Amazon as Issue Engine: Islands of Weird
Post on 18-May-2015
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Kate Miltner, Molly Kalan, Anne Helmond, Sarietha Engelbrecht, Erik Hekman, Bazilah Atalip (thanks Bernhard Rieder & Erik Borra!)
Amazon as Issue Engine: Islands of Weird
Research Questions:1.To what degree is there overlap between the various mock commenters in Amazon? (Is there a mock review culture?)2.Is this activity being generated organically or through organized activity? Can we trace this?
Tools• To collect and process Amazon reviews and corresponding data we built our own scraping software (node.js). This tool collected information about 31 Amazon products which were later used for various data analyses. • We used Gephi for data visualisation• Google Refine was used to filter and analyze data.
Data Set• We worked with 31 products and their reviews stored in 1,915 separate html files.
Results Overview
Two mock review spaces in Amazon:- Political issue space- Amazon Reviewer Community (“LOLReview”) space
Political Space:- One-off comments- Largely driven by news
LOLReview Space:- Performance of community through core product corpus and intertextual references- Heavy involvement from Top Reviewers
Why These Products?
- Extremely expensive- Political- Gendered- Absurd/Obvious- Culturally ironic- Intertextual/Referential
“I've been thinking for awhile of upgrading my 570 Banana Slicer to the 571, but first I need to know if it is compatible with non-chiquitas, and also what are the advantages of the 571 over the 570? Oddly, when I did a search for banana slicer, it came up with (besides a couple of banana slicers) an album called the Best of David Hassellhoff. No joke! Maybe he has a song about banana slicing in it.”
“I own these pens and they are great. They are pens. They work. But what really interests me is this: under the "Customers Who Viewed This Item Also Viewed" title, the number one choice is (the Hutzler 571 Banana Slicer): Now, that's a bit Freudian for me, but power to the ladies! Buy your women's pens, and get that banana slicer while you're at it. And enjoy!”
- Luv2Teach (Southern California)
Community via Recommendation Engine?
Amazon product recommendations
Amazon reviewers community
audiquest
avoid huge ships
banana slicer
bic cristal black
bic medium
birth control
david hasselhoff
denon cable
fresh metal
huge penis
microwave cooking
million random digits
mountain youth three sleeve
muzino
nuclear energy
parent child testing
penetrating wagners ring
playmobil
stream pepper
tank
toilet seats
ufo detector
unicorn horn
uranium ore
veet men
wheelmate
whole milk
420
50 shades of bic
___ ___ _ (brooklyn, ny)
a customer
a kid's reviewa kid's review
a new fan! (newport news, va)
a reader (salt lake city, ut)
a. courie "treb" (freedom's fortress)
a. earle (bellevue, wa)
a. hagerup (northampton, ma)
a. johnston
a. koebel (canada)
a. rosenberg (lost somewhere in ca)
a. sargeant "sarge"
a. tran "marzipanda" (palo alto, ca)
a. trotter (new hampshire) (vine voice)
abreo
absolut_me
acedetective
adam
adelmar edison sutra "reality observer" (kissimmee, fl)
admiralissimo voodoo (ohio)
adrienne (new mexico)
agito
aj
al
al a'quiver
alex
alex delarge
alexander e. chatfield
alon a. aloni "im a plethora of useless infor... (my pants)
alphadog "sapienza" (rome, italy)
amazondavid
amazonian djm (jungle)
amish ninja
andrea
andrew
andrew f. (philadelphia, pa, usa)
andy
anglojen (d.c.)
ann
anne
anon
anonymousapologiaphoenix (corryton, tn)
argh dammit (phoenix, ny)
ashley
attorney man
avid reader
avid reader (los angeles)
b
b. burgdorf (in united states)
b. casey (los angeles)
b. jolliff
b. yoder "realist...." (7th level of hell...)
bachelier ""1004"" (ile de france)
bailey
banana fan
barbara (tulsa, oklahoma)
bardofbytebargain hunter (grand rapids, mi)
barlow
barry (pnw)
barry gilbert (boulder, co united states)
bartok kinski "a casual stroll through the lu... (prague)
batman
bb
beatle23 "beatle23" (evanston, il usa)
beatrice shapiro (silverton, oregon, usa)
bella ricci (scotland)beloved
ben
ben winegard (columbia, missouri)
beth
bic
big jim
big pens (women)
bigdave
bigdog
billy boy
black_unicorn (pennsylvania)
blondebananaslicer
blue6
blueskid (usa)
bob
bob dobbs (washington, dc usa)
bob dog (boondocks, nc)
bob spankymonkey (pukesville)
bobo
bonzo
book buff (fishers, in)
boomdiada
boston bluestocking (cambridge, mass.)
bp
brad
bradley d. mcdevitt "boudreaux gros" (chapel hill, nc)
brendan j. walsh (san antonio, texas)
brett
brett "bret_p" (beaverton, or usa)
brian
brian torrence (overlook hotel)
brian w. kunkemoeller "kunkembw" (cincinnati, oh usa)
brion l. boyles "zardoz" (woodbridge, virginia)
broblu "illiterate" (m bridge, ns can)
brooke
brutus "momofthree"
bssgrl "bssgrl" (hamden, ct)
bubba
butch
buzzn "more than this" (marin county, ca usa)
c. b. manges (westsylvania, pa united states)
c. battersby
c. bleakley (central illinois)
c. hill (wasilla, alaska)
c. nekritz (new york, ny)
c. stoneham (texas)
c. thomas (vienna, va)
caitlin
cap'n stoob "stoob" (usa)
capt a. braidy
captain feathersword
captain shipdodge
carl m. rabbin (olney, maryland usa)
carol sheppard "grandma" (fla)
cas marino (new york city, ny)
casey
cat
cat feet (united states) (vine voice)
catbird
catherine swinford (raleigh-ish, nc) (vine voice)
catinahat "catinkaty" (gulf coast, tx)
chairman of the board "smith board of directors" (w. sacramento, california)
chana_s
chap gmunderson (seattle, wa united states)
charles bittner "disabled comedian and gamer!"
charlie
chen
chester huffy (north stripper pole, nv)
chief wiggum (kettering, uk)
chiquita banana
chris (new york city)
chris coffman (st. louis, mo)
chris frenzy (virginia)
christopher barrett "cmbadass"
christopher brown
chuck
cjmccarthy
clark
cletus
cletus (cooterville)
coffee catholic (planet earth)
coffeegurrl "coffeegurrl" (oregon)
cohaagen
colin
confused
consumer
cordyceps
crafty is as crafty does (austin, tx usa)
craig
cranky yankee (boston, ma)
cuthere
cybermurph (new york, new york)
cyphis
d j conway
d. elson "moomooo !!!!!" (moo moo, moooo)
d. hayes
d. hobbs "lordboots" (seattle, wa usa)
d. jones
d. maurillo "bella mia" (san jose, california)
d. perkins (usa)
d. r. thayer "heavenly_uu" (los angeles, ca usa)
d. speer (west palm florida)
d. stephenson "danfish24"
d. williamson
damnably rarer ilk (tucson, az)
damon
dan
dan (minnesota)
danaful (north branford, ct)
daniel a. garcia (orange county, ca)
danny
dante bacani (chicago, il, united states)
darby powell
darren
dave
dave goldenberg "yodaveg" (ridgefield, ct)
david
david "dmb" (the south)
david a. james (fairbanks, ak usa)
david luzader (phoenix, az)
david williams (columbus, ohio)
david zimmerman (baton rouge, la usa) (vine voice)
dawn gagnon "dawnella" (sc)
deb
debbie c
debra (newnan, ga)
dee a
delia (eugene, or)
denice bee "denicebrown_2000" (detroit, mi united states)
desdecardo
dez
diane
dindy robinson (arlington, tx united states) (vine voice)
disappointed
doe
dondonald sensing (fairview, tenn.)
donovan morrow
doug
douglas page
dr. c. (washington, dc, usa)
drew
dustin downs
e r (brooklyn, ny)
e. bonheim (ct)
e. bradley "luckylady1978" (new york city)
e. dillinger
e. jackson
e. verrillo (williamsburg, ma)
eager reader
eded (harrisburg, panama)
ej "ej" (boston)
el fuego
elbatcho della vente
electric fred "fred hy." (san francisco bay area)
elias k. meeks
elise (ny, usa)
elle casey (usa/france)
ellen lopez
emily
emily hall (tuscaloosa al)
emma
emmbee "emmbee1962" (kansas city mo)
emmell seasmith "barely literate"
emmie (oregon)
eric
eric (bloomington, mn, united states)
eric hamen "governor of texas" (hilliard, oh united states)
eric shaw (united states)
erin
este
ethan brehm
eugeny molchanov "hipster" (new york)
evil overlord
f mills (se texas)
f. mckay "fungus2443" (stirling, scotland)
f.fetched
farvel newvan "farv"
firechill (allentown, pa united states)
flam
flannel "1/3 asian, 1/3 irish, and 1/3 amish" (ohio)
ford prefect "gargleblaster" (arizona)
forge
fozzetti (nevada)
frank
frank perkins (ct, usa)
fred
fred kepler "fredrock" (portland, or usa)
free speech lover "free speech lover" (los angeles, ca united states)
freestateracer (laurel,, ms. united states)
frogs (wiganer)frustrated
furiouss (georgia)
g
g. jones "rj357" (vacaville, ca)
g. kline "art and technology" (hoboken, nj)
g. mattione "avid reader" (englewood, co united states)
gail
gardening fool "kindsoul" (southern california)
gary
gen. jc christian, patriot
general zorg (planet ksadjlak g)
george
george bungle
george takei
georgestark
georgina (portlandia)
gg "gg" (chicago, il usa)
gigi
gil gildner (little rock, ar)
gilbert glib (los angeles, ca)
gml (austin)
gobananas
god
gordon d. (brooklyn, ny united states)
gordon m. wagner (suburbia) (vine voice)
grazzidad
greenguy (chicago il)greg
grubmeister
guy
guy from pasadena "mel" (pasadena, ca usa)
guy the gorilla (virginia)
gwbush
gwentech "rickp" (usa)
h. meigs "happy customer" (san francisco, ca)
h. perry
h. scharnberg (dorf, germany)
handy man "dog lover" (northen indiana, usa)
hank
happy customer
harmless gryphon (nowhere worth mentioning)
heather
helene taylor (jersey city, nj, us)
hen yen
herr tarquin biskuitfa "aka tarquin f'tang f... (luton)
hippoguy (illinois)
houston aggie (houston, tx united states)
howler
i. guch (va)
ig
ij reilly
ilovemydrummerboyfriend "a do it diva" (the district, usa)
invisigoth
j
j meyers
j. a. konrathj. a. konrathj. a. konrath
j. alden "tech"
j. bundy "french press coffee drinker"
j. clark
j. craft "luvs2shop2much"
j. e. bornstein "thehal"
j. goebel (il)
j. green
j. hammerling "beer drinker"
j. hermida "lover and fighter"
j. laury "zombie killer"
j. pyron
j. riva "i must not be named"
j. steinhebel "js"
j. sykes "mr. s"
j. zachary
jack l. aiello
jagadeesh k. venugopal
jaime gomez
jake
james
james coursey
james k polk "napoleon of the stump"
james o'brien
james snape "page-zone" (ohio)
james thiele
jamesvreitano
jamie
jane
janet
jason
jason (x) (vine voice)
jason kirkfield "the pride and sorrow of chil"
javier del bosco
jay
jaybo6926
jazzfan 007
jcjd
jeanne hohne
jeff
jeff daly
jeff in tucson (tucson, arizona)
jeff m
jeh (i -10)
jenniferjenny
jer
jerome albertson (topeka, ks)
jerry
jesper (highland park, tx)
jess
jest_amused
jesus of amazon "the lord your savior." (heaven, earth)
jillybean
jim
jim bob
jim, durham
jimbob
jimmy
jj
jlm
joe
joe lippeatt (texas, united states)
joe moe "bookie" (hollywood)
joe tonigh
joe zyzyx (maryland, united states)
joey
johannes hansen
john
john andrew
john c paupard
john c. gardner (reno, nevada usa)
john griffin (ireland)
john hedley (san francisco, ca united states)
john hlinko "jhlink" (washington, dc, usa)
john s. harris "the voice of reason" (memphis, tn) (vine voice)
jon
jon doeringerjon miller "jon acua-miller" (austin, tx usa)
jonathan
jonathan c. pike (canton, ma) (vine voice)
jonathan p clarke
joseph l. kolb (harris, mn usa)
joseph t. webb (lake mary, florida)josh
josh (deep in the woods)
jp
jt
julia
just ask me! "bronxgal" (brooklyn, ny usa) (vine voice)
justin stanchfield (wise river, montana united states)
justsayin
k
k. bolivar
k. patterson "disgruntled citizen"
kal-el
kane gruber (tallahassee, fl united states)
karen
karl pedorski (somewhere else)
karrieal
kate mcintyre (toluca lake, ca united states)
katie
kc
keith french
ken
kendall
kevin
kevin "kp 2001" (annapolis, moldova, republic of)
kevin michael king (worcester, ma united states)
kevin reynolds "ampherion" (pueblo, co usa)
kevin s. (new jersey, usa)
khati
kitpaw "valgirl" (ny/sf/la)
krickerprof (kirksville, mo, usa)
kristen e. bogren "kristen bogren" (los lunas, nm usa) (vine voice)
kyle j. von bose "kyle von bose" (anchorage, alaska)
l. b. glass
l. davis
l. klop (spring, tx)
larry
larry carnes
laurie
lee
lee hazelle
leftfoot (florida)
leon dekelbaum "process613" (santa monica, ca)
lex10 "http://glyphjockey.com" (nj usa)
liam sweeny
lightsleeper (chicago)
lisa
lisette baxter (brisbane,australia)
littlewoman
liz
liza sauls "thingamajig" (rancho cucamonga, ca usa)
lk
lola
lollie dot com "i love my bicycles" (in tahlequah, ok)
lori
loyd e. eskildson "pragmatist" (phoenix, az.) (hall of fame reviewer)
lulu
lutwidge (san francisco)
lynb362002
lynn a. kendall "bibliophile, -phage, and -ma... (silicon valley, ca united states) (vine voice)
m. block (australia)
m. booda "legally bland" (anytown, usa)
m. heiss (usa)
m. j. green "mj." (southern usa)
m. leeds (huxley, ia)
m. loy "c. d. ward" (miskatonic, me)
m. lucas "mlucasone" (lima, per)
m. mcnully "fantasy reader/writer." (texas)
m. smith (powell, ohio usa)
m. white "m white" (atlanta, ga usa)
mad gremlin
madeleine b. (boulder, co)magical unicorn
mam121 (baton rouge, la usa)
marajadelotus
marc b. walker "marc walker" (austin, tx usa)
margaret dybala "too many books, too little time"
maria
mark
mark r. hoffman "highplainsdrifter" (college park, md)
mark twain
marsha
martin m. rosenbluth (nc)
matt matthew
matthew barchok
matthew cayenne "mwcayenne" (indiana)
matthew holzmann
max
mb "mb" (edison, nj usa)
mc
mcbowlerpimp (w. syracuse, ne)
md
me
me "genius is creativity in the extreme" (america)
med student (minnesota)
mediocre films "mediocrefilms.com" (los angeles, ca)
melanie l "writer" (minnesota, usa)
mexican wolf boy (mexico)
micah
michaelmichael
michael a. duvernois
michael brown "screemincheese" (new york, ny united states)
michael j. edelman
michael l. daly-jones (northport, ny)
michael l. giro (sacramento, ca)
michael r. medwith
michael s. edwards (oahu, hawaii)
michelle
mie ishii "russian doll"
miguel
mikemike
mike (providence, ri)
min byong chang "mbc" (uijongbu south korea)
minkiemink "joe shopper" (southern, ca)
misty
mk
mm
mn ghosthunter (mn)
mondoray12
mongothetrucker
moritz reichelt "moritz r" (berlin, germany)
morrigan alexandros "the opinionated me" (vine voice)
mountain man
mountainwalt
mr. anchovy "he reads books!" (new york, ny usa)
mr. i. burt "knees knock" (isle of wight)
mr. nowhere (las vegas, nv)
mrliar
music_geek
mypenname
myron d dornic (dallas, tx united states)
nadine saubers "my view" (san diego)
nancy post
nas (ca)
nathan
nathan bonsal "nathan" (rio rancho, nm usa)
navy bean "navy bean" (amsterdam/dayton, oh)
nerdhammer
nicholas provenzo (virginia, usa)
nick
nick spalding (united kingdom...the warm bit in the south)
nicoleno
no fault lawyer "no fault lawyer" (new york, ny)
nobel prize winner
nomorenicknamesleft "nomorenicknamesleft" (k space)
noname
northcutt
null (space)nuts4noodles
o. de frias "realmadrid2727"
oh captain awesomeface "my captain awesomeface" (usa)
ol' smoky "loki in the smokies" (tennessee)
ollie
omar "abu ahmad jihad"
over the river (washington, dc)
overlook1977 (raleigh, nc united states)
overworked mom
p. breakfield iv "tom steele" (greenville, sc united states) (vine voice)
p. lacho "travel hawk"
p. vanzo "dr who" (new zealand)
p. wang
papa vic "papa vic" (hollywood, ca)
pat kight "pat" (oregon, usa)
patricia "a reader"patricia "a reader"
patrick
patrick carroll "winebibber"
patrick j quinn
patrick odaniel
paul
paul bellefeuille (new hampshire)
paul bright "paul bright" (near san fran)
paul foster (austin, tx)
paul pearson
pd
peary perry
pen name
penname
pete
peter
peter "franken" (strugglesville)
peter shipley (berkeley)
phil
pike
pinkie
pmsteve
poephreak
princess
ps
psychanalyst717 (new york, ny)
pteechka "pteechka" (nc)
punksten
queenb (nyc)
r. blais "lol wut" (fernley, nv usa) (vine voice)
r. carroll
r. chambers "ras" (tx)
r. henderson "wolf starchild" (anywhere and everywhere)
r. herschler
r. jersak (coon rapids, mn united states)
r. m. nordstrom "chel" (vancouver, bc canada)
r. moses (new hampshire)
rachel
rachel tsoumbakos "barefoot.writer" (melbourne, australia)
rahul p. kamath "carbon-based life form" (madison, wi)
rambler "willat" (morris county, nj usa)
randall peek
randolph mcfoo
rashelle jones
ravenskya "princess of horror" (vine voice)
ray
real reviews (chicago, il usa)
rebecca razo
renee gilbert (united states)
reverend (denver, co usa)
reviewbot
rich
rich meyer "rich" (st. clair, pa usa)
richard
richard crystal "baltimore native" (baltimore, maryland united states)
richard k richards "richard's marital aids an... (where you can marry your sister)
richard nightwood (republic of assyria)
richard wright (memphis, tn usa)
rick
ricky cilantro (texas)
rico
rinner
rita "rita" (ohio)
road apple "who brings the mustard?"
rob
rob (your head)
robert
robert d. moses (sayville, ny united states)
robert g crane
robert lassiter jr (kinston, north carolina)
robert salsburyrobin
rock fan "fan of classic roc
rollin' deuces on da blinga' "sidekick me at ... (livnlarge411712@aol.com)
ronny marshall (los angeles, ca)
ryan
ryan c. staab
s. "strap" (honolulu, hi)
s. armstrong (sc)
s. d. boraston (radstock)
s. fisher (los gatos, ca)
s. j. huse (rehoboth, de usa)
s. j. steimer
s. mayo (vine voice)
s. regn
s. taylor "caffeinoholic" (glen mills, pa usa)
s. tkacs (dallas, tx)
s. venable (pasadena, ca united states)
sadie
sadpickle
sally
sam
sandy
sara
sarah
sarah (kent, uk)
sarah stegall (california usa) (vine voice)
scott (nj)
scott b. macdonald (ny)
screenwriter morgan
sean o.
seblick (pennsylvania, usa)
sergei chernov (los angeles)
shady ave reader (arlington, va)
shawn anderson "shawn" (geneseo, illinois usa)
sick of it all (suck city)
sickly child "the sickly child" (fort thomas, ky usa)
siddharth
slobodan cruthirds
sloop
socrates
sol rosenberg "sol rosenberg" (groom lake, nv)
songbird (houston, tx)
sonja
southcbishop
spamx
spinky (wv usa)
steffan piper
stephany
stephen
stephen d gast (saginaw, mi united states)
steve
steven j. hoffman (takoma park, md usa)
steven l. gordon "rocketeir" (erie, colorado usa)
stevie
stormdog17
stuart cunningham
stupid_hurts
supercow (pasadena, ca)
sursk73
susan adamo baumbach
suzanne c (vienna, va)
swanee
sybilla goodall (greater boston area)
t. alan taylor
t. elliot "t. elliot" (uk)
t. finan "tman" (west coast)
t. mackay (manhattan beach, ca usa)
t. sanders (providence, ri united states)
t. wayne (los angeles, ca)
tamara thorne (california, usa) (vine voice)
tammy
tarheelcoin
technolady "diane" (california)
teddifish
teofisto (san diego, ca)
terry barker (seattle, usa)
tfinch
the maestro
the man in pants "nad"
the taminator "there's no going back. you've ... (the people's republic of indiana) (vine voice)
the wolf master "mac the wolf" (awesome, wis the us of a)
theodore r. ellis "chiefted" (san francisco, ca)
therosen "therosen" (new york, ny united states) (vine voice)
thespeedytomato
thisdude
thomas
three deep (hickory holler, ar)
tiburon "d" (colorado springs)
tim
timboliah pantsonfiyah "timboliah pants on fiyah" (usa)
tj
todd
tom
tom miller (mn usa)
tpo (bora bora)
travis pelt "freelance guru" (kayaking through dc)
travis the impaler
trevor
troy hoffman (sea of tranquility)
tw
twal (uk)
tweedy (scotland, uk)
tyler durden "camdenc" (little rock, ar)
v. zhirinovsky "vlad the mad" (virginia, usa)
velodog (doylestown, oh)
vicki
vikkitikkitavi "vikkitikkitavi" (los angeles, ca)
vince "deal finder" (texas)
virginia
voicebox5 "voicebox5"
voiceofnoone
w. gonzales (denver, co usa)
waiting
wally
walter raczynski
wandrwoman "wise as aphrodite"
warren redlich
wayfinder (usa)
wiebes
will
william
william bradford
window maven (boston ma)
wolfmanwoody
woolery
word of mouth
wtf
yankee2ny (usa)
yogi bear
zachariah "zachariah"
zachslow
paul moskowitzpaul moskowitz
robin leerobin lee
krissskrosss "kriss"
m "cultofstrawberry"
moviegoer
nathan beauchamp "consumeradvocate"
dre
modern blue argonaut
apoem "apoem"
morley dotes "morleydotes"
kevin m. derby
j. arena
kort "art, music, book and movie enthusiast"
c. f. hill "cfh"
patrick w. crabtree "the old grottomaster"
y. r. wu "the will to win is nothing without"
a. dent "aragorn"joanna daneman
neurosplicer (freeside, in geosynchronous orbit)
scott
Amazon reviewers community
with Amazon top reviewers
Amazon reviewers community
with Amazon top reviewers
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