch', 'elementbars', 'ellaskitchenusa', 'genesistoday', 'goddessgarden', 'grabgreen', 'grandmamauds', 'hdnaturals', 'herbalwater', 'herban_cowboy', 'jrwatkins', 'realpurity', 'realrevivalabs', 'reedsgingerbrew']
22 ( 11 ): ['8oclockcoffee', 'anthropologie', 'audi', 'axe', 'bathbodyworks', 'benandjerrys', 'bmwusa', 'buick', 'clairolcolor', 'curve', 'dietcoke', 'duracell', 'fageusa', 'febreze_fresh', 'ferrariusa', 'gnclivewell', 'greengiant', 'honda', 'hyundai', 'jackdaniels_us', 'lorealparisusa', 'purex']
16 ( 25 ): ['allegraotc', 'beneful', 'chapstick', 'chexcereal', 'ctcsquares', 'drinktampico', 'durex_usa', 'eccobella', 'finlandiavodka', 'flatoutbread', 'fstg_chips', 'hillshirefarm', 'homeruninn', 'jacklinks', 'jollytimepops', 'kettlebrand']
16 ( 44 ): ['ancientharvest', 'balancebar', 'bdbrows', 'better_oats', 'canidaepetfood', 'cuisinart', 'customnails', 'farmrichsnacks', 'footsmart', 'gmtgiftbaskets', 'goodearthtea', 'govoskos', 'islandseasoning', 'kikkomankitchen', 'quiltednorthern', 'realcaboodles']
15 ( 4 ): ['aubreyorganicsi', 'blinc', 'cobigelowny', 'decleorskincare', 'dgskincare', 'duwopcosmetics', 'ellentracynyc', 'freemanbeauty', 'indigowild', 'kaplanmd', 'kenra_haircare', 'obagi', 'prescriptives', 'prttypeaushun', 'repechage']
15 ( 18 ): ['braunus', 'cardinalhealth', 'caribou_coffee', 'crest', 'discover', 'droetkerbaking', 'eaglepack', 'flatearthbrew', 'friskies', 'hannaford', 'herbacinusa', 'iams', 'proactiv', 'purityvodka', 'quaker']
15 ( 21 ): ['airheads', 'blue_bunny', 'bose', 'bostonmarket', 'cheezit', 'chipsahoy', 'dannon', 'digiornopizza', 'faygo', 'hormelfoods', 'indelight', 'jif', 'kindsnacks', 'redbaronpizza', 'redvines']
15 ( 34 ): ['acer', 'bmsnews', 'bugatti', 'cadillac', 'candiesbrand', 'canonusa', 'chevrolet', 'cocacola', 'dodge', 'doritos', 'garmin', 'ge_reports', 'htcusa', 'ibm', 'kia']
14 ( 6 ): ['18rabbits', '34degrees', 'arbonne', 'artisanafoods', 'bakeryonmain', 'barbarasbakery', 'bobsredmill', 'corazonas', 'drpraegers', 'funkymonkeysnck', 'fyhmarket', 'guayaki', 'honesttea', 'powerbar']
14 ( 19 ): ['amanabrand', 'aprioribeauty', 'bayescleaners', 'buitoniusa', 'bulbrite', 'celadrin1', 'ferrocosmetics', 'fishernutsbrand', 'fisherpaykelus', 'frigidaire', 'gopicnic', 'hiballenergy', 'iqnatural', 'monogramappl']
14 ( 35 ): ['advilrelief', 'bluediamond', 'celestialtea', 'colgate', 'cottonelle', 'dawndish', 'downy', 'fiberone', 'gatorade', 'herbalessences', 'ivory', 'jergensus', 'joico', 'purell']
13 ( 0 ): ['bodyglide', 'clifbar', 'coldeeze', 'cremeofnature', 'drbronner', 'gardein', 'generalmills', 'harmankardon', 'harneytea', 'jennairusa', 'kraftheinzco', 'no7usa', 'thecoffeebean']
13 ( 13 ): ['aquafina', 'babiesrus', 'barsfoods', 'bayerus', 'bumblebar', 'ciaobellagelato', 'croftersorganic', 'delallofoods', 'essentiaphwater', 'frs', 'holisticselect', 'kashifoods', 'minutemaid']
13 ( 14 ): ['anntaylor', 'artistryus', 'aveda', 'avoninsider', 'barielle', 'blissspa', 'burtsbees', 'butterlondon', 'carolsdaughter', 'elizabetharden', 'fekkai', 'fusion_beauty', 'josie_maran']
13 ( 16 ): ['ampenergy', 'barbasolshave', 'bertolli', 'bestfoods', 'coffee_mate', 'combos', 'crystallight', 'delmonte', 'evianwater', 'ghdnorthamerica', 'haagendazs_us', 'huggies', 'shopritestores']
13 ( 24 ): ['acneorg', 'acureorganics', 'cedarlanefoods', 'celazome', 'ddfskincare', 'drmiracles', 'electrolux', 'eltamd', 'fab', 'farouksystems', 'hichew', 'illyissimo', 'redflowernyc']
12 ( 5 ): ['alimapure', 'alternahaircare', 'caudalieus', 'clarisonic', 'cosmedix', 'dermadoctor', 'derma_e', 'dreamdrystyle', 'edgeshavegel', 'hydroxatone', 'jonessodaco', 'phyto_usa']
12 ( 9 ): ['afterglow', 'bareminerals', 'bhcosmetics', 'bronnerbros', 'cascadianfarm', 'cleanandclear', 'covergirl', 'cvsbeautyclub', 'illamasqua', 'janmarini', 'naturespath', 'redken5thave']
12 ( 32 ): ['abreva', 'athenos', 'bigelowtea', 'doletweets', 'eas', 'fmchocolate', 'fosterfarms', 'hboats', 'hodgsonmill', 'huntschef', 'jewelosco', 'jimmydean']
12 ( 46 ): ['7up', 'butterfinger', 'cadburyuk', 'chobani', 'dunkindonuts', 'ford', 'freschetta', 'fritolay', 'hollisterco', 'hostess_snacks', 'kelloggcompany', 'kevyn_aucoin']
11 ( 7 ): ['blueqness', 'bummis', 'caffesanora', 'diapersdotcom', 'estroven', 'getolympus', 'hennahut', 'jarritosnation', 'junebeebaby', 'kingbiodotcom', 'propel_water']
11 ( 8 ): ['campbellschunky', 'carabnaturally', 'flavorice_pops', 'hotpockets', 'hydropeptide', 'jblaudio', 'jeep', 'powerade', 'puffs', 'republicoftea', 'vichy_usa']
11 ( 22 ): ['bauschlomb', 'bblondehair', 'belkin', 'biooiluk', 'bosciaskincare', 'bulldogskincare', 'faithinnature', 'frenchsuk', 'ghostfragrances', 'itsa10haircare', 'pukkaherbs']
11 ( 47 ): ['barilla', 'claim_jumper', 'dum_dums', 'food_for_life', 'healthy_choice', 'hellmanns', 'hinoderice', 'hitachi_us', 'puresilkshave', 'reallunchables', 'renefurtererus']
10 ( 23 ): ['baby_magic', 'biokleenhome', 'dasaniwater', 'dreft', 'earthsbest', 'eckrichmeats', 'formaggio', 'joyfulbathco', 'kibblesnbits', 'quornus']
10 ( 43 ): ['caress', 'cosmermaid', 'crabtreeevelyn', 'crackerjackd', 'dentek', 'dial', 'earthboundfarm', 'greenworks', 'hansensnatural', 'ito_en']
9 ( 20 ): ['annieshomegrown', 'cabotcheese', 'feelgoodfoods', 'foodsalive', 'glutinofoods', 'gonecrackers', 'homefreetreats', 'honeystinger', 'killerbread']
9 ( 26 ): ['adidas', 'astonmartin', 'att', 'bentleymotors', 'blackberry', 'dell', 'dior', 'guess', 'redbull']
9 ( 41 ): ['alchimieforever', 'allegrocoffee', 'babyganics', 'dacorkitchen', 'daisyhealthrd', 'drhauschka_usa', 'gf_insider', 'izze', 'kavajavacoffee']
9 ( 42 ): ['ardell_lashes', 'deborahlippmann', 'embryolisseusa', 'evelom', 'guerlain', 'hypehair', 'jouercosmetics', 'kerastaseusa', 'pritinyc']
9 ( 48 ): ['100percentpure', 'biodermalabuk', 'bumble', 'chinaglaze', 'elemis', 'elfcosmetics', 'freepeople', 'itcosmetics', 'julepmaven']
8 ( 28 ): ['americanapparel', 'blackopalbeauty', 'coastalscents', 'deliskincare', 'dermalogica', 'ecotools', 'graftobian', 'hourglassmakeup']
8 ( 31 ): ['always', 'american_girl', 'bananaboat', 'coola_suncare', 'eucerinus', 'eukanuba', 'got2busa', 'jello']
8 ( 45 ): ['babobotanicals', 'chefboyardee', 'doctorsmiths', 'fancyfeast', 'fisherprice', 'hylandshealth', 'prana', 'purinaonedog']
7 ( 12 ): ['aquaphorus', 'aveneusa', 'carmex', 'conairbeauty', 'dove', 'goodcleanlove', 'jvc_usa']
6 ( 1 ): ['bettylousinc', 'davesgourmet', 'edenfoods', 'glutenfreeda', 'goldenpath', 'iansnaturalfood']
6 ( 29 ): ['armani', 'calvinklein', 'chanel', 'disney', 'hugoboss', 'instyle']
6 ( 33 ): ['bahlsenbiscuits', 'bioelements', 'clearasil', 'dermorganic', 'firstaidbeauty', 'glominerals']
5 ( 27 ): ['allure_magazine', 'benefitbeauty', 'colorescience', 'jurliqueusa', 'kiehls']
5 ( 36 ): ['breyers', 'cream_of_wheat', 'dovechocolate', 'gain', 'johnsonville']
5 ( 38 ): ['bettycrocker', 'cheerios', 'crackerbarrel', 'godiva', 'pringles']
5 ( 39 ): ['asus', 'chrysler', 'cisco', 'hp', 'jaguarusa']
5 ( 40 ): ['bbuttonsbabies', 'bumgenius', 'gdiapers', 'pr_organicsusa', 'thedivacup']
4 ( 15 ): ['clorox', 'gillette', 'glade', 'jabra_us']
4 ( 30 ): ['benetton', 'givenchy', 'isseymiyakenyc', 'juicycouture']
4 ( 37 ): ['burberry', 'dolcegabbana', 'fendi', 'ralphlauren']
4 ( 49 ): ['dietpepsi', 'drpepper', 'fanta', 'hersheys']
2 ( 10 ): ['bambinomio', 'fuzzibunz']
Clustering Completed in time 0:00:01.576047
In [ ]:
Content source: tapilab/is-SilambarasanM
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